WAsm SpMM microkernels unrolled by 2 and 4.
PiperOrigin-RevId: 338371416
diff --git a/test/f32-spmm-minmax.cc b/test/f32-spmm-minmax.cc
index 7797965..d09c190 100644
--- a/test/f32-spmm-minmax.cc
+++ b/test/f32-spmm-minmax.cc
@@ -4856,6 +4856,2178 @@
#endif // XNN_ARCH_WASMSIMD
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, k_eq_2) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(2)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, k_lt_2) {
+ for (size_t k = 1; k < 2; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, k_gt_2) {
+ for (size_t k = 3; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, k_div_2) {
+ for (size_t k = 4; k <= 20; k += 2) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, m_lt_4) {
+ for (uint32_t m = 1; m < 4; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, m_div_4) {
+ for (uint32_t m = 8; m <= 12; m += 4) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, m_gt_4) {
+ for (uint32_t m = 5; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL2, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, k_eq_2) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(2)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, k_lt_2) {
+ for (size_t k = 1; k < 2; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, k_gt_2) {
+ for (size_t k = 3; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, k_div_2) {
+ for (size_t k = 4; k <= 20; k += 2) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, m_lt_8) {
+ for (uint32_t m = 1; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, m_div_8) {
+ for (uint32_t m = 16; m <= 24; m += 8) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, m_gt_8) {
+ for (uint32_t m = 9; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL2, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, k_eq_2) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(2)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, k_lt_2) {
+ for (size_t k = 1; k < 2; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, k_gt_2) {
+ for (size_t k = 3; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, k_div_2) {
+ for (size_t k = 4; k <= 20; k += 2) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, m_lt_16) {
+ for (uint32_t m = 1; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, m_div_16) {
+ for (uint32_t m = 32; m <= 48; m += 16) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, m_gt_16) {
+ for (uint32_t m = 17; m < 32; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL2, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll2);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, k_eq_2) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(2)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, k_lt_2) {
+ for (size_t k = 1; k < 2; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, k_gt_2) {
+ for (size_t k = 3; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, k_div_2) {
+ for (size_t k = 4; k <= 20; k += 2) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, m_lt_4) {
+ for (uint32_t m = 1; m < 4; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, m_div_4) {
+ for (uint32_t m = 8; m <= 12; m += 4) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, m_gt_4) {
+ for (uint32_t m = 5; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL2, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, k_eq_2) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(2)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, k_lt_2) {
+ for (size_t k = 1; k < 2; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, k_gt_2) {
+ for (size_t k = 3; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, k_div_2) {
+ for (size_t k = 4; k <= 20; k += 2) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, m_lt_8) {
+ for (uint32_t m = 1; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, m_div_8) {
+ for (uint32_t m = 16; m <= 24; m += 8) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, m_gt_8) {
+ for (uint32_t m = 9; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL2, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, k_eq_2) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(2)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, k_lt_2) {
+ for (size_t k = 1; k < 2; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, k_gt_2) {
+ for (size_t k = 3; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, k_div_2) {
+ for (size_t k = 4; k <= 20; k += 2) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, m_lt_16) {
+ for (uint32_t m = 1; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, m_div_16) {
+ for (uint32_t m = 32; m <= 48; m += 16) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, m_gt_16) {
+ for (uint32_t m = 17; m < 32; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL2, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 10; k += 3) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll2);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, k_eq_4) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(4)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, k_lt_4) {
+ for (size_t k = 1; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, k_gt_4) {
+ for (size_t k = 5; k < 8; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, k_div_4) {
+ for (size_t k = 8; k <= 40; k += 4) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, m_lt_4) {
+ for (uint32_t m = 1; m < 4; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, m_div_4) {
+ for (uint32_t m = 8; m <= 12; m += 4) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, m_gt_4) {
+ for (uint32_t m = 5; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_UNROLL4, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, k_eq_4) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(4)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, k_lt_4) {
+ for (size_t k = 1; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, k_gt_4) {
+ for (size_t k = 5; k < 8; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, k_div_4) {
+ for (size_t k = 8; k <= 40; k += 4) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, m_lt_8) {
+ for (uint32_t m = 1; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, m_div_8) {
+ for (uint32_t m = 16; m <= 24; m += 8) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, m_gt_8) {
+ for (uint32_t m = 9; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_UNROLL4, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, k_eq_4) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(4)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, k_lt_4) {
+ for (size_t k = 1; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, k_gt_4) {
+ for (size_t k = 5; k < 8; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, k_div_4) {
+ for (size_t k = 8; k <= 40; k += 4) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, m_lt_16) {
+ for (uint32_t m = 1; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, m_div_16) {
+ for (uint32_t m = 32; m <= 48; m += 16) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, m_gt_16) {
+ for (uint32_t m = 17; m < 32; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_UNROLL4, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_unroll4);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, k_eq_4) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(4)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, k_lt_4) {
+ for (size_t k = 1; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, k_gt_4) {
+ for (size_t k = 5; k < 8; k++) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, k_div_4) {
+ for (size_t k = 8; k <= 40; k += 4) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, m_lt_4) {
+ for (uint32_t m = 1; m < 4; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, m_div_4) {
+ for (uint32_t m = 8; m <= 12; m += 4) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, m_gt_4) {
+ for (uint32_t m = 5; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_UNROLL4, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(4)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, k_eq_4) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(4)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, k_lt_4) {
+ for (size_t k = 1; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, k_gt_4) {
+ for (size_t k = 5; k < 8; k++) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, k_div_4) {
+ for (size_t k = 8; k <= 40; k += 4) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, m_lt_8) {
+ for (uint32_t m = 1; m < 8; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, m_div_8) {
+ for (uint32_t m = 16; m <= 24; m += 8) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, m_gt_8) {
+ for (uint32_t m = 9; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_UNROLL4, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(8)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
+#if XNN_ARCH_WASMSIMD
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, k_eq_4) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(4)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, k_lt_4) {
+ for (size_t k = 1; k < 4; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, k_gt_4) {
+ for (size_t k = 5; k < 8; k++) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, k_div_4) {
+ for (size_t k = 8; k <= 40; k += 4) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(1)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, n_gt_1) {
+ for (uint32_t n = 2; n < 10; n++) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(16)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, m_lt_16) {
+ for (uint32_t m = 1; m < 16; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, m_div_16) {
+ for (uint32_t m = 32; m <= 48; m += 16) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, m_gt_16) {
+ for (uint32_t m = 17; m < 32; m++) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, qmin) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmin(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, qmax) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.0f)
+ .qmax(128)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, half_sparse) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(0.5f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+
+ TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_UNROLL4, zero_weights) {
+ for (uint32_t n = 1; n < 10; n += 2) {
+ for (size_t k = 1; k <= 20; k += 5) {
+ SpMMMicrokernelTester()
+ .mr(16)
+ .nr(1)
+ .m(32)
+ .n(n)
+ .k(k)
+ .sparsity(1.0f)
+ .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_unroll4);
+ }
+ }
+ }
+#endif // XNN_ARCH_WASMSIMD
+
+
TEST(F32_SPMM_MINMAX_1X1__SCALAR, k_eq_1) {
SpMMMicrokernelTester()
.mr(1)