Files
foxhunt/docs/archive/deprecated_scripts/README.md
jgrusewski 3853988af7 feat(hyperopt): Complete DQN hyperopt analysis and PSO optimizer fix
- Fixed PSO budget calculation bug in ml/src/hyperopt/optimizer.rs
  - Root cause: Division by n_particles in sequential execution
  - Now correctly calculates max_iters = remaining_trials (no division)
  - Result: 50 trials complete instead of 23 (100% vs 46%)

- Added comprehensive DQN hyperopt results analysis
  - 39/50 trials analyzed across 2 RunPod deployments
  - Best hyperparameters identified: LR 4.89e-5 (ultra-low)
  - Created DQN_HYPEROPT_RESULTS_SUMMARY.md with expert validation

- GitLab CI/CD pipeline operational (48 lines fixed)
  - Fixed YAML syntax errors (unquoted colons)
  - All 7 jobs validated and working

- Warning cleanup complete (136 → 0 warnings)
  - Removed 143 lines dead code
  - Fixed visibility, unused imports, Debug traits

- Archived Wave D reports to docs/archive/
  - 8 early stopping reports moved
  - Root directory cleaned up

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-02 21:49:07 +01:00

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# Deprecated Deployment Scripts
**Archive Date**: 2025-11-02
**Reason**: Consolidated duplicate deployment scripts to reduce confusion
## Why These Scripts Were Deprecated
During the hyperopt optimization phase (Oct-Nov 2025), multiple versions of deployment scripts were created:
- `*_corrected.sh`: Fixed objective functions (validation loss → episode rewards)
- `*_batch256.sh`: Experimental batch size configurations
- `*_rtx4090_corrected.sh`: GPU-specific optimizations
- `*_completion.sh`: Intermediate test scripts
After hyperopt completion, the canonical versions were consolidated into:
- `deploy_{model}_hyperopt.sh`: Standard hyperparameter optimization
- `deploy_{model}_production.sh`: Production training with optimized hyperparameters
## Migration Guide
| Deprecated Script | Canonical Replacement |
|---|---|
| `deploy_dqn_hyperopt_corrected.sh` | `deploy_dqn_hyperopt.sh` |
| `deploy_ppo_hyperopt_corrected.sh` | `deploy_ppo_hyperopt.sh` |
| `deploy_ppo_hyperopt_completion.sh` | `deploy_ppo_hyperopt.sh` |
| `deploy_ppo_production_corrected.sh` | `deploy_ppo_production.sh` |
| `deploy_mamba2_hyperopt_batch256.sh` | `deploy_mamba2_hyperopt.sh` |
| `deploy_mamba2_hyperopt_rtx4090_corrected.sh` | `deploy_mamba2_hyperopt.sh` |
## Key Changes in Canonical Scripts
1. **DQN Hyperopt**: Uses episode rewards as objective (not validation loss)
2. **PPO Hyperopt**: Optimizes dual learning rates (policy + value)
3. **MAMBA2 Hyperopt**: Standardized batch size (no hardcoded 256)
4. **All Scripts**: Updated with historical results and best hyperparameters
## Archived Scripts
All deprecated scripts preserved here for historical reference. Do not use in production.