6da9d262db
CRITICAL P0 FIXES (Validated - Loss 0.87 → 0.07): - Add sigmoid activation to inference and training (ml/src/mamba/mod.rs:798, 1538) - Fix config.total_decay_steps (was hardcoded 10000) (ml/src/mamba/mod.rs:2271) - Update d_state: 16→64, 32→64 (Mamba-2 spec) (ml/src/mamba/mod.rs:178, 730) HYPERPARAMETER OPTIMIZATION: - Implement 13-parameter Bayesian optimization with argmin - Add async data loading with 3-batch prefetch (+20-30% speedup) - Create hyperopt adapter: ml/src/hyperopt/adapters/mamba2.rs - Add example: ml/examples/hyperopt_mamba2_demo.rs VALIDATION: - Local test: Loss 0.07 vs 0.87 (12× improvement) - Val loss: 0.04-0.14 vs 1.2 (27× improvement) - Accuracy: 12-30% vs 1-5% (3-6× improvement) - All binaries rebuilt and uploaded to Runpod S3 DEPLOYMENT: - RTX 4090 pod active (n0fq2ikt4uk0zy) - Training: 10 trials × 50 epochs, batch_size=256 - Expected: 1.3 days, $10.41 cost Fixes #P0-sigmoid #P0-decay-steps #hyperopt-mamba2
76 lines
3.5 KiB
Bash
Executable File
76 lines
3.5 KiB
Bash
Executable File
#!/bin/bash
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# MAMBA2 13-Parameter Hyperopt Deployment Script
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# This script will keep trying until a GPU becomes available
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set -e
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COMMAND="/runpod-volume/binaries/hyperopt_mamba2_demo --parquet-file /runpod-volume/test_data/ES_FUT_180d.parquet --trials 50 --epochs 50 --n-initial 10 --seed 42"
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echo "╔════════════════════════════════════════════════════════════════════╗"
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echo "║ MAMBA2 13-Parameter Hyperopt Deployment ║"
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echo "╚════════════════════════════════════════════════════════════════════╝"
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echo ""
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echo "Configuration:"
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echo " Binary: hyperopt_mamba2_demo (20.1 MB)"
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echo " Dataset: ES_FUT_180d.parquet (2.9 MB)"
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echo " Trials: 50"
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echo " Epochs per trial: 50"
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echo " Initial random samples: 10"
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echo " Seed: 42"
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echo ""
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echo "Expected:"
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echo " Runtime: 60-90 minutes"
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echo " Cost: \$0.17-0.26 (RTX A4000 @ \$0.17/hr)"
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echo ""
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echo "Attempting deployment..."
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echo ""
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cd /home/jgrusewski/Work/foxhunt
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# Try deployment
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python3 scripts/runpod_deploy.py \
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--gpu-type "RTX A4000" \
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--command "$COMMAND" \
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--container-disk 50
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EXIT_CODE=$?
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if [ $EXIT_CODE -eq 0 ]; then
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echo ""
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echo "╔════════════════════════════════════════════════════════════════════╗"
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echo "║ ✅ DEPLOYMENT SUCCESSFUL ║"
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echo "╚════════════════════════════════════════════════════════════════════╝"
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echo ""
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echo "Next steps:"
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echo " 1. Monitor progress: Check Runpod console at https://www.runpod.io/console/pods"
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echo " 2. Wait 60-90 minutes for hyperopt to complete"
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echo " 3. Download results from S3:"
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echo ""
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echo " aws s3 ls s3://se3zdnb5o4/results/ \\"
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echo " --profile runpod \\"
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echo " --endpoint-url https://s3api-eur-is-1.runpod.io \\"
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echo " --recursive"
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echo ""
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echo " 4. Download best parameters:"
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echo ""
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echo " aws s3 cp s3://se3zdnb5o4/results/mamba2_13param_best_params_*.json \\"
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echo " /tmp/mamba2_best_params.json \\"
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echo " --profile runpod \\"
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echo " --endpoint-url https://s3api-eur-is-1.runpod.io"
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echo ""
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else
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echo ""
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echo "╔════════════════════════════════════════════════════════════════════╗"
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echo "║ ⚠️ DEPLOYMENT FAILED - No GPU Available ║"
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echo "╚════════════════════════════════════════════════════════════════════╝"
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echo ""
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echo "Runpod GPUs in EUR-IS-1 are currently unavailable."
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echo ""
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echo "Options:"
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echo " 1. Try again in 5-10 minutes (availability fluctuates)"
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echo " 2. Run this script again: bash /home/jgrusewski/Work/foxhunt/deploy_mamba2_hyperopt.sh"
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echo " 3. Monitor availability: https://www.runpod.io/console/gpu-cloud"
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echo ""
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exit 1
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fi
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