diff --git a/cmake/modules/FindLWTNN.cmake b/cmake/modules/FindLWTNN.cmake new file mode 100644 index 00000000..621389ca --- /dev/null +++ b/cmake/modules/FindLWTNN.cmake @@ -0,0 +1,47 @@ +# Copyright (C) 1995-2019, Rene Brun and Fons Rademakers. +# All rights reserved. +# +# For the licensing terms see $ROOTSYS/LICENSE. +# For the list of contributors see $ROOTSYS/README/CREDITS. + +# Find the LWTNN includes and library. +# +# This module defines +# LWTNN_INCLUDE_DIR, where to locate LWTNN.h file +# LWTNN_LIBRARIES, the libraries to link against to use LWTNN +# LWTNN_FOUND. If false, you cannot build anything that requires LWTNN. +# LWTNN_LIBRARY, where to find the libLWTNN library. + +set(LWTNN_FOUND 0) +if(LWTNN_LIBRARY AND LWTNN_INCLUDE_DIR) + set(LWTNN_FIND_QUIETLY TRUE) +endif() + +find_path(LWTNN_INCLUDE_DIR lwtnn/Graph.hh + $ENV{LWTNN_DIR}/include + $ENV{LWTNN} $ENV{LWTNN}/include + /usr/local/include + /usr/include + DOC "Specify the directory containing LWTNN.h" +) + +find_library(LWTNN_LIBRARY NAMES lwtnn PATHS + $ENV{LWTNN_DIR}/lib + $ENV{LWTNN} $ENV{LWTNN}/lib $ENV{LWTNN}/.libs + /usr/local/lib + /usr/lib + /opt/LWTNN/lib + DOC "Specify the lwtnn library here." +) + +if(LWTNN_INCLUDE_DIR AND LWTNN_LIBRARY) + set(LWTNN_FOUND 1 ) + if(NOT LWTNN_FIND_QUIETLY) + message(STATUS "Found LWTNN includes at ${LWTNN_INCLUDE_DIR}") + message(STATUS "Found LWTNN library at ${LWTNN_LIBRARY}") + endif() +endif() + +set(LWTNN_LIBRARIES ${LWTNN_LIBRARY}) + +mark_as_advanced(LWTNN_FOUND LWTNN_LIBRARY LWTNN_INCLUDE_DIR) diff --git a/cmake/modules/FindONNXRuntime.cmake b/cmake/modules/FindONNXRuntime.cmake new file mode 100644 index 00000000..8464a8b0 --- /dev/null +++ b/cmake/modules/FindONNXRuntime.cmake @@ -0,0 +1,47 @@ +# Copyright (C) 1995-2019, Rene Brun and Fons Rademakers. +# All rights reserved. +# +# For the licensing terms see $ROOTSYS/LICENSE. +# For the list of contributors see $ROOTSYS/README/CREDITS. + +# Find the ONNXRuntime includes and library. +# +# This module defines +# ONNXRuntime_INCLUDE_DIR, where to locate ONNXRuntime include file +# ONNXRuntime_LIBRARIES, the libraries to link against to use ONNXRuntime +# ONNXRuntime_FOUND. If false, you cannot build anything that requires ONNXRuntime. +# ONNXRuntime_LIBRARY, where to find the libONNXRuntime library. + +set(ONNXRuntime_FOUND 0) +if(ONNXRuntime_LIBRARY AND ONNXRuntime_INCLUDE_DIR) + set(ONNXRuntime_FIND_QUIETLY TRUE) +endif() + +find_path(ONNXRuntime_INCLUDE_DIR onnxruntime_cxx_api.h + $ENV{ONNXRuntime_DIR}/include + $ENV{ONNXRuntime} $ENV{ONNXRuntime}/include + /usr/local/include + /usr/include + DOC "Specify the directory containing ONNXRuntime.h" +) + +find_library(ONNXRuntime_LIBRARY NAMES onnxruntime PATHS + $ENV{ONNXRuntime_DIR}/lib + $ENV{ONNXRuntime} $ENV{ONNXRuntime}/lib $ENV{ONNXRuntime}/.libs + /usr/local/lib + /usr/lib + /opt/ONNXRuntime/lib + DOC "Specify the ONNXRuntime library here." +) + +if(ONNXRuntime_INCLUDE_DIR AND ONNXRuntime_LIBRARY) + set(ONNXRuntime_FOUND 1 ) + if(NOT ONNXRuntime_FIND_QUIETLY) + message(STATUS "Found ONNXRuntime includes at ${ONNXRuntime_INCLUDE_DIR}") + message(STATUS "Found ONNXRuntime library at ${ONNXRuntime_LIBRARY}") + endif() +endif() + +set(ONNXRuntime_LIBRARIES ${ONNXRuntime_LIBRARY}) + +mark_as_advanced(ONNXRuntime_FOUND ONNXRuntime_LIBRARY ONNXRuntime_INCLUDE_DIR) diff --git a/root/tmva/CMakeLists.txt b/root/tmva/CMakeLists.txt index 2f1c8c67..136ab7d3 100644 --- a/root/tmva/CMakeLists.txt +++ b/root/tmva/CMakeLists.txt @@ -1 +1,2 @@ add_subdirectory(tmva) +add_subdirectory(sofie) diff --git a/root/tmva/sofie/CMakeLists.txt b/root/tmva/sofie/CMakeLists.txt new file mode 100644 index 00000000..8981a111 --- /dev/null +++ b/root/tmva/sofie/CMakeLists.txt @@ -0,0 +1,245 @@ +# @author Federico Sossai (fsossai) + + + # Checking that all required model exist + if (NOT ONNX_MODELS_DIR) + set(ONNX_MODELS_DIR input_models) + endif() + file(GLOB ONNX_MODELS "${ONNX_MODELS_DIR}/*.onnx") + + # Copying every ONNX model in the input directory to the build directory. + set(out_dir ${CMAKE_CURRENT_BINARY_DIR}/${ONNX_MODELS_DIR}) + file(MAKE_DIRECTORY ${out_dir}) + foreach(model ${ONNX_MODELS}) + get_filename_component(fname ${model} NAME) + configure_file(${model} ${out_dir}/${fname} COPYONLY) + endforeach() + + # Looking for ONNXRuntime + ## to find OONX run time configure cmake with + ## -DONNXRuntime_INCLUDE_DIRS=..onxruntime_location.../include -DONNXRuntime_LIBRARIES=.../lib + find_package(ONNXRuntime) + if(ONNXRuntime_FOUND) + message(STATUS "Found ONNXRuntime (library is ${ONNXRuntime_LIBRARY}, libraries ${ONNXRuntime_LIBRARIES})") + + # Configuring ONNXRuntimeInference_Template.cxx.in + set(FUNC_NAME "BM_ONNXRuntime_Inference") + set(CAPTURE_STR "BENCHMARK_CAPTURE(${FUNC_NAME}, @1,\t@2)@3") + set(HEAD_COMMENT "Automatically configured by CMake") + set(ALL_CAPTURES "") + foreach(model ${ONNX_MODELS}) + get_filename_component(fname ${model} NAME) + get_filename_component(fname_we ${model} NAME_WE) + string(REPLACE "@1" ${fname_we} cap ${CAPTURE_STR}) + string(REPLACE "@2" "\"${ONNX_MODELS_DIR}/${fname}\"" cap ${cap}) + list(APPEND ALL_CAPTURES ${cap}) + endforeach() + string(REPLACE ";" "\n" BENCHMARK_CAPTURES "${ALL_CAPTURES}") # String[] -> String + string(REPLACE "@3" "->Unit(benchmark::kMillisecond);" BENCHMARK_CAPTURES "${BENCHMARK_CAPTURES}") # Adding semicolon + configure_file(ONNXRuntimeInference_Template.cxx.in ONNXRuntimeInference.cxx @ONLY) + + RB_ADD_GBENCHMARK(ONNXRuntimeInference + ONNXRuntimeInference.cxx + LABEL short + LIBRARIES TMVA ${ONNXRuntime_LIBRARIES} + ) + target_link_directories(ONNXRuntimeInference PRIVATE ${ONNXRuntime_LIBRARIES}) + target_include_directories(ONNXRuntimeInference PRIVATE ${ONNXRuntime_INCLUDE_DIR}) + + else() + message(STATUS "ONNXRuntime not found") + endif() + + + +#---TMVA-/SOFIE +if(ROOT_tmva_FOUND AND ROOT_tmva-sofie_FOUND) + + +### this is not used +if (Use_SOFIE_TEMPLATE) + + # Configuring SOFIEInference_Template.cxx.in + set(FUNC_NAME "BM_SOFIE_Inference") + set(CAPTURE_STR "BENCHMARK_CAPTURE(${FUNC_NAME}, @1,\t@2)@3") + set(INCLUDES_STR "#include @1") + set(FUNCS_STR "\t\t{ @1,\t{@2,\t@3} }") + set(HEAD_COMMENT "Automatically configured by CMake") + set(ALL_CAPTURES "") + set(ALL_INCLUDES "") + set(ALL_FUNCS "") + set(COMPILED_MODELS_DIR ${ONNX_MODELS_DIR}/compiled) + file(GLOB COMPILED_MODELS "${COMPILED_MODELS_DIR}/*.hxx") + set(inc "") + set(cap "") + set(funcs "") + foreach(model ${COMPILED_MODELS}) + get_filename_component(fname ${model} NAME) + get_filename_component(fname_we ${model} NAME_WE) + # Fixing the string for the include headers + string(REPLACE "@1" "\"${COMPILED_MODELS_DIR}/${fname}\"" inc ${INCLUDES_STR}) + list(APPEND ALL_INCLUDES ${inc}) + # Fixing the string for the GBenchmark captures + string(REPLACE "@1" ${fname_we} cap ${CAPTURE_STR}) + string(REPLACE "@2" "\"${fname_we}\"" cap ${cap}) + list(APPEND ALL_CAPTURES ${cap}) + # Fixing the string for the actual infer function that each capture will call + string(REPLACE "@1" "\"${fname_we}\"" funcs ${FUNCS_STR}) + string(REPLACE "@2" "TMVA_SOFIE_${fname_we}::infer" funcs ${funcs}) + string(REPLACE "@3" "0" funcs ${funcs}) + list(APPEND ALL_FUNCS ${funcs}) + endforeach() + + # Transforming list of strings into a single multi-line string + string(REPLACE ";" "\n" BENCHMARK_CAPTURES "${ALL_CAPTURES}") # String[] -> String + string(REPLACE "@3" ";" BENCHMARK_CAPTURES "${BENCHMARK_CAPTURES}") # Adding semicolon + string(REPLACE ";" "\n" INCLUDE_HEADERS "${ALL_INCLUDES}") # String[] -> String + string(REPLACE ";" ",\n" FUNC_TUPLES "${ALL_FUNCS}") # String[] -> String + configure_file(SOFIEInference_Template.cxx.in SOFIEInference.cxx @ONLY) + + +endif() + + +# configure_file(input_models/compiled/Linear_event.hxx Linear_event.hxx COPYONLY) +# configure_file(input_models/compiled/Linear_event.dat Linear_event.dat COPYONLY) + +# configure_file(input_models/compiled/Linear_16.hxx Linear_16.hxx COPYONLY) +# configure_file(input_models/compiled/Linear_16.dat Linear_16.dat COPYONLY) + +# configure_file(input_models/compiled/Linear_32.hxx Linear_32.hxx COPYONLY) +# configure_file(input_models/compiled/Linear_32.dat Linear_32.dat COPYONLY) + +# configure_file(input_models/compiled/Linear_64.hxx Linear_64.hxx COPYONLY) +# configure_file(input_models/compiled/Linear_64.dat Linear_64.dat COPYONLY) + + +# configure_file(input_models/compiled/Conv_d100_L1_B1.hxx Conv_d100_L1_B1.hxx COPYONLY) +# configure_file(input_models/compiled/Conv_d100_L1_B1.dat Conv_d100_L1_B1.dat COPYONLY) + +# configure_file(input_models/compiled/Conv_d100_L14_B1.hxx Conv_d100_L14_B1.hxx COPYONLY) +# configure_file(input_models/compiled/Conv_d100_L14_B1.dat Conv_d100_L14_B1.dat COPYONLY) +# configure_file(input_models/compiled/Conv_d100_L14_B32.hxx Conv_d100_L14_B32.hxx COPYONLY) +# #use file B1 as B32 for weights : it is the same +# configure_file(input_models/compiled/Conv_d100_L14_B32.dat Conv_d100_L14_B32.dat COPYONLY) + +# configure_file(input_models/compiled/resnet18v1.hxx resnet18v1.hxx COPYONLY) +# configure_file(input_models/compiled/resnet18v1.dat resnet18v1.dat COPYONLY) + + +add_executable(emitFromONNX + EmitFromONNX.cxx +) +#target_include_directories(emitFromONNX PRIVATE ) +target_link_libraries(emitFromONNX ${Protobuf_LIBRARIES} Core ROOTTMVASofie ROOTTMVASofieParser) +set_target_properties(emitFromONNX PROPERTIES POSITION_INDEPENDENT_CODE TRUE) + +if (NOT ONNX_MODELS_DIR) + set(ONNX_MODELS_DIR input_models) +endif() + +add_custom_target(SofieCompileModels) +add_dependencies(SofieCompileModels emitFromONNX) + + +file(GLOB ONNX_FILES "${ONNX_MODELS_DIR}/*.onnx") +foreach(onnx_file ${ONNX_FILES}) + #get_filename_component(fname ${onnx_file} NAME_WE) + #get_filename_component(fdir ${onnx_file} DIRECTORY) + add_custom_command(TARGET SofieCompileModels POST_BUILD + COMMAND ./emitFromONNX ${onnx_file} + USES_TERMINAL + ) +endforeach() + +find_package(BLAS) +if(BLAS_FOUND) + message(STATUS "Found BLAS ( libraries ${BLAS_LIBRARIES})") + +#set(SOFIE_BLAS_LIBS /home/moneta/intel/mkl/lib/intel64/libmkl_intel_lp64.so /home/moneta/intel/mkl/lib/intel64/libmkl_sequential.so /home/moneta/intel/mkl/lib/intel64/libmkl_core.so -lpthread) +#set(SOFIE_BLAS_LIBS /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX10.14.sdk/System/Library/Frameworks/Accelerate.framework) + +# +# to set specific BLAS do : cmake -DBLA_Vendor=OpenBLAS, Intel10_64lp_seq or INtel64lp +# for Intel MKL need to set also MKLROOT env variable (see documentation of cmake FindBlas) +# need to source for example . $dir/intel/mkl/bin/mklvars.sh intel64 + +set(SOFIE_BLAS_LIBS ${BLAS_LIBRARIES}) + + +# Benchmark for models emitted by SOFIE +RB_ADD_GBENCHMARK(SOFIEInference + SOFIEInference.cxx + LABEL short + LIBRARIES TMVA ROOTTMVASofie ${SOFIE_BLAS_LIBS} +) + +add_dependencies(SOFIEInference SofieCompileModels) + +RB_ADD_GBENCHMARK(RDF_SOFIE_Inference + RDF_SOFIE_Inference.cxx + LABEL short + LIBRARIES Core Hist Imt RIO Tree TreePlayer ROOTDataFrame ROOTVecOps TMVA ROOTTMVASofie ${SOFIE_BLAS_LIBS} +) + +add_dependencies(RDF_SOFIE_Inference SofieCompileModels) + +RB_ADD_GBENCHMARK(SOFIEInference_Reader + SOFIEInference_Reader.cxx + LABEL short + LIBRARIES Core Cling TMVA ROOTTMVASofie ${SOFIE_BLAS_LIBS} +) + +add_dependencies(SOFIEInference_Reader SofieCompileModels) + +# +# add optimization flags for best performances (factor 3 on simple Conv1 test) +# +#if (ROOT_PLATFORM MATCHES "linux|macosx" AND CMAKE_SYSTEM_PROCESSOR MATCHES x86_64 AND CMAKE_CXX_COMPILER_ID MATCHES "GNU|Clang") +## assume we run only on linux/macos with gnu or gcc +set(gnu-flags $<$:-fno-signaling-nans>) +if (APPLE) +target_compile_options(SOFIEInference PRIVATE ${gnu-flags} -ffast-math -fno-trapping-math -O3) +target_compile_options(RDF_SOFIE_Inference PRIVATE ${gnu-flags} -ffast-math -fno-trapping-math -O3) +else() +target_compile_options(SOFIEInference PRIVATE ${gnu-flags} -march=native -ffast-math -fno-trapping-math -O3) +target_compile_options(RDF_SOFIE_Inference PRIVATE ${gnu-flags} -march=native -ffast-math -fno-trapping-math -O3) +endif() + +endif() # endif blas +endif() # endif TMVA/SOFIE + +find_package(LWTNN QUIET) +if (LWTNN_FOUND) + + message(STATUS "Found LWTNN (library is ${LWTNN_LIBRARY}, libraries ${LWTNN_LIBRARIES})") + configure_file(input_models/higgs_model_dense.json higgs_model_dense.json COPYONLY) + configure_file(input_models/Generator.json.gz Generator.json.gz COPYONLY) + execute_process(COMMAND gunzip -f ${CMAKE_CURRENT_BINARY_DIR}/Generator.json.gz) +# set(LWTNN_INCLUDE_DIR /home/moneta/cernbox/root/tests/tmva/sofie/lwtnn-build/include) +# set(LWTNN_LIBS /home/moneta/cernbox/root/tests/tmva/sofie/lwtnn-build/lib/liblwtnn.so) + RB_ADD_GBENCHMARK(LWTNNInference + LWTNNInference.cxx + LABEL short + LIBRARIES Core Hist Imt RIO Tree TreePlayer ROOTDataFrame ROOTVecOps TMVA ROOTTMVASofie ${LWTNN_LIBRARY}) + target_include_directories(LWTNNInference PRIVATE ${LWTNN_INCLUDE_DIR}) + + RB_ADD_GBENCHMARK(RDF_lwtnn_Inference + RDF_lwtnn_Inference.cxx + LABEL short + LIBRARIES Core Hist Imt RIO Tree TreePlayer ROOTDataFrame ROOTVecOps TMVA ROOTTMVASofie ${LWTNN_LIBRARY}) + target_include_directories(RDF_lwtnn_Inference PRIVATE ${LWTNN_INCLUDE_DIR}) +else() + message(STATUS "LWTNN not found") +endif() + +if (ONNXRuntime_FOUND) + configure_file(input_models/higgs_model_dense.onnx higgs_model_dense.onnx COPYONLY) + RB_ADD_GBENCHMARK(RDF_ONNXRuntime_Inference + RDF_ONNXRuntime_Inference.cxx + LABEL short + LIBRARIES Core Hist Imt RIO Tree TreePlayer ROOTDataFrame ROOTVecOps TMVA ROOTTMVASofie ${ONNXRuntime_LIBRARIES} + ) + target_link_directories(RDF_ONNXRuntime_Inference PRIVATE ${ONNXRuntime_LIBRARIES}) + target_include_directories(RDF_ONNXRuntime_Inference PRIVATE ${ONNXRuntime_INCLUDE_DIR}) +endif() diff --git a/root/tmva/sofie/Conv_d100_L14_B32.onnx b/root/tmva/sofie/Conv_d100_L14_B32.onnx new file mode 100644 index 00000000..eff1996e Binary files /dev/null and b/root/tmva/sofie/Conv_d100_L14_B32.onnx differ diff --git a/root/tmva/sofie/EmitFromONNX.cxx b/root/tmva/sofie/EmitFromONNX.cxx new file mode 100644 index 00000000..e4edbe60 --- /dev/null +++ b/root/tmva/sofie/EmitFromONNX.cxx @@ -0,0 +1,29 @@ +// Author: Federico Sossai +// Last modified: 2021/07/30 +// Description: +// SOFIE command line compiler. +// This program is automatically run when the corresponding test target is built. +// Usage example: $./EmitFromONNX indir/mymodel.onnx outdir/myname.hxx + +#include + +#include "TMVA/RModel.hxx" +#include "TMVA/RModelParser_ONNX.hxx" + +using namespace TMVA::Experimental::SOFIE; + +int main(int argc, char *argv[]){ + if (argc < 2) { + std::cerr << "ERROR: missing input file\n"; + return -1; + } + + std::string outname= (argc > 2) ? argv[2] : ""; + RModelParser_ONNX parser; + std::cout << "Parsing file " << argv[1] << std::endl; + RModel model = parser.Parse(argv[1]); + model.Generate(Options::kDefault, 1); + model.PrintRequiredInputTensors(); + model.OutputGenerated(outname); + return 0; +} diff --git a/root/tmva/sofie/LWTNNInference.cxx b/root/tmva/sofie/LWTNNInference.cxx new file mode 100644 index 00000000..2bbfe84e --- /dev/null +++ b/root/tmva/sofie/LWTNNInference.cxx @@ -0,0 +1,148 @@ +// Author: Federico Sossai (fsossai), 2021 + +#include + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include "TMath.h" + +#include "lwtnn/LightweightNeuralNetwork.hh" +#include "lwtnn/LightweightGraph.hh" +#include "lwtnn/parse_json.hh" + +bool verbose = false; + +void BM_LWTNN_Inference_model(benchmark::State &state, std::string model_name, size_t inputSize, size_t outputSize = 1) +{ + + + std::map inputs; + std::vector names; + + std::string model_filename = model_name + ".json"; + std::ifstream config_file(model_filename); + + auto config = lwt::parse_json(config_file); + + // Set up neural network model from config + auto model = std::make_unique(config.inputs, config.layers, config.outputs); + + config_file.close(); + + // Initialize input + //std::cout << "input size is " << config.inputs.size() << std::endl; + if (config.inputs.size() != inputSize ) { + throw std::runtime_error("Bad input size - it is " + std::to_string(inputSize) + + " and should be " + std::to_string(config.inputs.size())); + } + for (size_t n = 0; n < inputSize; n++) { + inputs[config.inputs.at(n).name] = 0.0; + names.push_back(config.inputs.at(n).name); + } + + + // size_t inputSize = state.range(0); // input size (without batch size) + size_t bsize = 1; // bsize is always 1 for lwtnn + size_t nevts = 64; + size_t nrep = nevts / bsize; + + std::vector input(inputSize * nevts); + + static std::uniform_real_distribution distribution(-1, 1); + static std::default_random_engine generator; + std::generate(input.begin(), input.end(), []() { return distribution(generator); }); + + double totDuration = 0; + int ntimes = 0; + std::vector y(outputSize); + for (auto _ : state) { + auto t1 = std::chrono::high_resolution_clock::now(); + for (size_t i = 0; i < nevts; i += bsize) { + for (size_t j = 0; j < inputSize; j++) + //inputs["node_0"]["variable_" + std::to_string(j)] = input[i * inputSize + j]; + inputs[names[j]] = input[i * inputSize + j]; + + auto outputs = model->compute(inputs); + y[0] = outputs.begin()->second; + // for (int i = 0; i < outputSize; i++) + // y[i] = outputs["out_" + std::to_string(i)]; + } + + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + totDuration += duration / 1.E3; // in milliseconds + ntimes++; + } + + state.counters["time/evt(ms)"] = totDuration / double(ntimes * nevts); +} + +void BM_LWTNN_Inference_graph(benchmark::State &state, std::string model_name, size_t inputSize, size_t outputSize = 1 ) +{ + + typedef std::map> NetworkInputs; + typedef std::map NetworkOutputs; + + //std::map inputs; + NetworkInputs inputs; + std::vector names; + + std::string model_filename = model_name + ".json"; + std::ifstream config_file(model_filename); + auto graph = std::make_unique(lwt::parse_json_graph(config_file)); + config_file.close(); + + + + //size_t inputSize = state.range(0); // input size (without batch size) + size_t bsize = 1; // bsize is always 1 for lwtnn + size_t nevts = 64; + size_t nrep = nevts / bsize; + + std::vector input(inputSize * nevts); + + static std::uniform_real_distribution distribution(-1, 1); + static std::default_random_engine generator; + std::generate(input.begin(), input.end(), []() { return distribution(generator); }); + + + double totDuration = 0; + int ntimes = 0; + std::vector y(outputSize); + for (auto _ : state) { + auto t1 = std::chrono::high_resolution_clock::now(); + for (size_t i = 0; i < nevts; i += bsize) { + for (size_t j = 0; j < inputSize; j++) + inputs["node_0"]["variable_" + std::to_string(j)] = input[i * inputSize + j]; + // inputs[names[j]] = input[i * inputSize + j]; + + auto outputs = graph->compute(inputs); + for (int i = 0; i < outputSize; i++) + y[i] = outputs["out_" + std::to_string(i)]; + } + + + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + totDuration += duration / 1.E3; // in milliseconds + ntimes++; + } + + state.counters["time/evt(ms)"] = totDuration / double(ntimes * nevts); +} + +//LWTNN benchmarks +// use B<_CAPTURE to pass string of file, second parameter is name of test and is arbitrary +BENCHMARK_CAPTURE(BM_LWTNN_Inference_model,higgs_model_dense, "higgs_model_dense",7)->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_LWTNN_Inference_graph, generator, "Generator",14)->Unit(benchmark::kMillisecond); + +BENCHMARK_MAIN(); diff --git a/root/tmva/sofie/ONNXRuntimeInference_Template.cxx.in b/root/tmva/sofie/ONNXRuntimeInference_Template.cxx.in new file mode 100644 index 00000000..c09baf23 --- /dev/null +++ b/root/tmva/sofie/ONNXRuntimeInference_Template.cxx.in @@ -0,0 +1,197 @@ +// @HEAD_COMMENT@ +// Author: Federico Sossai (fsossai), 2021 + +#include +//#include +#include + +#include +#include +#include +#include +#include +#include +#include + +using namespace std; + +bool testOutput = true; + +static void @FUNC_NAME@(benchmark::State& state, string model_path) +{ + Ort::Env env(ORT_LOGGING_LEVEL_WARNING, "benchmark"); + + Ort::SessionOptions session_options; + session_options.SetIntraOpNumThreads(1); + session_options.SetInterOpNumThreads(1); + session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_EXTENDED); + + //std::cout << "benchmarking model " << model_path << std::endl; + Ort::Session session(env, model_path.c_str(), session_options); + + int nin = session.GetInputCount(); + int nout = 1; + + vector input_node_names(nin); + vector output_node_names(nout); + vector inputStrings(nin); + vector outputStrings(nout); + + Ort::AllocatorWithDefaultOptions allocator; + for (int i = 0; i < nin; i++) { +#if ORT_API_VERSION > 12 + inputStrings[i] = session.GetInputNameAllocated(i, allocator).get(); +#else + inputStrings[i] = session.GetInputName(i, allocator); +#endif + input_node_names[i] = inputStrings[i].c_str(); + } + for (int i = 0; i < nout; i++) { +#if ORT_API_VERSION > 12 + outputStrings[i] = session.GetOutputNameAllocated(i, allocator).get(); +#else + outputStrings[i] = session.GetOutputName(i, allocator); +#endif + output_node_names[i] = outputStrings[i].c_str(); + } + // Getting the shapes + vector> input_node_dims(nin); + vector> output_node_dims(nout); + + for (int i = 0; i < nin; i++) + input_node_dims[i] = session.GetInputTypeInfo(i).GetTensorTypeAndShapeInfo().GetShape(); + for (int i = 0; i < nout; i++) + output_node_dims[i] = session.GetOutputTypeInfo(i).GetTensorTypeAndShapeInfo().GetShape(); + + // for (int i = 0; i < nin; i++) { + // std::cout << "input " << input_node_names[i] << " shape : "; + // for (int j = 0; j < input_node_dims[i].size(); j++) + // std::cout << " " << input_node_dims[i][j]; + // std::cout << std::endl; + // } + // fix negative shapes + for (int i = 0; i < nin; i++) { + for (int j = 0; j < input_node_dims[i].size(); j++) { + if (input_node_dims[i][j] < 0) input_node_dims[i][j] = - input_node_dims[i][j]; + } + } + + + // Calculating