Changes: - CLAUDE.md: Update OOM fix validation status - Add comprehensive documentation (30+ markdown reports) - LSTM encoder varmap bug fix (tft/lstm_encoder.rs:290) - Quantized LSTM layer matching fix (tft/quantized_lstm.rs) - Hyperopt paths module (ml/src/hyperopt/paths.rs) - Training path tests for all adapters (DQN, MAMBA-2, PPO, TFT) - Checkpoint integrity tests - Script cleanup: Remove 29 obsolete deployment scripts - Archive old scripts to scripts/archive/ - New deployment utilities: check_gpu_availability.py, monitor_hyperopt.sh Validation: - OOM fixes validated: 5/5 trials successful (pod b6kc3mc5lbjiro) - Batch-size-max 256 tested successfully - All hyperopt adapters working correctly 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
132 lines
3.6 KiB
Bash
Executable File
132 lines
3.6 KiB
Bash
Executable File
#!/bin/bash
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# MAMBA-2 Hyperopt Monitoring Script
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# Pod ID: w4srx0tgm5hfgu
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# Created: 2025-10-28
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set -e
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POD_ID="w4srx0tgm5hfgu"
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S3_BUCKET="s3://se3zdnb5o4"
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S3_ENDPOINT="https://s3api-eur-is-1.runpod.io"
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AWS_PROFILE="runpod"
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echo "========================================"
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echo "MAMBA-2 Hyperopt Monitor"
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echo "========================================"
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echo "Pod ID: $POD_ID"
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echo "GPU: RTX A4000 (16GB VRAM)"
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echo "Cost: \$0.25/hr"
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echo "Expected Duration: ~60 minutes"
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echo "========================================"
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echo ""
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# Function to check S3 results
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check_s3_results() {
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echo "📦 Checking S3 for results..."
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aws s3 ls "$S3_BUCKET/models/" \
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--profile "$AWS_PROFILE" \
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--endpoint-url "$S3_ENDPOINT" \
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--recursive \
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--human-readable \
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| grep "mamba2_hyperopt" || echo " (No results yet)"
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echo ""
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}
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# Function to show monitoring commands
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show_commands() {
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echo "📝 Monitoring Commands:"
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echo ""
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echo "1. SSH into pod:"
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echo " ssh root@$POD_ID.ssh.runpod.io"
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echo ""
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echo "2. View logs (inside pod):"
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echo " docker logs -f \$(docker ps -q)"
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echo ""
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echo "3. Monitor GPU (inside pod):"
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echo " watch -n 1 nvidia-smi"
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echo ""
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echo "4. Check process (inside pod):"
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echo " ps aux | grep hyperopt_mamba2_demo"
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echo ""
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echo "5. Check outputs (inside pod):"
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echo " ls -lh /runpod-volume/models/"
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echo ""
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echo "6. Runpod Console:"
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echo " https://www.runpod.io/console/pods"
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echo ""
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echo "7. Jupyter Notebook:"
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echo " https://$POD_ID-8888.proxy.runpod.net"
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echo ""
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}
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# Function to download results
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download_results() {
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echo "📥 Downloading results from S3..."
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RESULTS_DIR="./runpod_hyperopt_results_$(date +%Y%m%d_%H%M%S)"
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mkdir -p "$RESULTS_DIR"
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aws s3 sync "$S3_BUCKET/models/" "$RESULTS_DIR/" \
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--profile "$AWS_PROFILE" \
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--endpoint-url "$S3_ENDPOINT" \
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--exclude "*" \
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--include "mamba2_hyperopt*" \
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--no-progress
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echo " ✅ Results downloaded to: $RESULTS_DIR"
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ls -lh "$RESULTS_DIR/"
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echo ""
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}
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# Function to estimate completion time
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estimate_completion() {
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echo "⏱️ Estimated Timeline:"
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echo " - Initialization: ~2-3 minutes"
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echo " - Trial 1: ~5 minutes"
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echo " - Trial 10: ~20 minutes"
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echo " - Trial 20: ~40 minutes"
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echo " - Trial 30 (Complete): ~60 minutes"
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echo " - Auto-Termination: ~61 minutes"
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echo ""
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echo "💰 Cost Estimate: \$0.19-\$0.38 (45-90 minutes)"
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echo ""
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}
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# Main menu
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case "${1:-help}" in
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status|s)
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check_s3_results
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estimate_completion
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;;
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commands|c)
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show_commands
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;;
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download|d)
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download_results
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;;
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watch|w)
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echo "🔄 Watching for results (checks every 30 seconds)..."
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echo " Press Ctrl+C to stop"
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echo ""
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while true; do
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check_s3_results
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sleep 30
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done
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;;
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help|h|*)
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echo "Usage: $0 [command]"
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echo ""
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echo "Commands:"
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echo " status (s) - Check S3 for results and show timeline"
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echo " commands (c) - Show monitoring commands"
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echo " download (d) - Download results from S3"
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echo " watch (w) - Watch for results (checks every 30s)"
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echo " help (h) - Show this help"
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echo ""
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echo "Examples:"
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echo " $0 status # Check current status"
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echo " $0 watch # Monitor in real-time"
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echo " $0 download # Download completed results"
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echo ""
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;;
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esac
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