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+ ---
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+ tags:
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - decision-transformer
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+ - gym-continous-control
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+
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+ ---
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+ # Decision Transformer model trained on medium-replay trajectories sampled from the Gym HalfCheetah environment
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+ This is a trained [Decision Transformer](https://arxiv.org/abs/2106.01345) model trained on medium-replay trajectories sampled from the Gym Hopper environment
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+
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+ <video src="https://huggingface.co/edbeeching/decision-transformer-gym-halfcheetah-medium-replay/resolve/main/halfcheetah-medium-replay.mp4" controls autoplay loop></video>
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+ The following normlization coeficients are required to use this model:
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+
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+ mean = [-0.12880704, 0.37381196, -0.14995988, -0.23479079, -0.28412786, -0.13096535, -0.20157982, -0.06517727, 3.4768248, -0.02785066, -0.01503525, 0.07697279, 0.01266712, 0.0273253, 0.02316425, 0.01043872, -0.01583941]
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+
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+ std = [0.17019016, 1.2844249, 0.33442774, 0.36727592, 0.26092398, 0.4784107, 0.31814206 ,0.33552638, 2.0931616, 0.80374336, 1.9044334, 6.57321, 7.5728636, 5.0697494, 9.105554, 6.0856543, 7.253004, 5]
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+ See our [Blog Post](https://colab.research.google.com/drive/1K3UuajwoPY1MzRKNkONNRS3gS5DxZ-qF?usp=sharing), [Colab notebook](https://colab.research.google.com/drive/1K3UuajwoPY1MzRKNkONNRS3gS5DxZ-qF?usp=sharing) or [Example Script](https://github.com/huggingface/transformers/tree/main/examples/research_projects/decision_transformer) for usage.