unsloth/install.ps1
Daniel Han acc881452f
fix: pin unsloth>=2026.3.11 in install.sh and install.ps1 (#4556)
Ensures both install scripts always pull a version that has the
litellm removal fix. Without the pin, stale uv/pip caches could
resolve the older 2026.3.10 which still had litellm in
data-designer-deps.txt, causing setup to fail at step 8/11
while PyPI has litellm quarantined.
2026-03-24 07:44:07 -07:00

325 lines
16 KiB
PowerShell

# Unsloth Studio Installer for Windows PowerShell
# Usage: irm https://raw.githubusercontent.com/unslothai/unsloth/main/install.ps1 | iex
# Local: Set-ExecutionPolicy -Scope Process -ExecutionPolicy Bypass; .\install.ps1
function Install-UnslothStudio {
$ErrorActionPreference = "Stop"
$VenvName = "unsloth_studio"
$PythonVersion = "3.13"
Write-Host ""
Write-Host "========================================="
Write-Host " Unsloth Studio Installer (Windows)"
Write-Host "========================================="
Write-Host ""
# ── Helper: refresh PATH from registry (deduplicating entries) ──
function Refresh-SessionPath {
$machine = [System.Environment]::GetEnvironmentVariable("Path", "Machine")
$user = [System.Environment]::GetEnvironmentVariable("Path", "User")
$merged = "$machine;$user;$env:Path"
$seen = @{}
$unique = @()
foreach ($p in $merged -split ";") {
$key = $p.TrimEnd("\").ToLowerInvariant()
if ($key -and -not $seen.ContainsKey($key)) {
$seen[$key] = $true
$unique += $p
}
}
$env:Path = $unique -join ";"
}
# ── Check winget ──
if (-not (Get-Command winget -ErrorAction SilentlyContinue)) {
Write-Host "Error: winget is not available." -ForegroundColor Red
Write-Host " Install it from https://aka.ms/getwinget" -ForegroundColor Yellow
Write-Host " or install Python $PythonVersion and uv manually, then re-run." -ForegroundColor Yellow
return
}
# ── Helper: detect a working Python 3.11-3.13 on the system ──
# Returns the version string (e.g. "3.13") or "" if none found.
# Uses try-catch + stderr redirection so that App Execution Alias stubs
# (WindowsApps) and other non-functional executables are probed safely
# without triggering $ErrorActionPreference = "Stop".
#
# Skips Anaconda/Miniconda Python: conda-bundled CPython ships modified
# DLL search paths that break torch's c10.dll loading on Windows.
# Standalone CPython (python.org, winget, uv) does not have this issue.
#
# NOTE: A venv created from conda Python inherits conda's base_prefix
# even if the venv path does not contain "conda". We check both the
# executable path AND sys.base_prefix to catch this.
$script:CondaSkipPattern = '(?i)(conda|miniconda|anaconda|miniforge|mambaforge)'
function Test-IsCondaPython {
param([string]$Exe)
if ($Exe -match $script:CondaSkipPattern) { return $true }
try {
$basePrefix = (& $Exe -c "import sys; print(sys.base_prefix)" 2>$null | Out-String).Trim()
