## 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>
137 lines
5.1 KiB
Bash
Executable File
137 lines
5.1 KiB
Bash
Executable File
#!/bin/bash
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# Hyperparameter Tuning Dashboard Monitor
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# Real-time status dashboard for all 5 model tuning jobs
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clear
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echo "=================================================================="
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echo " HYPERPARAMETER TUNING DASHBOARD"
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echo "=================================================================="
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echo "Updated: $(date)"
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echo ""
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# Check GPU status
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echo "--- GPU STATUS ---"
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nvidia-smi --query-gpu=index,name,utilization.gpu,memory.used,memory.total,temperature.gpu --format=csv | tail -n +2
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echo ""
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# Check DQN status
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echo "--- DQN TUNING STATUS ---"
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if ps -p 3911478 > /dev/null 2>&1; then
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DQN_TRIALS=$(grep -c "Trial .* completed" /tmp/tuning_run.log 2>/dev/null || echo "0")
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DQN_RUNTIME=$(ps -p 3911478 -o etime --no-headers)
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echo "Status: RUNNING (PID 3911478)"
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echo "Runtime: $DQN_RUNTIME"
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echo "Progress: $DQN_TRIALS/50 trials ($(echo "scale=1; $DQN_TRIALS*100/50" | bc)%)"
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LAST_TRIAL=$(grep "Trial .* completed" /tmp/tuning_run.log | tail -1)
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echo "Last: $LAST_TRIAL"
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else
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DQN_TRIALS=$(grep -c "Trial .* completed" /tmp/tuning_run.log 2>/dev/null || echo "0")
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echo "Status: COMPLETE"
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echo "Completed: $DQN_TRIALS/50 trials"
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fi
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echo ""
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# Check PPO status
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echo "--- PPO TUNING STATUS ---"
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PPO_PID=$(cat /tmp/ppo_tuning.pid 2>/dev/null)
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if [ -n "$PPO_PID" ] && ps -p $PPO_PID > /dev/null 2>&1; then
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PPO_TRIALS=$(grep -c "Trial .* completed" /tmp/ppo_tuning_run.log 2>/dev/null || echo "0")
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PPO_RUNTIME=$(ps -p $PPO_PID -o etime --no-headers)
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echo "Status: RUNNING (PID $PPO_PID)"
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echo "Runtime: $PPO_RUNTIME"
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echo "Progress: $PPO_TRIALS/50 trials ($(echo "scale=1; $PPO_TRIALS*100/50" | bc)%)"
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else
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if [ -f /tmp/ppo_tuning_run.log ]; then
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PPO_TRIALS=$(grep -c "Trial .* completed" /tmp/ppo_tuning_run.log 2>/dev/null || echo "0")
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if [ "$PPO_TRIALS" -gt 0 ]; then
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echo "Status: COMPLETE"
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echo "Completed: $PPO_TRIALS/50 trials"
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else
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echo "Status: NOT STARTED"
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fi
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else
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echo "Status: NOT STARTED"
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fi
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fi
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echo ""
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# Check TFT status
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echo "--- TFT TUNING STATUS ---"
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TFT_PID=$(cat /tmp/tft_tuning.pid 2>/dev/null)
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if [ -n "$TFT_PID" ] && ps -p $TFT_PID > /dev/null 2>&1; then
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TFT_TRIALS=$(grep -c "Trial .* completed" /tmp/tft_tuning_run.log 2>/dev/null || echo "0")
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TFT_RUNTIME=$(ps -p $TFT_PID -o etime --no-headers)
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echo "Status: RUNNING (PID $TFT_PID)"
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echo "Runtime: $TFT_RUNTIME"
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echo "Progress: $TFT_TRIALS/50 trials ($(echo "scale=1; $TFT_TRIALS*100/50" | bc)%)"
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else
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if [ -f /tmp/tft_tuning_run.log ]; then
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TFT_TRIALS=$(grep -c "Trial .* completed" /tmp/tft_tuning_run.log 2>/dev/null || echo "0")
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if [ "$TFT_TRIALS" -gt 0 ]; then
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echo "Status: COMPLETE"
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echo "Completed: $TFT_TRIALS/50 trials"
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else
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echo "Status: NOT STARTED"
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fi
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else
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echo "Status: NOT STARTED"
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fi
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fi
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echo ""
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# Check MAMBA-2 status
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echo "--- MAMBA-2 TUNING STATUS ---"
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MAMBA2_PID=$(cat /tmp/mamba2_tuning.pid 2>/dev/null)
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if [ -n "$MAMBA2_PID" ] && ps -p $MAMBA2_PID > /dev/null 2>&1; then
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MAMBA2_TRIALS=$(grep -c "Trial .* completed" /tmp/mamba2_tuning_run.log 2>/dev/null || echo "0")
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MAMBA2_RUNTIME=$(ps -p $MAMBA2_PID -o etime --no-headers)
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echo "Status: RUNNING (PID $MAMBA2_PID)"
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echo "Runtime: $MAMBA2_RUNTIME"
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echo "Progress: $MAMBA2_TRIALS/50 trials ($(echo "scale=1; $MAMBA2_TRIALS*100/50" | bc)%)"
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else
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if [ -f /tmp/mamba2_tuning_run.log ]; then
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MAMBA2_TRIALS=$(grep -c "Trial .* completed" /tmp/mamba2_tuning_run.log 2>/dev/null || echo "0")
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if [ "$MAMBA2_TRIALS" -gt 0 ]; then
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echo "Status: COMPLETE"
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echo "Completed: $MAMBA2_TRIALS/50 trials"
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else
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echo "Status: NOT STARTED"
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fi
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else
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echo "Status: NOT STARTED"
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fi
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fi
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echo ""
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# Check Liquid status
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echo "--- LIQUID TUNING STATUS ---"
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LIQUID_PID=$(cat /tmp/liquid_tuning.pid 2>/dev/null)
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if [ -n "$LIQUID_PID" ] && ps -p $LIQUID_PID > /dev/null 2>&1; then
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LIQUID_TRIALS=$(grep -c "Trial .* completed" /tmp/liquid_tuning_run.log 2>/dev/null || echo "0")
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LIQUID_RUNTIME=$(ps -p $LIQUID_PID -o etime --no-headers)
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echo "Status: RUNNING (PID $LIQUID_PID)"
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echo "Runtime: $LIQUID_RUNTIME"
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echo "Progress: $LIQUID_TRIALS/50 trials ($(echo "scale=1; $LIQUID_TRIALS*100/50" | bc)%)"
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else
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if [ -f /tmp/liquid_tuning_run.log ]; then
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LIQUID_TRIALS=$(grep -c "Trial .* completed" /tmp/liquid_tuning_run.log 2>/dev/null || echo "0")
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if [ "$LIQUID_TRIALS" -gt 0 ]; then
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echo "Status: COMPLETE"
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echo "Completed: $LIQUID_TRIALS/50 trials"
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else
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echo "Status: NOT STARTED"
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fi
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else
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echo "Status: NOT STARTED"
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fi
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fi
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echo ""
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echo "=================================================================="
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echo "Commands:"
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echo " Watch dashboard: watch -n 30 /home/jgrusewski/Work/foxhunt/scripts/dashboard_monitor.sh"
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echo " View DQN log: tail -f /tmp/tuning_run.log"
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echo " View PPO log: tail -f /tmp/ppo_tuning_run.log"
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echo " View status: cat /tmp/tuning_pipeline_status.txt"
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echo "=================================================================="
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