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FFmpeg/libavfilter/dnn

History

Wenbin Chen f4e0664fd1 libavfi/dnn: add LibTorch as one of DNN backend ... PyTorch is an open source machine learning framework that accelerates the path from research prototyping to production deployment. Official website: https://pytorch.org/. We call the C++ library of PyTorch as LibTorch, the same below. To build FFmpeg with LibTorch, please take following steps as reference: 1. download LibTorch C++ library in https://pytorch.org/get-started/locally/, please select C++/Java for language, and other options as your need. Please download cxx11 ABI version: (libtorch-cxx11-abi-shared-with-deps-*.zip). 2. unzip the file to your own dir, with command unzip libtorch-shared-with-deps-latest.zip -d your_dir 3. export libtorch_root/libtorch/include and libtorch_root/libtorch/include/torch/csrc/api/include to $PATH export libtorch_root/libtorch/lib/ to $LD_LIBRARY_PATH 4. config FFmpeg with ../configure --enable-libtorch \ --extra-cflag=-I/libtorch_root/libtorch/include \ --extra-cflag=-I/libtorch_root/libtorch/include/torch/csrc/api/include \ --extra-ldflags=-L/libtorch_root/libtorch/lib/ 5. make To run FFmpeg DNN inference with LibTorch backend: ./ffmpeg -i input.jpg -vf \ dnn_processing=dnn_backend=torch:model=LibTorch_model.pt -y output.jpg The LibTorch_model.pt can be generated by Python with torch.jit.script() api. https://pytorch.org/tutorials/advanced/cpp_export.html. This is pytorch official guide about how to convert and load torchscript model. Please note, torch.jit.trace() is not recommanded, since it does not support ambiguous input size. Signed-off-by: Ting Fu <ting.fu@intel.com> Signed-off-by: Wenbin Chen <wenbin.chen@intel.com> Reviewed-by: Guo Yejun <yejun.guo@intel.com>		10 months ago
..
Makefile	libavfi/dnn: add LibTorch as one of DNN backend	10 months ago
dnn_backend_common.c	libavfiter/dnn_backend_openvino: Add multiple output support	1 year ago
dnn_backend_common.h	libavfilter: Remove DNNReturnType from DNN Module	3 years ago
dnn_backend_openvino.c	all: use designated initializers for AVOption.unit	11 months ago
dnn_backend_tf.c	libavfilter/dnn_interface: use dims to represent shapes	12 months ago
dnn_backend_torch.cpp	libavfi/dnn: add LibTorch as one of DNN backend	10 months ago
dnn_interface.c	libavfi/dnn: add LibTorch as one of DNN backend	10 months ago
dnn_io_proc.c	libavfilter/dnn_interface: use dims to represent shapes	12 months ago
dnn_io_proc.h	lavfi/dnn_io_proc: Return Specific Error Codes	3 years ago
queue.c	Remove unnecessary avassert.h inclusions	4 years ago
queue.h	lavfi/dnn: Common Function to Get Async Result in DNN Backends	3 years ago
safe_queue.c	dnn/queue: remove prefix FF for Queue and SafeQueue	4 years ago
safe_queue.h	lavfi/dnn/safe_queue.h: Add Documentation to SafeQueue	4 years ago