Files
foxhunt/archive/scripts/monitor_ppo_hyperopt_pod.sh
jgrusewski 2df1ea92e1 feat(ml): WAVE 29 DQN Codebase Cleanup & Refactoring Campaign
BREAKING CHANGES:
- Removed orphaned dqn.rs monolithic trainer (4,975 lines)
- Removed orphaned dqn_ensemble.rs module (816 lines)
- Removed orphaned tft.rs and tft_complete_int8_integration_test.rs
- TFT trainer split into modular directory structure

DQN Module Refactoring:
- Split trainers/dqn.rs into modular structure (config.rs, statistics.rs, trainer.rs)
- Fixed hyperopt 39D search space (continuous params only)
- Boolean flags (use_dueling, use_double_dqn, use_per, use_noisy_nets) are now FIXED architectural decisions
- use_distributional defaults to false (Candle BUG #36 - scatter_add gradient issues)

Clean Module Structure:
- ml/src/trainers/dqn/ directory with proper mod.rs exports
- ml/src/trainers/tft/ directory with config.rs, types.rs, model.rs, trainer.rs, tests.rs
- All P0 features validated: TD-error clamping, batch diversity, LR scheduler, priority staleness

Documentation:
- Added comprehensive docs in docs/codebase-cleanup/
- ADR-001 for DQN refactoring decisions
- Rainbow DQN component matrix and quick reference guides

Build Status: Compiles with zero errors

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

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-27 23:46:13 +01:00

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#!/bin/bash
# Monitor PPO Hyperopt Pod Logs
# Usage: ./monitor_ppo_hyperopt_pod.sh <pod_id>
if [ -z "$1" ]; then
echo "ERROR: Missing pod_id argument"
echo "Usage: ./monitor_ppo_hyperopt_pod.sh <pod_id>"
exit 1
fi
POD_ID=$1
source .env.runpod
echo "Monitoring PPO Hyperopt Pod: $POD_ID"
echo "Press Ctrl+C to stop"
echo ""
while true; do
curl -s -X GET "https://rest.runpod.io/v1/pods/${POD_ID}" \
-H "Authorization: Bearer ${RUNPOD_API_KEY}" | jq -r '.logs // "No logs yet"'
sleep 10
done