Upload q-learning trained agent for FrozenLake-v1-4x4-slippery
Browse files- .gitattributes +2 -0
- README.md +35 -0
- q-learning.pkl +3 -0
- replay.mp4 +3 -0
- results.json +1 -0
.gitattributes
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README.md
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---
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tags:
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- FrozenLake-v1-4x4
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- q-learning
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- reinforcement-learning
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- custom-implementation
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model-index:
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- name: q-learning-FrozenLake-v1-4x4-slippery-params-v3
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results:
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- metrics:
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- type: mean_reward
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value: 0.90 +/- 0.30
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name: mean_reward
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task:
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type: reinforcement-learning
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name: reinforcement-learning
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dataset:
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name: FrozenLake-v1-4x4
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type: FrozenLake-v1-4x4
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---
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# **Q-Learning** Agent playing **FrozenLake-v1-4x4-slippery**
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This is a trained model of a **Q-Learning** agent playing **FrozenLake-v1-4x4-slippery** .
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## Usage
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```python
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model = load_from_hub(repo_id="linker81/q-learning-FrozenLake-v1-4x4-slippery-params-v3", filename="q-learning.pkl")
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# Don't forget to check if you need to add additional attributes (is_slippery=False etc)
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env = gym.make(model["env_id"])
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evaluate_agent(env, model["max_steps"], model["n_eval_episodes"], model["qtable"], model["eval_seed"])
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```
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q-learning.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:aa654981e7d10e2e7c147f078755bc39287b24acea3507c02eb3cdd06ca38e09
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size 914
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replay.mp4
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version https://git-lfs.github.com/spec/v1
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oid sha256:d8dc46515d479514088224f57d23d5df9f31bd32b854fa67f7c48e5b2ce016a5
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size 32779
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results.json
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{"env_id": "FrozenLake-v1", "mean_reward": 0.9036144578313253, "n_eval_episodes": 100, "eval_datetime": "2022-05-22T08:03:12.226059"}
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