/* * Copyright (c) Facebook, Inc. and its affiliates. * All rights reserved. * * This source code is licensed under the BSD-style license found in the * LICENSE file in the root directory of this source tree. */ #include #include #include #include #include "maxpool-microkernel-tester.h" #if CPUINFO_ARCH_ARM || CPUINFO_ARCH_ARM64 TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_mx1_pool) { TEST_REQUIRES_ARM_NEON; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(ks).kw(1).kc(kc).test( pytorch_u8maxpool_ukernel_sub16__neon); } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_mx1_pool_with_qmin) { TEST_REQUIRES_ARM_NEON; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(ks).kw(1).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_sub16__neon); } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_mx1_pool_with_qmax) { TEST_REQUIRES_ARM_NEON; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(ks).kw(1).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_sub16__neon); } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_1xm_pool) { TEST_REQUIRES_ARM_NEON; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(1).kw(ks).kc(kc).test( pytorch_u8maxpool_ukernel_sub16__neon); } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_1xm_pool_with_qmin) { TEST_REQUIRES_ARM_NEON; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(1).kw(ks).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_sub16__neon); } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_1xm_pool_with_qmax) { TEST_REQUIRES_ARM_NEON; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(1).kw(ks).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_sub16__neon); } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_small_n) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__neon); } } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_small_n_with_x_stride) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .xStride(17) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__neon); } } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_small_n_with_s) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t s = 2; s <= 5; s++) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .s(s) .iterations(1) .test(pytorch_u8maxpool_ukernel_sub16__neon); } } } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_small_n_with_qmin) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .qmin(192) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__neon); } } } } TEST(U8MAXPOOL_SUB16__NEON, kc_lt_16_small_n_with_qmax) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .qmax(192) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_unipass_fulltile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { tester.kh(kh).kw(kw).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_unipass_fulltile_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { tester.kh(kh).kw(kw).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_unipass_fulltile_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { tester.kh(kh).kw(kw).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_unipass_subtile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t ks = 2; ks < tester.mr(); ks++) { tester.kh(ks).kw(1).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_unipass_fulltile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_unipass_fulltile_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_unipass_fulltile_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_unipass_fulltile_with_x_stride) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_unipass_subtile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t ks = 2; ks < tester.mr(); ks++) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_unipass_fulltile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_unipass_fulltile_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_unipass_fulltile_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_unipass_fulltile_with_x_stride) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_unipass_subtile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t ks = 2; ks < tester.mr(); ks++) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_twopass_fulltile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { tester.kh(kh).kw(kw).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_twopass_fulltile_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { tester.kh(kh).kw(kw).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_twopass_fulltile_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { tester.kh(kh).kw(kw).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_twopass_subtile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + 1; ks < tester.mr() + tester.qr(); ks++) { tester.kh(ks).kw(1).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_twopass_fulltile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_twopass_fulltile_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_twopass_fulltile_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_twopass_fulltile_with_x_stride) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_twopass_subtile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + 1; ks < tester.mr() + tester.qr(); ks++) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_twopass_fulltile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_twopass_fulltile_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_twopass_fulltile_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_twopass_fulltile_with_x_stride) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_twopass_subtile) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + 1; ks < tester.mr() + tester.qr(); ks++) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_multipass) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { tester.kh(ks).kw(1).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_multipass_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { tester.kh(ks).kw(1).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_eq_16_multipass_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { tester.kh(ks).kw(1).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_multipass) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_multipass_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_multipass_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_div_16_multipass_with_x_stride) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_multipass) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_multipass_with_qmin) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_multipass_with_qmax) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, kc_gt_16_multipass_with_x_stride) { TEST_REQUIRES_ARM_NEON; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); tester.kh(1).kw(ks).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } TEST(U8MAXPOOL_16x9P8Q__NEON, small_n) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5, 10}}) { for (size_t kc = 16; kc < 51; kc += 5) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .iterations(3) .test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, small_n_with_x_stride) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5, 10}}) { for (size_t kc = 16; kc < 51; kc += 5) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .xStride(101) .iterations(1) .test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, small_n_with_y_stride) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5, 10}}) { for (size_t kc = 16; kc < 51; kc += 5) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .yStride(103) .iterations(1) .test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } TEST(U8MAXPOOL_16x9P8Q__NEON, small_n_with_s) { TEST_REQUIRES_ARM_NEON; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 16; kc < 51; kc += 5) { for (size_t s = 2; s <= ks; s++) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .s(s) .iterations(1) .test(pytorch_u8maxpool_ukernel_16x9p8q__neon); } } } } } #endif #if CPUINFO_ARCH_X86 || CPUINFO_ARCH_X86_64 TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_mx1_pool) { TEST_REQUIRES_X86_SSE2; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(ks).kw(1).kc(kc).test( pytorch_u8maxpool_ukernel_sub16__sse2); } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_mx1_pool_with_qmin) { TEST_REQUIRES_X86_SSE2; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(ks).kw(1).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_sub16__sse2); } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_mx1_pool_with_qmax) { TEST_REQUIRES_X86_SSE2; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(ks).kw(1).