// Copyright 2019 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. // // Auto-generated file. Do not edit! // Specification: test/f32-spmm-minmax.yaml // Generator: tools/generate-spmm-test.py #include #include #include #include #include "spmm-microkernel-tester.h" #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X1__NEON, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } TEST(F32_SPMM_MINMAX_4X1__NEON, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } TEST(F32_SPMM_MINMAX_4X1__NEON, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } TEST(F32_SPMM_MINMAX_4X1__NEON, m_lt_4) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON, m_div_4) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 8; m <= 12; m += 4) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON, m_gt_4) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 5; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } TEST(F32_SPMM_MINMAX_4X1__NEON, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } TEST(F32_SPMM_MINMAX_4X1__NEON, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } TEST(F32_SPMM_MINMAX_4X1__NEON, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } TEST(F32_SPMM_MINMAX_4X1__NEON, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, m_lt_4) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, m_div_4) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 8; m <= 12; m += 4) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, m_gt_4) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 5; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X1__NEON_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_x2); } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, k_div_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, m_lt_4) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, m_div_4) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, m_gt_4) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, output_stride) { TEST_REQUIRES_ARM_NEON; 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, qmin) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, qmax) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, half_sparse) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEON_X2, zero_weights) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X1__NEON, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } TEST(F32_SPMM_MINMAX_8X1__NEON, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } TEST(F32_SPMM_MINMAX_8X1__NEON, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } TEST(F32_SPMM_MINMAX_8X1__NEON, m_lt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON, m_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON, m_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } TEST(F32_SPMM_MINMAX_8X1__NEON, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } TEST(F32_SPMM_MINMAX_8X1__NEON, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } TEST(F32_SPMM_MINMAX_8X1__NEON, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } TEST(F32_SPMM_MINMAX_8X1__NEON, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, m_lt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, m_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, m_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X1__NEON_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_x2); } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, k_div_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, m_lt_8) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, m_div_8) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, m_gt_8) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, output_stride) { TEST_REQUIRES_ARM_NEON; 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, qmin) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, qmax) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, half_sparse) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEON_X2, zero_weights) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_12X1__NEON, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(12) .nr(1) .m(12) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } TEST(F32_SPMM_MINMAX_12X1__NEON, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(12) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } TEST(F32_SPMM_MINMAX_12X1__NEON, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(12) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } TEST(F32_SPMM_MINMAX_12X1__NEON, m_lt_12) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 12; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } } TEST(F32_SPMM_MINMAX_12X1__NEON, m_div_12) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 24; m <= 36; m += 12) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } } TEST(F32_SPMM_MINMAX_12X1__NEON, m_gt_12) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 13; m < 24; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } } TEST(F32_SPMM_MINMAX_12X1__NEON, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .output_stride(29) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } TEST(F32_SPMM_MINMAX_12X1__NEON, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } TEST(F32_SPMM_MINMAX_12X1__NEON, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } TEST(F32_SPMM_MINMAX_12X1__NEON, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } TEST(F32_SPMM_MINMAX_12X1__NEON, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neon); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X1__NEON, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } TEST(F32_SPMM_MINMAX_16X1__NEON, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } TEST(F32_SPMM_MINMAX_16X1__NEON, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } TEST(F32_SPMM_MINMAX_16X1__NEON, m_lt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON, m_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 32; m <= 48; m += 16) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON, m_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 17; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } TEST(F32_SPMM_MINMAX_16X1__NEON, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } TEST(F32_SPMM_MINMAX_16X1__NEON, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } TEST(F32_SPMM_MINMAX_16X1__NEON, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } TEST(F32_SPMM_MINMAX_16X1__NEON, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, m_lt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, m_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 32; m <= 48; m += 16) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, m_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 17; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X1__NEON_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_x2); } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, k_div_2) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, m_lt_16) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, m_div_16) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, m_gt_16) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, output_stride) { TEST_REQUIRES_ARM_NEON; 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, qmin) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, qmax) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, half_sparse) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEON_X2, zero_weights) { TEST_REQUIRES_ARM_NEON; 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__neon_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X1__NEON, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } TEST(F32_SPMM_MINMAX_32X1__NEON, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } TEST(F32_SPMM_MINMAX_32X1__NEON, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } TEST(F32_SPMM_MINMAX_32X1__NEON, m_lt_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON, m_div_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON, m_gt_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } TEST(F32_SPMM_MINMAX_32X1__NEON, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } TEST(F32_SPMM_MINMAX_32X1__NEON, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } TEST(F32_SPMM_MINMAX_32X1__NEON, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } TEST(F32_SPMM_MINMAX_32X1__NEON, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, m_lt_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, m_div_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, m_gt_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X1__NEON_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON; SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 2; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON; for (size_t k = 3; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, k_div_2) { TEST_REQUIRES_ARM_NEON; for (size_t k = 4; k <= 20; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, m_lt_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, m_div_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, m_gt_32) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, output_stride) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, qmin) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, qmax) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, half_sparse) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEON_X2, zero_weights) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neon_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X1__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, m_lt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, m_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 8; m <= 12; m += 4) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, m_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 5; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X2__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(4) .nr(2) .m(4) .n(2) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(4) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(4) .n(2) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, n_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 3; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, n_div_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(4) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, m_lt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, m_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 8; m <= 12; m += 4) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, m_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 5; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } TEST(F32_SPMM_MINMAX_4X2__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(2) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x2__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X4__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(4) .nr(4) .m(4) .n(4) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(4) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(4) .n(4) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, n_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 5; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, n_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(4) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, m_lt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 4; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, m_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 8; m <= 12; m += 4) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, m_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 5; m < 8; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } TEST(F32_SPMM_MINMAX_4X4__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(4) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x4__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, m_lt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, m_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 8; m <= 12; m += 4) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, m_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 5; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_x2); } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, k_div_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, m_lt_4) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, m_div_4) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, m_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, qmin) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, qmax) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_4X1__NEONFMA_X2, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X1__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, m_lt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, m_div_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, m_gt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X2__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(2) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(2) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, n_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 3; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, n_div_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, m_lt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, m_div_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, m_gt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } TEST(F32_SPMM_MINMAX_8X2__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X4__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(4) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(4) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, n_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 5; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, n_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, m_lt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, m_div_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, m_gt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } TEST(F32_SPMM_MINMAX_8X4__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, m_lt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, m_div_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, m_gt_8) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_x2); } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, k_div_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, m_lt_8) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, m_div_8) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, m_gt_8) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, qmin) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, qmax) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_8X1__NEONFMA_X2, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_12X1__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(12) .nr(1) .m(12) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(12) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(12) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, m_lt_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 12; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, m_div_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 24; m <= 36; m += 12) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, m_gt_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 13; m < 24; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .output_stride(29) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } TEST(F32_SPMM_MINMAX_12X1__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(1) .m(24) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x1__neonfma); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_12X2__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(12) .nr(2) .m(12) .n(2) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(12) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(12) .n(2) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(12) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, n_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 3; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(12) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, n_div_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(12) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, m_lt_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 12; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, m_div_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 24; m <= 36; m += 12) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, m_gt_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 13; m < 24; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(24) .n(n) .k(k) .output_stride(29) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(24) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } TEST(F32_SPMM_MINMAX_12X2__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(2) .m(24) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x2__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_12X4__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(12) .nr(4) .m(12) .n(4) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(12) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(12) .n(4) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(12) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, n_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 5; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(12) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, n_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(12) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, m_lt_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 12; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, m_div_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 24; m <= 36; m += 12) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, m_gt_12) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 13; m < 24; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(24) .n(n) .k(k) .output_stride(29) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(24) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(24) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } TEST(F32_SPMM_MINMAX_12X4__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(12) .nr(4) .m(24) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_12x4__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X1__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, m_lt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, m_div_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 32; m <= 48; m += 16) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, m_gt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 17; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X2__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(16) .nr(2) .m(16) .n(2) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(16) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(16) .n(2) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, n_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 3; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, n_div_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(16) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, m_lt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, m_div_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 32; m <= 48; m += 16) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, m_gt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 17; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } TEST(F32_SPMM_MINMAX_16X2__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(2) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x2__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X4__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(16) .nr(4) .m(16) .n(4) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(16) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(16) .n(4) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, n_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 5; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, n_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(16) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, m_lt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 16; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, m_div_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 32; m <= 48; m += 16) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, m_gt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 17; m < 32; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } TEST(F32_SPMM_MINMAX_16X4__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(4) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x4__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, m_lt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, m_div_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 32; m <= 48; m += 16) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, m_gt_16) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 17; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_x2); } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, k_div_2) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, m_lt_16) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, m_div_16) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, m_gt_16) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, qmin) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, qmax) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_16X1__NEONFMA_X2, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; 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__neonfma_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X1__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, m_lt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, m_div_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, m_gt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X2__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(32) .nr(2) .m(32) .n(2) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(32) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(32) .n(2) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, n_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 3; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, n_div_2) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(32) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, m_lt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, m_div_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, m_gt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } TEST(F32_SPMM_MINMAX_32X2__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(2) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x2__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X4__NEONFMA, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(32) .nr(4) .m(32) .n(4) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, k_eq_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(32) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(32) .n(4) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, k_gt_1_subtile) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, n_gt_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 5; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, n_div_4) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(32) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, m_lt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, m_div_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, m_gt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } TEST(F32_SPMM_MINMAX_32X4__NEONFMA, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(4) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x4__neonfma); } } } #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, k_eq_1) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, k_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, m_lt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, m_div_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, m_gt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_PIPELINED, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_pipelined); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, k_eq_2) { TEST_REQUIRES_ARM_NEON_FMA; SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, k_lt_2) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 1; k < 2; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, k_gt_2) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 3; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, k_div_2) { TEST_REQUIRES_ARM_NEON_FMA; for (size_t k = 4; k <= 20; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, n_gt_1) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, m_lt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, m_div_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, m_gt_32) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, output_stride) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, qmin) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, qmax) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, half_sparse) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } TEST(F32_SPMM_MINMAX_32X1__NEONFMA_X2, zero_weights) { TEST_REQUIRES_ARM_NEON_FMA; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2); } } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(F32_SPMM_MINMAX_4X1__SSE, k_eq_1) { TEST_REQUIRES_X86_SSE; SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } TEST(F32_SPMM_MINMAX_4X1__SSE, k_gt_1) { TEST_REQUIRES_X86_SSE; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } TEST(F32_SPMM_MINMAX_4X1__SSE, n_gt_1) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } TEST(F32_SPMM_MINMAX_4X1__SSE, m_lt_4) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 1; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } } TEST(F32_SPMM_MINMAX_4X1__SSE, m_div_4) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 8; m <= 12; m += 4) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } } TEST(F32_SPMM_MINMAX_4X1__SSE, m_gt_4) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 5; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } } TEST(F32_SPMM_MINMAX_4X1__SSE, output_stride) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } TEST(F32_SPMM_MINMAX_4X1__SSE, qmin) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } TEST(F32_SPMM_MINMAX_4X1__SSE, qmax) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } TEST(F32_SPMM_MINMAX_4X1__SSE, half_sparse) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } TEST(F32_SPMM_MINMAX_4X1__SSE, zero_weights) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__sse); } } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(F32_SPMM_MINMAX_8X1__SSE, k_eq_1) { TEST_REQUIRES_X86_SSE; SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } TEST(F32_SPMM_MINMAX_8X1__SSE, k_gt_1) { TEST_REQUIRES_X86_SSE; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } TEST(F32_SPMM_MINMAX_8X1__SSE, n_gt_1) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } TEST(F32_SPMM_MINMAX_8X1__SSE, m_lt_8) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } } TEST(F32_SPMM_MINMAX_8X1__SSE, m_div_8) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } } TEST(F32_SPMM_MINMAX_8X1__SSE, m_gt_8) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } } TEST(F32_SPMM_MINMAX_8X1__SSE, output_stride) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } TEST(F32_SPMM_MINMAX_8X1__SSE, qmin) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } TEST(F32_SPMM_MINMAX_8X1__SSE, qmax) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } TEST(F32_SPMM_MINMAX_8X1__SSE, half_sparse) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } TEST(F32_SPMM_MINMAX_8X1__SSE, zero_weights) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__sse); } } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(F32_SPMM_MINMAX_16X1__SSE, k_eq_1) { TEST_REQUIRES_X86_SSE; SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } TEST(F32_SPMM_MINMAX_16X1__SSE, k_gt_1) { TEST_REQUIRES_X86_SSE; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } TEST(F32_SPMM_MINMAX_16X1__SSE, n_gt_1) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } TEST(F32_SPMM_MINMAX_16X1__SSE, m_lt_16) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 1; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } } TEST(F32_SPMM_MINMAX_16X1__SSE, m_div_16) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 32; m <= 48; m += 16) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } } TEST(F32_SPMM_MINMAX_16X1__SSE, m_gt_16) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 17; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } } TEST(F32_SPMM_MINMAX_16X1__SSE, output_stride) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } TEST(F32_SPMM_MINMAX_16X1__SSE, qmin) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } TEST(F32_SPMM_MINMAX_16X1__SSE, qmax) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } TEST(F32_SPMM_MINMAX_16X1__SSE, half_sparse) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } TEST(F32_SPMM_MINMAX_16X1__SSE, zero_weights) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__sse); } } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(F32_SPMM_MINMAX_32X1__SSE, k_eq_1) { TEST_REQUIRES_X86_SSE; SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } TEST(F32_SPMM_MINMAX_32X1__SSE, k_gt_1) { TEST_REQUIRES_X86_SSE; for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } TEST(F32_SPMM_MINMAX_32X1__SSE, n_gt_1) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } TEST(F32_SPMM_MINMAX_32X1__SSE, m_lt_32) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } } TEST(F32_SPMM_MINMAX_32X1__SSE, m_div_32) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } } TEST(F32_SPMM_MINMAX_32X1__SSE, m_gt_32) { TEST_REQUIRES_X86_SSE; for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } } TEST(F32_SPMM_MINMAX_32X1__SSE, output_stride) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } TEST(F32_SPMM_MINMAX_32X1__SSE, qmin) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } TEST(F32_SPMM_MINMAX_32X1__SSE, qmax) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } TEST(F32_SPMM_MINMAX_32X1__SSE, half_sparse) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } TEST(F32_SPMM_MINMAX_32X1__SSE, zero_weights) { TEST_REQUIRES_X86_SSE; for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__sse); } } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, k_eq_1) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, k_eq_1) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, k_eq_1) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, k_eq_1) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, k_eq_1) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, k_eq_1) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, output_stride) { 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X2, 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_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, output_stride) { 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X2, 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_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, output_stride) { 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X2, 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_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, k_eq_2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, k_lt_2) { for (size_t k = 1; k < 2; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, k_gt_2) { for (size_t k = 3; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, k_div_2) { for (size_t k = 4; k <= 20; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X2, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, output_stride) { 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X2, 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_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, output_stride) { 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X2, 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_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, output_stride) { 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X2, 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_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, k_eq_2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, k_lt_2) { for (size_t k = 1; k < 2; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, k_gt_2) { for (size_t k = 3; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, k_div_2) { for (size_t k = 4; k <= 20; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X2, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, output_stride) { 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_X4, 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_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, output_stride) { 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_X4, 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_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, output_stride) { 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_X4, 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_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, k_eq_4) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(4) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, k_lt_4) { for (size_t k = 1; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, k_gt_4) { for (size_t k = 5; k < 8; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, k_div_4) { for (size_t k = 8; k <= 40; k += 4) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_X4, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, output_stride) { 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_X4, 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_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, output_stride) { 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_X4, 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_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, output_stride) { 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_X4, 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_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, k_eq_4) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(4) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, k_lt_4) { for (size_t k = 1; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, k_gt_4) { for (size_t k = 5; k < 8; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, k_div_4) { for (size_t k = 8; k <= 40; k += 4) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_X4, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 20; k += 5) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_x4); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { 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_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(16) .nr(1) .m(32) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, output_stride) { 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, output_stride) { 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, output_stride) { 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_ARM_PIPELINED_X2, 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_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, k_eq_2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, k_lt_2) { for (size_t k = 1; k < 2; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, k_gt_2) { for (size_t k = 3; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, k_div_2) { for (size_t k = 4; k <= 20; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_ARM_PIPELINED_X2, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, output_stride) { 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) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_4X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, output_stride) { 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) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_8X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, output_stride) { 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) .output_stride(37) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_16x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_16X1__WASMSIMD_X86_PIPELINED_X2, 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_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD #if XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, k_eq_2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(2) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, k_lt_2) { for (size_t k = 1; k < 2; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, k_gt_2) { for (size_t k = 3; k < 4; k++) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, k_div_2) { for (size_t k = 4; k <= 20; k += 2) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(32) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, m_lt_32) { for (uint32_t m = 1; m < 32; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, m_div_32) { for (uint32_t m = 64; m <= 96; m += 32) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, m_gt_32) { for (uint32_t m = 33; m < 64; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .output_stride(67) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } TEST(F32_SPMM_MINMAX_32X1__WASMSIMD_X86_PIPELINED_X2, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 10; k += 3) { SpMMMicrokernelTester() .mr(32) .nr(1) .m(64) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86_pipelined_x2); } } } #endif // XNN_ARCH_WASMSIMD TEST(F32_SPMM_MINMAX_1X1__SCALAR, k_eq_1) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(1) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_1X1__SCALAR, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(1) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(1) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, m_lt_1) { for (uint32_t m = 1; m < 1; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, m_div_1) { for (uint32_t m = 2; m <= 3; m += 1) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, m_gt_1) { for (uint32_t m = 2; m < 2; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .output_stride(5) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(1) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(1) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(1) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, m_lt_1) { for (uint32_t m = 1; m < 1; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, m_div_1) { for (uint32_t m = 2; m <= 3; m += 1) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, m_gt_1) { for (uint32_t m = 2; m < 2; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .output_stride(5) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_1X1__SCALAR_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(1) .nr(1) .m(2) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_1x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, k_eq_1) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(2) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_2X1__SCALAR, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(2) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, m_lt_2) { for (uint32_t m = 1; m < 2; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, m_div_2) { for (uint32_t m = 4; m <= 6; m += 2) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, m_gt_2) { for (uint32_t m = 3; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .output_stride(7) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(2) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(2) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(2) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, m_lt_2) { for (uint32_t m = 1; m < 2; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, m_div_2) { for (uint32_t m = 4; m <= 6; m += 2) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, m_gt_2) { for (uint32_t m = 3; m < 4; m++) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .output_stride(7) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_2X1__SCALAR_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(2) .nr(1) .m(4) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_2x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, k_eq_1) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_4X1__SCALAR, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(4) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .output_stride(11) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_4X1__SCALAR_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(4) .nr(1) .m(8) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_4x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_8X1__SCALAR, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(1) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, n_gt_1) { for (uint32_t n = 2; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, 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 <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, output_stride) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, qmin) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, qmax) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, half_sparse) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X1__SCALAR_PIPELINED, zero_weights) { for (uint32_t n = 1; n < 10; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(1) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x1__scalar_pipelined, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(2) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_8X2__SCALAR, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(2) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, n_gt_2) { for (uint32_t n = 3; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, n_div_2) { for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(8) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, m_lt_8) { for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, m_div_8) { for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, m_gt_8) { for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, output_stride) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, qmin) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, qmax) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, half_sparse) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X2__SCALAR, zero_weights) { for (uint32_t n = 1; n < 10; n += 3) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(2) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x2__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, k_eq_1) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(4) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } TEST(F32_SPMM_MINMAX_8X4__SCALAR, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(1) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, k_gt_1) { for (size_t k = 2; k < 10; k++) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(4) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, n_gt_4) { for (uint32_t n = 5; n < 10; n++) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(8) .n(n) .k(k) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, m_lt_8) { for (uint32_t m = 1; m < 8; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, m_div_8) { for (uint32_t m = 16; m <= 24; m += 8) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, m_gt_8) { for (uint32_t m = 9; m < 16; m++) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(m) .n(n) .k(k) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, output_stride) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .output_stride(19) .sparsity(0.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, qmin) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmin(128) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, qmax) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.0f) .qmax(128) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, half_sparse) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(0.5f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } } TEST(F32_SPMM_MINMAX_8X4__SCALAR, zero_weights) { for (uint32_t n = 1; n < 20; n += 5) { for (size_t k = 1; k <= 5; k += 2) { SpMMMicrokernelTester() .mr(8) .nr(4) .m(16) .n(n) .k(k) .sparsity(1.0f) .Test(xnn_f32_spmm_minmax_ukernel_8x4__scalar, SpMMMicrokernelTester::Variant::Scalar); } } }