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6 changes: 3 additions & 3 deletions .github/copilot-instructions.md
Original file line number Diff line number Diff line change
Expand Up @@ -41,7 +41,7 @@ python src/run/single_run/train.py +trainer=TrainerDL +model=RoberteyeWord +data
```

#### Multi-Run Pipeline (Production)
1. **Model checker**: `src/run/multi_run/model_checker.sh` - runs train+test for all model/data combinations
1. **Model checker**: `run_commands/utils/model_checker.sh` - runs train+test for all model/data combinations
2. **Sweep generation**: `src/run/multi_run/sweep_wrapper.sh` - creates hyperparameter sweeps
3. **Results processing**: `raw_to_processed_results.py` → `csv_to_latex.py` for paper tables

Expand Down Expand Up @@ -80,7 +80,7 @@ bash src/data/preprocessing/get_data.sh DATASET1,DATASET2 # Specific datasets
### Model Training/Testing Pipeline
```bash
# Quick model validation (recommended for development)
bash src/run/multi_run/model_checker.sh --data_tasks CopCo_TYP --folds 0,1 --cuda 0
bash run_commands/utils/model_checker.sh --data_tasks CopCo_TYP --folds 0,1 --cuda 0

# Full evaluation pipeline
bash src/run/multi_run/test_wrapper_creator.sh # Generates test scripts
Expand Down Expand Up @@ -109,4 +109,4 @@ python src/run/multi_run/csv_to_latex.py # Generate paper tables
- `results/`: Raw trial-level results and processed benchmark tables
- `logs/`: Completed/failed run tracking for multi-run experiments

When implementing features, follow the existing factory pattern and registration decorators. The codebase emphasizes reproducibility and cross-validation rigor for eye movement research.
When implementing features, follow the existing factory pattern and registration decorators. The codebase emphasizes reproducibility and cross-validation rigor for eye movement research.
5 changes: 2 additions & 3 deletions README.md
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Expand Up @@ -169,9 +169,8 @@ results/eyebench_benchmark_results/{metric}.csv
Implement `forward()` and `shared_step()` methods.
2. Register it in:

- `src/configs/enums.py` → `ModelNames`
- `src/configs/model_args.py` → model config class
- `src/configs/config.py` → `ModelMapping`
- `src/configs/constants.py` → `DLModelNames` (or `MLModelNames` for ML models)
- `src/configs/models/dl/YourModel.py` → model config class decorated with `@register_model_config` (use `src/configs/models/ml/` for ML models)

3. Define its default parameters and search space in `src/run/multi_run/search_spaces.py`.
4. Verify integration:
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2 changes: 1 addition & 1 deletion docs/index.md
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Expand Up @@ -175,7 +175,7 @@ results/eyebench_benchmark_results/{metric}.csv
4. Verify integration:

```bash
bash src/run/multi_run/model_checker.sh
bash run_commands/utils/model_checker.sh
```

---
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