the dimension of the input tensor + int nevts = 64; + int bsize = input_node_dims[0][0]; // assume this + //std::cout << "Using bsize = " << bsize << std::endl; + int nbatches = nevts / bsize; + + std::vector> inputData(nin); + std::vector inputSizes(nin); + + for (int i = 0; i < nin; i++) { + size_t input_tensor_size = accumulate(input_node_dims[i].begin(), input_node_dims[i].end(), 1, multiplies()); + inputSizes[i] = input_tensor_size; + auto &input_tensor_values = inputData[i]; + input_tensor_values.resize(input_tensor_size * nbatches); + // std::cout << "input tensor size " << input_tensor_size << " " << input_tensor_values.size() << std::endl; + + // Input tensor initialization + + if (testOutput) + fill_n(input_tensor_values.begin(), input_tensor_values.size(), float(i)+1.); + else { + static std::uniform_real_distribution distribution(-1, 1); + static std::default_random_engine generator; + std::generate(input_tensor_values.begin(), input_tensor_values.end(), []() { return distribution(generator); }); + } + } + + auto memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault); + // Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, + // input_tensor_values.data(), input_tensor_size, + // input_node_dims.data(), input_node_dims.size()); + + // Running the model + float *floatarr = nullptr; + + std::vector input_tensors; + + size_t osize = 1; + for (int d : output_node_dims[0]) { + if (d > 0) osize *= d; // first dim(batch size) can be -1 + } + std::vector yOut(osize); + + double totDuration = 0; + int ntimes = 0; + for (auto _ : state) { + auto t1 = std::chrono::high_resolution_clock::now(); + std::vector input_offset(nin); + for (int i = 0; i < nevts; i += bsize) { + // if (input_offset > input_tensor_values.size()) { + // std::cout << "Error in input size " << i << " " << nevts << " " << model_path << std::endl; + // throw std::runtime_error("Bad input size "); + // } + for (int k = 0; k < nin; k++) { + input_tensors.emplace_back(Ort::Value::CreateTensor(memory_info, inputData[k].data() + input_offset[k], + inputSizes[k], input_node_dims[k].data(), input_node_dims[k].size())); + } + auto output_tensors = session.Run(Ort::RunOptions{nullptr}, input_node_names.data(), input_tensors.data(), nin, + output_node_names.data(), nout); + floatarr = output_tensors.front().GetTensorMutableData(); + for (int k = 0; k < nin; k++) { + input_offset[k] += inputSizes[k]; + } + if (testOutput && i == 0) + std::copy(floatarr, floatarr + osize, yOut.begin()); + } + + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + totDuration += duration / 1.E3; // in milliseconds + ntimes++; + if (testOutput) { + std::string filename = model_path + ".ort.out"; + //std::cout << "writing file" << filename << std::endl; + ofstream f; + f.open(filename); + f << yOut.size(); + for (size_t i = 0; i < yOut.size(); i++) { + if ((i % 10) == 0) f << "\n"; // add endline every 10 + f << yOut[i] << " "; + } + f << std::endl; + f.close(); + } + } + //for (int i = 0; i < 10; i++) + // printf("%f\t", i, floatarr[i]); + state.counters["time/evt(ms)"] = totDuration / double(ntimes * nevts); + +} +@BENCHMARK_CAPTURES@ + +//BENCHMARK_MAIN(); + +// define main to pass some convenient command line parameters +int main(int argc, char **argv) { + + // Parse command line arguments + for (int i = 1; i < argc; i++) { + std::string arg = argv[i]; + if (arg == "-v") { + //std::cout << "---running in verbose mode" << std::endl; + //verbose = true; + } else if ((arg == "-d" || arg == "--dir") && argc > i+1) { + std::string pathDir = argv[i+1]; + std::filesystem::path path(pathDir); + std::filesystem::current_path(path); + i++; + } + } + + std::cout << "running benchmark from current directory " << std::filesystem::current_path() << std::endl; + + ::benchmark::Initialize(&argc, argv); + ::benchmark::RunSpecifiedBenchmarks(); + + return 0; +} \ No newline at end of file diff --git a/root/tmva/sofie/ONNXRuntimeInference_result_ubuntu20.log b/root/tmva/sofie/ONNXRuntimeInference_result_ubuntu20.log new file mode 100644 index 00000000..fe653e10 --- /dev/null +++ b/root/tmva/sofie/ONNXRuntimeInference_result_ubuntu20.log @@ -0,0 +1,32 @@ +Running ./ONNXRuntimeInference +Run on (16 X 5000 MHz CPU s) +CPU Caches: + L1 Data 32 KiB (x8) + L1 Instruction 32 KiB (x8) + L2 Unified 256 KiB (x8) + L3 Unified 16384 KiB (x1) +Load Average: 1.32, 1.84, 2.61 +***WARNING*** CPU scaling is enabled, the benchmark real time measurements may be noisy and will incur extra overhead. +---------------------------------------------------------------------------------------------------------------- +Benchmark Time CPU Iterations UserCounters... +---------------------------------------------------------------------------------------------------------------- +BM_ONNXRuntime_Inference/Conv2DTranspose_Relu_Sigmoid 126 ms 126 ms 5 time/evt(ms)=1.83237 +BM_ONNXRuntime_Inference/Conv3d_d32_L4_B1 3757 ms 3757 ms 1 time/evt(ms)=58.6969 +BM_ONNXRuntime_Inference/ConvTModel_G4 126 ms 126 ms 6 time/evt(ms)=1.8286 +BM_ONNXRuntime_Inference/ConvTrans2dModel_B1 0.506 ms 0.506 ms 1394 time/evt(ms)=7.40356m +BM_ONNXRuntime_Inference/Conv_d100_L14_B1 6220 ms 6220 ms 1 time/evt(ms)=97.1541 +BM_ONNXRuntime_Inference/Conv_d100_L14_B32 3187 ms 3187 ms 1 time/evt(ms)=49.5775 +BM_ONNXRuntime_Inference/Conv_d100_L1_B1 8.48 ms 8.48 ms 81 time/evt(ms)=0.0758999 +BM_ONNXRuntime_Inference/DDB_B1 5.76 ms 5.76 ms 121 time/evt(ms)=0.089551 +BM_ONNXRuntime_Inference/GRU_d10_L20_h8_B1 0.689 ms 0.689 ms 1013 time/evt(ms)=0.0103855 +BM_ONNXRuntime_Inference/Generator_B1 37.2 ms 37.1 ms 19 time/evt(ms)=0.451642 +BM_ONNXRuntime_Inference/Generator_B64 527 ms 527 ms 1 time/evt(ms)=0.131812 +BM_ONNXRuntime_Inference/LSTM_d10_L20_h8_B1 1.01 ms 1.01 ms 692 time/evt(ms)=0.0154544 +BM_ONNXRuntime_Inference/Linear_16 0.123 ms 0.123 ms 5676 time/evt(ms)=1025.49u +BM_ONNXRuntime_Inference/Linear_32 0.146 ms 0.146 ms 4800 time/evt(ms)=834.229u +BM_ONNXRuntime_Inference/Linear_64 0.210 ms 0.210 ms 3346 time/evt(ms)=723.7u +BM_ONNXRuntime_Inference/Linear_event 0.510 ms 0.506 ms 1370 time/evt(ms)=7.52203m +BM_ONNXRuntime_Inference/RNN_d10_L20_h8_B1 0.509 ms 0.509 ms 1366 time/evt(ms)=7.57958m +BM_ONNXRuntime_Inference/SimpleNN_Alice 0.049 ms 0.049 ms 14632 time/evt(ms)=404.781u +BM_ONNXRuntime_Inference/higgs_model_dense 0.484 ms 0.484 ms 1447 time/evt(ms)=7.21045m +BM_ONNXRuntime_Inference/resnet18v1 2146 ms 2146 ms 1 time/evt(ms)=33.5231 diff --git a/root/tmva/sofie/RDF_ONNXRuntime_Inference.cxx b/root/tmva/sofie/RDF_ONNXRuntime_Inference.cxx new file mode 100644 index 00000000..dce92574 --- /dev/null +++ b/root/tmva/sofie/RDF_ONNXRuntime_Inference.cxx @@ -0,0 +1,180 @@ +#include +#include "TROOT.h" +#include "TSystem.h" +#include "ROOT/RDataFrame.hxx" +#include "TMath.h" + +#include + + +#include +#include +#include + +#include + +// template +struct ONNXFunctor { + + // std::vector input; + // std::vector> sessions; + + std::shared_ptr session; + + //td::vector input_tensors; + + //Ort::Value * ort_input = nullptr; + + //float *inputArray = nullptr; + + std::vector input_node_names; + std::vector output_node_names; + std::vector input_node_str; + std::vector output_node_str; + + std::vector input_tensor_values; + + std::vector input_node_dims; + std::vector output_node_dims; + + Ort::Value