// 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. #pragma once #include #include "xnnpack/math.h" #include #include #include #include #include /* * This is a lightweight wrapper around the underlying benchmark::internal::Benchmark * class, which handles registration of benchmark case args. It provides default values * for blocksize and skips blockwise-specific cases for non-blockwise kernels. */ class BenchmarkWrapper { public: BenchmarkWrapper(benchmark::internal::Benchmark* benchmark, bool blockwise) : benchmark_(benchmark), blockwise_(blockwise), last_k_(0), last_m_(0), last_n_(0) {} void ArgNames(const std::initializer_list& names) { std::vector vals(names.begin(), names.end()); // Args are standardized as M, N, K, [BL] for gemm kernels. if (blockwise_ && names.size() < 4) { vals.push_back("BL"); } else if (!blockwise_ && vals.size() == 4) { // Drop blocksize argument for non-blockwise kernels. This declutters the // benchmark output slightly. vals.pop_back(); } benchmark_->ArgNames(vals); } void Args(const std::initializer_list& args) { std::vector vals(args.begin(), args.end()); // Args are standardized as M, N, K, [BL] for gemm kernels. auto m = vals[0]; auto n = vals[1]; auto k = vals[2]; // For non-blockwise kernels, skip test cases that differ only by blocksize. if (!blockwise_ && m == last_m_ && n == last_n_ && k == last_k_) { return; } if (blockwise_ && args.size() < 4) { // Use K as default blocksize for parity with non-blockwise kernels. // This is equivalent to per-channel quantization. vals.push_back(round_up_po2(k, 32)); } else if (!blockwise_ && vals.size() == 4) { // Drop blocksize argument for non-blockwise kernels. This declutters the // benchmark output slightly. vals.pop_back(); } last_m_ = m; last_n_ = n; last_k_ = k; benchmark_->Args(vals); } private: benchmark::internal::Benchmark* benchmark_; bool blockwise_; int64_t last_k_; int64_t last_m_; int64_t last_n_; }; void Configure(benchmark::internal::Benchmark* benchmark, void (setup_method)(BenchmarkWrapper*), bool blockwise) { BenchmarkWrapper wrapper(benchmark, blockwise); setup_method(&wrapper); benchmark->UseRealTime(); } #define BENCHMARK_CASE(gemm_fn, test_case_name, name, setup_method, blockwise) \ BENCHMARK_CAPTURE(gemm_fn, test_case_name, name) \ ->Apply([](benchmark::internal::Benchmark* b) { return Configure(b, &setup_method, blockwise); }) \ ->UseRealTime(); #define BENCHMARK_GEMM_BASE(gemm_fn, blockwise) \ BENCHMARK_CASE(gemm_fn, mobilenet_v1, "MobileNet v1", MobileNetV1GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, mobilenet_v2, "MobileNet v2", MobileNetV2GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, mobilenet_v3_small, "MobileNet v3 Small", MobileNetV3SmallGemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, mobilenet_v3_large, "MobileNet v3 Large", MobileNetV3LargeGemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v1_g1, "ShuffleNet v1 (1 group)", ShuffleNetV1G1GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v1_g2, "ShuffleNet v1 (2 groups)", ShuffleNetV1G2GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v1_g3, "ShuffleNet