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Ultralytics / thop

PyTorch model profiler for computing MACs and parameter counts to measure deep learning model complexity.

GitHub: https://github.com/ultralytics/thop

https://pypi.org/project/ultralytics-thop/

CNN computer-vision deep-learning flops MACS model-comple... model-profiling neural-network parameter-count performance PyTorch transformers ultralytics

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Updated Sep 17, 2026

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Updated Sep 17, 2026