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#FROM jupyter/tensorflow-notebook:12460db878e3 | ||
FROM tensorflow/tensorflow:2.7.0-jupyter | ||
COPY requirements.txt ./ | ||
RUN pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple | ||
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USER root | ||
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RUN apt-get update | ||
RUN apt-get update && apt-get upgrade --yes | ||
RUN apt-get install -y python-opengl | ||
RUN apt-get install -y xvfb | ||
RUN apt-get install -y ffmpeg | ||
RUN apt-get install -y freeglut3-dev | ||
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RUN pip install pyvirtualdisplay | ||
RUN pip install dm-reverb | ||
RUN pip install jupyterlab | ||
RUN pip install imageio imageio-ffmpeg | ||
COPY requirements.txt ./ | ||
RUN pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple |
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# Agents in the `tf-agents` | ||
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## Agents | ||
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| Agent (Algorithm) | Description | TFA Module | Action Space | Release | Inventor | Related Agents (or Algorithms) | On-policy / Off-policy | | ||
| ------------------------------------------------------------ | ----------------------------------------------------- | ------------------ | -------------------- | ------- | -------- | ------------------------------------------------------------ | ---------------------- | | ||
| BehavioralCloningAgent | Behavioral Cloning | behavioral_cloning | | | | | | | ||
| CategoricalDqnAgent | Categorical DQN (C51) | categorical_dqn | | | | | | | ||
| CqlSacAgent | CQL-SAC | cql | | | | | | | ||
| DdpgAgent | Deep Deterministic Policy Gradient (DDPG) | ddpg | | | | | | | ||
| [DqnAgent](https://www.tensorflow.org/agents/api_docs/python/tf_agents/agents/DqnAgent) | Deep Q Network | dqn | Discrete | 2013 | DeepMind | | Off-policy | | ||
| [PPOAgent](https://www.tensorflow.org/agents/api_docs/python/tf_agents/agents/PPOAgent) | Proximal Policy Optimization | ppo | Discrete, Continuous | 2017 | OpenAI | ACER (Actor-Critic with Experience Replay), TRPO (Trust Region Policy Optimization) | On-policy | | ||
| [PPOClipAgent](https://www.tensorflow.org/agents/api_docs/python/tf_agents/agents/PPOClipAgent) | PPO with clipped probability ratios | ppo | | | | | | | ||
| [PPOKLPenaltyAgent](https://www.tensorflow.org/agents/api_docs/python/tf_agents/agents/PPOKLPenaltyAgent) | PPO with KL penalty loss | ppo | | | | | | | ||
| ReinforceAgent | REINFORCE | reinforce | | | | | | | ||
| SacAgent | Soft Actor Critic | sas | | | | | | | ||
| TD3 Agent | Twin Delayed Deep Deterministic policy gradient (TD3) | td3 | | | | | | | ||
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tf-agents | ||
tensorflow-probability | ||
pyglet | ||
pyglet | ||
pyvirtualdisplay | ||
dm-reverb | ||
jupyterlab | ||
imageio | ||
imageio-ffmpeg |