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_sub16__sse2); } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_1xm_pool) { TEST_REQUIRES_X86_SSE2; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(1).kw(ks).kc(kc).test( pytorch_u8maxpool_ukernel_sub16__sse2); } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_1xm_pool_with_qmin) { TEST_REQUIRES_X86_SSE2; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(1).kw(ks).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_sub16__sse2); } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_1xm_pool_with_qmax) { TEST_REQUIRES_X86_SSE2; for (size_t kc = 1; kc < 16; kc++) { for (size_t ks = 2; ks < 16; ks++) { MaxPoolMicrokernelTester().kr(16).kh(1).kw(ks).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_sub16__sse2); } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_small_n) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__sse2); } } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_small_n_with_x_stride) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .xStride(17) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__sse2); } } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_small_n_with_s) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t s = 2; s <= 5; s++) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .s(s) .iterations(1) .test(pytorch_u8maxpool_ukernel_sub16__sse2); } } } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_small_n_with_qmin) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .qmin(192) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__sse2); } } } } TEST(U8MAXPOOL_SUB16__SSE2, kc_lt_16_small_n_with_qmax) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 1; kc < 16; kc++) { MaxPoolMicrokernelTester() .kr(16) .n(n) .kh(ks) .kw(ks) .kc(kc) .qmax(192) .iterations(3) .test(pytorch_u8maxpool_ukernel_sub16__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_unipass_fulltile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { tester.kh(kh).kw(kw).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_unipass_fulltile_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { tester.kh(kh).kw(kw).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_unipass_fulltile_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { tester.kh(kh).kw(kw).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_unipass_subtile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).kc(16); for (size_t ks = 2; ks < tester.mr(); ks++) { tester.kh(ks).kw(1).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_unipass_fulltile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_unipass_fulltile_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_unipass_fulltile_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_unipass_fulltile_with_x_stride) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_unipass_subtile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t ks = 2; ks < tester.mr(); ks++) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_unipass_fulltile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_unipass_fulltile_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_unipass_fulltile_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_unipass_fulltile_with_x_stride) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t kh = 1; kh <= tester.mr(); kh++) { for (size_t kw = 1; kw <= tester.mr(); kw++) { if (kh * kw == tester.mr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_unipass_subtile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).iterations(3); for (size_t ks = 2; ks < tester.mr(); ks++) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_twopass_fulltile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { tester.kh(kh).kw(kw).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_twopass_fulltile_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { tester.kh(kh).kw(kw).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_twopass_fulltile_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { tester.kh(kh).kw(kw).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_twopass_subtile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + 1; ks < tester.mr() + tester.qr(); ks++) { tester.kh(ks).kw(1).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_twopass_fulltile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_twopass_fulltile_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_twopass_fulltile_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_twopass_fulltile_with_x_stride) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_twopass_subtile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + 1; ks < tester.mr() + tester.qr(); ks++) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_twopass_fulltile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_twopass_fulltile_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_twopass_fulltile_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_twopass_fulltile_with_x_stride) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t kh = 1; kh <= tester.mr() + tester.qr(); kh++) { for (size_t kw = 1; kw <= tester.mr() + tester.qr(); kw++) { if (kh * kw == tester.mr() + tester.qr()) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(kh).kw(kw).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_twopass_subtile) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + 1; ks < tester.mr() + tester.qr(); ks++) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_multipass) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { tester.kh(ks).kw(1).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_multipass_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { tester.kh(ks).kw(1).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).qmin(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_eq_16_multipass_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).kc(16); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { tester.kh(ks).kw(1).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).qmax(192).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_multipass) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_multipass_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_multipass_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_div_16_multipass_with_x_stride) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 16; kc < 256; kc += 48) { tester.kh(ks).kw(1).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_multipass) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_multipass_with_qmin) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).qmin(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_multipass_with_qmax) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).qmax(192).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, kc_gt_16_multipass_with_x_stride) { TEST_REQUIRES_X86_SSE2; auto tester = MaxPoolMicrokernelTester().kr(16).mr(9).qr(8).iterations(3); for (size_t ks = tester.mr() + tester.qr() + 1; ks < tester.mr() + 3 * tester.qr(); ks += 3) { for (size_t kc = 17; kc < 32; kc++) { tester.kh(ks).kw(1).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); tester.kh(1).kw(ks).kc(kc).xStride(257).test( pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, small_n) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5, 10}}) { for (size_t kc = 16; kc < 51; kc += 5) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .iterations(3) .test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, small_n_with_x_stride) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5, 10}}) { for (size_t kc = 16; kc < 51; kc += 5) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .xStride(101) .iterations(1) .test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, small_n_with_y_stride) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5, 10}}) { for (size_t kc = 16; kc < 51; kc += 5) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .yStride(103) .iterations(1) .test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } TEST(U8MAXPOOL_16x9P8Q__SSE2, small_n_with_s) { TEST_REQUIRES_X86_SSE2; for (size_t n = 2; n < 5; n++) { for (size_t ks : std::vector{{2, 3, 5}}) { for (size_t kc = 16; kc < 51; kc += 5) { for (size_t s = 2; s <= ks; s++) { MaxPoolMicrokernelTester() .kr(16) .mr(9) .qr(8) .n(n) .kh(ks) .kw(ks) .kc(kc) .s(s) .iterations(1) .test(pytorch_u8maxpool_ukernel_16x9p8q__sse2); } } } } } #endif /* CPUINFO_ARCH_X86 || CPUINFO_ARCH_X86_64 */