Files
foxhunt/scripts/auto_monitor_and_launch.sh
jgrusewski 35feadf55e 🚀 Wave 160 Phase 6: CUDA Mandatory + TDD Testing + TFT Complete (21 Agents)
## Major Achievements

### 1. CUDA Made Default & Mandatory (Agent 143)
- CUDA now default feature in ml/Cargo.toml
- All training requires GPU (no silent CPU fallback)
- Added get_training_device() helper with fail-fast errors
- Removed --use-gpu flags (GPU mandatory)
- **Impact**: No more wasting time on accidental CPU training

### 2. TFT Training COMPLETE (Agent 144)
-  Training completed successfully in 7.6 minutes
-  Early stopping at epoch 100/200 (best val loss: 0.097318)
-  11 checkpoints saved to ml/trained_models/production/tft/
-  GPU Performance: 99% utilization, 367MB VRAM, 4.4s/epoch
-  10x speedup vs CPU (4.4s vs 43-55s per epoch)
- **Status**: PRODUCTION READY

### 3. TFT CUDA Tensor Contiguity Fix (Agent 142)
- Fixed "matmul not supported for non-contiguous tensors" error
- Added .contiguous() call after narrow() operation in QuantileLayer
- Enabled CUDA-accelerated TFT training
- **Files**: ml/src/tft/quantile_outputs.rs

### 4. MAMBA-2 CUDA Layer Normalization (Agent 145)
- Created CudaLayerNorm wrapper for missing CUDA kernel
- Implemented manual layer norm: γ * (x - μ) / sqrt(σ² + ε) + β
- MAMBA-2 now runs on CUDA (no more "no cuda implementation" error)
- **Files**: ml/src/mamba/mod.rs

### 5. TDD E2E Test Suite (Agent 146) 
- Created comprehensive MAMBA-2 test suite (297 lines)
- 7 tests: shapes, batches, CUDA, gradients, configs
- **16x faster debugging**: 5s per iteration vs 80s
- Already caught dtype mismatch bug (F32 vs F64)
- **Files**: ml/tests/e2e_mamba2_training.rs

## Agent Summary (Agents 126-146)

### Code Fixes (Parallel - Agents 137-141)
- **Agent 137**: MAMBA-2 batch dimension fix (streaming + batch loaders)
- **Agent 138**: Liquid NN API fix (mutable loader, iterator fix)
- **Agent 139**: PPO CheckpointMetadata fix (signature fields)
- **Agent 140**: Paper trading executor (498 lines, 100ms polling)
- **Agent 141**: Real model loading (RealDQNModel, RealPPOModel)

### Infrastructure (Agents 143-146)
- **Agent 143**: CUDA mandatory (Cargo.toml, device helpers)
- **Agent 144**: TFT verification (completion monitoring)
- **Agent 145**: MAMBA-2 CUDA layer norm wrapper
- **Agent 146**: TDD E2E test suite (16x faster debugging)

## Files Modified

### Core ML Infrastructure
- ml/Cargo.toml: Added default = ["minimal-inference", "cuda"]
- ml/src/lib.rs: Added get_training_device() helper (+109 lines)
- ml/src/tft/quantile_outputs.rs: Fixed tensor contiguity
- ml/src/mamba/mod.rs: Added CudaLayerNorm wrapper (+41 lines)

### Training Scripts
- ml/examples/train_tft_dbn.rs: Removed --use-gpu flag
- ml/examples/train_ppo.rs: Removed --use-gpu flag
- ml/examples/train_mamba2_dbn.rs: Forced CUDA-only mode
- ml/examples/train_liquid_dbn.rs: Fixed API usage

### Data Loaders
- ml/src/data_loaders/dbn_sequence_loader.rs: Fixed batch dimensions
- ml/src/data_loaders/streaming_dbn_loader.rs: Fixed batch dimensions

### Trading Service
- services/trading_service/src/paper_trading_executor.rs: New executor (+498 lines)
- services/trading_service/src/services/enhanced_ml.rs: Real model loading
- services/trading_service/src/ensemble_coordinator.rs: Integration

### Tests
- ml/tests/e2e_mamba2_training.rs: New TDD test suite (+297 lines)

### Trainers
- ml/src/trainers/tft.rs: Fixed CheckpointMetadata signature fields

## Performance Metrics

### TFT Training
- Duration: 7.6 minutes (100 epochs with early stopping)
- GPU Utilization: 99%
- GPU Memory: 367MB / 4GB (9%)
- Epoch Time: 4.4 seconds (vs 43-55s on CPU)
- Speedup: 10x vs CPU
- Status:  PRODUCTION READY

### TDD Testing
- Test Execution: 5-10 seconds per test
- Debugging Iteration: 5 seconds (vs 80 seconds before)
- Speedup: 16x faster debugging
- First Bug Found: <1 minute (dtype mismatch)

## Documentation
- 21 comprehensive agent reports
- TDD quick start guide
- CUDA troubleshooting guide
- Training verification procedures

## Next Steps
1. Fix MAMBA-2 dtype mismatch (F32→F64) - 2 minutes
2. Run MAMBA-2 tests until passing - 5-10 minutes
3. Launch full MAMBA-2 training - 200 epochs
4. Launch Liquid NN training

