├── .clang-format ├── .dockerignore ├── .github ├── ISSUE_TEMPLATE │ └── bug_report.md └── workflows │ └── docker-image.yml ├── .gitignore ├── .gitmodules ├── CHANGELOG.md ├── CMakeLists.txt ├── CODING-GUIDELINES.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── VERSION ├── cmake ├── modules │ ├── find_library_create_target.cmake │ └── set_ifndef.cmake └── toolchains │ ├── cmake_aarch64-android.toolchain │ ├── cmake_aarch64-native.toolchain │ ├── cmake_aarch64.toolchain │ ├── cmake_ppc64le.toolchain │ ├── cmake_qnx.toolchain │ ├── cmake_x64_win.toolchain │ ├── cmake_x86_64.toolchain │ └── cmake_x86_64_agnostic.toolchain ├── demo ├── BERT │ ├── CMakeLists.txt │ ├── README.md │ ├── builder.py │ ├── builder_utils.py │ ├── builder_varseqlen.py │ ├── helpers │ │ ├── __init__.py │ │ ├── calibrator.py │ │ ├── data_processing.py │ │ └── tokenization.py │ ├── infer_c │ │ ├── bert_infer.h │ │ ├── common.h │ │ ├── infer_c.cpp │ │ ├── logging.cpp │ │ ├── logging.h │ │ └── perf.cpp │ ├── inference.ipynb │ ├── inference.py │ ├── inference_c.py │ ├── inference_varseqlen.py │ ├── notebooks │ │ ├── BERT-TRT-FP16.ipynb │ │ ├── BERT-TRT-INT8-QAT-sparse.ipynb │ │ ├── Figure-1-generating-bert-trt.png │ │ ├── Figure-2-workflow-to-perform-inference-with-trt.png │ │ ├── Figure-5-optimizations-through-trt.jpg │ │ ├── Figure-6-Compute-latency.jpg │ │ ├── Q-and-A.ipynb │ │ ├── README.md │ │ ├── benchmark.ipynb │ │ ├── sparsity-diagram-600x338-r3.jpg │ │ └── structured_spare_matrix.jpg │ ├── perf.py │ ├── perf_varseqlen.py │ ├── scripts │ │ ├── download_model.sh │ │ ├── download_squad.sh │ │ ├── inference_benchmark.sh │ │ └── inference_benchmark_megatron.sh │ └── squad │ │ ├── evaluate-v1.1.py │ │ └── evaluate-v2.0.py ├── DeBERTa │ ├── .gitignore │ ├── README.md │ ├── deberta_onnx_modify.py │ ├── deberta_ort_inference.py │ ├── deberta_pytorch2onnx.py │ ├── deberta_tensorrt_inference.py │ └── requirements.txt ├── Diffusion │ ├── .gitignore │ ├── ControlNet_Inference_Performance.png │ ├── README.md │ ├── demo_img2img.py │ ├── demo_inpaint.py │ ├── demo_txt2img.py │ ├── demo_txt2img_controlnet.py │ ├── img2img_pipeline.py │ ├── inpaint_pipeline.py │ ├── models.py │ ├── requirements.txt │ ├── stable_diffusion_pipeline.py │ ├── txt2img_pipeline.py │ └── utilities.py ├── EfficientDet │ └── notebooks │ │ ├── EfficientDet-TensorRT8.ipynb │ │ └── README.md ├── HuggingFace │ ├── .gitignore │ ├── BART │ │ ├── BARTModelConfig.py │ │ ├── checkpoint.toml │ │ ├── export.py │ │ ├── frameworks.py │ │ ├── hf.py │ │ ├── measurements.py │ │ ├── onnxrt.py │ │ └── trt.py │ ├── CHANGELOG.md │ ├── GPT2 │ │ ├── .gitkeep │ │ ├── GPT2ModelConfig.py │ │ ├── checkpoint.toml │ │ ├── export.py │ │ ├── frameworks.py │ │ ├── measurements.py │ │ └── trt.py │ ├── NNDF │ │ ├── README.md │ │ ├── checkpoints.py │ │ ├── cuda_bootstrapper.py │ │ ├── general_utils.py │ │ ├── interface.py │ │ ├── logger.py │ │ ├── models.py │ │ ├── networks.py │ │ ├── tensorrt_utils.py │ │ └── torch_utils.py │ ├── README.md │ ├── T5 │ │ ├── .gitkeep │ │ ├── T5ModelConfig.py │ │ ├── checkpoint.toml │ │ ├── export.py │ │ ├── frameworks.py │ │ ├── measurements.py │ │ ├── onnxrt.py │ │ └── trt.py │ ├── notebooks │ │ ├── .gitignore │ │ ├── README.md │ │ ├── bart-playground.ipynb │ │ ├── bart.ipynb │ │ ├── gpt2-playground.ipynb │ │ ├── gpt2.ipynb │ │ ├── t5-playground.ipynb │ │ └── t5.ipynb │ ├── requirements.txt │ ├── run.py │ └── tests │ │ └── test_interface.py ├── Jasper │ └── README.md └── Tacotron2 │ ├── README.md │ ├── common │ ├── audio_processing.py │ ├── layers.py │ ├── stft.py │ └── utils.py │ ├── config.json │ ├── data_functions.py │ ├── inference.py │ ├── inference_perf.py │ ├── loss_functions.py │ ├── main.py │ ├── models.py │ ├── multiproc.py │ ├── phrases │ ├── phrase.txt │ ├── phrase_1_128.txt │ ├── phrase_1_256.txt │ ├── phrase_1_64.txt │ ├── phrase_4_256.txt │ ├── phrase_4_64.txt │ ├── phrase_8_256.txt │ └── phrase_8_64.txt │ ├── preprocess_audio2mel.py │ ├── requirements.txt │ ├── run_latency_tests.sh │ ├── scripts │ ├── download_checkpoints.sh │ ├── inference_benchmark.sh │ ├── install_prerequisites.sh │ ├── prepare_dataset.sh │ └── prepare_mels.sh │ ├── tacotron2 │ ├── arg_parser.py │ ├── data_function.py │ ├── loss_function.py │ ├── model.py │ └── text │ │ ├── LICENCE │ │ ├── __init__.py │ │ ├── cleaners.py │ │ ├── cmudict.py │ │ ├── numbers.py │ │ └── symbols.py │ ├── tensorrt │ ├── convert_onnx2trt.py │ ├── convert_tacotron22onnx.py │ ├── convert_waveglow2onnx.py │ ├── generate_decoder.py │ ├── inference_trt.py │ ├── run_latency_tests_trt.sh │ ├── test_infer_trt.py │ └── trt_utils.py │ ├── test_infer.py │ ├── test_infer.sh │ ├── train.py │ └── waveglow │ ├── arg_parser.py │ ├── data_function.py │ ├── denoiser.py │ ├── loss_function.py │ └── model.py ├── docker ├── build.sh ├── centos-7.Dockerfile ├── launch.sh ├── ubuntu-18.04.Dockerfile ├── ubuntu-20.04-aarch64.Dockerfile ├── ubuntu-20.04.Dockerfile └── ubuntu-cross-aarch64.Dockerfile ├── include ├── NvCaffeParser.h ├── NvInfer.h ├── NvInferConsistency.h ├── NvInferConsistencyImpl.h ├── NvInferImpl.h ├── NvInferLegacyDims.h ├── NvInferPlugin.h ├── NvInferPluginUtils.h ├── NvInferRuntime.h ├── NvInferRuntimeBase.h ├── NvInferRuntimeCommon.h ├── NvInferRuntimePlugin.h ├── NvInferSafeRuntime.h ├── NvInferVersion.h ├── NvOnnxConfig.h ├── NvUffParser.h └── NvUtils.h ├── parsers ├── CMakeLists.txt ├── caffe │ ├── CMakeLists.txt │ ├── CaffeParserSources.txt │ ├── NvCaffeParser.cpp │ ├── binaryProtoBlob.h │ ├── blobNameToTensor.h │ ├── caffeMacros.h │ ├── caffeParser │ │ ├── caffeParser.cpp │ │ ├── caffeParser.h │ │ ├── opParsers │ │ │ ├── opParsers.h │ │ │ ├── parseAbsVal.cpp │ │ │ ├── parseBNLL.cpp │ │ │ ├── parseBatchNorm.cpp │ │ │ ├── parseClip.cpp │ │ │ ├── parseConcat.cpp │ │ │ ├── parseConv.cpp │ │ │ ├── parseCrop.cpp │ │ │ ├── parseDeconv.cpp │ │ │ ├── parseELU.cpp │ │ │ ├── parseEltwise.cpp │ │ │ ├── parseInnerProduct.cpp │ │ │ ├── parseLRN.cpp │ │ │ ├── parsePReLU.cpp │ │ │ ├── parsePermute.cpp │ │ │ ├── parsePooling.cpp │ │ │ ├── parsePower.cpp │ │ │ ├── parseReLU.cpp │ │ │ ├── parseReduction.cpp │ │ │ ├── parseReshape.cpp │ │ │ ├── parseScale.cpp │ │ │ ├── parseSigmoid.cpp │ │ │ ├── parseSoftMax.cpp │ │ │ └── parseTanH.cpp │ │ └── readProto.h │ ├── caffeWeightFactory │ │ ├── caffeWeightFactory.cpp │ │ ├── caffeWeightFactory.h │ │ └── weightType.h │ └── proto │ │ └── trtcaffe.proto └── common │ ├── ParserCommonSrcs.txt │ ├── half.h │ ├── ieee_half.h │ └── parserUtils.h ├── plugin ├── CMakeLists.txt ├── README.md ├── api │ ├── inferPlugin.cpp │ └── loggerFinder.h ├── batchTilePlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── batchTilePlugin.cpp │ └── batchTilePlugin.h ├── batchedNMSPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── batchedNMSInference.cu │ ├── batchedNMSPlugin.cpp │ ├── batchedNMSPlugin.h │ ├── gatherNMSOutputs.cu │ └── gatherNMSOutputs.h ├── bertQKVToContextPlugin │ ├── CMakeLists.txt │ ├── CustomQKVToContextPluginDynamic_PluginConfig.yaml │ ├── README.md │ ├── fused_multihead_attention │ │ ├── CMakeLists.txt │ │ ├── include │ │ │ ├── fused_multihead_attention.h │ │ │ └── fused_multihead_attention_common.h │ │ └── src │ │ │ ├── fused_multihead_attention_fp16_128_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_fp16_128_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_fp16_128_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_fp16_128_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_fp16_384_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_fp16_384_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_fp16_384_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_fp16_384_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_fp16_384_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_fp16_512_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_fp16_64_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_fp16_64_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_fp16_64_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_fp16_64_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_fp16_96_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_fp16_96_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_fp16_96_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_fp16_96_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_int8_128_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_int8_128_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_int8_128_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_int8_128_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_int8_384_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_int8_384_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_int8_384_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_int8_384_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_int8_512_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_int8_64_64_kernel.sm80.cpp │ │ │ └── fused_multihead_attention_int8_96_64_kernel.sm80.cpp │ ├── fused_multihead_attention_v2 │ │ ├── CMakeLists.txt │ │ ├── include │ │ │ └── fused_multihead_attention_v2.h │ │ └── src │ │ │ ├── fused_multihead_attention_v2_fp16_128_32_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_128_32_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_128_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_256_32_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_256_32_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_256_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_384_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_512_32_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_512_32_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_512_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_512_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_512_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_64_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_fp16_96_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_128_32_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_128_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_128_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_192_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_192_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_256_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_256_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_384_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_384_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_64_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_64_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_64_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_96_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_96_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_il_int8_96_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_32_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_32_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm72.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_int8_128_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm72.cpp │ │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_int8_192_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_32_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_32_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm72.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_int8_256_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm72.cpp │ │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm86.cpp │ │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_int8_384_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_int8_512_32_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_512_32_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_512_64_kernel.sm75.cpp │ │ │ ├── fused_multihead_attention_v2_int8_512_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_512_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_int8_64_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_64_64_kernel.sm87.cpp │ │ │ ├── fused_multihead_attention_v2_int8_64_64_kernel.sm90.cpp │ │ │ ├── fused_multihead_attention_v2_int8_96_64_kernel.sm80.cpp │ │ │ ├── fused_multihead_attention_v2_int8_96_64_kernel.sm87.cpp │ │ │ └── fused_multihead_attention_v2_int8_96_64_kernel.sm90.cpp │ ├── qkvToContext.cu │ ├── qkvToContextInt8InterleavedPlugin.cpp │ ├── qkvToContextInt8InterleavedPlugin.h │ ├── qkvToContextPlugin.cpp │ ├── qkvToContextPlugin.h │ ├── zeroPadding2d.cu │ └── zeroPadding2d.h ├── clipPlugin │ ├── CMakeLists.txt │ ├── ClipPlugin_PluginConfig.yaml │ ├── README.md │ ├── clip.cu │ ├── clip.h │ ├── clipPlugin.cpp │ └── clipPlugin.h ├── common │ ├── CMakeLists.txt │ ├── bboxUtils.h │ ├── bertCommon.h │ ├── checkMacrosPlugin.cpp │ ├── checkMacrosPlugin.h │ ├── common.cuh │ ├── cub_helper.h │ ├── cudaDriverWrapper.cpp │ ├── cudaDriverWrapper.h │ ├── dimsHelpers.h │ ├── half.h │ ├── kernels │ │ ├── CMakeLists.txt │ │ ├── allClassNMS.cu │ │ ├── bboxDeltas2Proposals.cu │ │ ├── common.cu │ │ ├── cropAndResizeKernel.cu │ │ ├── decodeBBoxes.cu │ │ ├── decodeBbox3DKernels.cu │ │ ├── detectionForward.cu │ │ ├── extractFgScores.cu │ │ ├── gatherTopDetections.cu │ │ ├── generateAnchors.cu │ │ ├── gridAnchorLayer.cu │ │ ├── kernel.cpp │ │ ├── kernel.h │ │ ├── lReLU.cu │ │ ├── maskRCNNKernels.cu │ │ ├── maskRCNNKernels.h │ │ ├── nmsLayer.cu │ │ ├── normalizeLayer.cu │ │ ├── permuteData.cu │ │ ├── pillarScatterKernels.cu │ │ ├── priorBoxLayer.cu │ │ ├── proposalKernel.cu │ │ ├── proposalsForward.cu │ │ ├── reducedMathPlugin.h │ │ ├── regionForward.cu │ │ ├── reorgForward.cu │ │ ├── roiPooling.cu │ │ ├── rproiInferenceFused.cu │ │ ├── saturate.h │ │ ├── sortScoresPerClass.cu │ │ ├── sortScoresPerImage.cu │ │ └── voxelGeneratorKernels.cu │ ├── mrcnn_config.h │ ├── nmsHelper.cpp │ ├── nmsUtils.h │ ├── plugin.cpp │ ├── plugin.h │ ├── reducedMathPlugin.cpp │ ├── serialize.hpp │ ├── templates.h │ ├── vfcCommon.cpp │ └── vfcCommon.h ├── coordConvACPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── coordConvACPlugin.cpp │ ├── coordConvACPlugin.h │ └── coordConvACPluginKernels.cu ├── cropAndResizePlugin │ ├── CMakeLists.txt │ ├── CropAndResizeDynamic_PluginConfig.yaml │ ├── CropAndResizePlugin_PluginConfig.yaml │ ├── README.md │ ├── cropAndResizePlugin.cpp │ └── cropAndResizePlugin.h ├── decodeBbox3DPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── decodeBbox3D.cpp │ └── decodeBbox3D.h ├── detectionLayerPlugin │ ├── CMakeLists.txt │ ├── DetectionLayer_PluginConfig.yaml │ ├── README.md │ ├── detectionLayerPlugin.cpp │ └── detectionLayerPlugin.h ├── disentangledAttentionPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── disentangledAttentionPlugin.cpp │ ├── disentangledAttentionPlugin.h │ └── disentangledKernel.cu ├── efficientNMSPlugin │ ├── CMakeLists.txt │ ├── EfficientNMSPlugin_PluginConfig.yaml │ ├── EfficientNMSPlugin_PluginGoldenIO.json │ ├── README.md │ ├── efficientNMSInference.cu │ ├── efficientNMSInference.cuh │ ├── efficientNMSInference.h │ ├── efficientNMSParameters.h │ ├── efficientNMSPlugin.cpp │ ├── efficientNMSPlugin.h │ └── tftrt │ │ ├── CMakeLists.txt │ │ ├── efficientNMSExplicitTFTRTPlugin.cpp │ │ ├── efficientNMSExplicitTFTRTPlugin.h │ │ ├── efficientNMSImplicitTFTRTPlugin.cpp │ │ └── efficientNMSImplicitTFTRTPlugin.h ├── embLayerNormPlugin │ ├── CMakeLists.txt │ ├── CustomEmbLayerNormPluginDynamic_PluginConfig.yaml │ ├── README.md │ ├── embLayerNormKernel.cu │ ├── embLayerNormPlugin.cpp │ ├── embLayerNormPlugin.h │ ├── embLayerNormVarSeqlenKernelHFace.cu │ ├── embLayerNormVarSeqlenKernelMTron.cu │ ├── embLayerNormVarSeqlenPlugin.cpp │ └── embLayerNormVarSeqlenPlugin.h ├── exports-vfc_plugin.map ├── exports.def ├── exports.map ├── fcPlugin │ ├── CMakeLists.txt │ ├── CustomFCPluginDynamic_PluginConfig.yaml │ ├── README.md │ ├── fcPlugin.cpp │ └── fcPlugin.h ├── flattenConcat │ ├── CMakeLists.txt │ ├── FlattenConcat_PluginConfig.yaml │ ├── README.md │ ├── flattenConcat.cpp │ └── flattenConcat.h ├── geluPlugin │ ├── CMakeLists.txt │ ├── CustomGeluPluginDynamic_PluginConfig.yaml │ ├── README.md │ ├── geluKernel.cu │ ├── geluPlugin.cpp │ └── geluPlugin.h ├── generateDetectionPlugin │ ├── CMakeLists.txt │ ├── GenerateDetection_PluginConfig.yaml │ ├── README.md │ ├── generateDetectionPlugin.cpp │ └── generateDetectionPlugin.h ├── gridAnchorPlugin │ ├── CMakeLists.txt │ ├── GridAnchor_TRT_PluginConfig.yaml │ ├── README.md │ ├── gridAnchorPlugin.cpp │ └── gridAnchorPlugin.h ├── groupNormalizationPlugin │ ├── CMakeLists.txt │ ├── GroupNormalizationPlugin_PluginConfig.yaml │ ├── GroupNormalizationPlugin_PluginReference.py │ ├── groupNormalizationKernel.cu │ ├── groupNormalizationPlugin.cpp │ └── groupNormalizationPlugin.h ├── instanceNormalizationPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── instanceNormCommon.h │ ├── instanceNormFwd.h │ ├── instanceNormFwdImpl.cu │ ├── instanceNormalizationPlugin.cu │ └── instanceNormalizationPlugin.h ├── leakyReluPlugin │ ├── CMakeLists.txt │ ├── LReLU_PluginConfig.yaml │ ├── lReluPlugin.cpp │ └── lReluPlugin.h ├── modulatedDeformConvPlugin │ ├── CMakeLists.txt │ ├── CustomModulatedDeformConv2d_PluginConfig.yaml │ ├── README.md │ ├── commonCudaHelper.h │ ├── modulatedDeformConvCudaHelper.cu │ ├── modulatedDeformConvCudaHelper.h │ ├── modulatedDeformConvPlugin.cpp │ ├── modulatedDeformConvPlugin.h │ ├── modulatedDeformConvPluginKernel.cu │ └── modulatedDeformConvPluginKernel.h ├── multilevelCropAndResizePlugin │ ├── CMakeLists.txt │ ├── MultilevelCropAndResize_PluginConfig.yaml │ ├── README.md │ ├── multilevelCropAndResizePlugin.cpp │ └── multilevelCropAndResizePlugin.h ├── multilevelProposeROI │ ├── CMakeLists.txt │ ├── MultilevelProposeROI_PluginConfig.yaml │ ├── README.md │ ├── multilevelProposeROIPlugin.cpp │ ├── multilevelProposeROIPlugin.h │ └── tlt_mrcnn_config.h ├── multiscaleDeformableAttnPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── multiscaleDeformableAttn.cu │ ├── multiscaleDeformableAttn.h │ ├── multiscaleDeformableAttnPlugin.cpp │ ├── multiscaleDeformableAttnPlugin.h │ └── multiscaleDeformableIm2ColCuda.cuh ├── nmsPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── nmsPlugin.cpp │ └── nmsPlugin.h ├── normalizePlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── normalizePlugin.cpp │ └── normalizePlugin.h ├── nvFasterRCNN │ ├── CMakeLists.txt │ ├── README.md │ ├── nvFasterRCNNPlugin.cpp │ └── nvFasterRCNNPlugin.h ├── pillarScatterPlugin │ ├── CMakeLists.txt │ ├── PillarScatterPlugin_PluginConfig.yaml │ ├── README.md │ ├── pillarScatter.cpp │ └── pillarScatter.h ├── priorBoxPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── priorBoxPlugin.cpp │ └── priorBoxPlugin.h ├── proposalLayerPlugin │ ├── CMakeLists.txt │ ├── ProposalLayer_PluginConfig.yaml │ ├── README.md │ ├── proposalLayerPlugin.cpp │ └── proposalLayerPlugin.h ├── proposalPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── proposalPlugin.cpp │ └── proposalPlugin.h ├── pyramidROIAlignPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── pyramidROIAlignPlugin.cpp │ └── pyramidROIAlignPlugin.h ├── regionPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── regionPlugin.cpp │ └── regionPlugin.h ├── reorgPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── Reorg_PluginConfig.yaml │ ├── reorgPlugin.cpp │ └── reorgPlugin.h ├── resizeNearestPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── ResizeNearest_PluginConfig.yaml │ ├── resizeNearestPlugin.cpp │ └── resizeNearestPlugin.h ├── roiAlignPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── ROIAlign_PluginConfig.yaml │ ├── roiAlignKernel.cu │ ├── roiAlignKernel.h │ ├── roiAlignPlugin.cpp │ └── roiAlignPlugin.h ├── scatterPlugin │ ├── CMakeLists.txt │ ├── scatterLayer.cu │ ├── scatterPlugin.cpp │ └── scatterPlugin.h ├── skipLayerNormPlugin │ ├── CMakeLists.txt │ ├── CustomSkipLayerNormPluginDynamic_PluginConfig.yaml │ ├── README.md │ ├── skipLayerNormInt8InterleavedKernelHFace.cu │ ├── skipLayerNormInt8InterleavedKernelMTron.cu │ ├── skipLayerNormInt8InterleavedPlugin.cpp │ ├── skipLayerNormInt8InterleavedPlugin.h │ ├── skipLayerNormKernel.cu │ ├── skipLayerNormPlugin.cpp │ └── skipLayerNormPlugin.h ├── specialSlicePlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── specialSlicePlugin.cpp │ └── specialSlicePlugin.h ├── splitPlugin │ ├── CMakeLists.txt │ ├── split.cu │ └── split.h └── voxelGeneratorPlugin │ ├── CMakeLists.txt │ ├── README.md │ ├── voxelGenerator.cpp │ └── voxelGenerator.h ├── python ├── CMakeLists.txt ├── README.md ├── build.sh ├── docstrings │ ├── infer │ │ ├── pyAlgorithmSelectorDoc.h │ │ ├── pyCoreDoc.h │ │ ├── pyFoundationalTypesDoc.h │ │ ├── pyGraphDoc.h │ │ ├── pyInt8Doc.h │ │ └── pyPluginDoc.h │ ├── parsers │ │ ├── pyCaffeDoc.h │ │ ├── pyOnnxDoc.h │ │ └── pyUffDoc.h │ └── pyTensorRTDoc.h ├── include │ ├── ForwardDeclarations.h │ └── utils.h ├── packaging │ ├── bindings_wheel │ │ ├── LICENSE.txt │ │ ├── setup.cfg │ │ ├── setup.py │ │ └── tensorrt │ │ │ └── __init__.py │ ├── frontend_sdist │ │ ├── LICENSE.txt │ │ ├── setup.cfg │ │ ├── setup.py │ │ └── tensorrt │ │ │ └── __init__.py │ ├── libs_wheel │ │ ├── LICENSE.txt │ │ ├── setup.cfg │ │ ├── setup.py │ │ └── tensorrt_libs │ │ │ └── __init__.py │ └── requirements.txt ├── requirements.txt └── src │ ├── infer │ ├── pyAlgorithmSelector.cpp │ ├── pyCore.cpp │ ├── pyFoundationalTypes.cpp │ ├── pyGraph.cpp │ ├── pyInt8.cpp │ └── pyPlugin.cpp │ ├── parsers │ ├── pyCaffe.cpp │ ├── pyOnnx.cpp │ └── pyUff.cpp │ ├── pyTensorRT.cpp │ └── utils.cpp ├── quickstart ├── IntroNotebooks │ ├── 0. Running This Guide.ipynb │ ├── 1. Introduction.ipynb │ ├── 2. Using the Tensorflow TensorRT Integration.ipynb │ ├── 3. Using Tensorflow 2 through ONNX.ipynb │ ├── 4. Using PyTorch through ONNX.ipynb │ ├── 5. Understanding TensorRT Runtimes.ipynb │ ├── Additional Examples │ │ ├── 1. TF-TRT Classification.ipynb │ │ ├── 2. TF-TRT Detection.ipynb │ │ ├── 3. TF-TRT Segmentation.ipynb │ │ └── helper.py │ ├── helper.py │ ├── images │ │ ├── onnx_onnx.png │ │ ├── pytorch_onnx.png │ │ ├── tensorrt_landscape.png │ │ ├── tensorrt_workflow.png │ │ ├── tf_onnx.png │ │ └── tf_trt.png │ └── onnx_helper.py ├── Makefile ├── Makefile.config ├── README.md ├── SemanticSegmentation │ ├── .gitignore │ ├── Makefile │ ├── export.py │ ├── tutorial-runtime.cpp │ └── tutorial-runtime.ipynb ├── common │ ├── logger.cpp │ ├── logger.h │ ├── logging.h │ ├── util.cpp │ └── util.h ├── deploy_to_triton │ ├── README.md │ ├── config.pbtxt │ ├── export_resnet_to_onnx.py │ └── triton_client.py └── quantization_tutorial │ └── qat-ptq-workflow.ipynb ├── requirements.txt ├── samples ├── CMakeLists.txt ├── CMakeSamplesTemplate.txt ├── README.md ├── common │ ├── BatchStream.h │ ├── EntropyCalibrator.h │ ├── ErrorRecorder.h │ ├── argsParser.h │ ├── buffers.h │ ├── common.h │ ├── dumpTFWts.py │ ├── getOptions.cpp │ ├── getOptions.h │ ├── getopt.c │ ├── getoptWin.h │ ├── half.h │ ├── logger.cpp │ ├── logger.h │ ├── logging.h │ ├── parserOnnxConfig.h │ ├── safeCommon.h │ ├── sampleConfig.h │ ├── sampleDevice.h │ ├── sampleEngines.cpp │ ├── sampleEngines.h │ ├── sampleEntrypoints.h │ ├── sampleInference.cpp │ ├── sampleInference.h │ ├── sampleOptions.cpp │ ├── sampleOptions.h │ ├── sampleReporting.cpp │ ├── sampleReporting.h │ ├── sampleUtils.cpp │ └── sampleUtils.h ├── python │ ├── README.md │ ├── common.py │ ├── detectron2 │ │ ├── README.md │ │ ├── build_engine.py │ │ ├── create_onnx.py │ │ ├── eval_coco.py │ │ ├── image_batcher.py │ │ ├── infer.py │ │ ├── onnx_utils.py │ │ ├── requirements.txt │ │ └── visualize.py │ ├── downloader.py │ ├── efficientdet │ │ ├── README.md │ │ ├── build_engine.py │ │ ├── compare_tf.py │ │ ├── create_onnx.py │ │ ├── eval_coco.py │ │ ├── image_batcher.py │ │ ├── infer.py │ │ ├── infer_tf.py │ │ ├── labels_coco.txt │ │ ├── onnx_utils.py │ │ ├── requirements.txt │ │ └── visualize.py │ ├── efficientnet │ │ ├── README.md │ │ ├── build_engine.py │ │ ├── compare_tf.py │ │ ├── create_onnx.py │ │ ├── eval_gt.py │ │ ├── image_batcher.py │ │ ├── infer.py │ │ └── requirements.txt │ ├── engine_refit_onnx_bidaf │ │ ├── README.md │ │ ├── build_and_refit_engine.py │ │ ├── data_processing.py │ │ ├── download.yml │ │ ├── prepare_model.py │ │ └── requirements.txt │ ├── introductory_parser_samples │ │ ├── README.md │ │ ├── onnx_resnet50.py │ │ └── requirements.txt │ ├── network_api_pytorch_mnist │ │ ├── README.md │ │ ├── model.py │ │ ├── requirements.txt │ │ └── sample.py │ ├── onnx_custom_plugin │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── load_plugin_lib.py │ │ ├── model.py │ │ ├── plugin │ │ │ ├── customHardmaxPlugin.cpp │ │ │ └── customHardmaxPlugin.h │ │ ├── requirements.txt │ │ ├── sample.py │ │ └── test_custom_hardmax_plugin.py │ ├── onnx_packnet │ │ ├── README.md │ │ ├── convert_to_onnx.py │ │ ├── download.yml │ │ ├── post_processing.py │ │ └── requirements.txt │ ├── requirements.txt │ ├── scripts │ │ ├── download_mnist_data.sh │ │ └── download_mnist_pgms.py │ ├── tensorflow_object_detection_api │ │ ├── README.md │ │ ├── build_engine.py │ │ ├── compare_tf.py │ │ ├── create_onnx.py │ │ ├── eval_coco.py │ │ ├── image_batcher.py │ │ ├── infer.py │ │ ├── labels_coco.txt │ │ ├── onnx_utils.py │ │ ├── requirements.txt │ │ └── visualize.py │ └── yolov3_onnx │ │ ├── README.md │ │ ├── coco_labels.txt │ │ ├── data_processing.py │ │ ├── download.yml │ │ ├── onnx_to_tensorrt.py │ │ ├── requirements.txt │ │ └── yolov3_to_onnx.py ├── sampleAlgorithmSelector │ ├── CMakeLists.txt │ ├── README.md │ └── sampleAlgorithmSelector.cpp ├── sampleCharRNN │ ├── CMakeLists.txt │ ├── README.md │ └── sampleCharRNN.cpp ├── sampleDynamicReshape │ ├── CMakeLists.txt │ ├── README.md │ └── sampleDynamicReshape.cpp ├── sampleINT8API │ ├── CMakeLists.txt │ ├── README.md │ └── sampleINT8API.cpp ├── sampleIOFormats │ ├── CMakeLists.txt │ ├── README.md │ └── sampleIOFormats.cpp ├── sampleNamedDimensions │ ├── CMakeLists.txt │ ├── README.md │ ├── concat_layer.onnx │ ├── create_model.py │ └── sampleNamedDimensions.cpp ├── sampleOnnxMNIST │ ├── CMakeLists.txt │ ├── README.md │ └── sampleOnnxMNIST.cpp ├── sampleOnnxMnistCoordConvAC │ ├── CMakeLists.txt │ ├── README.md │ ├── coord_conv.py │ ├── mnist_coord_conv_train.py │ ├── modify_onnx_ac.py │ └── sampleOnnxMnistCoordConvAC.cpp └── trtexec │ ├── CMakeLists.txt │ ├── README.md │ ├── prn_utils.py │ ├── profiler.py │ ├── tracer.py │ └── trtexec.cpp ├── scripts ├── copyright-scan.py └── stubify.sh ├── third_party ├── ieee │ └── half.h └── protobuf.cmake └── tools ├── Polygraphy ├── .gitignore ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE.txt ├── Makefile ├── README.md ├── bad.onnx ├── bin │ └── polygraphy ├── docs │ ├── _static │ │ ├── img │ │ │ └── nvlogo_white.png │ │ └── style.css │ ├── _templates │ │ └── layout.html │ ├── backend │ │ ├── base │ │ │ ├── loader.rst │ │ │ ├── runner.rst │ │ │ └── toc.rst │ │ ├── common │ │ │ ├── loader.rst │ │ │ └── toc.rst │ │ ├── onnx │ │ │ ├── loader.rst │ │ │ └── toc.rst │ │ ├── onnxrt │ │ │ ├── loader.rst │ │ │ ├── runner.rst │ │ │ └── toc.rst │ │ ├── pluginref │ │ │ ├── runner.rst │ │ │ └── toc.rst │ │ ├── tf │ │ │ ├── loader.rst │ │ │ ├── runner.rst │ │ │ └── toc.rst │ │ ├── toc.rst │ │ └── trt │ │ │ ├── algorithm_selector.rst │ │ │ ├── calibrator.rst │ │ │ ├── config.rst │ │ │ ├── loader.rst │ │ │ ├── profile.rst │ │ │ ├── runner.rst │ │ │ ├── toc.rst │ │ │ └── util.rst │ ├── common │ │ ├── data_structures.rst │ │ └── toc.rst │ ├── comparator │ │ ├── comparator.rst │ │ ├── compare_func.rst │ │ ├── data_loader.rst │ │ ├── data_structures.rst │ │ ├── postprocess_func.rst │ │ └── toc.rst │ ├── conf.py │ ├── config │ │ └── toc.rst │ ├── constants │ │ └── toc.rst │ ├── cuda │ │ └── toc.rst │ ├── exception │ │ └── toc.rst │ ├── func │ │ └── toc.rst │ ├── index.rst │ ├── json │ │ └── toc.rst │ ├── logger │ │ └── toc.rst │ ├── mod │ │ ├── importer.rst │ │ └── toc.rst │ ├── requirements.txt │ └── tool │ │ ├── args │ │ ├── backend │ │ │ ├── onnx │ │ │ │ ├── loader.rst │ │ │ │ └── toc.rst │ │ │ ├── onnxrt │ │ │ │ ├── loader.rst │ │ │ │ ├── runner.rst │ │ │ │ └── toc.rst │ │ │ ├── pluginref │ │ │ │ ├── runner.rst │ │ │ │ └── toc.rst │ │ │ ├── tf │ │ │ │ ├── loader.rst │ │ │ │ ├── runner.rst │ │ │ │ └── toc.rst │ │ │ ├── toc.rst │ │ │ └── trt │ │ │ │ ├── loader.rst │ │ │ │ ├── runner.rst │ │ │ │ └── toc.rst │ │ ├── base.rst │ │ ├── comparator │ │ │ ├── comparator.rst │ │ │ ├── compare.rst │ │ │ ├── data_loader.rst │ │ │ ├── postprocess.rst │ │ │ └── toc.rst │ │ ├── logger │ │ │ └── toc.rst │ │ ├── model.rst │ │ └── toc.rst │ │ ├── script.rst │ │ └── toc.rst ├── examples │ ├── README.md │ ├── api │ │ ├── 00_inference_with_tensorrt │ │ │ ├── README.md │ │ │ ├── build_and_run.py │ │ │ ├── identity.onnx │ │ │ ├── load_and_run.py │ │ │ └── requirements.txt │ │ ├── 01_comparing_frameworks │ │ │ ├── README.md │ │ │ ├── example.py │ │ │ ├── identity.onnx │ │ │ └── requirements.txt │ │ ├── 02_validating_on_a_dataset │ │ │ ├── README.md │ │ │ ├── example.py │ │ │ ├── identity.onnx │ │ │ └── requirements.txt │ │ ├── 03_interoperating_with_tensorrt │ │ │ ├── README.md │ │ │ ├── example.py │ │ │ ├── identity.onnx │ │ │ └── requirements.txt │ │ ├── 04_int8_calibration_in_tensorrt │ │ │ ├── README.md │ │ │ ├── example.py │ │ │ ├── identity.onnx │ │ │ └── requirements.txt │ │ ├── 05_using_tensorrt_network_api │ │ │ ├── README.md │ │ │ ├── example.py │ │ │ └── requirements.txt │ │ ├── 06_immediate_eval_api │ │ │ ├── README.md │ │ │ ├── build_and_run.py │ │ │ ├── identity.onnx │ │ │ ├── load_and_run.py │ │ │ └── requirements.txt │ │ ├── 07_tensorrt_and_dynamic_shapes │ │ │ ├── README.md │ │ │ ├── dynamic_identity.onnx │ │ │ └── example.py │ │ ├── 08_working_with_run_results_and_saved_inputs_manually │ │ │ ├── README.md │ │ │ ├── example.py │ │ │ └── identity.onnx │ │ └── README.md │ ├── cli │ │ ├── README.md │ │ ├── convert │ │ │ ├── 01_int8_calibration_in_tensorrt │ │ │ │ ├── README.md │ │ │ │ ├── data_loader.py │ │ │ │ └── identity.onnx │ │ │ ├── 02_deterministic_engine_builds_in_tensorrt │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ ├── 03_dynamic_shapes_in_tensorrt │ │ │ │ ├── README.md │ │ │ │ └── dynamic_identity.onnx │ │ │ └── 04_converting_models_to_fp16 │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ ├── debug │ │ │ ├── 01_debugging_flaky_trt_tactics │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ └── 02_reducing_failing_onnx_models │ │ │ │ ├── README.md │ │ │ │ ├── model.onnx │ │ │ │ └── model.png │ │ ├── inspect │ │ │ ├── 01_inspecting_a_tensorrt_network │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ ├── 02_inspecting_a_tensorrt_engine │ │ │ │ ├── README.md │ │ │ │ └── dynamic_identity.onnx │ │ │ ├── 03_inspecting_an_onnx_model │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ ├── 04_inspecting_a_tensorflow_graph │ │ │ │ ├── README.md │ │ │ │ └── identity.pb │ │ │ ├── 05_inspecting_inference_outputs │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ ├── 06_inspecting_input_data │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ ├── 07_inspecting_tactic_replays │ │ │ │ ├── README.md │ │ │ │ └── model.onnx │ │ │ └── 08_inspecting_tensorrt_onnx_support │ │ │ │ ├── README.md │ │ │ │ └── model.onnx │ │ ├── run │ │ │ ├── 01_comparing_frameworks │ │ │ │ ├── README.md │ │ │ │ └── dynamic_identity.onnx │ │ │ ├── 02_comparing_across_runs │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ ├── 03_generating_a_comparison_script │ │ │ │ ├── README.md │ │ │ │ └── identity.onnx │ │ │ ├── 04_defining_a_tensorrt_network_or_config_manually │ │ │ │ ├── README.md │ │ │ │ ├── create_config.py │ │ │ │ ├── define_network.py │ │ │ │ └── identity.onnx │ │ │ ├── 05_comparing_with_custom_input_data │ │ │ │ ├── README.md │ │ │ │ ├── data_loader.py │ │ │ │ └── dynamic_identity.onnx │ │ │ ├── 06_comparing_with_custom_output_data │ │ │ │ ├── README.md │ │ │ │ ├── generate_data.py │ │ │ │ └── identity.onnx │ │ │ ├── 07_checking_nan_inf │ │ │ │ ├── README.md │ │ │ │ └── add_infinity.onnx │ │ │ └── 08_adding_precision_constraints │ │ │ │ ├── README.md │ │ │ │ ├── add_constraints.py │ │ │ │ ├── constrained_network.py │ │ │ │ └── needs_constraints.onnx │ │ └── surgeon │ │ │ ├── 01_isolating_subgraphs │ │ │ ├── README.md │ │ │ ├── model.onnx │ │ │ ├── model.png │ │ │ └── subgraph.png │ │ │ ├── 02_folding_constants │ │ │ ├── README.md │ │ │ ├── folded.png │ │ │ ├── model.onnx │ │ │ └── model.png │ │ │ ├── 03_modifying_input_shapes │ │ │ ├── README.md │ │ │ └── identity.onnx │ │ │ └── 04_setting_upper_bounds │ │ │ ├── README.md │ │ │ ├── model.onnx │ │ │ ├── model.png │ │ │ └── modified.png │ └── dev │ │ ├── 01_writing_cli_tools │ │ ├── README.md │ │ └── gen-data │ │ ├── 02_extending_polygraphy_run │ │ ├── README.md │ │ ├── extension_module │ │ │ ├── README.md │ │ │ ├── polygraphy_reshape_destroyer │ │ │ │ ├── __init__.py │ │ │ │ ├── args │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── loader.py │ │ │ │ │ └── runner.py │ │ │ │ ├── backend │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── loader.py │ │ │ │ │ └── runner.py │ │ │ │ └── export.py │ │ │ └── setup.py │ │ └── no_op_reshape.onnx │ │ └── README.md ├── how-to │ ├── README.md │ ├── debug_accuracy.md │ ├── use_custom_input_data.md │ ├── use_debug_reduce_effectively.md │ ├── use_debug_subtools_effectively.md │ └── work_with_reduced_precision.md ├── install.ps1 ├── polygraphy │ ├── README.md │ ├── __init__.py │ ├── backend │ │ ├── __init__.py │ │ ├── base │ │ │ ├── __init__.py │ │ │ ├── loader.py │ │ │ └── runner.