inputTensor{nullptr}; + + float *inputArray = nullptr; + + ONNXFunctor(unsigned nslots) + { + + Ort::Env env(ORT_LOGGING_LEVEL_WARNING, "benchmark"); + + std::string model_path = "higgs_model_dense.onnx"; + + Ort::SessionOptions session_options; + session_options.SetIntraOpNumThreads(1); + session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_EXTENDED); + + // std::cout << "benchmarking model " << model_path << std::endl; + session = std::make_shared(env, model_path.c_str(), session_options); + + + + Ort::AllocatorWithDefaultOptions allocator; + #if ORT_API_VERSION > 12 + input_node_str.push_back(session->GetInputNameAllocated(0, allocator).get()); + output_node_str.push_back(session->GetOutputNameAllocated(0, allocator).get()); + #else + input_node_str.push_back(session->GetInputName(0, allocator)); + output_node_str.push_back( session->GetOutputName(0, allocator)); + #endif + input_node_names.push_back(input_node_str.back().c_str()); + output_node_names.push_back(output_node_str.back().c_str()); + // Getting the shapes + + input_node_dims = session->GetInputTypeInfo(0).GetTensorTypeAndShapeInfo().GetShape(); + output_node_dims = session->GetOutputTypeInfo(0).GetTensorTypeAndShapeInfo().GetShape(); + + // Calculating the dimension of the input tensor + + + size_t input_tensor_size = std::accumulate(input_node_dims.begin(), input_node_dims.end(), 1, std::multiplies()); + //std::vector input_tensor_values(input_tensor_size ); + + input_tensor_values.resize(input_tensor_size); + + auto memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault); + + inputTensor = + Ort::Value::CreateTensor(memory_info, input_tensor_values.data(), input_tensor_values.size(), + input_node_dims.data(), input_node_dims.size()); + + inputArray = inputTensor.GetTensorMutableData(); + } + + double operator()(unsigned nslots, float x0, float x1, float x2, float x3, float x4, float x5, float x6) + { + + + int off = 0; + inputArray[off] = x0; + inputArray[off + 1] = x1; + inputArray[off + 2] = x2; + inputArray[off + 3] = x3; + inputArray[off + 4] = x4; + inputArray[off + 5] = x5; + inputArray[off + 6] = x6; + + + + auto output_tensors = session->Run(Ort::RunOptions{nullptr}, input_node_names.data(), &inputTensor, 1, output_node_names.data(), 1); + float * floatarr = output_tensors.front().GetTensorMutableData(); + return floatarr[0]; + } + + // need copy ctor for ONNXruntime + // because I cannot copy Ort::Value + ONNXFunctor(const ONNXFunctor & rhs) { + session = rhs.session; + input_node_names = rhs.input_node_names; + output_node_names = rhs.output_node_names; + + input_tensor_values = rhs.input_tensor_values; + + input_node_dims = rhs.input_node_dims; + output_node_dims = rhs.output_node_dims; + + auto memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault); + inputTensor = Ort::Value::CreateTensor(memory_info, input_tensor_values.data(), input_tensor_values.size(), + input_node_dims.data(), input_node_dims.size()); + inputArray = inputTensor.GetTensorMutableData(); + } +}; + +void BM_RDF_ONNX_Inference(benchmark::State &state) +{ + + int nslot = 1; + if (nslot > 1) + ROOT::EnableImplicitMT(nslot); + + auto fileName = "Higgs_data_full.root"; + // file is available at "https://cernbox.cern.ch/index.php/s/YuSHwTXBa0UBEhD/download"; + // do curl https://cernbox.cern.ch/index.php/s/XaPBtaGrnN38wU0 -o Higgs_data_full.root + // https://cernbox.cern.ch/s/vLOqclhWirZEWpj + std::string directLink = "https://cernbox.cern.ch/remote.php/dav/public-files/vLOqclhWirZEWpj/Higgs_data_full.root"; + if (gSystem->AccessPathName(fileName)) { + std::string cmd = "curl " + directLink + " -o "; + cmd += fileName; + gSystem->Exec(cmd.c_str()); + } + auto treeName = "test_tree"; + ROOT::RDataFrame df(treeName, fileName); + + ONNXFunctor functor(nslot); + + std::vector durations; + double ntot = 0; + + for (auto _ : state) { + + auto h1 = df.DefineSlot("DNN_Value", functor, {"m_jj", "m_jjj", "m_lv", "m_jlv", "m_bb", "m_wbb", "m_wwbb"}) + .Histo1D("DNN_Value"); + + auto t1 = std::chrono::high_resolution_clock::now(); + + auto n = h1->GetEntries(); + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + + durations.push_back(duration/1.E6); + ntot += n; + // std::cout << " Processed " << n << " entries " + // << " time = " << duration / 1.E6 << " (sec) time/event = " << duration / double(n) << " musec" + // << std::endl; + } + double avgDuration = TMath::Mean(durations.begin(), durations.end()); + state.counters["avg-time(s)"] = avgDuration; + state.counters["time/evt(s)"] = avgDuration * double(durations.size()) / ntot; +} + +BENCHMARK(BM_RDF_ONNX_Inference)->Unit(benchmark::kMillisecond); + +BENCHMARK_MAIN(); diff --git a/root/tmva/sofie/RDF_SOFIE_Inference.cxx b/root/tmva/sofie/RDF_SOFIE_Inference.cxx new file mode 100644 index 00000000..7a910595 --- /dev/null +++ b/root/tmva/sofie/RDF_SOFIE_Inference.cxx @@ -0,0 +1,124 @@ +#include "higgs_model_dense.hxx" +#include +#include +#include "TROOT.h" +#include "TSystem.h" +#include "ROOT/RDataFrame.hxx" + +#include + +// Functor to wrap SOFIE session to RDF functor signature + +template +class SofieFunctorHelper; + +template +class SofieFunctorHelper, S, T> { + /// this is the magic to defined the operator () with N fixed parameter arguments + template + using AlwaysT = T; + + std::vector> fInput; + std::vector> fSessions; + +public: + + SofieFunctorHelper(int nslots) : + fInput(nslots) + { + for (int i = 0; i < nslots; i++) { + fSessions.emplace_back(std::make_shared()); + } + } + + double operator()(unsigned slot, AlwaysT... args) { + fInput[slot] = {args...}; + auto y = fSessions[slot]->infer(fInput[slot].data()); + return y[0]; + } + + +}; + +template +auto SofieFunctor(int nslot) -> SofieFunctorHelper, F, float> +{ + return SofieFunctorHelper, F, float>(nslot); +} + + +int NEVTS = -1; +void BM_RDF_SOFIE_Inference(benchmark::State &state) +{ + int nslot = state.range(0); + + if (nslot > 1) + ROOT::EnableImplicitMT(nslot); + auto fileName = "Higgs_data_full.root"; + //file is available at "https://cernbox.cern.ch/index.php/s/YuSHwTXBa0UBEhD/download"; + // do curl https://cernbox.cern.ch/index.php/s/XaPBtaGrnN38wU0 -o Higgs_data_full.root + std::string directLink = "https://cernbox.cern.ch/remote.php/dav/public-files/vLOqclhWirZEWpj/Higgs_data_full.root"; + if (gSystem->AccessPathName(fileName)) { + std::string cmd = "curl " + directLink + " -o "; + cmd += fileName; + gSystem->Exec(cmd.c_str()); + } + auto treeName = "test_tree"; + ROOT::RDataFrame df(treeName, fileName); + + + //auto functor = SofieFunctor(nslot); + // auto rdf_functor = [&](int slot, float x1, float x2, float x3, float x4, float x5, float x6, float x7){ + // return functor(slot, x1,x2,x3,x4,x5,x6,x7); + // }; + SofieFunctorHelper, TMVA_SOFIE_higgs_model_dense::Session, float> functor(nslot); + + // test + auto y = functor(0,1.,2.,3.,4.,5.,6.,7.); + std::cout << y << std::endl; + + std::vector durations; + + double ntot = 0; + + for (auto _ : state) { + + auto h1 = df.DefineSlot("DNN_Value", SofieFunctor<7,TMVA_SOFIE_higgs_model_dense::Session>(nslot), {"m_jj", "m_jjj", "m_lv", "m_jlv", "m_bb", "m_wbb", "m_wwbb"}) + .Histo1D("DNN_Value"); + // auto h1 = df.Define("DNN_Value", "functor(m_jj, m_jjj, m_lv,m_jlv, m_bb, m_wbb, m_wwbb)") + // .Histo1D("DNN_Value"); + + auto t1 = std::chrono::high_resolution_clock::now(); + + auto