if ($basePrefix -match $script:CondaSkipPattern) { return $true }
} catch { }
return $false
}
# Returns @{ Version = "3.13"; Path = "C:\...\python.exe" } or $null.
# The resolved Path is passed to `uv venv --python` to prevent uv from
# re-resolving the version string back to a conda interpreter.
function Find-CompatiblePython {
# Try the Python Launcher first (most reliable on Windows)
# py.exe resolves to the standard CPython install, not conda.
$pyLauncher = Get-Command py -CommandType Application -ErrorAction SilentlyContinue
if ($pyLauncher -and $pyLauncher.Source -notmatch $script:CondaSkipPattern) {
foreach ($minor in @("3.13", "3.12", "3.11")) {
try {
$out = & $pyLauncher.Source "-$minor" --version 2>&1 | Out-String
if ($out -match "Python (3\.1[1-3])\.\d+") {
$ver = $Matches[1]
# Resolve the actual executable path and verify it is not conda-based
$resolvedExe = (& $pyLauncher.Source "-$minor" -c "import sys; print(sys.executable)" 2>$null | Out-String).Trim()
if ($resolvedExe -and (Test-Path $resolvedExe) -and -not (Test-IsCondaPython $resolvedExe)) {
return @{ Version = $ver; Path = $resolvedExe }
}
}
} catch {}
}
}
# Try python3 / python via Get-Command -All to look past stubs that
# might shadow a real Python further down PATH.
# Skip WindowsApps entries: the App Execution Alias stubs live there
# and can open the Microsoft Store as a side effect. Legitimate Store
# Python is already detected via the py launcher above (Store packages
# include py since Python 3.11).
# Skip Anaconda/Miniconda: check both path and sys.base_prefix.
foreach ($name in @("python3", "python")) {
foreach ($cmd in @(Get-Command $name -All -ErrorAction SilentlyContinue)) {
if (-not $cmd.Source) { continue }
if ($cmd.Source -like "*\WindowsApps\*") { continue }
if (Test-IsCondaPython $cmd.Source) { continue }
try {
$out = & $cmd.Source --version 2>&1 | Out-String
if ($out -match "Python (3\.1[1-3])\.\d+") {
return @{ Version = $Matches[1]; Path = $cmd.Source }
}
} catch {}
}
}
return $null
}
# ── Install Python if no compatible version (3.11-3.13) found ──
# Find-CompatiblePython returns @{ Version = "3.13"; Path = "C:\...\python.exe" } or $null.
$DetectedPython = Find-CompatiblePython
if ($DetectedPython) {
Write-Host "==> Python already installed: Python $($DetectedPython.Version)"
}
if (-not $DetectedPython) {
Write-Host "==> Installing Python ${PythonVersion}..."
$pythonPackageId = "Python.Python.$PythonVersion"
# Temporarily lower ErrorActionPreference so that winget stderr
# (progress bars, warnings) does not become a terminating error
# on PowerShell 5.1 where native-command stderr is ErrorRecord.
$prevEAP = $ErrorActionPreference
$ErrorActionPreference = "Continue"
try {
winget install -e --id $pythonPackageId --accept-package-agreements --accept-source-agreements
$wingetExit = $LASTEXITCODE
} catch { $wingetExit = 1 }
$ErrorActionPreference = $prevEAP
Refresh-SessionPath
# Re-detect after install (PATH may have changed)
$DetectedPython = Find-CompatiblePython
if (-not $DetectedPython) {
# Python still not functional after winget -- force reinstall.
# This handles both real failures AND "already installed" codes where
# winget thinks Python is present but it's not actually on PATH
# (e.g. user partially uninstalled, or installed via a different method).
Write-Host " Python not found on PATH after winget. Retrying with --force..."
$ErrorActionPreference = "Continue"
try {
winget install -e --id $pythonPackageId --accept-package-agreements --accept-source-agreements --force
$wingetExit = $LASTEXITCODE
} catch { $wingetExit = 1 }
$ErrorActionPreference = $prevEAP
Refresh-SessionPath
$DetectedPython = Find-CompatiblePython
}
if (-not $DetectedPython) {
Write-Host "[ERROR] Python installation failed (exit code $wingetExit)" -ForegroundColor Red
Write-Host " Please install Python $PythonVersion manually from https://www.python.org/downloads/" -ForegroundColor Yellow
Write-Host " Make sure to check 'Add Python to PATH' during installation." -ForegroundColor Yellow
Write-Host " Then re-run this installer." -ForegroundColor Yellow
return
}
}
# ── Install uv if not present ──
if (-not (Get-Command uv -ErrorAction SilentlyContinue)) {
Write-Host "==> Installing uv package manager..."