v1 (3 groups)", ShuffleNetV1G3GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v1_g4, "ShuffleNet v1 (4 groups)", ShuffleNetV1G4GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v1_g8, "ShuffleNet v1 (8 groups)", ShuffleNetV1G8GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v2_x05, "ShuffleNet v2 0.5X", ShuffleNetV2X05GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v2_x10, "ShuffleNet v2 1.0X", ShuffleNetV2X10GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v2_x15, "ShuffleNet v2 1.5X", ShuffleNetV2X15GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, shufflenet_v2_x20, "ShuffleNet v2 2.0X", ShuffleNetV2X20GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, inception_v3, "Inception v3", InceptionV3GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, resnet18, "ResNet-18", ResNet18GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, resnet50, "ResNet-50", ResNet50GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, squeezenet_v10, "SqueezeNet 1.0", SqueezeNetV10GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, squeezenet_v11, "SqueezeNet 1.1", SqueezeNetV11GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, vgg, "VGG", VGGGemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, srcnn915, "SRCNN (9-1-5)", SRCNN915GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, srcnn935, "SRCNN (9-3-5)", SRCNN935GemmArguments, blockwise); \ BENCHMARK_CASE(gemm_fn, llm, "LLM", LLMGemmArguments, blockwise); // Removed due to OOM SEGFAULT on 32 bit ARM. // BENCHMARK_CAPTURE(gemm_fn, srcnn955, "SRCNN (9-5-5)")->Apply(SRCNN955GemmArguments)->UseRealTime(); #define BENCHMARK_GEMM(gemm_fn) BENCHMARK_GEMM_BASE(gemm_fn, false) #define BENCHMARK_GEMM_BL(gemm_fn) BENCHMARK_GEMM_BASE(gemm_fn, true) // ShuffleNet v1 with 1 group. //static void ShuffleNetV1G1GemmArguments(benchmark::internal::Benchmark* b) { static void ShuffleNetV1G1GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 36, 24 * 1 * 1}); b->Args({ 28 * 28, 120, 36 * 1 * 1}); b->Args({ 28 * 28, 36, 144 * 1 * 1}); b->Args({ 28 * 28, 144, 36 * 1 * 1}); b->Args({ 28 * 28, 72, 144 * 1 * 1}); b->Args({ 14 * 14, 144, 72 * 1 * 1}); b->Args({ 14 * 14, 72, 288 * 1 * 1}); b->Args({ 14 * 14, 288, 72 * 1 * 1}); b->Args({ 14 * 14, 144, 288 * 1 * 1}); b->Args({ 7 * 7, 288, 144 * 1 * 1}); b->Args({ 7 * 7, 144, 576 * 1 * 1}); b->Args({ 7 * 7, 576, 144 * 1 * 1}); } // ShuffleNet v1 with 2 groups. static void ShuffleNetV1G2GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 50, 24 * 1 * 1}); b->Args({ 28 * 28, 88, 25 * 1 * 1}); b->Args({ 28 * 28, 25, 100 * 1 * 1}); b->Args({ 28 * 28, 100, 25 * 1 * 1}); b->Args({ 28 * 28, 50, 100 * 1 * 1}); b->Args({ 14 * 14, 100, 50 * 1 * 1}); b->Args({ 14 * 14, 50, 200 * 1 * 1}); b->Args({ 14 * 14, 200, 50 * 1 * 1}); b->Args({ 14 * 14, 100, 200 * 1 * 1}); b->Args({ 7 * 7, 200, 100 * 1 * 1}); b->Args({ 7 * 7, 100, 400 * 1 * 1}); b->Args({ 7 * 7, 400, 100 * 1 * 1}); } // ShuffleNet v1 with 3 groups. static void ShuffleNetV1G3GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 