n = h1->GetEntries(); + //int n = 100; + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + + durations.push_back(duration / 1.E6); + NEVTS = n; + ntot += n; + // std::cout << " Processed " << n << " entries " + // << " time = " << duration / 1.E6 << " (sec) time/event = " << duration / double(n) << " musec" + // << std::endl; + } + + double avgDuration = TMath::Mean(durations.begin(), durations.end()); + state.counters["avg-time(s)"] = avgDuration; + if (durations.size() > 1) + state.counters["+/-"] = TMath::StdDev(durations.begin(), durations.end()) / sqrt(durations.size() - 1); + state.counters["time/evt(s)"] = avgDuration *double(durations.size()) / ntot; + // h1->DrawClone(); +} + +BENCHMARK(BM_RDF_SOFIE_Inference) + ->Unit(benchmark::kMillisecond) + // ->ComputeStatistics("Time/evt", + // [](const std::vector &v) -> double { + // return std::accumulate(v.begin(), v.end(), 0.) / (v.size() * NEVTS);} + // , benchmark::StatisticUnit::kTime) + ->Arg(1) + ->Arg(2) + ->Arg(4); + +BENCHMARK_MAIN(); \ No newline at end of file diff --git a/root/tmva/sofie/RDF_lwtnn_Inference.cxx b/root/tmva/sofie/RDF_lwtnn_Inference.cxx new file mode 100644 index 00000000..86865897 --- /dev/null +++ b/root/tmva/sofie/RDF_lwtnn_Inference.cxx @@ -0,0 +1,110 @@ +#include +#include "TROOT.h" +#include "TSystem.h" +#include "ROOT/RDataFrame.hxx" + +#include "lwtnn/LightweightNeuralNetwork.hh" +#include "lwtnn/parse_json.hh" + +#include +#include +#include + +#include + +// template +struct LWTNNFunctor { + + // std::vector input; + // std::vector> sessions; + + std::map inputs; + std::vector names; + + std::shared_ptr model; + + LWTNNFunctor(unsigned nslots) + { + std::string config_filename("higgs_model_dense.json"); + std::ifstream config_file(config_filename); + auto config = lwt::parse_json(config_file); + + // Set up neural network model from config + model = std::make_shared(config.inputs, config.layers, config.outputs); + + // Load inputs from argv + //std::cout << "input size is " << config.inputs.size() << std::endl; + for (size_t n = 0; n < config.inputs.size(); n++) { + inputs[config.inputs.at(n).name] = 0.0; + names.push_back(config.inputs.at(n).name); + } + } + + double operator()(unsigned nslots, float x0, float x1, float x2, float x3, float x4, float x5, float x6) + { + // int off = 0;//nslots*7; + inputs[names[0]] = x0; + inputs[names[1]] = x1; + inputs[names[2]] = x2; + inputs[names[3]] = x3; + inputs[names[4]] = x4; + inputs[names[5]] = x5; + inputs[names[6]] = x6; + + auto y = model->compute(inputs); + return y.begin()->second; + } +}; + +void BM_RDF_LWTNN_Inference(benchmark::State &state) +{ + + int nslot = 1; + if (nslot > 1) + ROOT::EnableImplicitMT(nslot); + + auto fileName = "Higgs_data_full.root"; + // file is available at "https://cernbox.cern.ch/index.php/s/YuSHwTXBa0UBEhD/download"; + // do curl https://cernbox.cern.ch/index.php/s/XaPBtaGrnN38wU0 -o Higgs_data_full.root + if (gSystem->AccessPathName(fileName)) { + std::string cmd = "curl https://cernbox.cern.ch/index.php/s/YuSHwTXBa0UBEhD/download -o "; + cmd += fileName; + gSystem->Exec(cmd.c_str()); + } + auto treeName = "test_tree"; + ROOT::RDataFrame df(treeName, fileName); + + LWTNNFunctor functor(nslot); + + std::vector durations; + double ntot = 0; + + for (auto _ : state) { + + auto h1 = df.DefineSlot("DNN_Value", functor, {"m_jj", "m_jjj", "m_lv", "m_jlv", "m_bb", "m_wbb", "m_wwbb"}) + .Histo1D("DNN_Value"); + + auto t1 = std::chrono::high_resolution_clock::now(); + + auto n = h1->GetEntries(); + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + + durations.push_back(duration / 1.E6); + ntot += n; + + // std::cout << " Processed " << n << " entries " + // << " time = " << duration / 1.E6 << " (sec) time/event = " << duration / double(n) << " musec" + // << std::endl; + + // h1->DrawClone(); + } + // report my statistics + double avgDuration = TMath::Mean(durations.begin(), durations.end()); + state.counters["avg-time(s)"] = avgDuration; + state.counters["time/evt(s)"] = avgDuration * double(durations.size()) / ntot; +} + + +BENCHMARK(BM_RDF_LWTNN_Inference)->Unit(benchmark::kMillisecond); +BENCHMARK_MAIN(); diff --git a/root/tmva/sofie/SOFIEInference.cxx b/root/tmva/sofie/SOFIEInference.cxx new file mode 100644 index 00000000..021fb1e7 --- /dev/null +++ b/root/tmva/sofie/SOFIEInference.cxx @@ -0,0 +1,231 @@ +// Author: Federico Sossai (fsossai), 2021 + +#include + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include "Linear_event.hxx" +#include "Linear_16.hxx" +#include "Linear_32.hxx" +#include "Linear_64.hxx" +#include "Generator_B1.hxx" +#include "Generator_B64.hxx" +#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 "higgs_model_dense.hxx" +#include "DDB_B1.hxx" // CMS onnx model +#include "Conv2DTranspose_Relu_Sigmoid.hxx" +#include "ConvTrans2dModel_B1.hxx" +//#include "ConvTransposeM.hxx" +#include "ConvTModel_G4.hxx" +#include "SimpleNN_Alice.hxx" + +#include "resnet18v1.hxx" +#include "TMath.h" + + +using namespace std; +bool verbose = false; +bool testOutput = true; + + +template +void BM_SOFIE_Inference(benchmark::State &state) +{ + size_t inputSize = state.range(0); // input size (without batch size) + size_t bsize = (state.range(1) > 0) ? state.range(1) : 1; + size_t nevts = 64; + size_t nrep = nevts / bsize; + + vector input(inputSize*nevts); + + if (testOutput) { + input = std::vector(input.size(),1.); + } + else { + static std::uniform_real_distribution distribution(-1, 1); + static std::default_random_engine generator; + std::generate(input.begin(), input.end(), []() { return distribution(generator); }); + } + float *input_ptr = input.data(); + // construct session (no need to pass filename, use default value) + S s; + + double totDuration = 0; + int ntimes = 0; + std::vector yOut; + bool first = true; + bool doWrite = testOutput; + for (auto _ : state) { + auto t1 = std::chrono::high_resolution_clock::now(); + for (int i = 0; i < nevts; i += bsize) { + auto y = s.infer(input.data()+ inputSize*i); + if (first) { + //std::cout << std::string(typeid(s).name()) << " : " << y[0] << " " << y[1] << std::endl; + yOut = y; + first = false; + } + } + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + totDuration += duration / 1.E3; // in milliseconds + ntimes++; + if (doWrite) { + // write output for test + //std::cout << "write output " << std::endl; + std::ofstream f; + std::string filename = std::string(typeid(s).name()) + ".out"; + f.open(filename); + f << yOut.size(); + for (size_t i = 0; i < yOut.size(); i++) { + if ((i % 10) == 0) f << "\n"; // add endline every 10 + f << yOut[i] << " "; + } + f << std::endl; + f.close(); + doWrite = false; + } + } + + state.counters["time/evt(ms)"] = totDuration / double(ntimes * nevts); + // input[0] = -999; + // s.inf + // std::cout << "number of times " << s.itime << std::endl; + // int n = s.itime - 1; + // for (size_t i = 0; i < 5; ++i) { + // double mean = TMath::Mean(n, resTimes[i].data()); + // double rms = TMath::RMS(n, resfTimes[i].data()); + // std::cout << "elapsed time for " << i << " : " << mean << " +/- " << rms / sqrt(n) << std::endl; + // } + //if (verbose) std::cout << "output : " << output.size() << " : " << output.front() << " ......" << output.back() << std::endl; +} + +// inference for model with 3 inputs +template +void