From 11d7d82c945f126b8a867c038e431da3875cbc79 Mon Sep 17 00:00:00 2001 From: lmoneta Date: Fri, 17 Dec 2021 12:22:16 +0100 Subject: [PATCH] Add benchmarks for recurent models and 3d convolution --- root/tmva/sofie/SOFIEInference.cxx | 17 +++++++++++++++-- .../sofie/input_models/Conv3d_d32_L4_B1.onnx | Bin 0 -> 245928 bytes .../sofie/input_models/GRU_d10_L20_h8_B1.onnx | Bin 0 -> 2878 bytes .../sofie/input_models/LSTM_d10_L20_h8_B1.onnx | Bin 0 -> 3529 bytes .../sofie/input_models/RNN_d10_L20_h8_B1.onnx | Bin 0 -> 1592 bytes 5 files changed, 15 insertions(+), 2 deletions(-) create mode 100644 root/tmva/sofie/input_models/Conv3d_d32_L4_B1.onnx create mode 100644 root/tmva/sofie/input_models/GRU_d10_L20_h8_B1.onnx create mode 100644 root/tmva/sofie/input_models/LSTM_d10_L20_h8_B1.onnx create mode 100644 root/tmva/sofie/input_models/RNN_d10_L20_h8_B1.onnx diff --git a/root/tmva/sofie/SOFIEInference.cxx b/root/tmva/sofie/SOFIEInference.cxx index f276d2ab..1094765b 100644 --- a/root/tmva/sofie/SOFIEInference.cxx +++ b/root/tmva/sofie/SOFIEInference.cxx @@ -18,6 +18,10 @@ #include "Conv_d100_L1_B1.hxx" #include "Conv_d100_L14_B1.hxx" #include "Conv_d100_L14_B32.hxx" +#include "Conv3d_d32_L4_B1.hxx" +#include "RNN_d10_L20_h8_B1.hxx" +#include "GRU_d10_L20_h8_B1.hxx" +#include "LSTM_d10_L20_h8_B1.hxx" #include "resnet18v1.hxx" #include "TMath.h" @@ -69,14 +73,23 @@ void BM_SOFIE_Inference(benchmark::State &state) } //typedef TMVA_SOFIE_Conv_d100_L1_B1::Session S1; //BENCHMARK(BM_SOFIE_Inference);//->Name( "Conv_d100_L1_B1"); -BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Conv_d100_L1_B1::Session)->Name( "Conv_d100_L1_B1")->Args({100*100, 1})->Unit(benchmark::kMillisecond); + BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Conv_d100_L14_B1::Session)->Name( "Conv_d100_L14_B1")->Args({100*100, 1})->Unit(benchmark::kMillisecond); BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Conv_d100_L14_B32::Session)->Name("Conv_d100_L14_B32")->Args({100*100, 32})->Unit(benchmark::kMillisecond); +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Conv_d100_L1_B1::Session)->Name( "Conv_d100_L1_B1")->Args({100*100, 1})->Unit(benchmark::kMillisecond); + +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Conv3d_d32_L4_B1::Session)->Name( "Conv3d_d32_L4_B1")->Args({32*32*32, 1})->Unit(benchmark::kMillisecond); BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_resnet18v1::Session)->Name("resnet18v1")->Args({3 * 224 * 224, 1})->Unit(benchmark::kMillisecond); + +//Recurrent benchmark +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_RNN_d10_L20_h8_B1::Session)->Name("RNN_d10_L20_h8_B1")->Args({3 * 5, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_GRU_d10_L20_h8_B1::Session)->Name("GRU_d10_L20_h8_B1")->Args({3 * 5, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_LSTM_d10_L20_h8_B1::Session)->Name("LSTM_d10_L20_h8_B1")->Args({1 * 1, 1})->Unit(benchmark::kMillisecond); + //Gemm benchmarks -BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Linear_event::Session)->Name("Linear_event")->Args({100, 1})->Unit(benchmark::kMillisecond); BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Linear_16::Session)->Name("Linear_16")->Args({100, 16})->Unit(benchmark::kMillisecond); BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Linear_32::Session)->Name("Linear_32")->Args({100, 32})->Unit(benchmark::kMillisecond); BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Linear_64::Session)->Name("Linear_64")->Args({100, 64})->Unit(benchmark::kMillisecond); +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Linear_event::Session)->Name("Linear_event")->Args({100, 1})->Unit(benchmark::kMillisecond); BENCHMARK_MAIN(); \ No newline at end of file diff --git a/root/tmva/sofie/input_models/Conv3d_d32_L4_B1.onnx b/root/tmva/sofie/input_models/Conv3d_d32_L4_B1.onnx new file mode 100644 index 0000000000000000000000000000000000000000..284092cb11603a55a0798d2b568dfd264b64c378 GIT 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