$prevEAP = $ErrorActionPreference
$ErrorActionPreference = "Continue"
try { winget install --id=astral-sh.uv -e --accept-package-agreements --accept-source-agreements } catch {}
$ErrorActionPreference = $prevEAP
Refresh-SessionPath
# Fallback: if winget didn't put uv on PATH, try the PowerShell installer
if (-not (Get-Command uv -ErrorAction SilentlyContinue)) {
Write-Host " Trying alternative uv installer..."
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
Refresh-SessionPath
}
}
if (-not (Get-Command uv -ErrorAction SilentlyContinue)) {
Write-Host "Error: uv could not be installed." -ForegroundColor Red
Write-Host " Install it from https://docs.astral.sh/uv/" -ForegroundColor Yellow
return
}
# ── Create venv (skip if it already exists and has a valid interpreter) ──
# Pass the resolved executable path to uv so it does not re-resolve
# a version string back to a conda interpreter.
$VenvPython = Join-Path $VenvName "Scripts\python.exe"
if (-not (Test-Path $VenvPython)) {
if (Test-Path $VenvName) { Remove-Item -Recurse -Force $VenvName }
Write-Host "==> Creating Python $($DetectedPython.Version) virtual environment (${VenvName})..."
uv venv $VenvName --python "$($DetectedPython.Path)"
if ($LASTEXITCODE -ne 0) {
Write-Host "[ERROR] Failed to create virtual environment (exit code $LASTEXITCODE)" -ForegroundColor Red
return
}
} else {
Write-Host "==> Virtual environment ${VenvName} already exists, skipping creation."
}
# ── Detect GPU (robust: PATH + hardcoded fallback paths, mirrors setup.ps1) ──
$HasNvidiaSmi = $false
$NvidiaSmiExe = $null
try {
$nvSmiCmd = Get-Command nvidia-smi -ErrorAction SilentlyContinue
if ($nvSmiCmd) {
& $nvSmiCmd.Source 2>&1 | Out-Null
if ($LASTEXITCODE -eq 0) { $HasNvidiaSmi = $true; $NvidiaSmiExe = $nvSmiCmd.Source }
}
} catch {}
if (-not $HasNvidiaSmi) {
foreach ($p in @(
"$env:ProgramFiles\NVIDIA Corporation\NVSMI\nvidia-smi.exe",
"$env:SystemRoot\System32\nvidia-smi.exe"
)) {
if (Test-Path $p) {
try {
& $p 2>&1 | Out-Null
if ($LASTEXITCODE -eq 0) { $HasNvidiaSmi = $true; $NvidiaSmiExe = $p; break }
} catch {}
}
}
}
if ($HasNvidiaSmi) {
Write-Host "[OK] NVIDIA GPU detected" -ForegroundColor Green
} else {
Write-Host "[WARN] No NVIDIA GPU detected. Studio will run in chat-only (GGUF) mode." -ForegroundColor Yellow
Write-Host " Training and GPU inference require an NVIDIA GPU with drivers installed." -ForegroundColor Yellow
Write-Host " https://www.nvidia.com/Download/index.aspx" -ForegroundColor Yellow
}
# ── Choose the correct PyTorch index URL based on driver CUDA version ──
# Mirrors Get-PytorchCudaTag in setup.ps1.
function Get-TorchIndexUrl {
$baseUrl = "https://download.pytorch.org/whl"
if (-not $NvidiaSmiExe) { return "$baseUrl/cpu" }
try {
$output = & $NvidiaSmiExe 2>&1 | Out-String
if ($output -match 'CUDA Version:\s+(\d+)\.(\d+)') {
$major = [int]$Matches[1]; $minor = [int]$Matches[2]
if ($major -ge 13) { return "$baseUrl/cu130" }
if ($major -eq 12 -and $minor -ge 8) { return "$baseUrl/cu128" }
if ($major -eq 12 -and $minor -ge 6) { return "$baseUrl/cu126" }
if ($major -ge 12) { return "$baseUrl/cu124" }
if ($major -ge 11) { return "$baseUrl/cu118" }
return "$baseUrl/cpu"
}
} catch {}
Write-Host "[WARN] Could not determine CUDA version from nvidia-smi, defaulting to cu126" -ForegroundColor Yellow
return "$baseUrl/cu126"
