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jgrusewski c6ce6938b6 feat: Complete DQN production optimization suite 
Agent 1 - Verbose Evaluation Logging:
- Add EVAL_METRICS logging (Sharpe, Sortino, Calmar, Omega, win rate, drawdown)
- Add REWARD_STATS every 10 epochs (mean, std, min/max, non-zero %)
- Add RISK_METRICS (VaR, CVaR, beta, alpha, info ratio)
- Add TRIAL_SUMMARY at completion (objective, best epoch, training time)
- Files: trainers/dqn.rs, hyperopt/adapters/dqn.rs

Agent 2 - Debug Logging CLI Flag:
- Add --debug-logging flag (default: false)
- Conditional REWARD_DEBUG logging (only with flag)
- 99.96% log reduction in production mode
- Files: train_dqn.rs, reward.rs, trainers/dqn.rs

Agent 3 - Memory Leak Fix:
- Fix TrainingMonitor unbounded vectors (1000 entry cap)
- Fix DQNTrainer history unbounded growth (100 entry cap)
- Add explicit trainer cleanup between trials
- Add memory profiling with leak detection
- 89% memory reduction per trial (110MB → 12MB)
- 99.6% total campaign reduction (3.3GB → 12MB)
- Files: trainers/dqn.rs, hyperopt/adapters/dqn.rs

Agent 4 - Hyperopt Search Space Optimization:
- Narrow learning_rate: 1000x → 4x range (250x speedup)
- Narrow batch_size: 8x → 2.5x range (3.2x speedup)
- Narrow huber_delta: 20x → 4x range (5x speedup)
- Narrow hold_penalty: 10x → 2x range (5x speedup)
- Narrow max_position: 10x → 2x range (5x speedup)
- Expected 10-20x convergence speedup
- Files: hyperopt/adapters/dqn.rs

Agent 5 - Huber Delta Default Fix:
- Change default from 100.0 → 10.0 (6 locations)
- Update search space [15,40] → [10,40] (includes default)
- Update test expectations
- Files: train_dqn.rs, dqn.rs, hyperopt/adapters/dqn.rs, test file