60, 24 * 1 * 1}); b->Args({ 28 * 28, 72, 20 * 1 * 1}); b->Args({ 28 * 28, 20, 80 * 1 * 1}); b->Args({ 28 * 28, 80, 20 * 1 * 1}); b->Args({ 28 * 28, 40, 80 * 1 * 1}); b->Args({ 14 * 14, 80, 40 * 1 * 1}); b->Args({ 14 * 14, 40, 160 * 1 * 1}); b->Args({ 14 * 14, 160, 40 * 1 * 1}); b->Args({ 14 * 14, 80, 160 * 1 * 1}); b->Args({ 7 * 7, 160, 80 * 1 * 1}); b->Args({ 7 * 7, 80, 320 * 1 * 1}); b->Args({ 7 * 7, 320, 80 * 1 * 1}); } // ShuffleNet v1 with 4 groups. static void ShuffleNetV1G4GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 68, 24 * 1 * 1}); b->Args({ 28 * 28, 62, 17 * 1 * 1}); b->Args({ 28 * 28, 17, 68 * 1 * 1}); b->Args({ 28 * 28, 68, 17 * 1 * 1}); b->Args({ 28 * 28, 34, 68 * 1 * 1}); b->Args({ 14 * 14, 68, 34 * 1 * 1}); b->Args({ 14 * 14, 34, 136 * 1 * 1}); b->Args({ 14 * 14, 136, 34 * 1 * 1}); b->Args({ 14 * 14, 68, 136 * 1 * 1}); b->Args({ 7 * 7, 136, 68 * 1 * 1}); b->Args({ 7 * 7, 68, 272 * 1 * 1}); b->Args({ 7 * 7, 272, 68 * 1 * 1}); } // ShuffleNet v1 with 8 groups. static void ShuffleNetV1G8GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 96, 24 * 1 * 1}); b->Args({ 28 * 28, 45, 12 * 1 * 1}); b->Args({ 28 * 28, 12, 48 * 1 * 1}); b->Args({ 28 * 28, 48, 12 * 1 * 1}); b->Args({ 28 * 28, 24, 48 * 1 * 1}); b->Args({ 14 * 14, 48, 24 * 1 * 1}); b->Args({ 14 * 14, 24, 96 * 1 * 1}); b->Args({ 14 * 14, 96, 24 * 1 * 1}); b->Args({ 14 * 14, 48, 96 * 1 * 1}); b->Args({ 7 * 7, 96, 48 * 1 * 1}); b->Args({ 7 * 7, 48, 192 * 1 * 1}); b->Args({ 7 * 7, 192, 48 * 1 * 1}); } // ShuffleNet v2 (0.5X scale) static void ShuffleNetV2X05GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 24, 24 * 1 * 1}); b->Args({ 28 * 28, 24, 24 * 1 * 1}); b->Args({ 28 * 28, 48, 48 * 1 * 1}); b->Args({ 14 * 14, 48, 48 * 1 * 1}); b->Args({ 14 * 14, 96, 96 * 1 * 1}); b->Args({ 7 * 7, 96, 96 * 1 * 1}); b->Args({ 7 * 7, 1024, 192 * 1 * 1}); } // ShuffleNet v2 (1.0X scale) static void ShuffleNetV2X10GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 58, 24 * 1 * 1}); b->Args({ 28 * 28, 58, 24 * 1 * 1}); b->Args({ 28 * 28, 58, 58 * 1 * 1}); b->Args({ 14 * 14, 116, 116 * 1 * 1}); b->Args({ 14 * 14, 116, 116 * 1 * 1}); b->Args({ 14 * 14, 232, 232 * 1 * 1}); b->Args({ 7 * 7, 232, 232 * 1 * 1}); b->Args({ 7 * 7, 1024, 464 * 1 * 1}); } // ShuffleNet v2 (1.5X scale) static void ShuffleNetV2X15GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 88, 24 * 1 * 1}); b->Args({ 28 * 28, 88, 24 * 1 * 1}); b->Args({ 28 * 28, 88, 88 * 1 * 1}); b->Args({ 28 * 28, 176, 176 * 1 * 1}); b->Args({ 14 * 14, 176, 176 * 1 * 1}); b->Args({ 14 * 14, 352, 352 * 1 * 1}); b->Args({ 7 * 7, 352, 352 * 1 * 1}); b->Args({ 7 * 7, 1024, 704 * 1 * 1}); } // ShuffleNet v2 (2.0X scale) static void ShuffleNetV2X20GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 24, 3 * 3 * 3}); b->Args({ 56 * 56, 122, 24 * 1 * 1}); b->Args({ 28 * 28, 122, 24 * 1 * 1}); b->Args({ 28 * 28, 122, 122 * 1 * 1}); b->Args({ 28 * 28, 244, 244 * 1 * 1}); b->Args({ 14 * 14, 244, 244 * 1 * 1}); b->Args({ 14 * 14, 488, 488 * 1 * 1}); b->Args({ 7 * 7, 488, 488 * 1 * 1}); b->Args({ 7 * 7, 2048, 