QS8 NEONDOT GEMM/IGEMM microkernels with FP32 requantization
PiperOrigin-RevId: 377216784
diff --git a/test/qs8-gemm-minmax-fp32.cc b/test/qs8-gemm-minmax-fp32.cc
index e3adbde..2f0fdcb 100644
--- a/test/qs8-gemm-minmax-fp32.cc
+++ b/test/qs8-gemm-minmax-fp32.cc
@@ -22,6 +22,3654 @@
#include "gemm-microkernel-tester.h"
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_6X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_8X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
TEST(QS8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8) {
TEST_REQUIRES_X86_SSE2;
diff --git a/test/qs8-gemm-minmax-fp32.yaml b/test/qs8-gemm-minmax-fp32.yaml
index ed6e04b..209a0ec 100644
--- a/test/qs8-gemm-minmax-fp32.yaml
+++ b/test/qs8-gemm-minmax-fp32.yaml
@@ -3,6 +3,30 @@
# 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_1x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_6x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_8x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_4x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_6x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_8x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64
init: xnn_init_qs8_conv_minmax_fp32_sse2_params
k-block: 8
diff --git a/test/qs8-igemm-minmax-fp32.cc b/test/qs8-igemm-minmax-fp32.cc
index 4479947..e3d97d1 100644
--- a/test/qs8-igemm-minmax-fp32.cc
+++ b/test/qs8-igemm-minmax-fp32.cc
@@ -22,6 +22,3750 @@
#include "gemm-microkernel-tester.h"
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 6; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 8; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X8C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 6; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 6; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_6X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(6)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(6)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_div_8) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, a_offset) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, zero) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ for (uint32_t mz = 0; mz < 8; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, qmin) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, qmax) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_8X16C4__NEONDOT, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_DOT;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(16)
+ .kr(4)
+ .sr(1)
+ .m(8)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
+
+
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
TEST(QS8_IGEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8) {
TEST_REQUIRES_X86_SSE2;
diff --git a/test/qs8-igemm-minmax-fp32.yaml b/test/qs8-igemm-minmax-fp32.yaml
index 9f060e5..8f337f5 100644
--- a/test/qs8-igemm-minmax-fp32.yaml
+++ b/test/qs8-igemm-minmax-fp32.yaml
@@ -3,6 +3,30 @@
# 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_igemm_minmax_fp32_ukernel_1x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_4x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_6x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_8x8c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_4x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_6x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_8x16c4__neondot
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 8
- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse2_ld64
init: xnn_init_qs8_conv_minmax_fp32_sse2_params
k-block: 8