FP32 requantization in QS8 GEMM/IGEMM microkernels for SSE/AVX/XOP
PiperOrigin-RevId: 376966195
diff --git a/test/qs8-gemm-minmax-fp32.cc b/test/qs8-gemm-minmax-fp32.cc
index 3a51bd9..a923d7e 100644
--- a/test/qs8-gemm-minmax-fp32.cc
+++ b/test/qs8-gemm-minmax-fp32.cc
@@ -23,6 +23,31926 @@
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
TEST(QS8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_eq_8) {
TEST_REQUIRES_X86_AVX2;
GemmMicrokernelTester()
diff --git a/test/qs8-gemm-minmax-fp32.yaml b/test/qs8-gemm-minmax-fp32.yaml
index 97ac4f7..f15fe7f 100644
--- a/test/qs8-gemm-minmax-fp32.yaml
+++ b/test/qs8-gemm-minmax-fp32.yaml
@@ -3,6 +3,216 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c8__avx2
init: xnn_init_qs8_conv_minmax_fp32_avx2_params
k-block: 8
diff --git a/test/qs8-igemm-minmax-fp32.cc b/test/qs8-igemm-minmax-fp32.cc
index a03bac3..7960a64 100644
--- a/test/qs8-igemm-minmax-fp32.cc
+++ b/test/qs8-igemm-minmax-fp32.cc
@@ -23,6 +23,31926 @@
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X4C2__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD64, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD64, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD64, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSSE3;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, qmin) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, qmax) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSSE3_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSSE3;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE41;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, qmin) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, qmax) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cm) {
+ TEST_REQUIRES_X86_SSE41;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_AVX;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, qmin) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, qmax) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cm) {
+ TEST_REQUIRES_X86_AVX;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(1)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_lt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_gt_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_div_8) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, k_div_8_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, n_div_4_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, strided_cm_subtile) {
+ TEST_REQUIRES_X86_XOP;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, qmin) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, qmax) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_3X4C8__XOP_LD128, strided_cm) {
+ TEST_REQUIRES_X86_XOP;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(3)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
TEST(QS8_IGEMM_MINMAX_FP32_1X8C8__AVX2, k_eq_8) {
TEST_REQUIRES_X86_AVX2;
GemmMicrokernelTester()
diff --git a/test/qs8-igemm-minmax-fp32.yaml b/test/qs8-igemm-minmax-fp32.yaml
index 280ad4f..2c64ba6 100644
--- a/test/qs8-igemm-minmax-fp32.yaml
+++ b/test/qs8-igemm-minmax-fp32.yaml
@@ -3,6 +3,216 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse2_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128
+ init: xnn_init_qs8_conv_minmax_fp32_sse4_params
+ k-block: 8
- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c8__avx2
init: xnn_init_qs8_conv_minmax_fp32_avx2_params
k-block: 8