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Uploading flowers-team/TA_ALP-GMM_SAC_fish_s37
Browse files- README.md +56 -0
- group1-shard1of1.bin +3 -0
- model.json +1 -0
- ta-config.json +1 -0
README.md
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---
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tags:
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- sac
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- deep-reinforcement-learning
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- reinforcement-learning
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- teach-my-agent-parkour
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model-index:
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- name: ALP-GMM_SAC_fish_s37
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results:
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- metrics:
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- type: mean_reward
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value: 242.06 +/- 143.71
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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: teach-my-agent-parkour
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type: teach-my-agent-parkour
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---
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# Deep RL Agent Playing TeachMyAgent's parkour.
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You can find more info about TeachMyAgent [here](https://developmentalsystems.org/TeachMyAgent/).
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Results of our benchmark can be found in our [paper](https://arxiv.org/pdf/2103.09815.pdf).
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You can test this policy [here](https://huggingface.co/spaces/flowers-team/Interactive_DeepRL_Demo)
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## Results
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Percentage of mastered tasks (i.e. reward >= 230) after 20 millions steps on the Parkour track.
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Results shown are averages over 16 seeds along with the standard deviation for each morphology as well as the aggregation of the 48 seeds in the *Overall* column.
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We highlight the best results in bold.
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| Algorithm | BipedalWalker | Fish | Climber | Overall |
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|---------------|----------------|---------------|--------------|---------------|
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| Random | 27.25 (± 10.7) | 23.6 (± 21.3) | 0.0 (± 0.0) | 16.9 (± 18.3) |
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| ADR | 14.7 (± 19.4) | 5.3 (± 20.6) | 0.0 (± 0.0) | 6.7 (± 17.4) |
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| ALP-GMM | **42.7** (± 11.2) | 36.1 (± 28.5) | 0.4 (± 1.2) | **26.4** (± 25.7) |
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| Covar-GMM | 35.7 (± 15.9) | 29.9 (± 27.9) | 0.5 (± 1.9) | 22.1 (± 24.2) |
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| GoalGAN | 25.4 (± 24.7) | 34.7 ± 37.0) | 0.8 (± 2.7) | 20.3 (± 29.5) |
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| RIAC | 31.2 (± 8.2) | **37.4** (± 25.4) | 0.4 (± 1.4) | 23.0 (± 22.4) |
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| SPDL | 30.6 (± 22.8) | 9.0 (± 24.2) | **1.0** (± 3.4) | 13.5 (± 23.0) |
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| Setter-Solver | 28.75 (± 20.7) | 5.1 (± 7.6) | 0.0 (± 0.0) | 11.3 (± 17.9) |
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# Hyperparameters
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```python
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{'student': 'SAC'
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'environment': 'parkour'
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'training_steps': 20000000
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'n_evaluation_tasks': 100
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'teacher': 'ALP-GMM'
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'morphology': 'fish'}
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```
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group1-shard1of1.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:d752c0e0b5c52675c0329657299160c6eae65a3d3fa834f770bef34e8daea8e3
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size 2200460
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model.json
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"float32"}]}]}
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ta-config.json
ADDED
@@ -0,0 +1 @@
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1 |
+
{"seed": 37, "name": "ALP-GMM_SAC_fish_s37"}
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