├── .clang-format ├── .editorconfig ├── .flake8 ├── .gitattributes ├── .gitignore ├── .travis.yml ├── CMake ├── AddPrecompiledHeader.cmake ├── CommonInterfaces.cmake ├── CompilerCache.cmake ├── CopySharedLibraries.cmake ├── Flake8.cmake ├── LLVMSetup.cmake ├── OpenBLASSetup.cmake └── SWIGSetup.cmake ├── CMakeLists.txt ├── Dockerfile ├── Doxyfile ├── Gemfile ├── History.md ├── INSTALL-Advanced.md ├── INSTALL-Mac.md ├── INSTALL-Ubuntu.md ├── INSTALL-Windows.md ├── LICENSE.txt ├── README.md ├── SECURITY.md ├── StyleGuide.md ├── VERSION ├── Versioning.md ├── _config.yml ├── docs ├── _config.yml ├── _data │ ├── global.yml │ └── nav.yml ├── _includes │ ├── footer.html │ ├── head.html │ ├── header.html │ ├── homeheader.html │ ├── pagination.html │ ├── tile.html │ └── title-group.html ├── _layouts │ ├── default.html │ └── home.html ├── assets │ ├── css │ │ └── ie10-viewport-bug-workaround.css │ └── js │ │ └── ie10-viewport-bug-workaround.js ├── background.jpg ├── css │ ├── gallery.scss │ ├── syntax.scss │ └── theme.scss ├── gallery │ ├── ILSVRC2012 │ │ ├── Asparagus.md │ │ ├── Bean.md │ │ ├── BrazilianGuava.md │ │ ├── Buckthorn.md │ │ ├── Candlenut.md │ │ ├── Carrot.md │ │ ├── CashewNut.md │ │ ├── Chalta.md │ │ ├── Chenet.md │ │ ├── Clary.md │ │ ├── Clover.md │ │ ├── Coconut.md │ │ ├── Elderflower.md │ │ ├── GardenCress.md │ │ ├── Ginger.md │ │ ├── Mashua.md │ │ ├── PandanFlower.md │ │ ├── Pawpaw.md │ │ ├── Pear.md │ │ ├── SevenSisters.md │ │ ├── Sweetsop.md │ │ ├── Tamarind.md │ │ ├── WaterApple.md │ │ ├── Wattleseed.md │ │ ├── all_models.json │ │ ├── d_I128x128x3CMCMCMCMCMCMC1AS.md │ │ ├── d_I160x160x3CMCMBMBMBMBMB1AS.md │ │ ├── d_I160x160x3CMCMBMBMBMBMC1AS.md │ │ ├── d_I160x160x3CMCMCMCMCMCMC1AS.md │ │ ├── d_I192x192x3CMCMBMBMBMBMB1AS.md │ │ ├── d_I192x192x3CMCMBMBMBMBMC1AS.md │ │ ├── d_I192x192x3CMCMCMCMCMCMC1AS.md │ │ ├── d_I224x224x3CMBMBMBMBMBMC1AS.md │ │ ├── d_I224x224x3CMCMBMBMBMBMB1AS.md │ │ ├── d_I224x224x3CMCMBMBMBMBMC1AS.md │ │ ├── d_I224x224x3CMCMCMCMCMCMC1AS.md │ │ ├── d_I256x256x3CMBMBMBMBMBMB1AS.md │ │ ├── d_I256x256x3CMBMBMBMBMBMC1AS.md │ │ ├── d_I256x256x3CMCMBMBMBMBMB1AS.md │ │ ├── d_I256x256x3CMCMBMBMBMBMC1AS.md │ │ ├── d_I256x256x3CMCMCMCMCMCMC1AS.md │ │ ├── d_I256x256x3CMCMCMCMCMCMCMC1AS.md │ │ ├── dcda_I64x64x3CMCMCMCMCMC1AS.md │ │ ├── dcda_I64x64x3CMCMCMCMCMC1AS_v2.md │ │ ├── dcda_I64x64x3CMCMCMCMCMC1AS_v3.md │ │ ├── dcda_I64x64x3CMCMCMCMCMC1AS_v4.md │ │ ├── dcda_I64x64x3CMCMCMCMCMC1AS_v5.md │ │ ├── dcda_I64x64x3CMCMCMCMCMC1AS_v6.md │ │ ├── ddcs2_I128x128x3CCCCCCCCCCCCCC1AS.md │ │ ├── dr_19A_I128x128x3CMCMCMCMCMCMC1AS.md │ │ ├── dr_19A_I128x128x3CMCMCMCMCMCMC1AS_v2.md │ │ ├── dr_19B2_I128x128x3CMCMCMCMCMCMC1AS.md │ │ ├── dr_19C_I128x128x3CMCMCMCMCMCMC1AS.md │ │ ├── dr_19_I128x128x3CMCMCMCMCMCMC1AS.md │ │ ├── dr_19_I64x64x3CMCMCMCMCMC1AS.md │ │ ├── dr_313B_I256x256x3CMCMCMCMCMCMCMC1AS.md │ │ ├── dr_313C_I256x256x3CMCMCMCMCMCMCMC1AS.md │ │ ├── dr_313_I256x256x3CMCMCMCMCMCMCMC1AS.md │ │ ├── dr_I256x256x3CMCMCMCMCMCMCMC1AS.md │ │ ├── dr_cD_313_2X_I256x256x3CMCMCMCMCMCMCMC1AS.md │ │ ├── dr_cD_313_2X_I256x256x3CMCMCMCMCMCMCMC1AS_v2.md │ │ ├── dr_c_I256x256x3CMCMCMCMCMCMCMC1AS.md │ │ ├── dr_c_I256x256x3CMCMCMCMCMCMCMC1AS_v2.md │ │ ├── dr_c_I256x256x3CMCMCMCMCMCMCMC1AS_v3.md │ │ ├── dr_c_I256x256x3CMCMCMCMCMCMCMC1AS_v4.md │ │ ├── dr_c_I256x256x3CMCMCMCMCMCMCMC1AS_v5.md │ │ ├── dsb_I128x128x3CMCMCMCMCMCCCMC1AS.md │ │ ├── dsb_I64x64x3CMCMCMCMCCCMC1AS.md │ │ ├── dscs2_I128x128x3CCCCCCC1AS.md │ │ ├── dsf_I128x128x3CCMCCMCCMCMCMCMC1AS.md │ │ ├── dsf_I64x64x3CCMCCMCCMCMCMC1AS.md │ │ ├── dst_I128x128x3CCCMCMCMCMCMCMC1AS.md │ │ ├── dst_I64x64x3CCCMCMCMCMCMC1AS.md │ │ ├── index.md │ │ ├── orphaned │ │ │ ├── d_I160x160x3NCMNCMNBMNBMNBMNBMNB1A.md │ │ │ ├── dr_I256x256x3CMCMCMCMCMCMCMC1AS_v2.md │ │ │ └── dr_I256x256x3CMCMCMCMCMCMCMC1AS_v3.md │ │ ├── v_I160x160x3CCMCCMCCCMCCCMCCCMF2048S.md │ │ ├── v_I160x160x3CCMCCMCCCMCCCMCCCMF4096S.md │ │ ├── v_I192x192x3CCMCCMCCCMCCCMCCCMF1024F1024S.md │ │ ├── v_I64x64x3CCMCCMCCCCMCCCCMCCCCMF2048S.md │ │ ├── v_I64x64x3CCMCCMCCCMCCCMCCCMF2048S.md │ │ ├── v_I64x64x3CCMCCMCCMCCMCCMF4096S.md │ │ └── v_I64x64x3CCMCCMCMCMCMF3072S.md │ ├── Raspberry-Pi-3-Fan-Mount │ │ ├── Raspberry-Pi-3-Fan-Mount-With-Offsets.jpg │ │ ├── Raspberry-Pi-3-Fan-Mount-With-Offsets.stl │ │ ├── Raspberry-Pi-3-Fan-Mount-Without-Offsets.jpg │ │ ├── Raspberry-Pi-3-Fan-Mount-Without-Offsets.stl │ │ └── index.md │ ├── index.md │ └── speech_commands_v0.01 │ │ ├── index.md │ │ └── pareto.json ├── index.md ├── js │ ├── data.js │ └── multi-line-plot.js └── tutorials │ ├── Active-cooling-your-Raspberry-Pi-3 │ ├── Attach-Fan-to-Mount.jpg │ ├── Cluster.jpg │ ├── Pi-3-IR.jpg │ ├── Pi-Active-Cooling-Materials.jpg │ ├── Pi-Heating-Data.tsv │ ├── Pi-with-Fan-on-Display.jpg │ ├── Pi-with-Fan.jpg │ ├── Two-Mount-Designs.jpg │ ├── index.md │ └── pi-heating-data-long.tsv │ ├── Boosting-classifier-accuracy-by-grouping-categories │ ├── Screenshot.jpg │ ├── cats.txt │ ├── dogs.txt │ ├── index.md │ ├── pets.py │ ├── pets_callback.py │ └── thumbnail.png │ ├── Comparing-image-classification-models-side-by-side-on-the-Raspberry-Pi │ ├── Screenshot.jpg │ ├── index.md │ └── side_by_side.py │ ├── Getting-started-with-audio-keyword-spotting-on-the-Raspberry-Pi │ ├── index.md │ ├── seven.wav │ └── spectrogram.png │ ├── Getting-started-with-image-classification-in-cpp │ ├── CMakeLists.txt │ ├── Screenshot.png │ ├── index.md │ ├── tutorial.cpp │ └── tutorialHelpers.h │ ├── Getting-started-with-image-classification-on-the-Raspberry-Pi │ ├── Screenshot.jpg │ ├── call_model.py │ ├── index.md │ └── tutorial.py │ ├── Getting-started-with-object-detection-using-region-of-interest-networks │ ├── Screenshot.png │ ├── index.md │ └── tutorial.py │ ├── Importing-models │ └── index.md │ ├── Notes-on-playing-audio │ └── index.md │ ├── Raspberry-Pi-setup │ └── index.md │ ├── Repurposing-a-pretrained-image-classifier │ ├── Screenshot.jpg │ ├── figure1.svg │ ├── index.md │ └── retarget_validation.py │ ├── StyleGuide.md │ ├── Training-audio-keyword-spotter-with-pytorch │ ├── GRUKeywordSpotter.png │ ├── bad_list.txt │ ├── featurizer.png │ ├── index.md │ ├── process.jpg │ └── vad.png │ ├── index.md │ ├── shared │ ├── coffeemug.jpg │ └── tutorial_helpers.py │ └── tutorial_template.md ├── examples ├── CMakeLists.txt ├── README.md ├── data │ ├── CMakeLists.txt │ ├── bed.wav │ ├── makeTestData.py │ ├── protonnTestData.txt │ ├── seven.wav │ ├── testData.txt │ └── tinyTestData.txt └── python │ ├── CMakeLists.txt │ ├── run.bat │ ├── run.sh │ └── sgd.py ├── external └── packages.config ├── interfaces ├── CMakeLists.txt ├── R │ └── CMakeLists.txt ├── README.md ├── common │ ├── CMakeLists.txt │ ├── ELL_javascript_post.i │ ├── ELL_javascript_pre.i │ ├── ELL_python_post.i │ ├── ELL_python_pre.i │ ├── callback.i │ ├── callback_javascript_post.i │ ├── callback_javascript_pre.i │ ├── callback_python_post.i │ ├── callback_python_pre.i │ ├── common.i │ ├── dataset.i │ ├── doc │ │ ├── CallbackDesign.dgml │ │ ├── CallbackDesign.md │ │ └── CallbackDesign.png │ ├── ell.i │ ├── ell_py.i │ ├── evaluators.i │ ├── functions.i │ ├── include │ │ ├── CallbackInterface.h │ │ ├── DatasetInterface.h │ │ ├── DatasetInterfaceImpl.h │ │ ├── MathInterface.h │ │ ├── MatrixMatrixMultiplyImplementation.h │ │ ├── ModelBuilderInterface.h │ │ ├── ModelInterface.h │ │ ├── NeuralLayersInterface.h │ │ ├── NeuralNetworkPredictorInterface.h │ │ ├── Ports.h │ │ └── TrainerInterface.h │ ├── loadDatasetAsync.i │ ├── loadModelAsync.i │ ├── macros.i │ ├── math.i │ ├── math_javascript_post.i │ ├── math_javascript_pre.i │ ├── math_python_post.i │ ├── math_python_pre.i │ ├── model.i │ ├── model_javascript_post.i │ ├── model_python_post.i │ ├── nodes.i │ ├── noncopyable.i │ ├── predictors.i │ ├── predictors_javascript_post.i │ ├── predictors_javascript_pre.i │ ├── predictors_python_post.i │ ├── predictors_python_pre.i │ ├── shape.i │ ├── src │ │ ├── DatasetInterface.cpp │ │ ├── ModelBuilderInterface.cpp │ │ ├── ModelInterface.cpp │ │ ├── NeuralNetworkPredictorInterface.cpp │ │ ├── Ports.cpp │ │ └── TrainerInterface.cpp │ ├── trainers.i │ ├── unique_ptr.i │ ├── utilities.i │ ├── vector.i │ ├── vector_javascript_post.i │ ├── vector_javascript_pre.i │ ├── vector_python_post.i │ └── vector_python_pre.i ├── csharp │ └── CMakeLists.txt ├── javascript │ ├── CMakeLists.txt │ ├── ell_module │ │ ├── CMakeLists.txt │ │ ├── copyWindowsTestLib.cmd │ │ ├── templates │ │ │ ├── README.md │ │ │ ├── binding.gyp │ │ │ ├── buildme │ │ │ ├── buildme.cmd │ │ │ ├── copyLinuxLib.sh │ │ │ ├── copyMacLib.sh │ │ │ ├── copyWindowsLib.cmd │ │ │ ├── ell_manual.d.ts │ │ │ ├── index.d.ts │ │ │ ├── index.js │ │ │ └── package.json │ │ └── test │ │ │ ├── data │ │ │ └── testData.txt │ │ │ └── js │ │ │ ├── GetDatasetAsync.js │ │ │ ├── LoadModelAsync.js │ │ │ ├── TestCompiler.js │ │ │ ├── TrainersAsync.js │ │ │ └── package.json │ └── swigToTypescript │ │ ├── CMakeLists.txt │ │ └── templates │ │ ├── generate-d-ts.xslt │ │ ├── index.js │ │ └── package.json ├── python │ ├── CMakeLists.txt │ ├── package │ │ ├── CMakeLists.txt │ │ ├── MANIFEST.in │ │ ├── bld.bat │ │ ├── build.sh │ │ ├── ell │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── data │ │ │ │ ├── CMakeLists.txt │ │ │ │ └── __init__.py │ │ │ ├── math │ │ │ │ ├── CMakeLists.txt │ │ │ │ └── __init__.py │ │ │ ├── model │ │ │ │ ├── CMakeLists.txt │ │ │ │ └── __init__.py │ │ │ ├── neural │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── __init__.py │ │ │ │ └── utilities.py │ │ │ ├── nodes │ │ │ │ ├── CMakeLists.txt │ │ │ │ └── __init__.py │ │ │ ├── platform.py │ │ │ ├── rpi_magic.py │ │ │ ├── trainers │ │ │ │ ├── CMakeLists.txt │ │ │ │ └── __init__.py │ │ │ ├── util │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── __init__.py │ │ │ │ ├── choose_subset.py │ │ │ │ ├── condabuildtools.py │ │ │ │ ├── gallery.py │ │ │ │ └── pretrained_model.py │ │ │ └── vision │ │ │ │ ├── CMakeLists.txt │ │ │ │ └── __init__.py │ │ ├── meta.yaml │ │ ├── readme.md │ │ └── setup.py │ └── test │ │ ├── CMakeLists.txt │ │ ├── common_test.py │ │ ├── compiled_model_test.py │ │ ├── dataset_test.py │ │ ├── ell_helper.py │ │ ├── evaluators_test.py │ │ ├── functions_test.py │ │ ├── linear_test.py │ │ ├── model_test.py │ │ ├── modelbuilder_test.py │ │ ├── nodes_test.py │ │ ├── predictors_test.py │ │ ├── protonnTestData.bc │ │ ├── protonnTestData.ell │ │ ├── protonn_trainer_test.py │ │ ├── sgd_trainer_test.py │ │ ├── test.py │ │ ├── testing.py │ │ ├── trainers_test.py │ │ └── vector_test.py └── xml │ └── CMakeLists.txt ├── libraries ├── CMakeLists.txt ├── common │ ├── CMakeLists.txt │ ├── include │ │ ├── AppendNodeToModel.h │ │ ├── DataLoadArguments.h │ │ ├── DataLoaders.h │ │ ├── DataSaveArguments.h │ │ ├── EvaluatorArguments.h │ │ ├── ForestTrainerArguments.h │ │ ├── LoadModel.h │ │ ├── MakeEvaluator.h │ │ ├── MakeTrainer.h │ │ ├── MapCompilerArguments.h │ │ ├── MapLoadArguments.h │ │ ├── MapSaveArguments.h │ │ ├── ModelLoadArguments.h │ │ ├── ModelSaveArguments.h │ │ ├── ParametersEnumerator.h │ │ ├── ProtoNNTrainerArguments.h │ │ ├── RegisterNodeCreators.h │ │ └── TrainerArguments.h │ ├── src │ │ ├── DataLoadArguments.cpp │ │ ├── DataLoaders.cpp │ │ ├── DataSaveArguments.cpp │ │ ├── EvaluatorArguments.cpp │ │ ├── ForestTrainerArguments.cpp │ │ ├── LoadModel.cpp │ │ ├── MakeTrainer.cpp │ │ ├── MapCompilerArguments.cpp │ │ ├── MapLoadArguments.cpp │ │ ├── MapSaveArguments.cpp │ │ ├── ModelLoadArguments.cpp │ │ ├── ModelSaveArguments.cpp │ │ ├── ProtoNNTrainerArguments.cpp │ │ ├── RegisterNodeCreators.cpp │ │ └── TrainerArguments.cpp │ └── test │ │ ├── include │ │ ├── LoadDataset_test.h │ │ ├── LoadMap_test.h │ │ ├── LoadModel_test.h │ │ └── LoadTestModels.h │ │ └── src │ │ ├── LoadDataset_test.cpp │ │ ├── LoadMap_test.cpp │ │ ├── LoadModel_test.cpp │ │ ├── LoadTestModels.cpp │ │ └── main.cpp ├── data │ ├── CMakeLists.txt │ ├── doc │ │ ├── GeneralizedSparseFormat.md │ │ └── README.md │ ├── include │ │ ├── AutoDataVector.h │ │ ├── DataVector.h │ │ ├── DataVectorOperations.h │ │ ├── Dataset.h │ │ ├── DenseDataVector.h │ │ ├── Example.h │ │ ├── ExampleIterator.h │ │ ├── GeneralizedSparseParsingIterator.h │ │ ├── IndexValue.h │ │ ├── SequentialLineIterator.h │ │ ├── SingleLineParsingExampleIterator.h │ │ ├── SparseBinaryDataVector.h │ │ ├── SparseDataVector.h │ │ ├── StlIndexValueIterator.h │ │ ├── TextLine.h │ │ ├── TransformedDataVector.h │ │ ├── TransformingIndexValueIterator.h │ │ ├── WeightClassIndex.h │ │ └── WeightLabel.h │ ├── src │ │ ├── DataVector.cpp │ │ ├── DataVectorOperations.cpp │ │ ├── Dataset.cpp │ │ ├── DenseDataVector.cpp │ │ ├── GeneralizedSparseParsingIterator.cpp │ │ ├── SequentialLineIterator.cpp │ │ ├── SparseDataVector.cpp │ │ ├── TextLine.cpp │ │ ├── WeightClassIndex.cpp │ │ └── WeightLabel.cpp │ └── test │ │ ├── include │ │ ├── DataVector_test.h │ │ ├── Dataset_test.h │ │ ├── Example_test.h │ │ └── Parser_test.h │ │ └── src │ │ ├── DataVector_test.cpp │ │ ├── Dataset_test.cpp │ │ ├── Example_test.cpp │ │ ├── Parser_test.cpp │ │ └── main.cpp ├── dsp │ ├── CMakeLists.txt │ ├── include │ │ ├── Convolution.h │ │ ├── DCT.h │ │ ├── FFT.h │ │ ├── FilterBank.h │ │ ├── IIRFilter.h │ │ ├── SimpleConvolution.h │ │ ├── UnrolledConvolution.h │ │ ├── WindowFunctions.h │ │ └── WinogradConvolution.h │ ├── py │ │ ├── symbolic.py │ │ └── winograd.py │ ├── src │ │ ├── Convolution.cpp │ │ ├── FilterBank.cpp │ │ ├── SimpleConvolution.cpp │ │ ├── UnrolledConvolution.cpp │ │ └── WinogradConvolution.cpp │ └── test │ │ ├── include │ │ ├── CepstrumTestData.h │ │ ├── ConvolutionTest.h │ │ ├── ConvolutionTestData.h │ │ ├── ConvolutionTiming.h │ │ ├── DCTTest.h │ │ ├── DSPTestData.h │ │ ├── DSPTestUtilities.h │ │ ├── FFTTest.h │ │ ├── FilterTest.h │ │ ├── MelTest.h │ │ └── WindowTest.h │ │ ├── py │ │ └── generate_test_data.py │ │ └── src │ │ ├── CepstrumTestData.cpp │ │ ├── ConvolutionTest.cpp │ │ ├── ConvolutionTestData.cpp │ │ ├── ConvolutionTiming.cpp │ │ ├── DCTTest.cpp │ │ ├── DSPTestData.cpp │ │ ├── DSPTestUtilities.cpp │ │ ├── FFTTest.cpp │ │ ├── FilterTest.cpp │ │ ├── MelTest.cpp │ │ ├── VadData.txt │ │ ├── WindowTest.cpp │ │ ├── main.cpp │ │ └── timing_main.cpp ├── emittable_functions │ ├── CMakeLists.txt │ ├── include │ │ ├── Convolutions.h │ │ ├── IIRFilter.h │ │ ├── LogisticFunctions.h │ │ └── VoiceActivityDetector.h │ ├── src │ │ ├── Convolutions.cpp │ │ ├── IIRFilter.cpp │ │ ├── LogisticFunctions.cpp │ │ └── VoiceActivityDetector.cpp │ └── test │ │ ├── include │ │ ├── Convolutions_test.h │ │ ├── Emittable_functions_util.h │ │ ├── IIRFilter_test.h │ │ ├── LogisticFunctionsTest.h │ │ └── VoiceActivityDetectorTest.h │ │ └── src │ │ ├── Convolutions_test.cpp │ │ ├── Emittable_functions_util.cpp │ │ ├── IIRFilter_test.cpp │ │ ├── LogisticFunctionsTest.cpp │ │ ├── VadData.txt │ │ ├── VoiceActivityDetectorTest.cpp │ │ └── main.cpp ├── emitters │ ├── CMakeLists.txt │ ├── doc │ │ ├── PosixRuntimeNotes.md │ │ └── ThreadPoolDesign.md │ ├── include │ │ ├── CompilableFunction.h │ │ ├── CompilerOptions.h │ │ ├── EmitterException.h │ │ ├── EmitterTypes.h │ │ ├── FunctionDeclaration.h │ │ ├── IRAssemblyWriter.h │ │ ├── IRAsyncTask.h │ │ ├── IRBlockRegion.h │ │ ├── IRDiagnosticHandler.h │ │ ├── IREmitter.h │ │ ├── IRExecutionEngine.h │ │ ├── IRFunctionEmitter.h │ │ ├── IRHeaderWriter.h │ │ ├── IRIfEmitter.h │ │ ├── IRLoader.h │ │ ├── IRLocalArray.h │ │ ├── IRLocalMultidimArray.h │ │ ├── IRLocalScalar.h │ │ ├── IRLocalValue.h │ │ ├── IRLoopEmitter.h │ │ ├── IRMath.h │ │ ├── IRMetadata.h │ │ ├── IRModuleEmitter.h │ │ ├── IROptimizer.h │ │ ├── IRParallelLoopEmitter.h │ │ ├── IRPosixRuntime.h │ │ ├── IRProfiler.h │ │ ├── IRRuntime.h │ │ ├── IRSwigInterfaceWriter.h │ │ ├── IRTask.h │ │ ├── IRThreadPool.h │ │ ├── IRThreadUtilities.h │ │ ├── IRVectorUtilities.h │ │ ├── LLVMInclude.h │ │ ├── LLVMUtilities.h │ │ ├── ModuleEmitter.h │ │ ├── ScalarVariable.h │ │ ├── SymbolTable.h │ │ ├── TargetDevice.h │ │ ├── Variable.h │ │ └── VectorVariable.h │ ├── src │ │ ├── CompilerOptions.cpp │ │ ├── EmitterTypes.cpp │ │ ├── IRAssemblyWriter.cpp │ │ ├── IRAsyncTask.cpp │ │ ├── IRBlockRegion.cpp │ │ ├── IRDiagnosticHandler.cpp │ │ ├── IREmitter.cpp │ │ ├── IRExecutionEngine.cpp │ │ ├── IRFunctionEmitter.cpp │ │ ├── IRHeaderWriter.cpp │ │ ├── IRIfEmitter.cpp │ │ ├── IRLoader.cpp │ │ ├── IRLocalArray.cpp │ │ ├── IRLocalMultidimArray.cpp │ │ ├── IRLocalScalar.cpp │ │ ├── IRLocalValue.cpp │ │ ├── IRLoopEmitter.cpp │ │ ├── IRMath.cpp │ │ ├── IRMetadata.cpp │ │ ├── IRModuleEmitter.cpp │ │ ├── IROptimizer.cpp │ │ ├── IRParallelLoopEmitter.cpp │ │ ├── IRPosixRuntime.cpp │ │ ├── IRProfiler.cpp │ │ ├── IRRuntime.cpp │ │ ├── IRSwigInterfaceWriter.cpp │ │ ├── IRTask.cpp │ │ ├── IRThreadPool.cpp │ │ ├── IRThreadUtilities.cpp │ │ ├── LLVMUtilities.cpp │ │ ├── ModuleEmitter.cpp │ │ ├── TargetDevice.cpp │ │ └── Variable.cpp │ ├── templates │ │ ├── CppPredictWrapper.in │ │ ├── LLVMEmitterTargets.h.in │ │ ├── SwigModule.in │ │ ├── SwigPredictPython.in │ │ └── SwigShapeWrappers.in │ └── test │ │ ├── include │ │ ├── AsyncEmitterTest.h │ │ ├── IREmitterTest.h │ │ ├── IRFunctionTest.h │ │ ├── IRProfilerTest.h │ │ ├── PosixEmitterTest.h │ │ └── StdlibEmitterTest.h │ │ └── src │ │ ├── AsyncEmitterTest.cpp │ │ ├── IREmitterTest.cpp │ │ ├── IRFunctionTest.cpp │ │ ├── IRProfilerTest.cpp │ │ ├── PosixEmitterTest.cpp │ │ ├── StdlibEmitterTest.cpp │ │ └── main.cpp ├── evaluators │ ├── CMakeLists.txt │ ├── include │ │ ├── AUCAggregator.h │ │ ├── BinaryErrorAggregator.h │ │ ├── Evaluator.h │ │ ├── IncrementalEvaluator.h │ │ └── LossAggregator.h │ ├── src │ │ ├── AUCAggregator.cpp │ │ └── BinaryErrorAggregator.cpp │ └── test │ │ ├── include │ │ └── Evaluators_test.h │ │ └── src │ │ ├── Evaluators_test.cpp │ │ └── main.cpp ├── functions │ ├── CMakeLists.txt │ ├── include │ │ ├── ElasticNetRegularizer.h │ │ ├── HingeLoss.h │ │ ├── L2Regularizer.h │ │ ├── LogLoss.h │ │ ├── SmoothHingeLoss.h │ │ └── SquaredLoss.h │ ├── src │ │ ├── ElasticNetRegularizer.cpp │ │ ├── HingeLoss.cpp │ │ ├── L2Regularizer.cpp │ │ ├── LogLoss.cpp │ │ ├── SmoothHingeLoss.cpp │ │ └── SquaredLoss.cpp │ └── test │ │ └── src │ │ └── main.cpp ├── math │ ├── CMakeLists.txt │ ├── doc │ │ └── README.md │ ├── include │ │ ├── BlasWrapper.h │ │ ├── Common.h │ │ ├── MathConstants.h │ │ ├── Matrix.h │ │ ├── MatrixOperations.h │ │ ├── Tensor.h │ │ ├── TensorOperations.h │ │ ├── Transformations.h │ │ ├── Vector.h │ │ └── VectorOperations.h │ ├── src │ │ ├── BlasWrapper.cpp │ │ └── Tensor.cpp │ └── test │ │ ├── include │ │ ├── Matrix_test.h │ │ ├── Tensor_test.h │ │ ├── Vector_test.h │ │ └── math_profile.h │ │ └── src │ │ ├── main.cpp │ │ └── math_profile_main.cpp ├── model │ ├── CMakeLists.txt │ ├── doc │ │ ├── CompileAsFunction.md │ │ ├── Metadata.md │ │ └── README.md │ ├── include │ │ ├── CompilableCodeNode.h │ │ ├── CompilableNode.h │ │ ├── CompilableNodeUtilities.h │ │ ├── CompiledMap.h │ │ ├── IRCompiledMap.h │ │ ├── IRMapCompiler.h │ │ ├── IRModelProfiler.h │ │ ├── InputNode.h │ │ ├── InputNodeBase.h │ │ ├── InputPort.h │ │ ├── Map.h │ │ ├── MapCompiler.h │ │ ├── MapCompilerOptions.h │ │ ├── Model.h │ │ ├── ModelBuilder.h │ │ ├── ModelEditor.h │ │ ├── ModelOptimizerOptions.h │ │ ├── ModelTransformer.h │ │ ├── Node.h │ │ ├── NodeMap.h │ │ ├── OptimizeModelTransformation.h │ │ ├── OutputNode.h │ │ ├── OutputNodeBase.h │ │ ├── OutputPort.h │ │ ├── Port.h │ │ ├── PortElements.h │ │ ├── PortMemoryLayout.h │ │ ├── RefineAndOptimizeTransformation.h │ │ ├── RefineTransformation.h │ │ ├── SetCompilerOptionsTransformation.h │ │ ├── SliceNode.h │ │ ├── SpliceNode.h │ │ ├── Submodel.h │ │ ├── TransformContext.h │ │ ├── Transformation.h │ │ └── TransformationRegistry.h │ ├── optimizer │ │ └── test │ │ │ ├── include │ │ │ ├── Cost.h │ │ │ ├── CostDatabase.h │ │ │ ├── CostModel.h │ │ │ ├── CostModelTest.h │ │ │ ├── CostTest.h │ │ │ ├── Environment.h │ │ │ ├── EnvironmentTest.h │ │ │ ├── ExampleCostModels.h │ │ │ ├── ExampleObjectives.h │ │ │ ├── ExampleOptimizers.h │ │ │ ├── ExampleTransformations.h │ │ │ ├── GlobalOptimizer.h │ │ │ ├── GlobalOptimizerOptions.h │ │ │ ├── Objective.h │ │ │ ├── ObjectiveTest.h │ │ │ ├── OptimizerOptionsTest.h │ │ │ ├── OptimizerTest.h │ │ │ ├── OptimizerTestUtil.h │ │ │ ├── SequentialOptimizer.h │ │ │ └── TransformationTest.h │ │ │ └── src │ │ │ ├── Cost.cpp │ │ │ ├── CostDatabase.cpp │ │ │ ├── CostModelTest.cpp │ │ │ ├── CostTest.cpp │ │ │ ├── Environment.cpp │ │ │ ├── EnvironmentTest.cpp │ │ │ ├── ExampleCostModels.cpp │ │ │ ├── ExampleObjectives.cpp │ │ │ ├── ExampleOptimizers.cpp │ │ │ ├── ExampleTransformations.cpp │ │ │ ├── GlobalOptimizer.cpp │ │ │ ├── GlobalOptimizerOptions.cpp │ │ │ ├── ObjectiveTest.cpp │ │ │ ├── OptimizerOptionsTest.cpp │ │ │ ├── OptimizerTest.cpp │ │ │ ├── OptimizerTestUtil.cpp │ │ │ ├── SequentialOptimizer.cpp │ │ │ ├── TransformationTest.cpp │ │ │ └── main.cpp │ ├── src │ │ ├── CompilableCodeNode.cpp │ │ ├── CompilableNode.cpp │ │ ├── CompilableNodeUtilities.cpp │ │ ├── CompiledMap.cpp │ │ ├── IRCompiledMap.cpp │ │ ├── IRMapCompiler.cpp │ │ ├── IRModelProfiler.cpp │ │ ├── InputNodeBase.cpp │ │ ├── InputPort.cpp │ │ ├── Map.cpp │ │ ├── MapCompiler.cpp │ │ ├── MapCompilerOptions.cpp │ │ ├── Model.cpp │ │ ├── ModelBuilder.cpp │ │ ├── ModelEditor.cpp │ │ ├── ModelOptimizerOptions.cpp │ │ ├── ModelTransformer.cpp │ │ ├── Node.cpp │ │ ├── OptimizeModelTransformation.cpp │ │ ├── OutputNodeBase.cpp │ │ ├── OutputPort.cpp │ │ ├── Port.cpp │ │ ├── PortElements.cpp │ │ ├── PortMemoryLayout.cpp │ │ ├── RefineAndOptimizeTransformation.cpp │ │ ├── RefineTransformation.cpp │ │ ├── SetCompilerOptionsTransformation.cpp │ │ ├── Submodel.cpp │ │ ├── TransformContext.cpp │ │ ├── Transformation.cpp │ │ └── TransformationRegistry.cpp │ └── test │ │ ├── clang │ │ ├── DotProduct.cpp │ │ ├── DotProduct.ll │ │ ├── DotProductIR.h │ │ ├── clang-options.md │ │ ├── generateIR.cmd │ │ └── generateIR.sh │ │ ├── include │ │ ├── CompilableCodeNode_test.h │ │ ├── CompilableNodesTest.h │ │ ├── CompilerTest.h │ │ ├── Map_test.h │ │ ├── Metadata_test.h │ │ ├── ModelBuilder_test.h │ │ ├── ModelHeaderOutputTest.h │ │ ├── ModelOptimizerOptions_test.h │ │ ├── ModelTransformerTest.h │ │ ├── Model_test.h │ │ ├── PerformanceCountersTest.h │ │ ├── PortElements_test.h │ │ └── Submodel_test.h │ │ └── src │ │ ├── CompilableCodeNode_test.cpp │ │ ├── CompilableNodesTest.cpp │ │ ├── CompilerTest.cpp │ │ ├── Map_test.cpp │ │ ├── Metadata_test.cpp │ │ ├── ModelBuilder_test.cpp │ │ ├── ModelHeaderOutputTest.cpp │ │ ├── ModelOptimizerOptions_test.cpp │ │ ├── ModelTransformerTest.cpp │ │ ├── Model_test.cpp │ │ ├── PerformanceCountersTest.cpp │ │ ├── PortElements_test.cpp │ │ ├── Submodel_test.cpp │ │ ├── TestProtoNNPredictorMap_LabelEmbeddings.inc │ │ ├── TestProtoNNPredictorMap_Projection.inc │ │ ├── TestProtoNNPredictorMap_Prototypes.inc │ │ ├── TestProtoNNPredictorMap_features.inc │ │ ├── TestRegionDetectionNode_expectedOutput.inc │ │ ├── TestRegionDetectionNode_input.inc │ │ ├── main.cpp │ │ └── model_compiler_test_main.cpp ├── model_testing │ ├── CMakeLists.txt │ ├── include │ │ └── ModelTestUtilities.h │ └── src │ │ └── ModelTestUtilities.cpp ├── nodes │ ├── CMakeLists.txt │ ├── include │ │ ├── AccumulatorNode.h │ │ ├── ActivationFunctions.h │ │ ├── ActivationLayerNode.h │ │ ├── BatchNormalizationLayerNode.h │ │ ├── BiasLayerNode.h │ │ ├── BinaryConvolutionalLayerNode.h │ │ ├── BinaryFunctionNode.h │ │ ├── BinaryOperationNode.h │ │ ├── BinaryPredicateNode.h │ │ ├── BroadcastFunctionNode.h │ │ ├── BroadcastOperationNodes.h │ │ ├── BufferNode.h │ │ ├── ClockNode.h │ │ ├── ConcatenationNode.h │ │ ├── ConstantNode.h │ │ ├── ConvolutionalLayerNode.h │ │ ├── DCTNode.h │ │ ├── DTWDistanceNode.h │ │ ├── DebugSinkNode.h │ │ ├── DelayNode.h │ │ ├── DemultiplexerNode.h │ │ ├── DiagonalConvolutionNode.h │ │ ├── DotProductNode.h │ │ ├── ExtremalValueNode.h │ │ ├── FFTNode.h │ │ ├── FastGRNNNode.h │ │ ├── FilterBankNode.h │ │ ├── ForestPredictorNode.h │ │ ├── FullyConnectedLayerNode.h │ │ ├── GRUNode.h │ │ ├── HammingWindowNode.h │ │ ├── HannWindowNode.h │ │ ├── IIRFilterNode.h │ │ ├── IRNode.h │ │ ├── L2NormSquaredNode.h │ │ ├── LSTMNode.h │ │ ├── LinearPredictorNode.h │ │ ├── MatrixMatrixMultiplyCodeNode.h │ │ ├── MatrixMatrixMultiplyImplementation.h │ │ ├── MatrixMatrixMultiplyNode.h │ │ ├── MatrixVectorMultiplyNode.h │ │ ├── MatrixVectorProductNode.h │ │ ├── MovingAverageNode.h │ │ ├── MovingVarianceNode.h │ │ ├── MultiplexerNode.h │ │ ├── NeuralNetworkLayerNode.h │ │ ├── NeuralNetworkPredictorNode.h │ │ ├── NodeOperations.h │ │ ├── PoolingLayerNode.h │ │ ├── ProtoNNPredictorNode.h │ │ ├── RNNNode.h │ │ ├── ReceptiveFieldMatrixNode.h │ │ ├── RecurrentLayerNode.h │ │ ├── RegionDetectionLayerNode.h │ │ ├── ReinterpretLayoutNode.h │ │ ├── ReorderDataCodeNode.h │ │ ├── ReorderDataNode.h │ │ ├── ScalingLayerNode.h │ │ ├── ScalingNode.h │ │ ├── SimpleConvolutionNode.h │ │ ├── SingleElementThresholdNode.h │ │ ├── SinkNode.h │ │ ├── SoftmaxLayerNode.h │ │ ├── SourceNode.h │ │ ├── SpatialConvolutionNode.h │ │ ├── SquaredEuclideanDistanceNode.h │ │ ├── SumNode.h │ │ ├── TypeCastNode.h │ │ ├── UnaryOperationNode.h │ │ ├── UnrolledConvolutionNode.h │ │ ├── ValueSelectorNode.h │ │ ├── VoiceActivityDetectorNode.h │ │ └── WinogradConvolutionNode.h │ ├── src │ │ ├── ActivationFunctions.cpp │ │ ├── ActivationLayerNode.cpp │ │ ├── BatchNormalizationLayerNode.cpp │ │ ├── BiasLayerNode.cpp │ │ ├── BinaryConvolutionalLayerNode.cpp │ │ ├── BroadcastOperationNodes.cpp │ │ ├── BufferNode.cpp │ │ ├── ClockNode.cpp │ │ ├── ConstantNode.cpp │ │ ├── ConvolutionalLayerNode.cpp │ │ ├── DCTNode.cpp │ │ ├── DiagonalConvolutionNode.cpp │ │ ├── FFTNode.cpp │ │ ├── FastGRNNNode.cpp │ │ ├── FilterBankNode.cpp │ │ ├── FullyConnectedLayerNode.cpp │ │ ├── GRUNode.cpp │ │ ├── IIRFilterNode.cpp │ │ ├── IRNode.cpp │ │ ├── LSTMNode.cpp │ │ ├── MatrixMatrixMultiplyCodeNode.cpp │ │ ├── MatrixMatrixMultiplyNode.cpp │ │ ├── MatrixVectorMultiplyNode.cpp │ │ ├── NeuralNetworkPredictorNode.cpp │ │ ├── PoolingLayerNode.cpp │ │ ├── ProtoNNPredictorNode.cpp │ │ ├── RNNNode.cpp │ │ ├── RegionDetectionLayerNode.cpp │ │ ├── ScalingLayerNode.cpp │ │ ├── ScalingNode.cpp │ │ ├── SimpleConvolutionNode.cpp │ │ ├── SingleElementThresholdNode.cpp │ │ ├── SoftmaxLayerNode.cpp │ │ ├── UnaryOperationNode.cpp │ │ ├── UnrolledConvolutionNode.cpp │ │ ├── VoiceActivityDetectorNode.cpp │ │ └── WinogradConvolutionNode.cpp │ └── test │ │ ├── include │ │ ├── AppendNodesTests.h │ │ ├── BasicMathNodesTests.h │ │ ├── DSPCodeNodesTests.h │ │ ├── DSPNodesTests.h │ │ ├── DSPNodesTiming.h │ │ ├── DTWPrototype.h │ │ ├── NeuralNetworkLayerNodesTests.h │ │ ├── NodesTestData.h │ │ ├── NodesTestUtilities.h │ │ └── NodesTests.h │ │ └── src │ │ ├── AppendNodesTests.cpp │ │ ├── BasicMathNodesTests.cpp │ │ ├── DSPCodeNodesTests.cpp │ │ ├── DSPNodesTest_main.cpp │ │ ├── DSPNodesTests.cpp │ │ ├── DSPNodesTiming.cpp │ │ ├── GenerateGRUTest.py │ │ ├── GenerateLSTMTest.py │ │ ├── GenerateRNNTest.py │ │ ├── NeuralNetworkLayerNodesTest_main.cpp │ │ ├── NeuralNetworkLayerNodesTests.cpp │ │ ├── NodesTestData.cpp │ │ ├── NodesTests.cpp │ │ ├── main.cpp │ │ └── timing_main.cpp ├── optimization │ ├── CMakeLists.txt │ ├── include │ │ ├── AbsoluteLoss.h │ │ ├── BinarySearch.h │ │ ├── Common.h │ │ ├── ElasticNetRegularizer.h │ │ ├── ExponentialSearch.h │ │ ├── Expression.h │ │ ├── GetSparseSolution.h │ │ ├── GoldenSectionSearch.h │ │ ├── HingeLoss.h │ │ ├── HuberLoss.h │ │ ├── IndexedContainer.h │ │ ├── Interval.h │ │ ├── L2Regularizer.h │ │ ├── LogisticLoss.h │ │ ├── MaskedMatrixSolution.h │ │ ├── MatrixDataset.h │ │ ├── MatrixSolution.h │ │ ├── MaxRegularizer.h │ │ ├── MultivariateLoss.h │ │ ├── NormProx.h │ │ ├── OptimizationExample.h │ │ ├── SDCAOptimizer.h │ │ ├── SGDOptimizer.h │ │ ├── SmoothedHingeLoss.h │ │ ├── SquareLoss.h │ │ ├── SquaredHingeLoss.h │ │ └── VectorSolution.h │ ├── src │ │ ├── Interval.cpp │ │ └── NormProx.cpp │ └── test │ │ ├── include │ │ ├── LossFunction_test.h │ │ ├── Optimizer_test.h │ │ ├── Other_test.h │ │ ├── RandomDataset.h │ │ ├── Regularizer_test.h │ │ ├── Search_test.h │ │ └── Solution_test.h │ │ └── src │ │ ├── Other_test.cpp │ │ ├── RandomDataset.cpp │ │ ├── Regularizer_test.cpp │ │ ├── Search_test.cpp │ │ └── main.cpp ├── passes │ ├── CMakeLists.txt │ ├── include │ │ ├── DetectLowPrecisionConvolutionTransformation.h │ │ ├── FuseLinearOperationsTransformation.h │ │ ├── OptimizeReorderDataNodesTransformation.h │ │ ├── SetConvolutionMethodTransformation.h │ │ └── StandardTransformations.h │ ├── src │ │ ├── DetectLowPrecisionConvolutionTransformation.cpp │ │ ├── FuseLinearOperationsTransformation.cpp │ │ ├── OptimizeReorderDataNodesTransformation.cpp │ │ ├── SetConvolutionMethodTransformation.cpp │ │ └── StandardTransformations.cpp │ └── test │ │ ├── include │ │ ├── ModelOptimizerTest.h │ │ └── TransformationTest.h │ │ └── src │ │ ├── ModelOptimizerTest.cpp │ │ ├── TransformationTest.cpp │ │ └── main.cpp ├── predictors │ ├── CMakeLists.txt │ ├── doc │ │ └── ProtoNNPredictor.md │ ├── include │ │ ├── ConstantPredictor.h │ │ ├── ForestPredictor.h │ │ ├── IPredictor.h │ │ ├── LinearPredictor.h │ │ ├── NeuralNetworkPredictor.h │ │ ├── Normalizer.h │ │ ├── ProtoNNPredictor.h │ │ ├── SignPredictor.h │ │ └── SingleElementThresholdPredictor.h │ ├── neural │ │ ├── include │ │ │ ├── Activation.h │ │ │ ├── ActivationLayer.h │ │ │ ├── BatchNormalizationLayer.h │ │ │ ├── BiasLayer.h │ │ │ ├── BinaryConvolutionalLayer.h │ │ │ ├── ConvolutionalLayer.h │ │ │ ├── FullyConnectedLayer.h │ │ │ ├── HardSigmoidActivation.h │ │ │ ├── HardTanhActivation.h │ │ │ ├── InputLayer.h │ │ │ ├── Layer.h │ │ │ ├── LeakyReLUActivation.h │ │ │ ├── MaxPoolingFunction.h │ │ │ ├── MeanPoolingFunction.h │ │ │ ├── ParametricReLUActivation.h │ │ │ ├── PoolingLayer.h │ │ │ ├── ReLUActivation.h │ │ │ ├── RegionDetectionLayer.h │ │ │ ├── ScalingLayer.h │ │ │ ├── SigmoidActivation.h │ │ │ ├── SoftMaxActivation.h │ │ │ ├── SoftmaxLayer.h │ │ │ └── TanhActivation.h │ │ └── src │ │ │ └── Activation.cpp │ ├── src │ │ ├── ConstantPredictor.cpp │ │ ├── ProtoNNPredictor.cpp │ │ └── SingleElementThresholdPredictor.cpp │ └── test │ │ ├── include │ │ ├── ForestPredictorTests.h │ │ ├── LinearPredictorTests.h │ │ ├── NeuralNetworkPredictorTests.h │ │ └── ProtoNNPredictorTests.h │ │ └── src │ │ ├── ForestPredictorTests.cpp │ │ ├── ProtoNNPredictorTests.cpp │ │ └── main.cpp ├── testing │ ├── CMakeLists.txt │ ├── include │ │ └── testing.h │ └── src │ │ └── testing.cpp ├── trainers │ ├── CMakeLists.txt │ ├── doc │ │ └── README.md │ ├── include │ │ ├── EvaluatingTrainer.h │ │ ├── ForestTrainer.h │ │ ├── HistogramForestTrainer.h │ │ ├── ITrainer.h │ │ ├── KMeansTrainer.h │ │ ├── LogitBooster.h │ │ ├── MeanCalculator.h │ │ ├── ProtoNNInit.h │ │ ├── ProtoNNModel.h │ │ ├── ProtoNNTrainer.h │ │ ├── ProtoNNTrainerUtils.h │ │ ├── SDCATrainer.h │ │ ├── SGDTrainer.h │ │ ├── SortingForestTrainer.h │ │ ├── SweepingTrainer.h │ │ └── ThresholdFinder.h │ ├── src │ │ ├── ForestTrainer.cpp │ │ ├── KMeansTrainer.cpp │ │ ├── LogitBooster.cpp │ │ ├── MeanCalculator.cpp │ │ ├── ProtoNNInit.cpp │ │ ├── ProtoNNTrainer.cpp │ │ ├── SGDTrainer.cpp │ │ └── ThresholdFinder.cpp │ └── test │ │ └── src │ │ └── main.cpp ├── utilities │ ├── CMakeLists.txt │ ├── doc │ │ ├── ArchiveVersionHistory.md │ │ └── ArchiveVersioning.md │ ├── include │ │ ├── AbstractInvoker.h │ │ ├── AnyIterator.h │ │ ├── ArchiveVersion.h │ │ ├── Archiver.h │ │ ├── Boolean.h │ │ ├── CStringParser.h │ │ ├── CallbackRegistry.h │ │ ├── CommandLineParser.h │ │ ├── CompressedIntegerList.h │ │ ├── Debug.h │ │ ├── EnumFlagHelpers.h │ │ ├── Exception.h │ │ ├── Files.h │ │ ├── Format.h │ │ ├── FunctionUtils.h │ │ ├── Graph.h │ │ ├── Hash.h │ │ ├── IArchivable.h │ │ ├── IIterator.h │ │ ├── IndentedTextWriter.h │ │ ├── IntegerList.h │ │ ├── IntegerNArray.h │ │ ├── IntegerStack.h │ │ ├── JsonArchiver.h │ │ ├── Logger.h │ │ ├── MemoryLayout.h │ │ ├── MillisecondTimer.h │ │ ├── ObjectArchive.h │ │ ├── ObjectArchiver.h │ │ ├── Optional.h │ │ ├── OutputStreamImpostor.h │ │ ├── PPMImageParser.h │ │ ├── ParallelTransformIterator.h │ │ ├── PropertyBag.h │ │ ├── RandomEngines.h │ │ ├── RingBuffer.h │ │ ├── StlContainerIterator.h │ │ ├── StlStridedIterator.h │ │ ├── StlVectorUtil.h │ │ ├── StringUtil.h │ │ ├── Tokenizer.h │ │ ├── TransformIterator.h │ │ ├── TunableParameters.h │ │ ├── TupleUtils.h │ │ ├── TypeAliases.h │ │ ├── TypeFactory.h │ │ ├── TypeName.h │ │ ├── TypeTraits.h │ │ ├── UniqueId.h │ │ ├── UniqueNameList.h │ │ ├── Unused.h │ │ ├── Variant.h │ │ ├── XmlArchiver.h │ │ └── ZipIterator.h │ ├── src │ │ ├── ArchiveVersion.cpp │ │ ├── Archiver.cpp │ │ ├── Boolean.cpp │ │ ├── CStringParser.cpp │ │ ├── CommandLineParser.cpp │ │ ├── CompressedIntegerList.cpp │ │ ├── Files.cpp │ │ ├── Format.cpp │ │ ├── Graph.cpp │ │ ├── IArchivable.cpp │ │ ├── IndentedTextWriter.cpp │ │ ├── IntegerList.cpp │ │ ├── IntegerStack.cpp │ │ ├── JsonArchiver.cpp │ │ ├── Logger.cpp │ │ ├── MemoryLayout.cpp │ │ ├── MillisecondTimer.cpp │ │ ├── ObjectArchive.cpp │ │ ├── ObjectArchiver.cpp │ │ ├── OutputStreamImpostor.cpp │ │ ├── PPMImageParser.cpp │ │ ├── PropertyBag.cpp │ │ ├── RandomEngines.cpp │ │ ├── StringUtil.cpp │ │ ├── Tokenizer.cpp │ │ ├── TypeName.cpp │ │ ├── UniqueId.cpp │ │ ├── UniqueNameList.cpp │ │ ├── Variant.cpp │ │ └── XmlArchiver.cpp │ └── test │ │ ├── include │ │ ├── Archiver_test.h │ │ ├── Files_test.h │ │ ├── Format_test.h │ │ ├── FunctionUtils_test.h │ │ ├── Hash_test.h │ │ ├── Iterator_test.h │ │ ├── MemoryLayout_test.h │ │ ├── ObjectArchive_test.h │ │ ├── PropertyBag_test.h │ │ ├── RingBuffer_test.h │ │ ├── TunableParameters_test.h │ │ ├── TypeFactory_test.h │ │ ├── TypeName_test.h │ │ └── Variant_test.h │ │ └── src │ │ ├── Archiver_test.cpp │ │ ├── Files_test.cpp │ │ ├── Format_test.cpp │ │ ├── FunctionUtils_test.cpp │ │ ├── Hash_test.cpp │ │ ├── Iterator_test.cpp │ │ ├── MemoryLayout_test.cpp │ │ ├── ObjectArchive_test.cpp │ │ ├── PropertyBag_test.cpp │ │ ├── RingBuffer_test.cpp │ │ ├── TunableParameters_test.cpp │ │ ├── TypeFactory_test.cpp │ │ ├── TypeName_test.cpp │ │ ├── Variant_test.cpp │ │ └── main.cpp └── value │ ├── CMakeLists.txt │ ├── README.md │ ├── doc │ └── README.md │ ├── include │ ├── Array.h │ ├── CachingProvider.h │ ├── CachingStrategies.h │ ├── ComputeContext.h │ ├── CppEmitterContext.h │ ├── Emittable.h │ ├── EmitterContext.h │ ├── FunctionDeclaration.h │ ├── LLVMContext.h │ ├── LoopNests.h │ ├── Matrix.h │ ├── MatrixOperations.h │ ├── Print.h │ ├── Reference.h │ ├── Scalar.h │ ├── ScalarOperations.h │ ├── Tensor.h │ ├── TensorOperations.h │ ├── Value.h │ ├── ValueOperations.h │ ├── ValueType.h │ ├── Vector.h │ ├── VectorOperations.h │ └── loopnests │ │ ├── CodeGenerator.h │ │ ├── CodePositionConstraints.h │ │ ├── ForAll.h │ │ ├── Index.h │ │ ├── IndexRange.h │ │ ├── IterationDomain.h │ │ ├── Kernel.h │ │ ├── KernelPredicate.h │ │ ├── LoopIndexInfo.h │ │ ├── LoopNest.h │ │ ├── LoopNestPrinter.h │ │ ├── LoopNestVisitor.h │ │ ├── Range.h │ │ ├── SplitIndexRange.h │ │ └── SplitIterationDomain.h │ ├── src │ ├── Array.cpp │ ├── CachingProvider.cpp │ ├── CachingStrategies.cpp │ ├── ComputeContext.cpp │ ├── CppEmitterContext.cpp │ ├── Emittable.cpp │ ├── EmitterContext.cpp │ ├── FunctionDeclaration.cpp │ ├── LLVMContext.cpp │ ├── LoopNests.cpp │ ├── Matrix.cpp │ ├── MatrixOperations.cpp │ ├── Print.cpp │ ├── Reference.cpp │ ├── Scalar.cpp │ ├── ScalarOperations.cpp │ ├── Tensor.cpp │ ├── TensorOperations.cpp │ ├── Value.cpp │ ├── ValueOperations.cpp │ ├── Vector.cpp │ ├── VectorOperations.cpp │ └── loopnests │ │ ├── CodeGenerator.cpp │ │ ├── CodePositionConstraints.cpp │ │ ├── ForAll.cpp │ │ ├── Index.cpp │ │ ├── IndexRange.cpp │ │ ├── IterationDomain.cpp │ │ ├── Kernel.cpp │ │ ├── KernelPredicate.cpp │ │ ├── LoopNest.cpp │ │ ├── LoopNestPrinter.cpp │ │ ├── LoopNestVisitor.cpp │ │ ├── Range.cpp │ │ ├── SplitIndexRange.cpp │ │ └── SplitIterationDomain.cpp │ └── test │ ├── include │ ├── CachingStrategy_test.h │ ├── Functions_test.h │ ├── LoopNestAPI_test.h │ ├── LoopNest_convolution_test.h │ ├── LoopNest_kernels.h │ ├── LoopNest_test.h │ ├── Matrix_test.h │ ├── Scalar_test.h │ ├── Tensor_test.h │ ├── TestUtil.h │ ├── Value_test.h │ └── Vector_test.h │ └── src │ ├── CachingStrategy_test.cpp │ ├── Functions_test.cpp │ ├── LoopNestAPI_test.cpp │ ├── LoopNest_convolution_test.cpp │ ├── LoopNest_kernels.cpp │ ├── LoopNest_test.cpp │ ├── Matrix_test.cpp │ ├── Scalar_test.cpp │ ├── Tensor_test.cpp │ ├── TestUtil.cpp │ ├── Value_test.cpp │ ├── Vector_test.cpp │ └── main.cpp ├── requirements.txt ├── scripts ├── CI │ └── Linux │ │ ├── Dockerfile │ │ ├── azure-jekyll-build.yml │ │ ├── azure-linux-build.yml │ │ └── azure-linux-clang-build.yml ├── SETUP-Ubuntu.sh ├── SETUP-Windows.cmd ├── build.cmd ├── build.sh └── rebuild.cmd └── tools ├── CMakeLists.txt ├── importers ├── CMakeLists.txt ├── CNTK │ ├── CMakeLists.txt │ ├── cntk_import.py │ ├── cntk_to_ell.py │ ├── custom_functions.py │ ├── doc │ │ ├── README.md │ │ ├── Updating.md │ │ └── vgg16-snippet.png │ ├── lib │ │ ├── cntk_converters.py │ │ ├── cntk_layers.py │ │ └── cntk_utilities.py │ └── test │ │ ├── CMakeLists.txt │ │ ├── cntk_full_model_test.py │ │ ├── cntk_to_ell_importer_test.py │ │ └── xorModel1.dnn ├── README.md ├── common │ ├── CMakeLists.txt │ ├── converters.py │ ├── importer.py │ ├── memory_shapes.py │ └── test │ │ ├── CMakeLists.txt │ │ └── common_importer_test.py ├── darknet │ ├── CMakeLists.txt │ ├── darknet_import.py │ ├── darknet_to_ell.py │ └── test │ │ ├── CMakeLists.txt │ │ ├── darknet_to_ell_importer_test.py │ │ ├── unittest.cfg │ │ └── unittest.weights ├── onnx │ ├── .gitignore │ ├── CMakeLists.txt │ ├── README.md │ ├── lib │ │ └── onnx_converters.py │ ├── onnx_import.py │ ├── onnx_to_ell.py │ └── test │ │ ├── CMakeLists.txt │ │ └── onnx_node_test.py ├── sample │ └── sample.py └── torch │ ├── CMakeLists.txt │ ├── test │ ├── CMakeLists.txt │ ├── custom_layers.py │ ├── eight.jpg │ └── torch_importer_test.py │ └── torch_verifier.py ├── trainers ├── CMakeLists.txt ├── forestTrainer │ ├── CMakeLists.txt │ └── src │ │ └── main.cpp ├── linearTrainer │ ├── CMakeLists.txt │ ├── include │ │ └── LinearTrainerArguments.h │ └── src │ │ ├── LinearTrainerArguments.cpp │ │ └── main.cpp ├── protoNNTrainer │ ├── CMakeLists.txt │ └── src │ │ └── main.cpp ├── retargetTrainer │ ├── CMakeLists.txt │ ├── README.md │ ├── include │ │ └── RetargetArguments.h │ └── src │ │ ├── RetargetArguments.cpp │ │ └── main.cpp └── sweepingSGDTrainer │ ├── CMakeLists.txt │ └── src │ └── main.cpp ├── utilities ├── CMakeLists.txt ├── apply │ ├── CMakeLists.txt │ ├── include │ │ └── ApplyArguments.h │ └── src │ │ ├── ApplyArguments.cpp │ │ └── main.cpp ├── compile │ ├── CMakeLists.txt │ ├── include │ │ └── CompileArguments.h │ └── src │ │ ├── CompileArguments.cpp │ │ └── main.cpp ├── datasetFromImages │ ├── CMakeLists.txt │ ├── README.md │ └── datasetFromImages.py ├── debugCompiler │ ├── CMakeLists.txt │ ├── README.md │ ├── include │ │ ├── CompareArguments.h │ │ ├── ModelComparison.h │ │ ├── ReplaceSourceAndSinkNodesTransformation.h │ │ └── VectorStatistics.h │ └── src │ │ ├── CompareArguments.cpp │ │ ├── ModelComparison.cpp │ │ ├── ReplaceSourceAndSinkNodesTransformation.cpp │ │ ├── main.cpp │ │ └── visualizeReport.py ├── finetune │ ├── CMakeLists.txt │ ├── README.md │ ├── include │ │ ├── DataStatistics.h │ │ ├── DataUtils.h │ │ ├── FineTuneArguments.h │ │ ├── FineTuneModel.h │ │ ├── ModelOutputDataCache.h │ │ ├── ModelUtils.h │ │ ├── MultidimArray.h │ │ ├── OptimizationUtils.h │ │ ├── PredictorUtils.h │ │ ├── Report.h │ │ └── TransformData.h │ ├── parse_experiment_results.py │ ├── src │ │ ├── DataStatistics.cpp │ │ ├── DataUtils.cpp │ │ ├── FineTuneArguments.cpp │ │ ├── FineTuneModel.cpp │ │ ├── ModelOutputDataCache.cpp │ │ ├── ModelUtils.cpp │ │ ├── OptimizationUtils.cpp │ │ ├── PredictorUtils.cpp │ │ ├── Report.cpp │ │ ├── TransformData.cpp │ │ └── main.cpp │ └── test │ │ ├── include │ │ ├── LoadTestData.h │ │ ├── LoadTestModels.h │ │ ├── TestDataStatistics.h │ │ ├── TestDataUtils.h │ │ ├── TestModelOutputDataCache.h │ │ ├── TestModelUtils.h │ │ ├── TestOptimizationUtils.h │ │ ├── TestPredictorUtils.h │ │ └── TestTransformData.h │ │ └── src │ │ ├── LoadTestData.cpp │ │ ├── LoadTestModels.cpp │ │ ├── TestDataStatistics.cpp │ │ ├── TestDataUtils.cpp │ │ ├── TestModelOutputDataCache.cpp │ │ ├── TestModelUtils.cpp │ │ ├── TestOptimizationUtils.cpp │ │ ├── TestPredictorUtils.cpp │ │ ├── TestTransformData.cpp │ │ ├── generatestats.py │ │ ├── main.cpp │ │ └── train_test_model.py ├── makeExamples │ ├── CMakeLists.txt │ ├── include │ │ ├── GenerateModels.h │ │ └── ModelGenerateArguments.h │ └── src │ │ ├── .gitignore │ │ ├── GenerateModels.cpp │ │ ├── ModelGenerateArguments.cpp │ │ └── main.cpp ├── modelTrace │ └── model_trace.py ├── nodeTiming │ └── gemmCodeNode │ │ ├── .gitignore │ │ ├── README.md │ │ ├── deploy │ │ ├── full_pass.cmd │ │ ├── full_pass.sh │ │ ├── run.py │ │ └── timing_aggregator.py │ │ ├── scripts │ │ ├── build_gemm_models.py │ │ ├── build_tests.py │ │ ├── make_default_models.py │ │ └── special_model_args.py │ │ └── src │ │ ├── CMakeLists.txt.in │ │ └── Runner.cpp.in ├── onnxImportAndCompile │ ├── README.md │ └── onnxImportAndCompile.py ├── optimizer │ ├── CMakeLists.txt │ ├── README.md │ ├── default_options.json │ ├── json_profile_optimizer.py │ ├── optimizer_util.py │ ├── profile_and_optimize.py │ ├── profile_builder.py │ ├── profile_optimizer.py │ ├── profile_runner.py │ └── recover_convolutions.py ├── pitest │ ├── CMakeLists.txt │ ├── README.md │ ├── buildtask.cmd │ ├── coffeemug.jpg │ ├── drivetest.py │ ├── pitest.py │ └── runtest.sh.in ├── print │ ├── CMakeLists.txt │ ├── include │ │ ├── LayerInspector.h │ │ ├── PrintArguments.h │ │ ├── PrintGraph.h │ │ └── PrintModel.h │ └── src │ │ ├── PrintArguments.cpp │ │ ├── PrintGraph.cpp │ │ ├── PrintModel.cpp │ │ └── main.cpp ├── profile │ ├── CMakeLists-device-parallel.txt.in │ ├── CMakeLists-device.txt.in │ ├── CMakeLists.txt │ ├── README.md │ ├── build_and_run.cmd.in │ ├── build_and_run.sh.in │ ├── include │ │ ├── GenerateTestModels.h │ │ ├── ProfileArguments.h │ │ ├── ProfileReport.h │ │ └── ReplaceSourceAndSinkNodesTransformation.h │ ├── make_profiler.cmd.in │ ├── make_profiler.py │ ├── make_profiler.sh.in │ ├── make_profiler_test.cmake │ ├── remote_test.cmd.in │ ├── remote_test.sh.in │ └── src │ │ ├── CompiledExerciseModel_main.cpp │ │ ├── CompiledProfile_main.cpp │ │ ├── GenerateTestModels.cpp │ │ ├── GenerateTestModels_main.cpp │ │ ├── ProfileArguments.cpp │ │ ├── ProfileReport.cpp │ │ ├── ReplaceSourceAndSinkNodesTransformation.cpp │ │ └── main.cpp ├── pythonPlugins │ ├── CMakeLists.txt │ ├── include │ │ └── InvokePython.h │ └── src │ │ ├── InvokePython.cpp │ │ ├── audioConverter.py │ │ └── imageConverter.py ├── pythonlibs │ ├── CMakeLists.txt │ ├── add_input_metadata.py │ ├── add_sink.py │ ├── audio │ │ ├── CMakeLists.txt │ │ ├── classifier.py │ │ ├── compiled_ell_model.py │ │ ├── compute_ell_model.py │ │ ├── featurizer.py │ │ ├── microphone.py │ │ ├── play_audio.py │ │ ├── record.py │ │ ├── run_classifier.py │ │ ├── serial_reader.py │ │ ├── speaker.py │ │ ├── test │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ └── audio_unittest.py │ │ ├── training │ │ │ ├── CMakeLists.txt │ │ │ ├── add_metadata.py │ │ │ ├── add_sink.py │ │ │ ├── add_vad.py │ │ │ ├── dataset.py │ │ │ ├── featurize_wav.py │ │ │ ├── find_ell_root.py │ │ │ ├── make_dataset.py │ │ │ ├── make_featurizer.py │ │ │ ├── make_training_list.py │ │ │ ├── make_vad.py │ │ │ ├── model_editor.py │ │ │ ├── noise_mixer.py │ │ │ ├── rnn.py │ │ │ ├── test_ell_model.py │ │ │ ├── train_classifier.py │ │ │ └── training_config.py │ │ ├── vad.py │ │ ├── vad_test.py │ │ ├── view_audio.py │ │ └── wav_reader.py │ ├── buildtools.py │ ├── cpuinfo.py │ ├── dependency_installer.py │ 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