976 * 1 * 1}); } static void MobileNetV1GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 32, 3 * 3 * 3}); b->Args({112 * 112, 64, 32 * 1 * 1}); b->Args({ 56 * 56, 128, 64 * 1 * 1}); b->Args({ 56 * 56, 128, 128 * 1 * 1}); b->Args({ 28 * 28, 256, 128 * 1 * 1}); b->Args({ 28 * 28, 256, 256 * 1 * 1}); b->Args({ 14 * 14, 512, 256 * 1 * 1}); b->Args({ 14 * 14, 512, 512 * 1 * 1}); b->Args({ 7 * 7, 1024, 512 * 1 * 1}); b->Args({ 7 * 7, 1024, 1024 * 1 * 1}); } static void MobileNetV2GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /*********** Initial Stage ************/ /* M N K */ b->Args({112 * 112, 32, 3 * 3 * 3}); /************ Bottleneck 1 ************/ /* M N K */ b->Args({112 * 112, 16, 32 * 1 * 1}); /************ Bottleneck 2 ************/ /* M N K */ b->Args({112 * 112, 96, 16 * 1 * 1}); b->Args({ 56 * 56, 24, 96 * 1 * 1}); b->Args({ 56 * 56, 144, 24 * 1 * 1}); b->Args({ 56 * 56, 24, 144 * 1 * 1}); /************ Bottleneck 3 ************/ /* M N K */ b->Args({ 28 * 28, 32, 144 * 1 * 1}); b->Args({ 28 * 28, 192, 32 * 1 * 1}); b->Args({ 28 * 28, 32, 192 * 1 * 1}); /************ Bottleneck 4 ************/ /* M N K */ b->Args({ 14 * 14, 64, 192 * 1 * 1}); b->Args({ 14 * 14, 384, 64 * 1 * 1}); b->Args({ 14 * 14, 64, 384 * 1 * 1}); /************ Bottleneck 5 ************/ /* M N K */ b->Args({ 14 * 14, 96, 384 * 1 * 1}); b->Args({ 14 * 14, 576, 96 * 1 * 1}); b->Args({ 14 * 14, 96, 576 * 1 * 1}); /************ Bottleneck 6 ************/ /* M N K */ b->Args({ 7 * 7, 160, 576 * 1 * 1}); b->Args({ 7 * 7, 960, 160 * 1 * 1}); b->Args({ 7 * 7, 160, 960 * 1 * 1}); /************ Bottleneck 7 ************/ /* M N K */ b->Args({ 7 * 7, 320, 960 * 1 * 1}); /********* Pre-pooling Conv2D *********/ /* M N K */ b->Args({ 7 * 7, 1280, 320 * 1 * 1}); /******** Post-pooling Conv2D *********/ /* M N K */ b->Args({ 1 * 1, 1000, 1280 * 1 * 1}); } static void MobileNetV3SmallGemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /************ Initial Stage ************/ /* M N K */ b->Args({112 * 112, 16, 3 * 3 * 3}); /************* Bottleneck 1 ************/ /* M N K */ b->Args({ 1 * 1, 8, 16 * 1 * 1}); b->Args({ 1 * 1, 16, 8 * 1 * 1}); b->Args({ 56 * 56, 16, 16 * 1 * 1}); /************* Bottleneck 2 ************/ /* M N K */ b->Args({ 56 * 56, 72, 16 * 1 * 1}); b->Args({ 28 * 28, 24, 72 * 1 * 1}); /************* Bottleneck 3 ************/ /* M N K */ b->Args({ 28 * 28, 88, 24 * 1 * 1}); b->Args({ 28 * 28, 24, 88 * 1 * 1}); /************* Bottleneck 4 ************/ /* M N K */ b->Args({ 28 * 28, 96, 24 * 1 * 1}); b->Args({ 1 * 1, 24, 96 * 1 * 1}); b->Args({ 1 * 1, 96, 24 * 1 * 1}); b->Args({ 14 * 14, 40, 96 * 1 * 1}); /************* Bottleneck 5 ************/ /* M N K */ b->Args({ 14 * 14, 240, 40 * 1 * 1}); b->Args({ 1 * 1, 64, 240 * 1 * 1}); b->Args({ 1 * 1, 240, 64 * 1 * 1}); b->Args({ 14 * 14, 40, 240 * 1 * 1}); /************* Bottleneck 6 ************/ /* M N K */ //b->Args({ 14 * 14, 240, 40 * 1 * 1}); //b->Args({ 1 * 1, 64, 240 * 1 * 1}); //b->Args({ 1 * 1, 240, 64 * 1 * 1}); //b->Args({ 14 * 14, 40, 240 * 1 * 1}); /************* Bottleneck 