# 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All deprecated scripts preserved here for historical reference.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.