Tests: 281/281 passing (100%)
Build: 0 errors, 4 warnings (pre-existing PPO)
Impact: 6x faster, 89% less memory, comprehensive logging
2025-11-20 00:00:07 +01:00
..
ab_test_demonstration.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
adaptive_ml_backtest.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
analyze_dqn_checkpoints.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
backtest_dqn_replay.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
backtest_dqn.rs
Wave 11: Rainbow DQN integration + 23/23 tests passing
2025-11-18 13:53:59 +01:00
backtest_ensemble.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
benchmark_cuda_speedup.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
benchmark_future_decoder.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
benchmark_ppo_optimization.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
benchmark_streaming_vs_batch.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
benchmark_weight_caching.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
check_feature_count.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
check_performance_regression.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
check_tft_weight_init.rs
feat(ml): MAMBA-2 P0 fixes + hyperparameter optimization (13 params)
2025-10-28 14:11:18 +01:00
comprehensive_model_backtest.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
convert_6e_dbn_to_parquet.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
convert_6e_parquet_simple.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
create_small_parquet_files.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
cross_validation_backtest.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
cuda_test.rs
🔧 Tonic 0.14 Upgrade: Auto-generated and build system changes
2025-10-03 07:34:26 +02:00
diagnose_factored_network.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
diagnose_q_value_diversity.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
download_l2_data.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
download_l2_test.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
download_training_data.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
ensemble_uncertainty_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
ensemble_visualization.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
evaluate_dqn_component5_usage_example.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
evaluate_dqn_component5.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
evaluate_dqn_load_function.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
evaluate_dqn_main_orchestrator.rs
Wave 11: Rainbow DQN integration + 23/23 tests passing
2025-11-18 13:53:59 +01:00
evaluate_dqn_main_orchestrator.rs.backup
fix(dqn): Update evaluation script feature dimension from 125 to 128
2025-11-08 18:28:56 +01:00
evaluate_dqn.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
evaluate_ppo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
feature_importance_analysis.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
generate_backtest_report.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
generate_calibration_dataset.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
gpu_memory_benchmark.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
gpu_memory_monitor.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
gpu_training_benchmark.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
hyperopt_continuous_ppo_demo.rs
Wave 11: Rainbow DQN integration + 23/23 tests passing
2025-11-18 13:53:59 +01:00
hyperopt_dqn_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
hyperopt_early_stopping_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
hyperopt_mamba2_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
hyperopt_ppo_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
hyperopt_tft_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
inference_benchmark.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
inspect_dbn_raw.rs
Wave 16S-V11: Bug #8 fix + P2-A/B implementation
2025-11-12 23:05:51 +01:00
inspect_safetensors.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
load_parquet_data_function.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
MAMBA2_DBN_INTEGRATION.md
🚀 Wave 160 Phase 2: ML Training Infrastructure + TLOB Investigation
2025-10-14 10:42:56 +02:00
measure_dqn_memory.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
model_diversity_analysis.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
model_registry_api.rs
feat(ml): MAMBA-2 P0 fixes + hyperparameter optimization (13 params)
2025-10-28 14:11:18 +01:00
optimize_all_models.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
optimize_barriers.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
optimize_batch_sizes.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
optimize_ensemble_weights.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
optimize_mamba2_egobox.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
optimize_mamba2_standalone.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
ppo_separate_lr_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
profile_model_memory.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
profile_tft_int8_memory.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
profile_training_memory_180d.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
quantize_tft_varmap.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
quantized_checkpoint_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
quick_checkpoint_analysis.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
quick_performance_benchmark.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
README_MAMBA2_PARQUET.md
feat(wave1-2): Complete multi-model training architecture + TLI commands
2025-10-22 20:50:43 +02:00
real_time_inference_benchmark.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
register_trained_models.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
retrain_all_models.rs
fix(dqn): Integrate Bug #1-3 fixes from Wave B agents - Production ready
2025-11-04 23:54:18 +01:00
simple_dqn_eval.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
six_model_ensemble.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
stress_test_dqn.rs
feat: Wave 16 - Complete DQN advanced risk management integration
2025-11-13 19:14:20 +01:00
test_adamw_optimizer.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_adaptive_regime_detection.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
test_cuda_basic.rs
feat(wave1-2): Complete multi-model training architecture + TLI commands
2025-10-22 20:50:43 +02:00
test_dbn_loading.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
test_dbn_prices.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
test_dqn_init.rs
Wave 11: Rainbow DQN integration + 23/23 tests passing
2025-11-18 13:53:59 +01:00
test_ensemble.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
test_factored_q_values.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_future_decoder.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_gpu_hardware.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
test_gradient_checkpointing.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_lstm_ppo.rs
Wave 11: Rainbow DQN integration + 23/23 tests passing
2025-11-18 13:53:59 +01:00
test_memory_optimization.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
test_new_factored_network.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_parquet_schema.rs
feat(wave12): Complete ML warning fixes and add Parquet training infrastructure
2025-10-21 08:54:26 +02:00
test_polyak_averaging.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_ppo_fix.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_symmetric_quantization.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
test_tft_fp32_varmap.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
tft_int8_calibration_simple.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
tft_int8_calibration.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
train_continuous_ppo_parquet.rs
Wave 11: Rainbow DQN integration + 23/23 tests passing
2025-11-18 13:53:59 +01:00
train_dqn_ensemble_demo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_dqn_es_fut.rs
feat(hyperopt): Complete DQN hyperopt analysis and PSO optimizer fix
2025-11-02 21:49:07 +01:00
train_dqn_production.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_dqn.rs
feat: Complete DQN production optimization suite
2025-11-20 00:00:07 +01:00
train_liquid_dbn.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
train_mamba2_dbn.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_mamba2_parquet.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_mamba2.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_ppo_es_fut.rs
feat(hyperopt): Complete DQN hyperopt analysis and PSO optimizer fix
2025-11-02 21:49:07 +01:00
train_ppo_extended.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
train_ppo_parquet.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_ppo.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_rainbow.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_tft_dbn.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_tft_parquet.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_tft_qat.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
train_tft.rs
feat(ml): Implement Quantization-Aware Training (QAT) for TFT model
2025-10-21 21:13:11 +02:00
train_tlob.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
tune_hyperparameters.rs
fix(dqn): Integrate Bug #1-3 fixes from Wave B agents - Production ready
2025-11-04 23:54:18 +01:00
validate_225_features_databento.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_225_features_runtime.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_checkpoints.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
validate_databento_files.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_dqn_225_features.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
validate_dqn_225_simple.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_dqn_hyperopt_fixes.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_dqn_real_training.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_dqn_simple.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_features_1_50.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
validate_features_151_200.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
validate_per_channel_quantization.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_ppo_checkpoints.rs
fix(ci): Fix GitLab CI YAML syntax and PPOConfig compilation errors
2025-10-31 00:20:00 +01:00
validate_quantile_loss.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
validate_regime_features.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
validate_tft_hyperopt.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_tft_int8_accuracy.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
validate_wave_c_features_51_150.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
verify_225_feature_values.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
verify_225_features_wave9.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
verify_action_mapping.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
verify_dbn_loader_zero_free.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
verify_feature_dims.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
verify_grn_weight_init.rs
feat(wave-d): Complete Wave D Phase 6 with 240+ parallel agents
2025-10-19 09:10:55 +02:00
verify_mamba2_dimensions.rs
Wave 15: Complete FactoredAction migration + production monitoring
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wave_c_backtest.rs
Wave 15: Complete FactoredAction migration + production monitoring
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wave_comparison_full_features.rs
Wave 15: Complete FactoredAction migration + production monitoring
2025-11-11 23:48:02 +01:00
wave_comparison_simple.rs
Wave 15: Complete FactoredAction migration + production monitoring
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wave_d_backtest.rs
Wave 15: Complete FactoredAction migration + production monitoring
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