7 ************/ /* M N K */ b->Args({ 14 * 14, 120, 40 * 1 * 1}); b->Args({ 1 * 1, 32, 120 * 1 * 1}); b->Args({ 1 * 1, 120, 32 * 1 * 1}); b->Args({ 14 * 14, 48, 120 * 1 * 1}); /************* Bottleneck 8 ************/ /* M N K */ b->Args({ 14 * 14, 144, 48 * 1 * 1}); b->Args({ 1 * 1, 40, 144 * 1 * 1}); b->Args({ 1 * 1, 144, 40 * 1 * 1}); b->Args({ 14 * 14, 48, 144 * 1 * 1}); /************* Bottleneck 9 ************/ /* M N K */ b->Args({ 14 * 14, 288, 48 * 1 * 1}); b->Args({ 1 * 1, 72, 288 * 1 * 1}); b->Args({ 1 * 1, 288, 72 * 1 * 1}); b->Args({ 7 * 7, 96, 288 * 1 * 1}); /************ Bottleneck 10 ************/ /* M N K */ b->Args({ 7 * 7, 576, 96 * 1 * 1}); b->Args({ 1 * 1, 144, 576 * 1 * 1}); b->Args({ 1 * 1, 576, 144 * 1 * 1}); b->Args({ 7 * 7, 96, 576 * 1 * 1}); /************ Bottleneck 11 ************/ /* M N K */ //b->Args({ 7 * 7, 576, 96 * 1 * 1}); //b->Args({ 1 * 1, 144, 576 * 1 * 1}); //b->Args({ 1 * 1, 576, 144 * 1 * 1}); //b->Args({ 7 * 7, 96, 576 * 1 * 1}); /************* Last Stage *************/ /* M N K */ //b->Args({ 7 * 7, 576, 96 * 1 * 1}); b->Args({ 1 * 1, 1024, 576 * 1 * 1}); b->Args({ 1 * 1, 1001, 1024 * 1 * 1}); } static void MobileNetV3LargeGemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /************ Initial Stage ************/ /* M N K */ b->Args({112 * 112, 16, 3 * 3 * 3}); /************* Bottleneck 1 ************/ /* M N K */ b->Args({112 * 112, 16, 16 * 1 * 1}); /************* Bottleneck 2 ************/ /* M N K */ b->Args({112 * 112, 64, 16 * 1 * 1}); b->Args({ 56 * 56, 24, 64 * 1 * 1}); /************* Bottleneck 3 ************/ /* M N K */ b->Args({ 56 * 56, 72, 24 * 1 * 1}); b->Args({ 56 * 56, 24, 72 * 1 * 1}); /************* Bottleneck 4 ************/ /* M N K */ //b->Args({ 56 * 56, 72, 24 * 1 * 1}); b->Args({ 1 * 1, 24, 72 * 1 * 1}); b->Args({ 1 * 1, 72, 24 * 1 * 1}); b->Args({ 28 * 28, 40, 72 * 1 * 1}); /************* Bottleneck 5 ************/ /* M N K */ b->Args({ 28 * 28, 120, 40 * 1 * 1}); b->Args({ 1 * 1, 32, 120 * 1 * 1}); b->Args({ 1 * 1, 120, 32 * 1 * 1}); b->Args({ 28 * 28, 40, 120 * 1 * 1}); /************* Bottleneck 6 ************/ /* M N K */ //b->Args({ 28 * 28, 120, 40 * 1 * 1}); //b->Args({ 1 * 1, 32, 120 * 1 * 1}); //b->Args({ 1 * 1, 120, 32 * 1 * 1}); //b->Args({ 28 * 28, 40, 120 * 1 * 1}); /************* Bottleneck 7 ************/ /* M N K */ b->Args({ 28 * 28, 240, 40 * 1 * 1}); b->Args({ 14 * 14, 80, 240 * 1 * 1}); /************* Bottleneck 8 ************/ /* M N K */ b->Args({ 14 * 14, 200, 80 * 1 * 1}); b->Args({ 14 * 14, 80, 200 * 1 * 1}); /************* Bottleneck 9 ************/ /* M N K */ b->Args({ 14 * 14, 184, 80 * 1 * 1}); b->Args({ 14 * 14, 80, 184 * 1 * 1}); /************ Bottleneck 10 ************/ /* M N K */ b->Args({ 14 * 14, 184, 80 * 1 * 1}); b->Args({ 14 * 14, 80, 184 * 1 * 1}); /************ Bottleneck 11 ************/ /* M N K */ b->Args({ 14 * 14, 480, 80 * 1 * 1}); b->Args({ 1 * 1, 120, 480 * 1 * 1}); b->Args({ 1 * 1, 480, 120 * 1 * 1}); b->Args({ 14 * 14, 112, 480 * 1 * 1}); /************ Bottleneck 12 ************/ /* M