├── .clang-format ├── .github ├── conda │ └── build-environment.yml └── workflows │ └── ci.yml ├── .gitignore ├── .gitmodules ├── CMakeLists.txt ├── LICENSE ├── NOTICE ├── README.md ├── VERSION ├── art ├── .gitignore ├── CMakeLists.txt ├── cmake │ ├── SomeTools.cmake │ └── module.cmake ├── config.cmake.in ├── include │ └── art │ │ ├── compat.h │ │ ├── data_type.h │ │ ├── log.h │ │ ├── mem.h │ │ ├── module.h │ │ ├── op.h │ │ ├── op_settings.h │ │ ├── op_tp.h │ │ ├── parade.h │ │ ├── profiler.h │ │ ├── profiler.hpp │ │ ├── serialize.h │ │ ├── settings.h │ │ ├── settings_helper.h │ │ ├── tensor.h │ │ ├── timer.h │ │ ├── transform.h │ │ └── workspace.h ├── makefiles │ ├── Makefile.general │ ├── common.mk │ ├── install.mk │ └── toolchain.mk ├── modules │ ├── cuda │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── include │ │ │ └── art │ │ │ │ └── cuda │ │ │ │ ├── cuda_mem.h │ │ │ │ ├── cuda_module.h │ │ │ │ ├── cuda_op_settings.h │ │ │ │ ├── cuda_op_tp.h │ │ │ │ ├── cuda_ops.h │ │ │ │ └── cuda_ws_settings.h │ │ └── src │ │ │ ├── cuda_mem.cpp │ │ │ ├── cuda_module.c │ │ │ ├── cuda_workspace.h │ │ │ └── op │ │ │ ├── abs.cu │ │ │ ├── add.cu │ │ │ ├── add_div_clip_cast.cu │ │ │ ├── batchnorm.cu │ │ │ ├── bn.cu │ │ │ ├── cast.cu │ │ │ ├── clip.cu │ │ │ ├── clip_cast.cu │ │ │ ├── concat.cu │ │ │ ├── conv_2d.cu │ │ │ ├── conv_nd.cu │ │ │ ├── correlation.cu │ │ │ ├── deconv_2d.cu │ │ │ ├── deform_conv_2d.cu │ │ │ ├── div.cu │ │ │ ├── eltwise.cu │ │ │ ├── elu.cu │ │ │ ├── erf.cu │ │ │ ├── exp.cu │ │ │ ├── grid_sample.cu │ │ │ ├── hardsigmoid.cu │ │ │ ├── heatmap2coord.cu │ │ │ ├── hswish.cu │ │ │ ├── instancenorm.cu │ │ │ ├── interp.cu │ │ │ ├── ip.cu │ │ │ ├── log.cu │ │ │ ├── lpnormalization.cu │ │ │ ├── lstm.cu │ │ │ ├── matmul.cu │ │ │ ├── mul.cu │ │ │ ├── pad.cu │ │ │ ├── podroialignpooling.cu │ │ │ ├── pool.cu │ │ │ ├── pow.cu │ │ │ ├── prelu.cu │ │ │ ├── psroialignpooling.cu │ │ │ ├── psroimaskpooling.cu │ │ │ ├── psroipooling.cu │ │ │ ├── quant_dequant.cu │ │ │ ├── reduce_l2.cu │ │ │ ├── reduce_max.cu │ │ │ ├── reduce_mean.cu │ │ │ ├── reduce_min.cu │ │ │ ├── reduce_prod.cu │ │ │ ├── reduce_sum.cu │ │ │ ├── relu.cu │ │ │ ├── relu6.cu │ │ │ ├── reshape.cu │ │ │ ├── roialignpooling.cu │ │ │ ├── roipooling.cu │ │ │ ├── scatternd.cu │ │ │ ├── sigmoid.cu │ │ │ ├── slice.cu │ │ │ ├── softmax.cu │ │ │ ├── sub.cu │ │ │ ├── subpixel.cu │ │ │ ├── tanh.cu │ │ │ ├── transpose.cu │ │ │ └── unfold.cu │ ├── cuda_quant │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── include │ │ │ └── art │ │ │ │ └── cuda_quant │ │ │ │ ├── conv │ │ │ │ ├── int4 │ │ │ │ │ ├── turing_indirect_conv_wmma_int4_ldg16_K128.cuh │ │ │ │ │ ├── turing_indirect_conv_wmma_int4_ldg16_K256.cuh │ │ │ │ │ ├── turing_indirect_conv_wmma_int4_ldg16_K32.cuh │ │ │ │ │ └── turing_indirect_conv_wmma_int4_ldg16_K64.cuh │ │ │ │ ├── int8 │ │ │ │ │ ├── turing_indirect_conv_wmma_int8_ldg16_K128.cuh │ │ │ │ │ ├── turing_indirect_conv_wmma_int8_ldg16_K256.cuh │ │ │ │ │ ├── turing_indirect_conv_wmma_int8_ldg16_K32.cuh │ │ │ │ │ └── turing_indirect_conv_wmma_int8_ldg16_K64.cuh │ │ │ │ └── turing_indirect_conv_help.cuh │ │ │ │ ├── cuda_quant_mem.h │ │ │ │ ├── cuda_quant_module.h │ │ │ │ ├── cuda_quant_op_settings.h │ │ │ │ ├── cuda_quant_op_tp.h │ │ │ │ ├── cuda_quant_ops.h │ │ │ │ └── cuda_quant_ws_settings.h │ │ └── src │ │ │ ├── conv │ │ │ ├── conv_int4_template_table.cuh │ │ │ └── conv_int8_template_table.cuh │ │ │ ├── cuda_quant_mem.cpp │ │ │ ├── cuda_quant_module.c │ │ │ ├── cuda_quant_workspace.h │ │ │ ├── cuda_timer.h │ │ │ ├── op │ │ │ ├── conv_2d_quant.cu │ │ │ ├── conv_2d_quant.cuh │ │ │ ├── conv_2d_quant_int4_impl.cu │ │ │ ├── conv_2d_quant_int8_impl.cu │ │ │ ├── dequantize.c │ │ │ ├── dequantize.h │ │ │ ├── eltwise.cu │ │ │ ├── pool.cu │ │ │ ├── pool_impl.cuh │ │ │ ├── quantize.c │ │ │ ├── quantize.h │ │ │ └── relu.cu │ │ │ └── utils │ │ │ ├── cuda_quant_helper.cu │ │ │ └── cuda_quant_helper.cuh │ ├── default │ │ ├── include │ │ │ └── art │ │ │ │ └── default │ │ │ │ ├── default_module.h │ │ │ │ ├── default_op_settings.h │ │ │ │ ├── default_op_tp.h │ │ │ │ └── default_ops.h │ │ └── src │ │ │ ├── default_module.c │ │ │ ├── op │ │ │ ├── abs.cpp │ │ │ ├── add.cpp │ │ │ ├── add_div_clip_cast.cpp │ │ │ ├── argmax.c │ │ │ ├── batchnorm.c │ │ │ ├── bilateralslice.c │ │ │ ├── bn.c │ │ │ ├── cast.cpp │ │ │ ├── clip.cpp │ │ │ ├── clip_cast.cpp │ │ │ ├── concat.c │ │ │ ├── conv_2d.cpp │ │ │ ├── conv_2d_wino.cpp │ │ │ ├── conv_nd.cpp │ │ │ ├── correlation.cpp │ │ │ ├── correlation1d.cpp │ │ │ ├── deconv_2d.cpp │ │ │ ├── deform_conv_2d.cpp │ │ │ ├── div.cpp │ │ │ ├── eltwise.c │ │ │ ├── elu.cpp │ │ │ ├── erf.c │ │ │ ├── exchange.c │ │ │ ├── exp.c │ │ │ ├── floor.c │ │ │ ├── gather.cpp │ │ │ ├── grid_sample.c │ │ │ ├── hardsigmoid.c │ │ │ ├── heatmap2coord.c │ │ │ ├── hswish.c │ │ │ ├── instancenorm.c │ │ │ ├── interp.c │ │ │ ├── ip.cpp │ │ │ ├── log.c │ │ │ ├── lpnormalization.c │ │ │ ├── lrn.c │ │ │ ├── lstm.cpp │ │ │ ├── matmul.cpp │ │ │ ├── min.cpp │ │ │ ├── mul.cpp │ │ │ ├── pad.c │ │ │ ├── podroialignpooling.c │ │ │ ├── pool.c │ │ │ ├── pow.c │ │ │ ├── prelu.c │ │ │ ├── psroialignpooling.c │ │ │ ├── psroimaskpooling.c │ │ │ ├── psroipooling.c │ │ │ ├── quant_dequant.c │ │ │ ├── read_output.c │ │ │ ├── read_output.h │ │ │ ├── reduce_l2.c │ │ │ ├── reduce_max.c │ │ │ ├── reduce_mean.c │ │ │ ├── reduce_min.c │ │ │ ├── reduce_prod.c │ │ │ ├── reduce_sum.c │ │ │ ├── relu.cpp │ │ │ ├── relu6.c │ │ │ ├── reshape.c │ │ │ ├── roialignpooling.c │ │ │ ├── roipooling.c │ │ │ ├── roundto0.c │ │ │ ├── scale.c │ │ │ ├── scatternd.c │ │ │ ├── shufflechannel.c │ │ │ ├── sigmoid.c │ │ │ ├── sign.cpp │ │ │ ├── slice.c │ │ │ ├── softmax.c │ │ │ ├── sqrt.c │ │ │ ├── sub.cpp │ │ │ ├── subpixel.c │ │ │ ├── tanh.c │ │ │ ├── topk.c │ │ │ ├── transpose.c │ │ │ ├── unfold.cpp │ │ │ ├── upsample.c │ │ │ ├── write_input.c │ │ │ └── write_input.h │ │ │ └── utils │ │ │ ├── im2col.hpp │ │ │ ├── sgemm.hpp │ │ │ ├── utils.c │ │ │ └── utils.h │ ├── quant │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── include │ │ │ └── art │ │ │ │ └── quant │ │ │ │ ├── quant_helper.h │ │ │ │ ├── quant_mem.h │ │ │ │ ├── quant_module.h │ │ │ │ ├── quant_op_settings.h │ │ │ │ ├── quant_op_tp.h │ │ │ │ └── quant_ops.h │ │ └── src │ │ │ ├── gemm │ │ │ ├── default │ │ │ │ └── gemm.c │ │ │ ├── gemm.h │ │ │ ├── int2 │ │ │ │ └── gemm.c │ │ │ ├── int3 │ │ │ │ └── gemm.c │ │ │ ├── int4 │ │ │ │ └── gemm.c │ │ │ ├── int6 │ │ │ │ └── gemm.c │ │ │ └── int7 │ │ │ │ └── gemm.c │ │ │ ├── op │ │ │ ├── add.c │ │ │ ├── bilateralslice.c │ │ │ ├── concat.c │ │ │ ├── conv_2d.c │ │ │ ├── conv_2d.h │ │ │ ├── conv_2d_int8_impl.c │ │ │ ├── conv_2d_uint8_impl.c │ │ │ ├── conv_2d_wino.c │ │ │ ├── conv_2d_wino.h │ │ │ ├── conv_2d_wino_int8_impl.c │ │ │ ├── deconv_2d.cpp │ │ │ ├── dequantize.c │ │ │ ├── dequantize.h │ │ │ ├── eltwise.c │ │ │ ├── interp.c │ │ │ ├── ip.cpp │ │ │ ├── pool.c │ │ │ ├── prelu.c │ │ │ ├── quantize.c │ │ │ ├── quantize.h │ │ │ ├── relu.c │ │ │ └── softmax.c │ │ │ ├── quant_module.c │ │ │ ├── quant_workspace.h │ │ │ └── utils │ │ │ ├── im2col.cpp │ │ │ ├── im2col.h │ │ │ ├── utils.c │ │ │ ├── utils.h │ │ │ ├── winograd.c │ │ │ └── winograd.h │ └── tensorrt │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── include │ │ └── art │ │ │ └── tensorrt │ │ │ ├── cuda_mem.h │ │ │ ├── tensorrt_module.h │ │ │ ├── tensorrt_op_settings.h │ │ │ ├── tensorrt_op_tp.h │ │ │ ├── tensorrt_ops.h │ │ │ ├── tensorrt_workspace.h │ │ │ └── tensorrt_ws_settings.h │ │ └── src │ │ ├── cuda_mem.cpp │ │ ├── op │ │ └── net.cpp │ │ └── tensorrt_module.c ├── src │ ├── _compat.c │ ├── data_type.c │ ├── mem.c │ ├── module.c │ ├── op.c │ ├── parade.c │ ├── parade_impl.h │ ├── profiler.cpp │ ├── serialize.c │ ├── serialize_impl.h │ ├── serialize_v1.c │ ├── serialize_v2.c │ ├── settings.c │ └── tensor.c └── test │ ├── Makefile │ └── main.c ├── cmake ├── cross_aarch64.cmake └── version.cmake ├── docker └── Dockerfile ├── examples ├── 00-model-conversion-and-inference │ ├── .gitignore │ ├── README.md │ ├── data │ │ ├── drum.jpg │ │ └── imagenet_classes.txt │ ├── model_conversion.ipynb │ ├── model_conversion.py │ ├── run_inference.ipynb │ └── run_inference.py └── 01-nart-case-cpu-example │ ├── .gitignore │ ├── CMakeLists.txt │ ├── run_test.sh │ └── src │ ├── compare.py │ ├── gen_data.py │ └── main.c ├── include ├── fake.h ├── fakes.h ├── float_type.h ├── parser │ ├── caffe_parser.h │ ├── caffe_parser_quant.h │ └── parser.h └── version.h ├── proto ├── CMakeLists.txt ├── Makefile └── caffe.proto ├── python ├── .gitignore ├── CMakeLists.txt ├── docs │ ├── Makefile │ ├── conf.py │ ├── faq │ │ └── index.rst │ ├── index.rst │ ├── make.bat │ ├── package_ref │ │ ├── core_art.rst │ │ ├── core_graph.rst │ │ ├── core_net.rst │ │ ├── modules.rst │ │ ├── ops.rst │ │ ├── passes.rst │ │ ├── utils.rst │ │ └── utils_caffe.rst │ └── tutorial │ │ ├── onnx.rst │ │ ├── switch.rst │ │ ├── switch │ │ ├── cuda_quant.rst │ │ ├── examples │ │ │ ├── cuda_quant.sh │ │ │ ├── cuda_quant_config.json │ │ │ ├── cuda_quant_qparams.json │ │ │ ├── tensorrt.sh │ │ │ ├── tensorrt2.sh │ │ │ ├── tensorrt_cfg.json │ │ │ └── tensorrt_quant_cfg.json │ │ └── tensorrt.rst │ │ └── tools.rst ├── nart │ ├── __init__.py │ ├── art │ │ ├── README.md │ │ ├── __init__.py │ │ └── libmodules │ │ │ └── __init__.py │ ├── asym_kl.py │ ├── caffe2onnx.py │ ├── calibrator.py │ ├── core │ │ ├── __init__.py │ │ ├── art │ │ │ ├── Dtype.py │ │ │ ├── FakeOp.py │ │ │ ├── FakeParade.py │ │ │ ├── FakeTensor.py │ │ │ ├── Fakes.py │ │ │ ├── Proxy.py │ │ │ ├── __init__.py │ │ │ └── calibrator.py │ │ ├── context.py │ │ ├── graph.py │ │ ├── match_utils.py │ │ └── net.py │ ├── mixnet2nart.py │ ├── modules │ │ ├── __init__.py │ │ ├── cuda.py │ │ ├── cuda_quant.py │ │ ├── default.py │ │ ├── net_parser.py │ │ ├── parser.py │ │ ├── quant.py │ │ ├── tensorrt.py │ │ └── trt_utils │ │ │ ├── __init__.py │ │ │ ├── activation.py │ │ │ ├── argmax.py │ │ │ ├── batch_norm.py │ │ │ ├── calibrator.py │ │ │ ├── cast.py │ │ │ ├── concat.py │ │ │ ├── constant.py │ │ │ ├── conv.py │ │ │ ├── conv_transpose.py │ │ │ ├── depth_to_space.py │ │ │ ├── element_wise.py │ │ │ ├── environment.py │ │ │ ├── expand.py │ │ │ ├── gather.py │ │ │ ├── gemm.py │ │ │ ├── global_pooling.py │ │ │ ├── matmul.py │ │ │ ├── parse_utils.py │ │ │ ├── passes.py │ │ │ ├── pooling.py │ │ │ ├── prelu.py │ │ │ ├── reduce.py │ │ │ ├── reshape.py │ │ │ ├── resize.py │ │ │ ├── shape.py │ │ │ ├── shuffle_channel.py │ │ │ ├── slice_.py │ │ │ ├── softmax.py │ │ │ ├── split.py │ │ │ ├── topk.py │ │ │ ├── transpose.py │ │ │ ├── unary.py │ │ │ └── upsample.py │ ├── onnx2caffe.py │ ├── ops │ │ ├── __init__.py │ │ ├── op.py │ │ └── post_proc.py │ ├── passes │ │ ├── __init__.py │ │ ├── conv_fuser.py │ │ ├── extract_caffe_ops.py │ │ ├── gemm_fuser.py │ │ ├── misc.py │ │ ├── simplify.py │ │ ├── split_caffe_ops.py │ │ └── standardize_onnx_ops.py │ ├── proto │ │ ├── .gitignore │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── __init__.py │ │ └── nart_caffe.proto │ ├── switch.py │ ├── tools │ │ ├── __init__.py │ │ ├── caffe │ │ │ ├── __init__.py │ │ │ ├── convert.py │ │ │ ├── count.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── graph.py │ │ ├── io.py │ │ ├── onnx2tf.py │ │ ├── proto │ │ │ └── __init__.py │ │ ├── pytorch │ │ │ ├── __init__.py │ │ │ ├── convert.py │ │ │ ├── layer_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── axpy.py │ │ │ │ ├── batchnorm.py │ │ │ │ ├── bn.py │ │ │ │ ├── clip.py │ │ │ │ ├── concat.py │ │ │ │ ├── convolution.py │ │ │ │ ├── correlation.py │ │ │ │ ├── correlation1d.py │ │ │ │ ├── deconvolution.py │ │ │ │ ├── deformconvolution.py │ │ │ │ ├── dropout.py │ │ │ │ ├── dummy_data.py │ │ │ │ ├── eltwise.py │ │ │ │ ├── groupnorm.py │ │ │ │ ├── holeconvolution.py │ │ │ │ ├── inner_product.py │ │ │ │ ├── interp.py │ │ │ │ ├── layer.py │ │ │ │ ├── lstm_unit.py │ │ │ │ ├── nninterp.py │ │ │ │ ├── pad.py │ │ │ │ ├── podroialignpooling.py │ │ │ │ ├── pooling.py │ │ │ │ ├── prelu.py │ │ │ │ ├── psroimaskpooling.py │ │ │ │ ├── psroipooling.py │ │ │ │ ├── reduce.py │ │ │ │ ├── relu.py │ │ │ │ ├── relu6.py │ │ │ │ ├── reshape.py │ │ │ │ ├── reverse.py │ │ │ │ ├── roialignpooling.py │ │ │ │ ├── roipool.py │ │ │ │ ├── scale.py │ │ │ │ ├── shuffle_channel.py │ │ │ │ ├── sigmoid.py │ │ │ │ ├── slgrnn.py │ │ │ │ ├── slice.py │ │ │ │ ├── sllstm.py │ │ │ │ ├── softmax.py │ │ │ │ ├── tanh.py │ │ │ │ ├── transpose.py │ │ │ │ └── unknown.py │ │ │ ├── match_chain.py │ │ │ ├── module_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── pytorch0_3 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── activation.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── functional.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── symbolic.py │ │ │ │ │ └── upsample.py │ │ │ │ ├── pytorch0_4_0 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── group_norm.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── split.py │ │ │ │ │ ├── symbolic.py │ │ │ │ │ └── upsample.py │ │ │ │ ├── pytorch0_4_1 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── group_norm.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── interpolate.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── split.py │ │ │ │ │ └── symbolic.py │ │ │ │ ├── pytorch1_0 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── group_norm.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── interpolate.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── split.py │ │ │ │ │ └── symbolic.py │ │ │ │ ├── pytorch1_1 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── group_norm.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── interpolate.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── split.py │ │ │ │ │ └── symbolic.py │ │ │ │ ├── pytorch1_3 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── group_norm.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── interpolate.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── split.py │ │ │ │ │ └── symbolic_opset9.py │ │ │ │ ├── pytorch1_5 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── group_norm.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── interpolate.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── split.py │ │ │ │ │ └── symbolic_opset9.py │ │ │ │ └── pytorch1_8 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deform.py │ │ │ │ │ ├── flip.py │ │ │ │ │ ├── group_norm.py │ │ │ │ │ ├── gru.py │ │ │ │ │ ├── interpolate.py │ │ │ │ │ ├── jit.py │ │ │ │ │ ├── lstm.py │ │ │ │ │ ├── lstmcell.py │ │ │ │ │ ├── split.py │ │ │ │ │ └── symbolic_opset9.py │ │ │ ├── network_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── axpy.py │ │ │ │ ├── batchnorm.py │ │ │ │ ├── common.py │ │ │ │ ├── concat.py │ │ │ │ ├── convolution.py │ │ │ │ ├── deconvolution.py │ │ │ │ ├── dropout.py │ │ │ │ ├── eltwise.py │ │ │ │ ├── expand.py │ │ │ │ ├── linear.py │ │ │ │ ├── lstm_unit.py │ │ │ │ ├── network.py │ │ │ │ ├── reshape.py │ │ │ │ ├── shuffle_channel.py │ │ │ │ ├── slgrnn.py │ │ │ │ ├── slice.py │ │ │ │ ├── sllstm.py │ │ │ │ ├── unknown.py │ │ │ │ └── upsample.py │ │ │ ├── onnx_utils │ │ │ │ └── __init__.py │ │ │ ├── test_utils │ │ │ │ ├── axpy.py │ │ │ │ ├── batchnorm.py │ │ │ │ ├── concat.py │ │ │ │ ├── convolution.py │ │ │ │ ├── deconvolution.py │ │ │ │ ├── dropout.py │ │ │ │ ├── eltwise.py │ │ │ │ ├── groupnorm.py │ │ │ │ ├── holeconvolution.py │ │ │ │ ├── inner_product.py │ │ │ │ ├── interp.py │ │ │ │ ├── layer.py │ │ │ │ ├── lstm_unit.py │ │ │ │ ├── nninterp.py │ │ │ │ ├── pixel_shuffle.py │ │ │ │ ├── pooling.py │ │ │ │ ├── prelu.py │ │ │ │ ├── relu.py │ │ │ │ ├── relu6.py │ │ │ │ ├── reshape.py │ │ │ │ ├── scale.py │ │ │ │ ├── shuffle_channel.py │ │ │ │ ├── sigmoid.py │ │ │ │ ├── slgrnn.py │ │ │ │ ├── slice.py │ │ │ │ ├── sllstm.py │ │ │ │ ├── softmax.py │ │ │ │ ├── tanh.py │ │ │ │ └── transpose.py │ │ │ └── trace_graph.py │ │ ├── server.py │ │ └── tf2onnx.py │ └── utils │ │ ├── __init__.py │ │ ├── alter │ │ ├── __init__.py │ │ └── caffe.py │ │ ├── caffe_utils │ │ ├── __init__.py │ │ ├── caffe_builder.py │ │ ├── caffe_helper.py │ │ ├── caffe_to_onnx.py │ │ └── onnx_to_caffe.py │ │ ├── data_generator.py │ │ ├── onnx_utils │ │ ├── __init__.py │ │ ├── onnx_builder.py │ │ └── onnx_map.py │ │ ├── passes │ │ └── __init__.py │ │ ├── remote_run.py │ │ ├── splitter.py │ │ └── utils.py ├── requirements.txt ├── setup.py ├── src │ ├── art │ │ ├── module.cpp │ │ └── module.h │ └── nart │ │ ├── module.cpp │ │ ├── proxy.cpp │ │ ├── proxy.h │ │ ├── python_fakes.cpp │ │ ├── python_fakes.h │ │ ├── symbol.cpp │ │ └── symbol.h └── tests │ ├── __init__.py │ ├── model │ ├── test.model │ └── test.prototxt │ ├── test_DataGenerator.py │ ├── test_api.py │ ├── test_ops │ ├── __init__.py │ ├── test_op_cuda.py │ └── test_op_default.py │ ├── test_passes │ ├── __init__.py │ ├── pass_test_unit.py │ ├── test_conv_merging.py │ ├── test_gemm_merging.py │ └── test_merge_batch_norm_scale.py │ └── test_utils │ ├── __init__.py │ ├── argmax.py │ ├── batchnorm.py │ ├── concat.py │ ├── convolution.py │ ├── deconvolution.py │ ├── dropout.py │ ├── eltwise.py │ ├── groupnorm.py │ ├── holeconvolution.py │ ├── inner_product.py │ ├── interp.py │ ├── layer.py │ ├── lstm_unit.py │ ├── nninterp.py │ ├── pixel_shuffle.py │ ├── pooling.py │ ├── prelu.py │ ├── relu.py │ ├── relu6.py │ ├── reshape.py │ ├── scale.py │ ├── shuffle_channel.py │ ├── sigmoid.py │ ├── slgrnn.py │ ├── slice.py │ ├── sllstm.py │ ├── softmax.py │ ├── tanh.py │ └── transpose.py ├── src ├── fake.cpp ├── fakes.cpp ├── parser │ └── caffe_parser.cpp ├── serialize.cpp └── serialize.h ├── tools ├── .gitignore ├── CMakeLists.txt └── promark.cpp └── version.mk /.clang-format: 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