BM_SOFIE_Inference_3(benchmark::State &state) +{ + size_t bsize = state.range(0); // batch size + size_t inputSize1 = state.range(1); // input 1 size + size_t inputSize2 = state.range(2); // input 2 size + size_t inputSize3 = state.range(3); + + size_t nevts = 64; + size_t nrep = nevts / bsize; + + size_t eventSize = inputSize1 + inputSize2+inputSize3; + + vector input1(inputSize1*nevts); + vector input2(inputSize2*nevts); + vector input3(inputSize3*nevts); + + if (!testOutput) { + static std::uniform_real_distribution distribution(-1, 1); + static std::default_random_engine generator; + std::generate(input1.begin(), input1.end(), []() { return distribution(generator); }); + std::generate(input2.begin(), input2.end(), []() { return distribution(generator); }); + std::generate(input3.begin(), input3.end(), []() { return distribution(generator); }); + } + else { + // generate fixed data + input1 = vector(input1.size(),1.); + input2 = vector(input2.size(),2.); + input3 = vector(input3.size(),3.); + } + + // create session with default filename + S s{}; + + //std::cout << "init done - do benchmark \n"; + + double totDuration = 0; + int ntimes = 0; + for (auto _ : state) { + auto t1 = std::chrono::high_resolution_clock::now(); + for (int i = 0; i < nevts; i += bsize) { + float * p1 = input1.data()+ inputSize1*i; + float * p2 = input2.data()+ inputSize2*i; + float * p3 = input3.data()+ inputSize3*i; + auto y = s.infer(p1,p2,p3); + } + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + totDuration += duration / 1.E3; // in milliseconds + ntimes++; + } + + state.counters["time/evt(ms)"] = totDuration / double(ntimes * nevts); +} + +// CMS benchmark (3 inputs) +//BENCHMARK_TEMPLATE(BM_SOFIE_Inference_3, TMVA_SOFIE_DDB_B1::Session)->Name("DDB_B1")->Args({1, 1*27, 60*8, 5*2})->Unit(benchmark::kMillisecond); +// Conv Transpose +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Conv2DTranspose_Relu_Sigmoid::Session)->Name("Conv2DTranspose_Relu_Sigmoid")->Args({15,1})->Unit(benchmark::kMillisecond); +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_ConvTModel_G4::Session)->Name("ConvTModel_G4")->Args({15,1})->Unit(benchmark::kMillisecond); +//BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_ConvTransposeM::Session)->Name("ConvTransposeM")->Args({4*30*30,4})->Unit(benchmark::kMillisecond); +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_ConvTrans2dModel_B1::Session)->Name("ConvTrans2dModel_B1")->Args({4*4*4,1})->Unit(benchmark::kMillisecond); + +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_SimpleNN_Alice::Session)->Name("SimpleNN_Alice")->Args({16,1})->Unit(benchmark::kMillisecond); + +//Gemm benchmarks +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_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Generator_B1::Session)->Name("Generator_B1")->Args({14, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_Generator_B64::Session)->Name("Generator_B64")->Args({14, 64})->Unit(benchmark::kMillisecond); + +BENCHMARK_TEMPLATE(BM_SOFIE_Inference, TMVA_SOFIE_higgs_model_dense::Session)->Name("higgs_model_dense")->Args({7, 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); + +// default main +//BENCHMARK_MAIN(); + +// define main to pass some convenient command line parameters +int main(int argc, char **argv) { + + // Parse command line arguments + for (Int_t i = 1; i < argc; i++) { + std::string arg = argv[i]; + if (arg == "-v") { + std::cout << "---running in verbose mode" << std::endl; + verbose = true; + } else if ((arg == "-d" || arg == "--dir") && argc > i+1) { + std::string pathDir = argv[i+1]; + std::filesystem::path path(pathDir); + std::filesystem::current_path(path); + i++; + } + } + + std::cout << "running benchmark from current directory " << std::filesystem::current_path() << std::endl; + + ::benchmark::Initialize(&argc, argv); + ::benchmark::RunSpecifiedBenchmarks(); + + return 0; +} diff --git a/root/tmva/sofie/SOFIEInference_Reader.cxx b/root/tmva/sofie/SOFIEInference_Reader.cxx new file mode 100644 index 00000000..9715809c --- /dev/null +++ b/root/tmva/sofie/SOFIEInference_Reader.cxx @@ -0,0 +1,181 @@ +// Author: Federico Sossai (fsossai), 2021 + +#include + +#include +#include +#include +#include +#include +#include +#include +#include + +#include "TMVA/RSofieReader.hxx" + +#include "TMath.h" + + +using namespace std; +bool verbose = false; +bool testOutput = true; + + +void BM_SOFIE_Inference(benchmark::State &state, std::string model_file) +{ + std::string model_path = "input_models/" + model_file; + size_t inputSize = state.range(0); // input size (without batch size) + size_t bsize = (state.range(1) > 0) ? state.range(1) : 1; + size_t nevts = 64; + size_t nrep = nevts / bsize; + + vector input(inputSize*nevts); + + if (testOutput) { + input = std::vector(input.size(),1.); + } + else { + static std::uniform_real_distribution distribution(-1, 1); + static std::default_random_engine generator; + std::generate(input.begin(), input.end(), []() { return distribution(generator); }); + } + float *input_ptr = input.data(); + + + // parse the model + TMVA::Experimental::RSofieReader r(model_path); + + double totDuration = 0; + int ntimes = 0; + std::vector yOut; + bool first = true; + bool doWrite = testOutput; + for (auto _ : state) { + auto t1 = std::chrono::high_resolution_clock::now(); + for (int i = 0; i < nevts; i += bsize) { + std::vector x(input.begin()+inputSize*i, input.begin()+inputSize*(i+1)); + auto y = r.Compute(x); + if (first) { + //std::cout << std::string(typeid(s).name()) << " : " << y[0] << " " << y[1] << std::endl; + yOut = y; + first = false; + } + } + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + totDuration += duration / 1.E3; // in milliseconds + ntimes++; + if (doWrite) { + // write output for test + //std::cout << "write output " << std::endl; + std::ofstream f; + std::string filename = std::string(model_file) + ".out"; + f.open(filename); + f << yOut.size(); + for (size_t i = 0; i < yOut.size(); i++) { + if ((i % 10) == 0) f << "\n"; // add endline every 10 + f << yOut[i] << " "; + } + f << std::endl; + f.close(); + doWrite = false; + } + } + + state.counters["time/evt(ms)"] = totDuration / double(ntimes * nevts); + // input[0] = -999; + // s.inf + // std::cout << "number of times " << s.itime << std::endl; + // int n = s.itime - 1; + // for (size_t i = 0; i < 5; ++i) { + // double mean = TMath::Mean(n, resTimes[i].data()); + // double rms = TMath::RMS(n, resfTimes[i].data()); + // std::cout << "elapsed time for " << i << " : " << mean << " +/- " << rms / sqrt(n) << std::endl; + // } + //if (verbose) std::cout << "output : " << output.size() << " : " << output.front() << " ......" << output.back() << std::endl; +} +#if 0 +// inference for model with 3 inputs +template +void BM_SOFIE_Inference_3(benchmark::State &state) +{ + size_t bsize = state.range(0); // batch size + size_t inputSize1 = state.range(1); // input 1 size + size_t inputSize2 = state.range(2); // input 2 size + size_t inputSize3 = state.range(3); + + size_t nevts = 64; + size_t nrep = nevts / bsize; + + size_t eventSize = inputSize1 + inputSize2+inputSize3; + + vector input1(inputSize1*nevts); + vector input2(inputSize2*nevts); + vector input3(inputSize3*nevts); + + if (!testOutput) { + static std::uniform_real_distribution distribution(-1, 1); + static std::default_random_engine