Replace decord (CPU-only pip package) with PyNvCodec which provides direct NVDEC access. Frames decode straight to GPU memory without any CPU transfer, eliminating the memory bandwidth bottleneck. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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