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* Change feature extraction for pre-activation nets (NFNets, ResNetV2) to return features before activation.
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* Tested with PyTorch 1.8 release. Updated CI to use 1.8.
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* Benchmarked several arch on RTX 3090, Titan RTX, and V100 across 1.7.1, 1.8, NGC 20.12, and 21.02. Some interesting performance variations to take note of https://gist.github.com/rwightman/bb59f9e245162cee0e38bd66bd8cd77f
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### Feb 18, 2021
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* Add pretrained weights and model variants for NFNet-F* models from [DeepMind Haiku impl](https://github.com/deepmind/deepmind-research/tree/master/nfnets).
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