## System Status
- TFT:  COMPLETE (production ready)
- MAMBA-2: 🧪 IN TESTING (TDD suite ready)
- CUDA:  DEFAULT (mandatory for training)
- Tests:  16x faster debugging

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

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-14 23:13:34 +02:00

134 lines
3.8 KiB
Bash
Executable File

#!/bin/bash
# Auto-Monitor DQN and Launch Sequential Tuning
# This script monitors DQN completion and automatically launches the remaining models
DQN_PID=3911478
DQN_LOG="/tmp/tuning_run.log"
SEQUENTIAL_LAUNCHER="/home/jgrusewski/Work/foxhunt/scripts/sequential_tuning_launcher.sh"
STATUS_FILE="/tmp/tuning_pipeline_status.txt"
echo "=================================================================="
echo "Automated Hyperparameter Tuning Pipeline Monitor"
echo "=================================================================="
echo "Started at: $(date)"
echo "DQN PID: $DQN_PID"
echo ""
# Create status file
cat > "$STATUS_FILE" << EOF
Hyperparameter Tuning Pipeline Status
Started: $(date)
Current Status: Monitoring DQN tuning (PID $DQN_PID)
Next Action: Launch sequential tuner when DQN completes
Expected Timeline:
DQN: Complete by ~19:28 (1.6h remaining)
PPO: 21:01 - 00:13 (3.2h)
TFT: 00:13 - 04:25 (4.2h)
MAMBA-2: 04:25 - 06:31 (2.1h)
Liquid: 06:31 - 08:13 (1.7h)
Pipeline completion ETA: 2025-10-15 08:13
EOF
echo "Status file created: $STATUS_FILE"
echo ""
# Monitor DQN completion
echo "Monitoring DQN tuning progress..."
while ps -p $DQN_PID > /dev/null 2>&1; do
TRIALS=$(grep -c "Trial .* completed" "$DQN_LOG" 2>/dev/null || echo "0")
CURRENT_TIME=$(date +"%H:%M:%S")
echo "[$CURRENT_TIME] DQN still running... ($TRIALS/50 trials completed)"
# Update status file
cat > "$STATUS_FILE" << EOF
Hyperparameter Tuning Pipeline Status
Last Updated: $(date)
Current Status: DQN tuning in progress (PID $DQN_PID)
Trials Completed: $TRIALS/50
Next Action: Launch sequential tuner when DQN completes
Expected Timeline:
DQN: In Progress ($TRIALS/50 trials)
PPO: Waiting for DQN
TFT: Waiting for PPO
MAMBA-2: Waiting for TFT
Liquid: Waiting for MAMBA-2
Pipeline completion ETA: 2025-10-15 08:13
EOF
sleep 300 # Check every 5 minutes
done
echo ""
echo "=================================================================="
echo "DQN TUNING COMPLETE!"
echo "=================================================================="
TRIALS=$(grep -c "Trial .* completed" "$DQN_LOG" 2>/dev/null || echo "0")
echo "Completed $TRIALS trials"
echo "Finished at: $(date)"
echo ""
# Update status file
cat > "$STATUS_FILE" << EOF
Hyperparameter Tuning Pipeline Status
Last Updated: $(date)
Current Status: DQN complete, launching sequential tuner
Trials Completed: $TRIALS/50
Next Action: Starting PPO/TFT/MAMBA-2/Liquid sequential tuning
Expected Timeline:
DQN: COMPLETE
PPO: Starting now (3.2h)
TFT: After PPO (4.2h)
MAMBA-2: After TFT (2.1h)
Liquid: After MAMBA-2 (1.7h)
Pipeline completion ETA: 2025-10-15 08:13
EOF
# Launch sequential tuning
echo "Launching sequential tuning for remaining models..."
echo "Command: $SEQUENTIAL_LAUNCHER"
echo ""
nohup "$SEQUENTIAL_LAUNCHER" > /tmp/sequential_tuning.log 2>&1 &
LAUNCHER_PID=$!
echo "$LAUNCHER_PID" > /tmp/sequential_launcher.pid
echo "Sequential tuning launched with PID: $LAUNCHER_PID"
echo "Monitor progress: tail -f /tmp/sequential_tuning.log"
echo ""
# Update final status
cat > "$STATUS_FILE" << EOF
Hyperparameter Tuning Pipeline Status
Last Updated: $(date)
Current Status: Sequential tuning in progress (PID $LAUNCHER_PID)
DQN: COMPLETE ($TRIALS/50 trials)
PPO: IN PROGRESS
TFT: PENDING
MAMBA-2: PENDING
Liquid: PENDING
Monitor:
Sequential log: tail -f /tmp/sequential_tuning.log
PPO log: tail -f /tmp/ppo_tuning_run.log
Status: cat /tmp/tuning_pipeline_status.txt
Pipeline completion ETA: 2025-10-15 08:13
EOF
echo "=================================================================="
echo "Auto-monitor complete. Sequential tuning is now running."
echo "=================================================================="
echo "Status file: $STATUS_FILE"
echo "Sequential log: /tmp/sequential_tuning.log"
echo ""