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ └── loader.py │ │ ├── onnx │ │ │ ├── __init__.py │ │ │ ├── loader.py │ │ │ ├── requirements.txt │ │ │ └── util.py │ │ ├── onnxrt │ │ │ ├── __init__.py │ │ │ ├── loader.py │ │ │ ├── requirements.txt │ │ │ └── runner.py │ │ ├── pluginref │ │ │ ├── __init__.py │ │ │ ├── references.py │ │ │ ├── requirements.txt │ │ │ └── runner.py │ │ ├── pyt │ │ │ ├── __init__.py │ │ │ ├── requirements.txt │ │ │ └── runner.py │ │ ├── tf │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── loader.py │ │ │ ├── requirements.txt │ │ │ ├── runner.py │ │ │ └── util.py │ │ ├── trt │ │ │ ├── __init__.py │ │ │ ├── algorithm_selector.py │ │ │ ├── calibrator.py │ │ │ ├── config.py │ │ │ ├── loader.py │ │ │ ├── profile.py │ │ │ ├── requirements.txt │ │ │ ├── runner.py │ │ │ └── util.py │ │ └── trt_legacy.py │ ├── common │ │ ├── __init__.py │ │ ├── interface.py │ │ └── struct.py │ ├── comparator │ │ ├── __init__.py │ │ ├── comparator.py │ │ ├── compare.py │ │ ├── data_loader.py │ │ ├── postprocess.py │ │ ├── struct.py │ │ └── util.py │ ├── config.py │ ├── constants.py │ ├── cuda │ │ ├── __init__.py │ │ └── cuda.py │ ├── exception │ │ ├── __init__.py │ │ └── exception.py │ ├── func │ │ ├── __init__.py │ │ └── func.py │ ├── json │ │ ├── __init__.py │ │ └── serde.py │ ├── logger │ │ ├── __init__.py │ │ └── logger.py │ ├── mod │ │ ├── __init__.py │ │ ├── exporter.py │ │ ├── importer.py │ │ └── util.py │ ├── tools │ │ ├── README.md │ │ ├── __init__.py │ │ ├── _main.py │ │ ├── args │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── backend │ │ │ │ ├── __init__.py │ │ │ │ ├── onnx │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── loader.py │ │ │ │ ├── onnxrt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── loader.py │ │ │ │ │ └── runner.py │ │ │ │ ├── pluginref │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── runner.py │ │ │ │ ├── runner_select.py │ │ │ │ ├── tf │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── config.py │ │ │ │ │ ├── loader.py │ │ │ │ │ └── runner.py │ │ │ │ ├── trt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── config.py │ │ │ │ │ ├── helper.py │ │ │ │ │ ├── loader.py │ │ │ │ │ └── runner.py │ │ │ │ └── trt_legacy.py │ │ │ ├── base.py │ │ │ ├── comparator │ │ │ │ ├── __init__.py │ │ │ │ ├── comparator.py │ │ │ │ ├── compare.py │ │ │ │ ├── data_loader.py │ │ │ │ └── postprocess.py │ │ │ ├── logger │ │ │ │ ├── __init__.py │ │ │ │ └── logger.py │ │ │ ├── model.py │ │ │ └── util │ │ │ │ ├── __init__.py │ │ │ │ └── util.py │ │ ├── base │ │ │ ├── __init__.py │ │ │ └── tool.py │ │ ├── convert │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ └── convert.py │ │ ├── data │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── data.py │ │ │ └── subtool │ │ │ │ ├── __init__.py │ │ │ │ └── to_input.py │ │ ├── debug │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── debug.py │ │ │ └── subtool │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── build.py │ │ │ │ ├── iterative_debug_args.py │ │ │ │ ├── precision.py │ │ │ │ ├── reduce.py │ │ │ │ └── repeat.py │ │ ├── inspect │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── inspect.py │ │ │ └── subtool │ │ │ │ ├── __init__.py │ │ │ │ ├── capability.py │ │ │ │ ├── data.py │ │ │ │ ├── diff_tactics.py │ │ │ │ ├── model.py │ │ │ │ └── tactics.py │ │ ├── registry.py │ │ ├── run │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ └── run.py │ │ ├── script.py │ │ ├── surgeon │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── subtool │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── extract.py │ │ │ │ ├── insert.py │ │ │ │ └── sanitize.py │ │ │ └── surgeon.py │ │ ├── template │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── subtool │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── onnx_gs.py │ │ │ │ ├── trt_config.py │ │ │ │ └── trt_network.py │ │ │ └── template.py │ │ └── util.py │ └── util │ │ ├── __init__.py │ │ ├── format.py │ │ └── util.py ├── polygraphy_debug_replay.json ├── polygraphy_debug_replay_skip_current.json ├── reduced.onnx ├── setup.cfg ├── setup.py └── tests │ ├── README.md │ ├── __init__.py │ ├── backend │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ ├── test_loader.py │ │ └── test_runner.py │ ├── common │ │ ├── __init__.py │ │ └── test_loader.py │ ├── onnx │ │ ├── __init__.py │ │ ├── test_loader.py │ │ └── test_util.py │ ├── onnxrt │ │ ├── __init__.py │ │ ├── test_loader.py │ │ └── test_runner.py │ ├── pluginref │ │ ├── __init__.py │ │ └── test_runner.py │ ├── test_tensorrt_legacy.py │ ├── tf │ │ ├── __init__.py │ │ ├── test_loader.py │ │ └── test_runner.py │ └── trt │ │ ├── __init__.py │ │ ├── test_algorithm_selector.py │ │ ├── test_calibrator.py │ │ ├── test_config.py │ │ ├── test_loader.py │ │ ├── test_profile.py │ │ ├── test_runner.py │ │ └── test_util.py │ ├── common │ ├── __init__.py │ ├── test_interface.py │ └── test_struct.py │ ├── comparator │ ├── __init__.py │ ├── test_comparator.py │ ├── test_compare.py │ ├── test_data_loader.py │ ├── test_postprocess.py │ └── test_struct.py │ ├── conftest.py │ ├── cuda │ ├── __init__.py │ └── test_cuda.py │ ├── func │ ├── __init__.py │ └── test_func.py │ ├── helper.py │ ├── logger │ ├── __init__.py │ └── test_logger.py │ ├── mod │ ├── __init__.py │ ├── test_dependencies.py │ ├── test_exporter.py │ ├── test_importer.py │ └── test_util.py │ ├── models │ ├── I.onnx │ ├── __init__.py │ ├── add_with_dup_inputs.onnx │ ├── and.onnx │ ├── capability.onnx │ ├── const_foldable.onnx │ ├── constant_fold_bloater.onnx │ ├── data │ │ └── ext_weights.data │ ├── dim_param.onnx │ ├── dynamic_identity.onnx │ ├── empty_tensor_expand.onnx │ ├── ext_weights.onnx │ ├── ext_weights_same_dir │ │ ├── ext_weights.data │ │ └── ext_weights.onnx │ ├── identity.onnx │ ├── identity_identity.onnx │ ├── identity_multi_ch.onnx │ ├── identity_with_initializer.onnx │ ├── inp_dim_val_not_set.onnx │ ├── instancenorm.onnx │ ├── make_models.py │ ├── meta.py │ ├── multi_output.onnx │ ├── needs_constraints.onnx │ ├── no_op_reshape.onnx │ ├── nonzero.onnx │ ├── pow_scalar.onnx │ ├── reducable.onnx │ ├── reducable_with_const.onnx │ ├── reshape.onnx │ ├── scan.onnx │ ├── tensor_attr.onnx │ ├── tf_identity.pb │ └── unbounded_dds.onnx │ ├── pytest.ini │ ├── requirements.txt │ ├── test_deprecated_aliases.py │ ├── test_examples.py │ ├── test_packaging.py │ ├── test_tests.py │ ├── test_ux.py │ ├── tools │ ├── __init__.py │ ├── args │ │ ├── __init__.py │ │ ├── backend │ │ │ ├── __init__.py │ │ │ ├── onnx │ │ │ │ ├── __init__.py │ │ │ │ └── test_loader.py │ │ │ ├── onnxrt │ │ │ │ ├── __init__.py │ │ │ │ └── test_loader.py │ │ │ ├── test_runner_select.py │ │ │ ├── tf │ │ │ │ ├── __init__.py │ │ │ │ └── test_loader.py │ │ │ └── trt │ │ │ │ ├── __init__.py │ │ │ │ ├── test_config.py │ │ │ │ ├── test_loader.py │ │ │ │ └── test_runner.py │ │ ├── comparator │ │ │ ├── __init__.py │ │ │ ├── test_comparator.py │ │ │ ├── test_compare.py │ │ │ └── test_data_loader.py │ │ ├── helper.py │ │ ├── logger │ │ │ ├── __init__.py │ │ │ └── test_logger.py │ │ ├── test_docstrings.py │ │ ├── test_model.py │ │ └── util │ │ │ ├── __init__.py │ │ │ └── test_util.py │ ├── conftest.py │ ├── fake_reduce_checker.py │ ├── test_convert.py │ ├── test_data.py │ ├── test_debug.py │ ├── test_deprecated.py │ ├── test_inspect.py │ ├── test_polygraphy.py │ ├── test_run.py │ ├── test_script.py │ ├── test_surgeon.py │ └── test_template.py │ └── util │ ├── __init__.py │ ├── test_format.py │ ├── test_serde.py │ └── test_util.py ├── experimental └── trt-engine-explorer │ ├── .gitignore │ ├── CHANGELOG.md │ ├── KNOWN_ISSUES.md │ ├── LICENSE.txt │ ├── README.md │ ├── RESOURCES.md │ ├── __init__.py │ ├── examples │ ├── pytorch │ │ └── resnet │ │ │ ├── .gitignore │ │ │ ├── A100 │ │ │ ├── fp16 │ │ │ │ ├── resnet.onnx.engine.build.metadata.json │ │ │ │ ├── resnet.onnx.engine.graph.json │ │ │ │ ├── resnet.onnx.engine.metadata.json │ │ │ │ ├── resnet.onnx.engine.profile.json │ │ │ │ ├── resnet.onnx.engine.profile.metadata.json │ │ │ │ └── resnet.onnx.engine.timing.json │ │ │ ├── fp32 │ │ │ │ ├── resnet.onnx.engine.build.metadata.json │ │ │ │ ├── resnet.onnx.engine.graph.json │ │ │ │ ├── resnet.onnx.engine.metadata.json │ │ │ │ ├── resnet.onnx.engine.profile.json │ │ │ │ ├── resnet.onnx.engine.profile.metadata.json │ │ │ │ └── resnet.onnx.engine.timing.json │ │ │ ├── qat-residual-qgap │ │ │ │ ├── resnet-qat-residual-qgap.onnx.engine.build.metadata.json │ │ │ │ ├── resnet-qat-residual-qgap.onnx.engine.graph.json │ │ │ │ ├── resnet-qat-residual-qgap.onnx.engine.metadata.json │ │ │ │ ├── resnet-qat-residual-qgap.onnx.engine.profile.json │ │ │ │ ├── resnet-qat-residual-qgap.onnx.engine.profile.metadata.json │ │ │ │ └── resnet-qat-residual-qgap.onnx.engine.timing.json │ │ │ ├── qat-residual │ │ │ │ ├── resnet-qat-residual.onnx.engine.build.metadata.json │ │ │ │ ├── resnet-qat-residual.onnx.engine.graph.json │ │ │ │ ├── resnet-qat-residual.onnx.engine.metadata.json │ │ │ │ ├── resnet-qat-residual.onnx.engine.profile.json │ │ │ │ ├── resnet-qat-residual.onnx.engine.profile.metadata.json │ │ │ │ └── resnet-qat-residual.onnx.engine.timing.json │ │ │ └── qat │ │ │ │ ├── resnet-qat.onnx.engine.build.metadata.json │ │ │ │ ├── resnet-qat.onnx.engine.graph.json │ │ │ │ ├── resnet-qat.onnx.engine.metadata.json │ │ │ │ ├── resnet-qat.onnx.engine.profile.json │ │ │ │ ├── resnet-qat.onnx.engine.profile.metadata.json │ │ │ │ └── resnet-qat.onnx.engine.timing.json │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── example_qat_resnet18.ipynb │ │ │ ├── process_resnet.sh │ │ │ ├── qat_model.py │ │ │ ├── requirements.txt │ │ │ └── resnet_example.py │ └── tensorflow │ │ └── resnet │ │ ├── README.md │ │ ├── RTX-3090 │ │ ├── fp16 │ │ │ ├── resnet.onnx.engine.build.metadata.json │ │ │ ├── resnet.onnx.engine.graph.json │ │ │ ├── resnet.onnx.engine.profile.json │ │ │ ├── resnet.onnx.engine.profile.metadata.json │ │ │ └── resnet.onnx.engine.timing.json │ │ ├── fp32 │ │ │ ├── resnet.onnx.engine.build.metadata.json │ │ │ ├── resnet.onnx.engine.graph.json │ │ │ ├── resnet.onnx.engine.profile.json │ │ │ ├── resnet.onnx.engine.profile.metadata.json │ │ │ └── resnet.onnx.engine.timing.json │ │ └── qat │ │ │ ├── resnet-qat.onnx.engine.build.metadata.json │ │ │ ├── resnet-qat.onnx.engine.graph.json │ │ │ ├── resnet-qat.onnx.engine.profile.json │ │ │ ├── resnet-qat.onnx.engine.profile.metadata.json │ │ │ └── resnet-qat.onnx.engine.timing.json │ │ ├── process_resnet.sh │ │ └── resnet_example.py │ ├── images │ ├── trex-overview.png │ ├── trex.png │ └── trex_logo.png │ ├── install.sh │ ├── notebooks │ ├── README.md │ ├── api-examples.ipynb │ ├── compare_engines.ipynb │ ├── engine_report_card.ipynb │ └── tutorial.ipynb │ ├── requirements.txt │ ├── setup.py │ ├── tests │ ├── README.md │ ├── __init__.py │ ├── inputs │ │ ├── mobilenet.qat.onnx.engine.build.metadata.json │ │ ├── mobilenet.qat.onnx.engine.graph.json │ │ ├── mobilenet.qat.onnx.engine.profile.json │ │ ├── mobilenet.qat.onnx.engine.profile.metadata.json │ │ ├── mobilenet.qat.onnx.engine.timing.json │ │ ├── mobilenet_v2_residuals.qat.onnx.engine.build.metadata.json │ │ ├── mobilenet_v2_residuals.qat.onnx.engine.graph.json │ │ ├── mobilenet_v2_residuals.qat.onnx.engine.profile.json │ │ ├── mobilenet_v2_residuals.qat.onnx.engine.profile.metadata.json │ │ └── mobilenet_v2_residuals.qat.onnx.engine.timing.json │ ├── test_activations.py │ ├── test_compare_engines.py │ ├── test_df_preprocessing.py │ ├── test_engine_plan.py │ ├── test_layer.py │ ├── test_lint.py │ ├── test_misc.py │ ├── test_raw_preprocessing.py │ └── util.py │ ├── trex │ ├── README.md │ ├── __init__.py │ ├── activations.py │ ├── compare_engines.py │ ├── df_preprocessing.py │ ├── engine_plan.py │ ├── excel_summary.py │ ├── graphing.py │ ├── interactive.py │ ├── layer.py │ ├── lint.py │ ├── misc.py │ ├── notebook.py │ ├── parser.py │ ├── plotting.py │ ├── raw_preprocessing.py │ └── report_card.py │ └── utils │ ├── README.md │ ├── config_gpu.py │ ├── device_info.py │ ├── draw_engine.py │ ├── parse_trtexec_log.py │ └── process_engine.py ├── onnx-graphsurgeon ├── .gitignore ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── docs │ ├── _static │ │ ├── img │ │ │ └── nvlogo_white.png │ │ └── style.css │ ├── _templates │ │ └── layout.html │ ├── conf.py │ ├── exception │ │ └── toc.rst │ ├── exporters │ │ └── toc.rst │ ├── importers │ │ └── toc.rst │ ├── index.rst │ ├── ir │ │ ├── graph.rst │ │ ├── node.rst │ │ ├── tensor │ │ │ ├── constant.rst │ │ │ ├── tensor.rst │ │ │ ├── toc.rst │ │ │ └── variable.rst │ │ └── toc.rst │ └── requirements.txt ├── examples │ ├── 01_creating_a_model │ │ ├── README.md │ │ └── example.py │ ├── 02_creating_a_model_with_initializer │ │ ├── README.md │ │ └── example.py │ ├── 03_isolating_a_subgraph │ │ ├── README.md │ │ ├── generate.py │ │ └── isolate.py │ ├── 04_modifying_a_model │ │ ├── README.md │ │ ├── generate.py │ │ └── modify.py │ ├── 05_folding_constants │ │ ├── README.md │ │ ├── fold.py │ │ └── generate.py │ ├── 06_removing_nodes │ │ ├── README.md │ │ ├── generate.py │ │ └── remove.py │ ├── 07_creating_a_model_with_the_layer_api │ │ ├── README.md │ │ └── generate.py │ ├── 08_replacing_a_subgraph │ │ ├── README.md │ │ ├── generate.py │ │ └── replace.py │ ├── 09_shape_operations_with_the_layer_api │ │ ├── README.md │ │ └── generate.py │ ├── 10_dynamic_batch_size │ │ ├── README.md │ │ ├── generate.py │ │ └── modify.py │ └── resources │ │ ├── 01_test_globallppool.onnx.png │ │ ├── 02_test_conv.onnx.png │ │ ├── 03_model.onnx.png │ │ ├── 03_subgraph.onnx.png │ │ ├── 04_model.onnx.png │ │ ├── 04_modified.onnx.png │ │ ├── 05_folded.onnx.png │ │ ├── 05_model.onnx.png │ │ ├── 06_model.onnx.png │ │ ├── 06_removed.onnx.png │ │ ├── 07_model.onnx.png │ │ ├── 08_model.onnx.png │ │ ├── 08_replaced.onnx.png │ │ ├── 09_model.onnx.png │ │ ├── 10_dynamic.onnx.png │ │ └── 10_model.onnx.png ├── onnx_graphsurgeon │ ├── __init__.py │ ├── exporters │ │ ├── __init__.py │ │ ├── base_exporter.py │ │ └── onnx_exporter.py │ ├── importers │ │ ├── __init__.py │ │ ├── base_importer.py │ │ └── onnx_importer.py │ ├── ir │ │ ├── __init__.py │ │ ├── graph.py │ │ ├── node.py │ │ └── tensor.py │ ├── logger │ │ ├── __init__.py │ │ └── logger.py │ └── util │ │ ├── __init__.py │ │ ├── exception.py │ │ └── misc.py ├── setup.cfg ├── setup.py └── tests │ ├── ir │ ├── __init__.py │ └── test_graph.py │ ├── models │ ├── const_foldable.onnx │ ├── dim_param.onnx │ ├── ext_weights.data │ ├── ext_weights.onnx │ ├── identity.onnx │ ├── initializer_is_output.onnx │ ├── lstm.onnx │ ├── nested_dup_names.onnx │ ├── scan.onnx │ └── shape_cast_elision.onnx │ ├── onnx_models.py │ ├── requirements.txt │ ├── test_api.py │ ├── test_examples.py │ ├── test_exporters.py │ ├── test_importers.py │ ├── test_ir.py │ └── test_util.py ├── polygraphy-extension-trtexec ├── .gitignore ├── CHANGELOG.md ├── LICENSE.txt ├── Makefile ├── README.md ├── polygraphy_trtexec │ ├── __init__.py │ ├── args │ │ ├── __init__.py │ │ └── runner.py │ ├── backend │ │ ├── __init__.py │ │ └── runner.py │ └── export.py ├── sample.onnx ├── setup.py └── tests │ ├── __init__.py │ ├── helper.py │ ├── models │ ├── dynamic_identity.onnx │ ├── identity.onnx │ └── meta.py │ ├── requirements.txt │ ├── test_runner_args.py │ ├── test_runner_backend.py │ └── test_trtexec.py ├── pytorch-quantization ├── .coveragerc ├── .gitignore ├── .pylintrc ├── .style.yapf ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── VERSION ├── docs │ ├── Makefile │ └── source │ │ ├── _templates │ │ └── layout.html │ │ ├── calib.rst │ │ ├── conf.py │ │ ├── functional.rst │ │ ├── index.rst │ │ ├── nn.rst │ │ ├── optim.rst │ │ ├── tensor_quant.rst │ │ ├── tutorials │ │ ├── creating_custom_quantized_modules.rst │ │ └── quant_resnet50.rst │ │ ├── userguide.rst │ │ └── utils.rst ├── examples │ ├── calibrate_quant_resnet50.ipynb │ ├── finetune_quant_resnet50.ipynb │ └── torchvision │ │ ├── classification_flow.py │ │ └── models │ │ ├── __init__.py │ │ └── classification │ │ ├── __init__.py │ │ └── resnet.py ├── pytorch_quantization │ ├── __init__.py │ ├── calib │ │ ├── __init__.py │ │ ├── calibrator.py │ │ ├── histogram.py │ │ └── max.py │ ├── nn │ │ ├── __init__.py │ │ ├── _functions │ │ │ ├── __init__.py │ │ │ └── quant_rnn.py │ │ ├── functional.py │ │ └── modules │ │ │ ├── __init__.py │ │ │ ├── _utils.py │ │ │ ├── clip.py │ │ │ ├── quant_conv.py │ │ │ ├── quant_instancenorm.py │ │ │ ├── quant_linear.py │ │ │ ├── quant_pooling.py │ │ │ ├── quant_rnn.py │ │ │ └── tensor_quantizer.py │ ├── optim │ │ ├── __init__.py │ │ └── helper.py │ ├── quant_modules.py │ ├── tensor_quant.py │ └── utils │ │ ├── __init__.py │ │ ├── quant_logging.py │ │ └── reduce_amax.py ├── requirements.txt ├── setup.cfg ├── setup.py ├── src │ ├── tensor_quant.cpp │ └── tensor_quant_gpu.cu └── tests │ ├── __init__.py │ ├── calibrator_test.py │ ├── classification_flow_test.py │ ├── clip_test.py │ ├── conftest.py │ ├── fixtures │ ├── __init__.py │ └── models.py │ ├── functional_test.py │ ├── integration_test.py │ ├── license_test.py │ ├── license_test_header_cpp.txt │ ├── license_test_header_py.txt │ ├── license_test_header_sh.txt │ ├── model_test.py │ ├── optim_helper_test.py │ ├── print_test.py │ ├── quant_conv_test.py │ ├── quant_conv_transposed_test.py │ ├── quant_instancenorm_test.py │ ├── quant_linear_test.py │ ├── quant_modules_test.py │ ├── quant_pooling_test.py │ ├── quant_rnn_test.py │ ├── quant_rnn_test_vectors.pt │ ├── quant_utils_test.py │ ├── tensor_quant_test.py │ ├── tensor_quantizer_test.py │ └── utils.py └── tensorflow-quantization ├── .gitignore ├── CHANGELOG.md ├── LICENSE ├── README.md ├── VERSION ├── docs ├── Makefile ├── README.md ├── autobuild.sh ├── make.bat ├── setup_sphinx.sh └── source │ ├── bqw.rst │ ├── conf.py │ ├── cqdq.rst │ ├── docs │ ├── add_custom_qdq_cases.md │ ├── add_new_layer_support.md │ ├── assets │ │ ├── basic_example_fp32_onnx.png │ │ ├── basic_example_fp32_onnx_400px.png │ │ ├── basic_example_int8_onnx.png │ │ ├── basic_example_int8_onnx_400px.png │ │ ├── inherit_from_keras_base.png │ │ ├── inherit_from_non_weighted.png │ │ ├── inherit_from_weighted.png │ │ ├── inherited_from_base.png │ │ ├── special_qdq_base.png │ │ ├── special_qdq_customqdqcase.png │ │ ├── special_qdq_default.png │ │ └── special_qdq_qspec.png │ ├── basics.md │ ├── example_resnet50v1.ipynb │ ├── getting_started.ipynb │ ├── installation.md │ ├── intro_to_quantization.md │ ├── model_zoo.md │ └── qat.md │ ├── globals.rst │ ├── index.rst │ ├── notebooks │ ├── simple_network_quantize_full.ipynb │ ├── simple_network_quantize_partial.ipynb │ ├── simple_network_quantize_specific_class.ipynb │ └── tiny_resnet.py │ ├── qmodel.rst │ ├── qspec.rst │ └── utils.rst ├── examples ├── .gitignore ├── README.md ├── __init__.py ├── data │ ├── __init__.py │ ├── class_labels.txt │ ├── data_loader.py │ ├── imagenet_data_setup.sh │ └── test_data_loader.py ├── efficientnet │ ├── README.md │ ├── export.py │ ├── run_qat_workflow.py │ ├── test_qdq_node_placement.py │ └── utils.py ├── inception │ ├── README.md │ ├── run_qat_workflow.py │ └── test_qdq_node_placement.py ├── infer_engine.py ├── mobilenet │ ├── README.md │ ├── run_qat_workflow.py │ └── test_qdq_node_placement.py ├── requirements.txt ├── resnet │ ├── README.md │ ├── run_qat_workflow.py │ ├── scripts │ │ ├── README.md │ │ ├── deploy_engine_baseline.sh │ │ ├── deploy_engine_qat.sh │ │ └── infer_engine.sh │ ├── test_qdq_node_placement.py │ └── utils.py ├── utils.py └── 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