N K */ b->Args({ 14 * 14, 672, 112 * 1 * 1}); b->Args({ 1 * 1, 168, 672 * 1 * 1}); b->Args({ 1 * 1, 672, 168 * 1 * 1}); b->Args({ 14 * 14, 112, 672 * 1 * 1}); /************ Bottleneck 13 ************/ /* M N K */ //b->Args({ 14 * 14, 672, 112 * 1 * 1}); //b->Args({ 1 * 1, 168, 672 * 1 * 1}); //b->Args({ 1 * 1, 672, 168 * 1 * 1}); b->Args({ 7 * 7, 160, 672 * 1 * 1}); /************ Bottleneck 14 ************/ /* M N K */ b->Args({ 7 * 7, 960, 160 * 1 * 1}); b->Args({ 1 * 1, 240, 960 * 1 * 1}); b->Args({ 1 * 1, 960, 240 * 1 * 1}); b->Args({ 7 * 7, 160, 960 * 1 * 1}); /************ Bottleneck 15 ************/ /* M N K */ //b->Args({ 7 * 7, 960, 160 * 1 * 1}); //b->Args({ 1 * 1, 240, 960 * 1 * 1}); //b->Args({ 1 * 1, 960, 240 * 1 * 1}); //b->Args({ 7 * 7, 160, 960 * 1 * 1}); /************* Last Stage *************/ /* M N K */ //b->Args({ 7 * 7, 960, 160 * 1 * 1}); b->Args({ 1 * 1, 1280, 960 * 1 * 1}); b->Args({ 1 * 1, 1001, 1280 * 1 * 1}); } // SqueezeNet 1.0 static void SqueezeNetV10GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /************** Conv 1 ***************/ /* M N K */ b->Args({111 * 111, 96, 3 * 7 * 7}); /************** Fire 2 ***************/ /* M N K */ b->Args({ 55 * 55, 16, 96 * 1 * 1}); b->Args({ 55 * 55, 64, 16 * 1 * 1}); b->Args({ 55 * 55, 64, 16 * 3 * 3}); /************** Fire 3 ***************/ /* M N K */ b->Args({ 55 * 55, 16, 128 * 1 * 1}); /************** Fire 4 ***************/ /* M N K */ b->Args({ 55 * 55, 32, 128 * 1 * 1}); b->Args({ 55 * 55, 128, 32 * 1 * 1}); b->Args({ 55 * 55, 128, 32 * 3 * 3}); /************** Fire 5 ***************/ /* M N K */ b->Args({ 27 * 27, 32, 256 * 1 * 1}); b->Args({ 27 * 27, 128, 32 * 1 * 1}); b->Args({ 27 * 27, 128, 32 * 3 * 3}); /************** Fire 6 ***************/ /* M N K */ b->Args({ 27 * 27, 48, 256 * 1 * 1}); b->Args({ 27 * 27, 192, 48 * 1 * 1}); b->Args({ 27 * 27, 192, 48 * 3 * 3}); /************** Fire 7 ***************/ /* M N K */ b->Args({ 27 * 27, 48, 384 * 1 * 1}); /************** Fire 8 ***************/ /* M N K */ b->Args({ 27 * 27, 64, 384 * 1 * 1}); b->Args({ 27 * 27, 256, 64 * 1 * 1}); b->Args({ 27 * 27, 256, 64 * 3 * 3}); /************** Fire 9 ***************/ /* M N K */ b->Args({ 13 * 13, 64, 512 * 1 * 1}); b->Args({ 13 * 13, 256, 64 * 1 * 1}); b->Args({ 13 * 13, 256, 64 * 3 * 3}); /************** Conv 10 **************/ /* M N K */ b->Args({ 13 * 13, 1000, 512 * 1 * 1}); } // SqueezeNet 1.1 static void SqueezeNetV11GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /************** Conv 1 ***************/ /* M N K */ b->Args({111 * 111, 64, 3 * 3 * 3}); /************** Fire 2 ***************/ /* M N K */ b->Args({ 55 * 55, 16, 64 * 1 * 1}); b->Args({ 55 * 55, 64, 16 * 1 * 1}); b->Args({ 55 * 55, 64, 16 * 3 * 3}); /************** Fire 3 ***************/ /* M N K */ b->Args({ 55 * 55, 16, 128 * 1 * 1}); /************** Fire 4 ***************/ /* M N K */ b->Args({ 27 * 27, 32, 128 * 1 * 1}); b->Args({ 27 * 27, 128, 32 * 1 * 1}); b->Args({ 27 * 27, 128, 32 * 3 * 3}); /************** Fire 5 ***************/ /* M N K */ b->Args({ 27 * 27, 