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examples/basic_cuda_example.py

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.. _ndecoderec_tutorial:
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TorchCodec can use supported Nvidia hardware (see support matrix here
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<https://developer.nvidia.com/video-encode-and-decode-gpu-support-matrix-new>) to speed-up
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video decoding. This is called "CUDA Decoding" and it uses Nvidia's NVDEC hardware
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decoder and CUDA kernels to respectively decompress and convert to RGB.
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TorchCodec can use supported Nvidia hardware (see support matrix
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`here <https://developer.nvidia.com/video-encode-and-decode-gpu-support-matrix-new>`) to speed-up
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video decoding. This is called "CUDA Decoding" and it uses Nvidia's
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`NVDEC hardware decoder <https://developer.nvidia.com/video-codec-sdk>`
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and CUDA kernels to respectively decompress and convert to RGB.
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CUDA Decoding can be faster than CPU Decoding for the actual decoding step and also for
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subsequent transform steps like scaling, cropping or rotating. This is because the decode step leaves
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the decoded tensor in GPU memory so the GPU doesn't have to fetch from main memory before

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