Files
TradeBot/tools/run_lstm_retrain.ps1
T
2026-06-20 20:30:33 +03:00

103 lines
3.3 KiB
PowerShell

[CmdletBinding()]
param(
[string]$Symbols = "",
[int]$Limit = 0,
[string]$Lookbacks = "",
[string]$Units = "",
[string]$Ridges = "",
[string]$Interval = "",
[string]$EnvFile = ""
)
$ErrorActionPreference = "Stop"
$RepoRoot = (Resolve-Path (Join-Path $PSScriptRoot "..")).Path
$RuntimeDir = Join-Path $RepoRoot "runtime"
$LogFile = Join-Path $RuntimeDir "lstm_retrain.log"
New-Item -ItemType Directory -Force -Path $RuntimeDir | Out-Null
function Write-RetrainLog {
param([string]$Message)
$timestamp = Get-Date -Format "yyyy-MM-dd HH:mm:ssK"
"[$timestamp] $Message" | Tee-Object -FilePath $LogFile -Append
}
function Resolve-Python {
$venvPython = Join-Path $RepoRoot ".venv\Scripts\python.exe"
if (Test-Path $venvPython) {
return $venvPython
}
$userPython = Join-Path $env:LOCALAPPDATA "Programs\TradeBotPython312\python.exe"
if (Test-Path $userPython) {
return $userPython
}
foreach ($candidate in @("python.exe", "python")) {
$command = Get-Command $candidate -ErrorAction SilentlyContinue
if (-not $command) {
continue
}
return $command.Source
}
throw "Python was not found. Create .venv or install Python 3.12."
}
if (-not $Symbols -and $env:LSTM_RETRAIN_SYMBOLS) { $Symbols = $env:LSTM_RETRAIN_SYMBOLS }
if ($Limit -le 0) {
$Limit = if ($env:LSTM_RETRAIN_LIMIT) { [int]$env:LSTM_RETRAIN_LIMIT } else { 1000 }
}
if (-not $Lookbacks) { $Lookbacks = if ($env:LSTM_RETRAIN_LOOKBACKS) { $env:LSTM_RETRAIN_LOOKBACKS } else { "16,32" } }
if (-not $Units) { $Units = if ($env:LSTM_RETRAIN_UNITS) { $env:LSTM_RETRAIN_UNITS } else { "4,6" } }
if (-not $Ridges) { $Ridges = if ($env:LSTM_RETRAIN_RIDGES) { $env:LSTM_RETRAIN_RIDGES } else { "0.001" } }
if (-not $Interval -and $env:LSTM_RETRAIN_INTERVAL) { $Interval = $env:LSTM_RETRAIN_INTERVAL }
if (-not $EnvFile -and $env:LSTM_RETRAIN_ENV) { $EnvFile = $env:LSTM_RETRAIN_ENV }
if (-not $EnvFile -and (Test-Path (Join-Path $RepoRoot ".env"))) { $EnvFile = Join-Path $RepoRoot ".env" }
$mutex = New-Object System.Threading.Mutex($false, "TradeBotLstmRetrainer")
$hasLock = $false
$pushedLocation = $false
try {
$hasLock = $mutex.WaitOne(0)
if (-not $hasLock) {
Write-RetrainLog "Another LSTM retrain is already running; skipping."
exit 0
}
$python = Resolve-Python
$trainerArgs = @(
"-u",
"tools\train_lstm_forecaster.py",
"--limit", $Limit.ToString(),
"--lookbacks", $Lookbacks,
"--units", $Units,
"--ridges", $Ridges
)
if ($Symbols) { $trainerArgs += @("--symbols", $Symbols) }
if ($Interval) { $trainerArgs += @("--interval", $Interval) }
if ($EnvFile) { $trainerArgs += @("--env", $EnvFile) }
Push-Location $RepoRoot
$pushedLocation = $true
Write-RetrainLog "Starting LSTM retrain: $python $($trainerArgs -join ' ')"
& $python @trainerArgs 2>&1 | Tee-Object -FilePath $LogFile -Append
if ($LASTEXITCODE -ne 0) {
throw "Trainer failed with exit code $LASTEXITCODE."
}
Write-RetrainLog "Finished LSTM retrain."
}
catch {
Write-RetrainLog "ERROR: $($_.Exception.Message)"
exit 1
}
finally {
if ($pushedLocation) {
Pop-Location -ErrorAction SilentlyContinue
}
if ($hasLock) {
$mutex.ReleaseMutex()
}
$mutex.Dispose()
}