32, 256 * 1 * 1}); /************** Fire 6 ***************/ /* M N K */ b->Args({ 13 * 13, 48, 256 * 1 * 1}); b->Args({ 13 * 13, 192, 48 * 1 * 1}); b->Args({ 13 * 13, 192, 48 * 3 * 3}); /************** Fire 7 ***************/ /* M N K */ b->Args({ 13 * 13, 48, 384 * 1 * 1}); /************** Fire 8 ***************/ /* M N K */ b->Args({ 13 * 13, 64, 384 * 1 * 1}); b->Args({ 13 * 13, 256, 64 * 1 * 1}); b->Args({ 13 * 13, 256, 64 * 3 * 3}); /************** Fire 9 ***************/ /* M N K */ b->Args({ 13 * 13, 64, 512 * 1 * 1}); /************** Conv 10 **************/ /* M N K */ b->Args({ 13 * 13, 1000, 512 * 1 * 1}); } static void InceptionV3GemmArguments(BenchmarkWrapper* b) { /* M N K */ b->Args({150 * 150, 32, 3 * 3 * 3}); b->Args({149 * 149, 32, 32 * 3 * 3}); b->Args({149 * 149, 64, 32 * 3 * 3}); b->Args({ 75 * 75, 80, 64 * 1 * 1}); b->Args({ 73 * 73, 192, 80 * 3 * 3}); b->Args({ 37 * 37, 64, 192 * 1 * 1}); b->Args({ 37 * 37, 48, 192 * 1 * 1}); b->Args({ 37 * 37, 64, 48 * 5 * 5}); b->Args({ 37 * 37, 96, 64 * 3 * 3}); b->Args({ 37 * 37, 96, 96 * 3 * 3}); b->Args({ 37 * 37, 32, 192 * 1 * 1}); b->Args({ 37 * 37, 64, 256 * 1 * 1}); b->Args({ 37 * 37, 48, 256 * 1 * 1}); b->Args({ 37 * 37, 64, 288 * 1 * 1}); b->Args({ 37 * 37, 48, 288 * 1 * 1}); b->Args({ 18 * 18, 384, 288 * 3 * 3}); b->Args({ 18 * 18, 96, 96 * 3 * 3}); b->Args({ 19 * 19, 192, 768 * 1 * 1}); b->Args({ 19 * 19, 128, 768 * 1 * 1}); b->Args({ 19 * 19, 128, 128 * 1 * 7}); b->Args({ 19 * 19, 192, 128 * 7 * 1}); b->Args({ 19 * 19, 128, 128 * 7 * 1}); b->Args({ 19 * 19, 192, 128 * 1 * 7}); b->Args({ 19 * 19, 160, 768 * 1 * 1}); b->Args({ 19 * 19, 160, 160 * 1 * 7}); b->Args({ 19 * 19, 192, 160 * 7 * 1}); b->Args({ 19 * 19, 160, 160 * 7 * 1}); b->Args({ 19 * 19, 192, 160 * 1 * 7}); b->Args({ 19 * 19, 192, 192 * 1 * 7}); b->Args({ 19 * 19, 192, 192 * 7 * 1}); b->Args({ 9 * 9, 320, 192 * 3 * 3}); b->Args({ 9 * 9, 192, 192 * 3 * 3}); b->Args({ 10 * 10, 320, 1280 * 1 * 1}); b->Args({ 10 * 10, 384, 1280 * 1 * 1}); b->Args({ 10 * 10, 384, 384 * 1 * 3}); b->Args({ 10 * 10, 384, 384 * 3 * 1}); b->Args({ 10 * 10, 448, 1280 * 1 * 1}); b->Args({ 10 * 10, 384, 448 * 3 * 3}); b->Args({ 10 * 10, 192, 1280 * 1 * 1}); b->Args({ 10 * 10, 320, 2048 * 1 * 1}); b->Args({ 10 * 10, 384, 2048 * 1 * 1}); b->Args({ 10 * 10, 448, 2048 * 1 * 1}); b->Args({ 10 * 10, 192, 2048 * 1 * 1}); b->Args({ 3 * 3, 1001, 2048 * 1 * 1}); } static void ResNet18GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({112 * 112, 64, 3 * 7 * 7}); b->Args({ 56 * 56, 64, 64 * 3 * 3}); b->Args({ 28 * 28, 128, 64 * 3 * 3}); b->Args({ 28 * 28, 128, 128 * 3 * 3}); b->Args({ 28 * 28, 128, 64 * 1 * 1}); b->Args({ 14 * 14, 256, 128 * 3 * 3}); b->Args({ 14 * 14, 256, 256 * 3 * 3}); b->Args({ 14 * 14, 256, 128 * 1 * 1}); b->Args({ 7 * 7, 512, 256 * 3 * 3}); b->Args({ 7 * 7, 512, 512 * 3 * 3}); b->Args({ 7 * 7, 512, 256 * 1 * 1}); } static void ResNet50GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /*************** Conv 1 ***************/ /* M N K */ b->Args({112 * 112, 64, 3 * 7 * 7}); /************** Conv 2.X **************/ /* M N K */ b->Args({ 56 * 56, 64, 64 * 1 * 1}); b->Args({ 56 * 56, 64, 64 * 3 * 3}); b->Args({ 56 * 56, 256, 64 * 1 * 1}); b->Args({ 56 * 56, 64, 256 * 1 * 1}); /************** Conv 3.X **************/ /* M N K */ b->Args({ 56 * 56, 128, 256 * 1 * 1}); b->Args({ 28 * 28, 128, 128 * 3 * 3}); b->Args({ 28 * 28, 512, 128 * 1 * 1}); b->Args({ 28 * 28, 512, 256 * 1 * 1}); b->Args({ 28 * 28, 128, 512 * 1 * 1}); /************** Conv 4.X **************/ /* M N K */ b->Args({ 28 * 28, 256, 512 * 1 * 1}); b->Args({ 14 * 14, 256, 256 * 3 * 3}); b->Args({ 14 * 14, 1024, 256 * 1 * 1}); b->Args({ 14 * 14, 1024, 512 * 1 * 1}); b->Args({ 14 * 14, 256, 1024 * 1 * 1}); /************** Conv 5.X **************/ /* M N K */ b->Args({ 14 * 14, 512, 1024 * 1 * 1}); b->Args({ 7 * 7, 512, 512 * 3 * 3}); b->Args({ 7 * 7, 2048, 512 * 1 * 1}); b->Args({ 7 * 7, 2048, 1024 * 1 * 1}); b->Args({ 7 * 7, 512, 2048 * 1 * 1}); } static void VGGGemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /************** Conv 1.1 *************/ /* M N K */ b->Args({224 * 224, 64, 3 * 3 * 3}); /************** Conv 1.2 *************/ /* M N K */ b->Args({224 * 224, 64, 64 * 3 * 3}); /************** Conv 2.1 *************/ /* M N K */ b->Args({112 * 112, 128, 64 * 3 * 3}); /************** Conv 2.2 *************/ /* M N K */ b->Args({112 * 112, 128, 128 * 3 * 3}); /************** Conv 3.1 *************/ /* M N K */ b->Args({ 56 * 56, 256, 128 * 3 * 3}); /************** Conv 3.3 *************/ /* M N K */ b->Args({ 56 * 56, 256, 256 * 1 * 1}); /************** Conv 4.1 *************/ /* M N K */ b->Args({ 28 * 28, 512, 256 * 3 * 3}); /************** Conv 4.2 *************/ /* M N K */ b->Args({ 28 * 28, 512, 512 * 3 * 3}); /************** Conv 4.3 *************/ /* M N K */ b->Args({ 28 * 28, 512, 512 * 1 * 1}); /************** Conv 5.X *************/ /* M N K */ b->Args({ 14 * 14, 512, 512 * 3 * 3}); /************** Conv 5.3 *************/ /* M N K */ b->Args({ 14 * 14, 512, 512 * 1 * 1}); } // SRCNN (9-1-5) static void SRCNN915GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({376 * 376, 64, 1 * 9 * 9}); b->Args({376 * 376, 32, 64 * 1 * 1}); b->Args({372 * 372, 1, 32 * 5 * 5}); } // SRCNN (9-3-5) static void SRCNN935GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({376 * 376, 64, 1 * 9 * 9}); b->Args({374 * 374, 32, 64 * 3 * 3}); b->Args({370 * 370, 1, 32 * 5 * 5}); } // SRCNN (9-5-5) static void SRCNN955GemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K"}); /* M N K */ b->Args({376 * 376, 64, 1 * 9 * 9}); b->Args({372 * 372, 32, 64 * 5 * 5}); b->Args({368 * 368, 1, 32 * 5 * 5}); } // Large Language Model (Generic) static void LLMGemmArguments(BenchmarkWrapper* b) { b->ArgNames({"M", "N", "K", "Bl"}); b->Args({ 128, 16, 1024, 32 }); b->Args({ 128, 16, 1024, 256 }); b->Args({ 128, 128, 1024, 32 }); b->Args({ 128, 128, 1024, 256 }); b->Args({ 128, 4096, 1024, 32 }); b->Args({ 128, 4096, 1024, 256 }); b->Args({ 128, 11008, 4096, 32 }); b->Args({ 128, 11008, 4096, 256 }); b->Args({ 128, 32000, 4096, 32 }); b->Args({ 128, 32000, 4096, 256 }); }