data input audit, cleanup

scripts/kill_stale_processes.ps1

@@ -1,38 +0,0 @@
-# Kill stale Python dashboard processes
-# Enhanced version with better error handling and logging
-
-Write-Host "Checking for stale Python dashboard processes..."
-
-try {
-    # Get all Python processes
-    $pythonProcesses = Get-Process python -ErrorAction SilentlyContinue
-    
-    if ($pythonProcesses) {
-        # Filter for dashboard processes
-        $dashboardProcesses = $pythonProcesses | Where-Object {
-            $_.ProcessName -eq 'python' -and 
-            $_.MainWindowTitle -like '*dashboard*'
-        }
-        
-        if ($dashboardProcesses) {
-            Write-Host "Found $($dashboardProcesses.Count) dashboard process(es) to kill:"
-            foreach ($process in $dashboardProcesses) {
-                Write-Host "  - PID: $($process.Id), Title: $($process.MainWindowTitle)"
-            }
-            
-            # Kill the processes
-            $dashboardProcesses | Stop-Process -Force -ErrorAction SilentlyContinue
-            Write-Host "Successfully killed $($dashboardProcesses.Count) dashboard process(es)"
-        } else {
-            Write-Host "No dashboard processes found to kill"
-        }
-    } else {
-        Write-Host "No Python processes found"
-    }
-} catch {
-    Write-Host "Error checking for processes: $($_.Exception.Message)"
-}
-
-# Wait a moment for processes to fully terminate
-Start-Sleep -Seconds 1
-Write-Host "Process cleanup completed" 

scripts/restart_main_overnight.ps1

@@ -1,90 +0,0 @@
-# Overnight Training Restart Script (PowerShell)
-# Keeps main.py running continuously, restarting it if it crashes.
-# Usage: .\restart_main_overnight.ps1
-
-Write-Host "=" * 60
-Write-Host "OVERNIGHT TRAINING RESTART SCRIPT (PowerShell)"
-Write-Host "=" * 60
-Write-Host "Press Ctrl+C to stop the restart loop"
-Write-Host "Main script: main.py" 
-Write-Host "Restart delay on crash: 10 seconds"
-Write-Host "=" * 60
-
-$restartCount = 0
-$startTime = Get-Date
-
-# Create logs directory if it doesn't exist
-if (!(Test-Path "logs")) {
-    New-Item -ItemType Directory -Path "logs"
-}
-
-# Setup log file
-$timestamp = Get-Date -Format "yyyyMMdd_HHmmss"
-$logFile = "logs\restart_main_ps_$timestamp.log"
-
-function Write-Log {
-    param($Message)
-    $timestamp = Get-Date -Format "yyyy-MM-dd HH:mm:ss"
-    $logMessage = "$timestamp - $Message"
-    Write-Host $logMessage
-    Add-Content -Path $logFile -Value $logMessage
-}
-
-Write-Log "Restart script started, logging to: $logFile"
-
-# Kill any existing Python processes
-try {
-    Get-Process python* -ErrorAction SilentlyContinue | Stop-Process -Force -ErrorAction SilentlyContinue
-    Start-Sleep -Seconds 2
-    Write-Log "Killed existing Python processes"
-} catch {
-    Write-Log "Could not kill existing processes: $_"
-}
-
-try {
-    while ($true) {
-        $restartCount++
-        $runStartTime = Get-Date
-        
-        Write-Log "[RESTART #$restartCount] Starting main.py at $(Get-Date -Format 'HH:mm:ss')"
-        
-        # Start main.py
-        try {
-            $process = Start-Process -FilePath "python" -ArgumentList "main.py" -PassThru -Wait
-            $exitCode = $process.ExitCode
-            $runEndTime = Get-Date
-            $runDuration = ($runEndTime - $runStartTime).TotalSeconds
-            
-            Write-Log "[EXIT] main.py exited with code $exitCode"
-            Write-Log "[DURATION] Process ran for $([math]::Round($runDuration, 1)) seconds"
-            
-            # Check for fast exits
-            if ($runDuration -lt 30) {
-                Write-Log "[FAST EXIT] Process exited quickly, waiting 30 seconds..."
-                Start-Sleep -Seconds 30
-            } else {
-                Write-Log "[DELAY] Waiting 10 seconds before restart..."
-                Start-Sleep -Seconds 10
-            }
-            
-            # Log stats every 10 restarts
-            if ($restartCount % 10 -eq 0) {
-                $totalDuration = (Get-Date) - $startTime
-                Write-Log "[STATS] Session: $restartCount restarts in $([math]::Round($totalDuration.TotalHours, 1)) hours"
-            }
-            
-        } catch {
-            Write-Log "[ERROR] Error starting main.py: $_"
-            Start-Sleep -Seconds 10
-        }
-    }
-} catch {
-    Write-Log "[INTERRUPT] Restart loop interrupted: $_"
-} finally {
-    $totalDuration = (Get-Date) - $startTime
-    Write-Log "=" * 60
-    Write-Log "OVERNIGHT TRAINING SESSION COMPLETE"
-    Write-Log "Total restarts: $restartCount"
-    Write-Log "Total session time: $([math]::Round($totalDuration.TotalHours, 1)) hours"
-    Write-Log "=" * 60
-} 

scripts/start_live_trading.ps1

@@ -1,14 +0,0 @@
-# PowerShell script to start live trading demo and TensorBoard
-
-Write-Host "Starting Trading Bot Live Demo..." -ForegroundColor Green
-
-# Create a new PowerShell window for TensorBoard
-Start-Process powershell -ArgumentList "-Command python run_tensorboard.py" -WindowStyle Normal
-
-# Wait a moment for TensorBoard to start
-Write-Host "Starting TensorBoard... Please wait" -ForegroundColor Yellow
-Start-Sleep -Seconds 5
-
-# Start the live trading demo in the current window
-Write-Host "Starting Live Trading Demo with mock data..." -ForegroundColor Green
-python run_live_demo.py --symbol ETH/USDT --timeframe 1m --model models/trading_agent_best_pnl.pt --mock