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>
48 lines
1.8 KiB
Bash
Executable File
48 lines
1.8 KiB
Bash
Executable File
#!/bin/bash
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# Test script to verify TFT logging reduction
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# Runs 2 trials with 5 epochs each to verify log output reduction
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set -e
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echo "=== TFT Logging Reduction Test ==="
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echo "Configuration: 2 trials, 5 epochs per trial"
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echo ""
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# Create temporary output file
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OUTPUT_FILE=$(mktemp)
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trap "rm -f $OUTPUT_FILE" EXIT
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echo "Running hyperopt with logging capture..."
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cargo run -p ml --example hyperopt_tft_demo --release --features cuda -- \
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--parquet-file test_data/ES_FUT_180d.parquet \
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--trials 2 \
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--epochs 5 \
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2>&1 | tee "$OUTPUT_FILE"
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echo ""
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echo "=== Log Analysis ==="
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# Count different types of log lines
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TOTAL_LINES=$(wc -l < "$OUTPUT_FILE")
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EPOCH_LINES=$(grep -c "Epoch [0-9]*:" "$OUTPUT_FILE" || true)
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TRAINING_TFT_LINES=$(grep -c "Training TFT:" "$OUTPUT_FILE" || true)
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TRAINING_COMPLETED_LINES=$(grep -c "Training completed:" "$OUTPUT_FILE" || true)
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TRAINING_DIRS_LINES=$(grep -c "Training directories created:" "$OUTPUT_FILE" || true)
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PATHS_CONFIGURED_LINES=$(grep -c "TFT training paths configured:" "$OUTPUT_FILE" || true)
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echo "Total log lines: $TOTAL_LINES"
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echo "Epoch progress logs: $EPOCH_LINES (expected: ~2-4 with modulo 10 logging)"
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echo "Training TFT parameter logs: $TRAINING_TFT_LINES (expected: 2, one per trial)"
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echo "Training completed logs: $TRAINING_COMPLETED_LINES (expected: 2, one per trial)"
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echo "Training directories logs: $TRAINING_DIRS_LINES (expected: 0 after consolidation)"
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echo "Paths configured logs: $PATHS_CONFIGURED_LINES (expected: ~2, consolidated format)"
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echo ""
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echo "=== Expected Reduction ==="
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echo "Before optimization: ~50 epoch logs (5 epochs × 2 trials × ~5 lines each)"
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echo "After optimization: ~2-4 epoch logs (5 epochs × 2 trials / 10, info level only)"
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echo "Total reduction: ~62.5% (Priority 1) + ~27.5% (Priority 2) = ~90% fewer log lines"
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echo ""
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echo "Test completed successfully!"
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