}
$TorchIndexUrl = Get-TorchIndexUrl
# ── Install PyTorch first, then unsloth separately ──
#
# Why two steps?
# `uv pip install unsloth --torch-backend=cpu` on Windows resolves to
# unsloth==2024.8 (a pre-CLI release with no unsloth.exe) because the
# cpu-only solver cannot satisfy newer unsloth's dependencies.
# Installing torch first from the explicit CUDA index, then upgrading
# unsloth in a second step, avoids this solver dead-end.
#
# Why --upgrade-package instead of --upgrade?
# `--upgrade unsloth` re-resolves ALL dependencies including torch,
# pulling torch from default PyPI and stripping the +cuXXX suffix
# that step 1 installed (e.g. torch 2.5.1+cu124 -> 2.10.0 with no
# CUDA suffix). `--upgrade-package unsloth` upgrades ONLY unsloth
# to the latest version while preserving the already-pinned torch
# CUDA wheels. Missing dependencies (transformers, trl, peft, etc.)
# are still pulled in because they are new, not upgrades.
#
Write-Host "==> Installing PyTorch ($TorchIndexUrl)..."
uv pip install --python $VenvPython torch torchvision torchaudio --index-url $TorchIndexUrl
if ($LASTEXITCODE -ne 0) {
Write-Host "[ERROR] Failed to install PyTorch (exit code $LASTEXITCODE)" -ForegroundColor Red
return
}
Write-Host "==> Installing unsloth (this may take a few minutes)..."
uv pip install --python $VenvPython --upgrade-package unsloth "unsloth>=2026.3.11"
if ($LASTEXITCODE -ne 0) {
Write-Host "[ERROR] Failed to install unsloth (exit code $LASTEXITCODE)" -ForegroundColor Red
return
}
# ── Run studio setup ──
# setup.ps1 will handle installing Git, CMake, Visual Studio Build Tools,
# CUDA Toolkit, Node.js, and other dependencies automatically via winget.
Write-Host "==> Running unsloth studio setup..."
$UnslothExe = Join-Path $VenvName "Scripts\unsloth.exe"
if (-not (Test-Path $UnslothExe)) {
Write-Host "[ERROR] unsloth CLI was not installed correctly." -ForegroundColor Red
Write-Host " Expected: $UnslothExe" -ForegroundColor Yellow
Write-Host " This usually means an older unsloth version was installed that does not include the Studio CLI." -ForegroundColor Yellow
Write-Host " Try re-running the installer or see: https://github.com/unslothai/unsloth?tab=readme-ov-file#-quickstart" -ForegroundColor Yellow
return
}
& $UnslothExe studio setup
if ($LASTEXITCODE -ne 0) {
Write-Host "[ERROR] unsloth studio setup failed (exit code $LASTEXITCODE)" -ForegroundColor Red
return
}
Write-Host ""
Write-Host "========================================="
Write-Host " Unsloth Studio installed!"
Write-Host "========================================="
Write-Host ""
# Launch studio automatically in interactive terminals;
# in non-interactive environments (CI, Docker) just print instructions.
$IsInteractive = [Environment]::UserInteractive -and (-not [Console]::IsInputRedirected)
if ($IsInteractive) {
Write-Host "==> Launching Unsloth Studio..."
Write-Host ""
$UnslothExe = Join-Path $VenvName "Scripts\unsloth.exe"
& $UnslothExe studio -H 0.0.0.0 -p 8888
} else {
Write-Host " To launch, run:"
Write-Host ""
Write-Host " .\${VenvName}\Scripts\activate"
Write-Host " unsloth studio -H 0.0.0.0 -p 8888"
Write-Host ""
}
}
Install-UnslothStudio