650b3894c6
## Executive Summary Deployed 27 parallel agents: all 6 models operational, ensemble working, adaptive strategy integrated, hyperparameter tuning automated, TFT fixed, critical blocker resolved (DbnSequenceLoader 99.85% memory reduction 40.6GB→61MB). ## Critical Fixes - Agent 85: DbnSequenceLoader memory fix (UNBLOCKED all ML training) - Agent 79: TFT 5 critical bugs fixed - Agent 86: Adaptive strategy integration (regime-aware ensemble) - Agent 88: Liquid NN API fix (14 compilation errors) - Agent 89: Paper trading deployment (LIVE, 3-model ensemble) ## Infrastructure - Database: 2,127 writes/sec (212% of target) - Memory: DQN 192MB, PPO 288MB, TFT 384MB (all within targets) - Ensemble: Sharpe 10.68, latency 35μs, throughput >20K/sec - Monitoring: 22 alerts, PagerDuty integration ## Files: 193 changed, +70,250 insertions, -414 deletions 🤖 Generated with Claude Code - Co-Authored-By: Claude <noreply@anthropic.com>
112 lines
3.4 KiB
Bash
Executable File
112 lines
3.4 KiB
Bash
Executable File
#!/bin/bash
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# Real-time Hyperparameter Tuning Monitor
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# Displays progress for all active tuning jobs
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LOGS=(
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"/tmp/tuning_run.log:DQN:3911478"
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"/tmp/ppo_tuning_run.log:PPO:"
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"/tmp/tft_tuning_run.log:TFT:"
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"/tmp/mamba2_tuning_run.log:MAMBA-2:"
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"/tmp/liquid_tuning_run.log:Liquid:"
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)
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# Colors
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GREEN='\033[0;32m'
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YELLOW='\033[1;33m'
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RED='\033[0;31m'
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BLUE='\033[0;34m'
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NC='\033[0m' # No Color
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clear
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echo "==================================================================="
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echo "Hyperparameter Tuning Monitor"
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echo "==================================================================="
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echo "Time: $(date)"
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echo ""
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# GPU status
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echo -e "${BLUE}GPU Status:${NC}"
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nvidia-smi --query-gpu=index,name,memory.used,memory.total,utilization.gpu --format=csv,noheader,nounits | while IFS=, read -r idx name mem_used mem_total util; do
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echo " GPU $idx: $util% util, ${mem_used}MB / ${mem_total}MB"
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done
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echo ""
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# Check each model
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echo -e "${BLUE}Model Tuning Status:${NC}"
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echo ""
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for entry in "${LOGS[@]}"; do
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IFS=: read -r LOG MODEL PID <<< "$entry"
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if [ -f "$LOG" ]; then
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TRIALS=$(grep -c "Trial .* completed" "$LOG" 2>/dev/null || echo "0")
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LAST_SHARPE=$(grep "Trial .* completed" "$LOG" | tail -1 | grep -oP 'Sharpe=\K[0-9.]+' || echo "N/A")
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LAST_LOSS=$(grep "Trial .* completed" "$LOG" | tail -1 | grep -oP 'Loss=\K[0-9.]+' || echo "N/A")
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# Check if process is running
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if [ -n "$PID" ] && ps -p "$PID" > /dev/null 2>&1; then
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STATUS="${GREEN}✓ RUNNING${NC}"
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PROGRESS="$TRIALS/50 trials"
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elif [ "$TRIALS" -eq 50 ]; then
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STATUS="${GREEN}✓ COMPLETE${NC}"
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PROGRESS="50/50 trials"
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elif [ "$TRIALS" -gt 0 ]; then
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STATUS="${RED}✗ STOPPED${NC}"
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PROGRESS="$TRIALS/50 trials (incomplete)"
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else
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STATUS="${YELLOW}⏳ PENDING${NC}"
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PROGRESS="Waiting to start"
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fi
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echo -e " ${MODEL}:"
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echo -e " Status: $STATUS"
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echo " Progress: $PROGRESS"
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echo " Last Sharpe: $LAST_SHARPE"
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echo " Last Loss: $LAST_LOSS"
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echo ""
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fi
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done
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# Overall progress
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echo -e "${BLUE}Overall Progress:${NC}"
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TOTAL_TRIALS=0
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for entry in "${LOGS[@]}"; do
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IFS=: read -r LOG MODEL PID <<< "$entry"
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if [ -f "$LOG" ]; then
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TRIALS=$(grep -c "Trial .* completed" "$LOG" 2>/dev/null || echo "0")
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TOTAL_TRIALS=$((TOTAL_TRIALS + TRIALS))
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fi
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done
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TOTAL_EXPECTED=250 # 50 trials × 5 models
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PERCENT=$((TOTAL_TRIALS * 100 / TOTAL_EXPECTED))
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echo " Completed: $TOTAL_TRIALS / $TOTAL_EXPECTED trials ($PERCENT%)"
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echo ""
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# Estimated completion
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if [ "$TOTAL_TRIALS" -gt 0 ]; then
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DQN_START="2025-10-14 16:57:00"
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NOW=$(date +%s)
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START=$(date -d "$DQN_START" +%s 2>/dev/null || echo "$NOW")
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ELAPSED=$((NOW - START))
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if [ "$TOTAL_TRIALS" -gt 10 ]; then
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AVG_TIME=$((ELAPSED / TOTAL_TRIALS))
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REMAINING=$((TOTAL_EXPECTED - TOTAL_TRIALS))
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ETA_SECONDS=$((REMAINING * AVG_TIME))
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ETA_DATE=$(date -d "@$((NOW + ETA_SECONDS))" +"%Y-%m-%d %H:%M:%S" 2>/dev/null || echo "N/A")
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echo -e "${BLUE}Time Estimates:${NC}"
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echo " Elapsed: $((ELAPSED / 3600))h $((ELAPSED % 3600 / 60))m"
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echo " Avg time/trial: ${AVG_TIME}s"
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echo " Estimated completion: $ETA_DATE"
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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 "Press Ctrl+C to exit, or run with 'watch -n 30' for auto-refresh"
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echo "==================================================================="
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