generator; + std::generate(input1.begin(), input1.end(), []() { return distribution(generator); }); + std::generate(input2.begin(), input2.end(), []() { return distribution(generator); }); + std::generate(input3.begin(), input3.end(), []() { return distribution(generator); }); + } + else { + // generate fixed data + input1 = vector(input1.size(),1.); + input2 = vector(input2.size(),2.); + input3 = vector(input3.size(),3.); + } + + S s(""); + + //std::cout << "init done - do benchmark \n"; + + double totDuration = 0; + int ntimes = 0; + for (auto _ : state) { + auto t1 = std::chrono::high_resolution_clock::now(); + for (int i = 0; i < nevts; i += bsize) { + float * p1 = input1.data()+ inputSize1*i; + float * p2 = input2.data()+ inputSize2*i; + float * p3 = input3.data()+ inputSize3*i; + auto y = s.infer(p1,p2,p3); + } + auto t2 = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(t2 - t1).count(); + totDuration += duration / 1.E3; // in milliseconds + ntimes++; + } + + state.counters["time/evt(ms)"] = totDuration / double(ntimes * nevts); +} +#endif + +BENCHMARK_CAPTURE(BM_SOFIE_Inference,higgs_model_dense,"higgs_model_dense.onnx")->Args({7, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference,Conv2DTranspose_Relu_Sigmoid,"Conv2DTranspose_Relu_Sigmoid.onnx")->Args({15,1})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, ConvTrans2dModel_B1,"ConvTrans2dModel_B1.onnx")->Args({4*4*4,1})->Unit(benchmark::kMillisecond); + +BENCHMARK_CAPTURE(BM_SOFIE_Inference, SimpleNN_Alice,"SimpleNN_Alice.onnx")->Args({16,1})->Unit(benchmark::kMillisecond); + +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Linear_16,"Linear_16.onnx")->Args({100, 16})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Linear_32,"Linear_32.onnx")->Args({100, 32})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Linear_64,"Linear_64.onnx")->Args({100, 64})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Linear_event,"Linear_event.onnx")->Args({100, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Generator_B1,"Generator_B1.onnx")->Args({14, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Generator_B64,"Generator_B64.onnx")->Args({14, 64})->Unit(benchmark::kMillisecond); + +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Conv_d100_L14_B1,"Conv_d100_L14_B1.onnx")->Args({100*100, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Conv_d100_L14_B32,"Conv_d100_L14_B32.onnx")->Args({100*100, 32})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Conv_d100_L1_B1,"Conv_d100_L1_B1.onnx")->Args({100*100, 1})->Unit(benchmark::kMillisecond); + +BENCHMARK_CAPTURE(BM_SOFIE_Inference, Conv3d_d32_L4_B1,"Conv3d_d32_L4_B1.onnx")->Args({32*32*32, 1})->Unit(benchmark::kMillisecond); + +BENCHMARK_CAPTURE(BM_SOFIE_Inference, resnet18v1,"resnet18v1.onnx")->Args({3 * 224 * 224, 1})->Unit(benchmark::kMillisecond); + +//Recurrent benchmark +BENCHMARK_CAPTURE(BM_SOFIE_Inference, RNN_d10_L20_h8_B1,"RNN_d10_L20_h8_B1.onnx")->Args({3 * 5, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, GRU_d10_L20_h8_B1,"GRU_d10_L20_h8_B1.onnx")->Args({3 * 5, 1})->Unit(benchmark::kMillisecond); +BENCHMARK_CAPTURE(BM_SOFIE_Inference, LSTM_d10_L20_h8_B1,"LSTM_d10_L20_h8_B1.onnx")->Args({1 * 1, 1})->Unit(benchmark::kMillisecond); + + +BENCHMARK_MAIN(); diff --git a/root/tmva/sofie/SOFIEInference_Template.cxx.in b/root/tmva/sofie/SOFIEInference_Template.cxx.in new file mode 100644 index 00000000..4eb5b364 --- /dev/null +++ b/root/tmva/sofie/SOFIEInference_Template.cxx.in @@ -0,0 +1,38 @@ +// @HEAD_COMMENT@ +// Author: Federico Sossai (fsossai), 2021 + +#include + +#include +#include +#include +#include + +@INCLUDE_HEADERS@ + +using namespace std; + +static void @FUNC_NAME@(benchmark::State& state, std::string model_name) +{ + vector input; + + typedef function(float*)> infer_t; + typedef + unordered_map> all_infer_funcs{ +@FUNC_TUPLES@ + }; + + infer_t infer_func; + size_t input_size; + tie(infer_func, input_size) = all_infer_funcs[model_name]; + //input.resize(input_size); + input.resize(10'000); // temporary remedy + + + for (auto _ : state) { + infer_func(input.data()); + } +} +@BENCHMARK_CAPTURES@ + +BENCHMARK_MAIN(); diff --git a/root/tmva/sofie/SOFIEInference_result_ubuntu20.log b/root/tmva/sofie/SOFIEInference_result_ubuntu20.log new file mode 100644 index 00000000..751b7f46 --- /dev/null +++ b/root/tmva/sofie/SOFIEInference_result_ubuntu20.log @@ -0,0 +1,31 @@ +Running ./SOFIEInference +Run on (16 X 5000 MHz CPU s) +CPU Caches: + L1 Data 32 KiB (x8) + L1 Instruction 32 KiB (x8) + L2 Unified 256 KiB (x8) + L3 Unified 16384 KiB (x1) +Load Average: 0.73, 1.85, 2.66 +***WARNING*** CPU scaling is enabled, the benchmark real time measurements may be noisy and will incur extra overhead. +-------------------------------------------------------------------------------------------- +Benchmark Time CPU Iterations UserCounters... +-------------------------------------------------------------------------------------------- +Conv2DTranspose_Relu_Sigmoid/15/1 105 ms 105 ms 6 time/evt(ms)=1.61552 +ConvTModel_G4/15/1 106 ms 106 ms 6 time/evt(ms)=1.63189 +ConvTrans2dModel_B1/64/1 0.059 ms 0.059 ms 11831 time/evt(ms)=907.839u +SimpleNN_Alice/16/1 0.027 ms 0.027 ms 25532 time/evt(ms)=421.959u +Linear_16/100/16 0.053 ms 0.053 ms 13204 time/evt(ms)=813.883u +Linear_32/100/32 0.044 ms 0.044 ms 15859 time/evt(ms)=680.265u +Linear_64/100/64 0.039 ms 0.039 ms 18127 time/evt(ms)=594.752u +Linear_event/100/1 0.130 ms 0.130 ms 5554 time/evt(ms)=2.02161m +Generator_B1/14/1 26.7 ms 26.7 ms 26 time/evt(ms)=0.410543 +Generator_B64/14/64 632 ms 629 ms 1 time/evt(ms)=0.166156 +higgs_model_dense/7/1 0.153 ms 0.153 ms 4636 time/evt(ms)=2.3824m +Conv_d100_L14_B1/10000/1 7938 ms 7938 ms 1 time/evt(ms)=124 +Conv_d100_L14_B32/10000/32 3449 ms 3448 ms 1 time/evt(ms)=53.6721 +Conv_d100_L1_B1/10000/1 3.26 ms 3.26 ms 214 time/evt(ms)=0.0506315 +Conv3d_d32_L4_B1/32768/1 7111 ms 7111 ms 1 time/evt(ms)=111.109 +resnet18v1/150528/1 2839 ms 2839 ms 1 time/evt(ms)=44.3493 +RNN_d10_L20_h8_B1/15/1 0.117 ms 0.117 ms 5971 time/evt(ms)=1.81623m +GRU_d10_L20_h8_B1/15/1 0.496 ms 0.496 ms 1391 time/evt(ms)=7.74512m +LSTM_d10_L20_h8_B1/1/1 0.559 ms 0.559 ms 1118 time/evt(ms)=8.72194m diff --git 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diff --git a/root/tmva/sofie/input_models/Linear_event.onnx b/root/tmva/sofie/input_models/Linear_event.onnx new file mode 100644 index 00000000..8f73cbd7 Binary files /dev/null and b/root/tmva/sofie/input_models/Linear_event.onnx differ diff --git a/root/tmva/sofie/input_models/RNN_d10_L20_h8_B1.onnx b/root/tmva/sofie/input_models/RNN_d10_L20_h8_B1.onnx new file mode 100644 index 00000000..08cc1a69 Binary files /dev/null and b/root/tmva/sofie/input_models/RNN_d10_L20_h8_B1.onnx differ diff --git a/root/tmva/sofie/input_models/SimpleNN_Alice.onnx b/root/tmva/sofie/input_models/SimpleNN_Alice.onnx new file mode 100644 index 00000000..b7dfa0d6 Binary files /dev/null and b/root/tmva/sofie/input_models/SimpleNN_Alice.onnx differ diff --git a/root/tmva/sofie/input_models/higgs_model_dense.json b/root/tmva/sofie/input_models/higgs_model_dense.json new file mode 100644 index 00000000..f381f7a2 --- /dev/null +++ b/root/tmva/sofie/input_models/higgs_model_dense.json @@ -0,0 +1,41496 @@ +{ + 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