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@ -45,6 +45,9 @@ For detailed instructions on how to use the project, please refer to the **[API
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3. **Simulate a trained model:**
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See [Simulation & Evaluation](docs/api/simulation.md).
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4. **Compare fault tolerance of models:**
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See [Checkpoint & Model Evaluation](docs/api/evaluation.md)
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## HPC
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See **[docs/HPC.md](docs/HPC.md)** for the full guide, including environment setup, cluster selection, interactive debugging, and job submission.
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@ -1,6 +1,6 @@
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# Documentation
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## Design & architecture ([`/design`](./design/))
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## Design & architecture (`/design`)
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If you are interested in the "why did you do it like this?"
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@ -11,7 +11,7 @@ If you are interested in the "why did you do it like this?"
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- [Learning algorithm](./design/learning_algorithm.md): RL techniques, i.e. PPO.
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- [Reward function](./design/learning_algorithm.md): Goals, fitness tracking, and reward structures.
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## API reference ([`/api`](./api/))
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## API reference (`/api`)
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If you are interested in the "how do I use it?"
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@ -19,3 +19,5 @@ If you are interested in the "how do I use it?"
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- [Tracking & Monitoring](./api/tracking.md): Setting up WandB and TensorBoard to monitor runs.
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- [Simulation](./api/simulation.md): Visualizing and evaluating models.
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- [Environment](./api/environment.md): MuJoCo environment interaction and configuration.
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- [Analysis](./api/analysis.md): Comparing checkpoints and generating plots.
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- [Evaluation](./api/evaluation.md): Evaluating checkpoints and comparing fault tolerance.
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@ -15,7 +15,7 @@ python scripts/train.py evaluation.evaluate_checkpoints=true evaluation.eval_max
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Results are saved to `runs/<run_dir>/metrics/checkpoint_evaluation.csv` and synced to Weights & Biases if enabled.
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## Cross-Model & Defect Tolerance Analysis
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## Cross-Model & Fault Tolerance Analysis
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To measure how well different controllers handle damage (amputations), use `scripts/compare_models.py`. This script performs a grid search over models x morphologies.
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