// Copyright (c) Facebook, Inc. and its affiliates. // All rights reserved. // // 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/qs8-gemm-minmax-rndnu.yaml // Generator: tools/generate-gemm-test.py #include #include #include #include #include #include #include #include #include "gemm-microkernel-tester.h" #if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_PRFM_CORTEX_A7, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY #if XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM && !XNN_PLATFORM_IOS TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_eq_8) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_lt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, qmin) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, qmax) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__AARCH32_NEONDOT_CORTEX_A55, strided_cm) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM && !XNN_PLATFORM_IOS #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(16) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(8) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_DUP, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(16) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_DUP, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(2) .sr(1) .m(1) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD4R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(1) .m(1) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(2) .sr(4) .m(1) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MULL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD4R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(1) .m(2) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(2) .sr(4) .m(2) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD1R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MLAL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(16) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8C4__NEON_MULL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(4) .sr(1) .m(2) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD4R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD4R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(2) .sr(1) .m(2) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD1R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(16) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(8) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(2) .sr(1) .m(3) .n(8) .k(16) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(16) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MLAL_LD1R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(16) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_DUP, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(8) .kr(4) .sr(1) .m(3) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(2) .sr(4) .m(3) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_DUP, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4__NEON_MLAL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(1) .m(3) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16C4S2__NEON_MULL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(4) .sr(2) .m(3) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4S2__NEON_MULL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(2) .m(4) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD4R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(2) .sr(4) .m(4) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_DUP, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MLAL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__NEON_MULL_LD2R, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(8) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_CORTEX_A53, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(8) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM_CORTEX_A53, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(16) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_eq_4) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(4) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(4) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_eq_4_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(4) .a_stride(7) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_eq_4_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(4) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_eq_4_subtile_m) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(4) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_eq_4_subtile_n) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(4) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_lt_4) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 4; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_lt_4_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 4; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .a_stride(7) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_lt_4_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 4; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_gt_4) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 5; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_gt_4_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 5; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_gt_4_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 5; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_div_4) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 8; k <= 40; k += 4) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_div_4_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 8; k <= 40; k += 4) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, k_div_4_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 8; k <= 40; k += 4) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_gt_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .a_stride(23) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 20; k += 5) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_div_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(n) .k(k) .a_stride(23) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 20; k += 5) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 20; k += 5) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, qmin) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(4) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, qmax) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(4) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__AARCH64_NEONDOT_LD32, strided_cm) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(1) .nr(16) .kr(4) .sr(1) .m(1) .n(16) .k(4) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_LD64, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_lt_16) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_gt_16) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_div_16) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_div_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, qmin) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, qmax) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C4__AARCH64_NEONDOT_LD128, strided_cm) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X8__NEON_MLAL_LANE_PRFM, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_eq_16) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(16) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(16) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_eq_16_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(16) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_eq_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_eq_16_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(16) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_eq_16_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(16) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_lt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_lt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_lt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_gt_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_stride(37) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 17; k < 32; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_div_16) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_stride(163) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, k_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 32; k <= 160; k += 16) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 80; k += 17) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 80; k += 17) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(16) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(16) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_1X16C8__NEON_MLAL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(16) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X8__NEON_MLAL_LANE_PRFM, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(8) .kr(1) .sr(1) .m(2) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_2X16C8__NEON_MULL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MULL_ADDW_DUP, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(3) .nr(16) .kr(1) .sr(1) .m(3) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8__NEON_MLAL_LANE_PRFM, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_eq_8) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_lt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, qmin) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, qmax) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEONDOT, strided_cm) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(8) .kr(4) .sr(1) .m(4) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MLAL_LANE_PRFM, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16__NEON_MULL_ADDW_DUP, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_gt_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_div_16) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_4X16C8__NEON_MULL, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_eq_8) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(8) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(8) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(8) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(n) .k(8) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_lt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(k) .a_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(k) .a_stride(19) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(k) .a_stride(83) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(n) .k(k) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(n) .k(k) .cn_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(n) .k(k) .a_stride(43) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 8; m++) { GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, qmin) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(8) .qmin(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, qmax) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(8) .qmax(128) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(QS8_GEMM_MINMAX_RNDNU_8X8C4__NEONDOT, strided_cm) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(8) .nr(8) .kr(4) .sr(1) .m(8) .n(8) .k(8) .cm_stride(11) .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) #if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY && XNN_PLATFORM_JIT TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .cn_stride(11) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .a_stride(11) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(11) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(19) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(k) .a_stride(83) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_gt_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_gt_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_div_8) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_div_8_strided_cn) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(11) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, n_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } } } } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .qmin(128) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .qmax(128) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } TEST(GENERATE_QS8_GEMM_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_LD64, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(4) .n(8) .k(8) .cm_stride(11) .Test(xnn_generate_qs8_gemm_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu); } #endif // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY && XNN_PLATFORM_JIT