mirror of
https://github.com/unslothai/unsloth
synced 2026-04-21 13:37:39 +00:00
* fix(install.ps1): split torch+unsloth install to fix non-NVIDIA package resolution --torch-backend=auto on a non-NVIDIA Windows machine causes uv to resolve unsloth==2024.8 (pre-CLI, no unsloth.exe). Fix: detect GPU robustly (PATH + hardcoded fallback paths, mirrors setup.ps1), install torch first with an explicit --index-url (CUDA variant for NVIDIA, CPU for everyone else), then install unsloth separately without --torch-backend so the solver always picks a modern release that ships the Studio CLI. Closes the remaining gap flagged in #4478. * fix(install.ps1): align warning with setup.ps1, add --upgrade, handle CUDA 11.x - Match the no-GPU warning message to studio/setup.ps1 wording (chat-only GGUF mode, driver download link) - Add CUDA 11.x floor check in Get-TorchIndexUrl so old drivers fall back to CPU wheels instead of silently getting cu124 - Log a warning when nvidia-smi output cannot be parsed - Add --upgrade to both uv pip install calls so re-runs pick up newer package versions * revert --upgrade from uv pip install calls uv pip install already resolves to the latest satisfying version; --upgrade is unnecessary and could force unwanted re-installs. * fix: replace frozen cu124 fallbacks with cu126, guard CUDA 11.x cu124 wheels are frozen at torch 2.6.0 -- falling back to them pins users to an outdated PyTorch. Three issues fixed in both install.ps1 and setup.ps1: 1. CUDA 12.0-12.5 now maps to cu126 (was cu124). 2. CUDA 11.x and older now falls back to cpu (was cu124, which would silently install incompatible GPU wheels). 3. Parse-failure and no-nvidia-smi fallbacks updated to cu126/cpu. Adds tests/test_cuda_wheel_mapping.py covering the mapping logic, nvidia-smi parsing, PS1 file sync, PyTorch index URL validation, and sandbox torch installs. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove test file from PR branch Test file kept locally, not needed in the PR. * fix: map CUDA 11.x to cu118 instead of cpu PyTorch still publishes cu118 wheels (up to torch 2.7.1), so CUDA 11.x users get GPU-accelerated torch rather than being forced to CPU-only. Only CUDA 10.x and older fall back to cpu. * fix: revert CUDA 12.0-12.5 to cu124, handle cpu tag in setup.ps1 CUDA 12.0-12.5 drivers only support up to their reported CUDA version, so cu126 wheels (built with CUDA 12.6) fail to load. Revert the catch- all for 12.0-12.5 back to cu124. Also fix setup.ps1 caller: when Get-PytorchCudaTag returns "cpu" (e.g. CUDA 10.x driver), the installer now correctly skips Triton and prints "CPU-only" instead of "CUDA support (cpu)". * fix: add --upgrade to unsloth install for stale venv repair On reruns against an existing venv, uv pip install unsloth makes no changes if unsloth==2024.8 is already installed (it satisfies the constraint). Adding --upgrade only to the unsloth install ensures stale installs get repaired without forcing a multi-GB torch re-download. * fix: use --upgrade-package to avoid clobbering torch CUDA wheels `--upgrade unsloth` re-resolves torch from default PyPI, stripping the +cuXXX suffix installed in step 1. `--upgrade-package unsloth unsloth` upgrades only unsloth (and pulls missing deps like transformers, trl) while preserving the pinned torch from the CUDA-specific index. * docs: explain why split-install and --upgrade-package are needed Expand the inline comment block to document both design decisions: 1. Why torch is installed separately (solver fallback to 2024.8) 2. Why --upgrade-package is used instead of --upgrade (preserves CUDA wheels) --------- Co-authored-by: LeoBorcherding <LeoBorcherding@users.noreply.github.com> Co-authored-by: Daniel Han <danielhanchen@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
287 lines
13 KiB
PowerShell
287 lines
13 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".
|
|
function Find-CompatiblePython {
|
|
# Try the Python Launcher first (most reliable on Windows)
|
|
$pyLauncher = Get-Command py -CommandType Application -ErrorAction SilentlyContinue
|
|
if ($pyLauncher) {
|
|
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+") { return $Matches[1] }
|
|
} catch {}
|
|
}
|
|
}
|
|
# Try python3 / python via Get-Command -All to look past stubs that
|
|
# might shadow a real Python further down PATH.
|
|
# Skip WindowsApps entries: the App Execution Alias stubs live there
|
|
# and can open the Microsoft Store as a side effect. Legitimate Store
|
|
# Python is already detected via the py launcher above (Store packages
|
|
# include py since Python 3.11).
|
|
foreach ($name in @("python3", "python")) {
|
|
foreach ($cmd in @(Get-Command $name -All -ErrorAction SilentlyContinue)) {
|
|
if (-not $cmd.Source) { continue }
|
|
if ($cmd.Source -like "*\WindowsApps\*") { continue }
|
|
try {
|
|
$out = & $cmd.Source --version 2>&1 | Out-String
|
|
if ($out -match "Python (3\.1[1-3])\.\d+") { return $Matches[1] }
|
|
} catch {}
|
|
}
|
|
}
|
|
return ""
|
|
}
|
|
|
|
# ── Install Python if no compatible version (3.11-3.13) found ──
|
|
$DetectedPythonVersion = Find-CompatiblePython
|
|
if ($DetectedPythonVersion) {
|
|
Write-Host "==> Python already installed: Python $DetectedPythonVersion"
|
|
}
|
|
if (-not $DetectedPythonVersion) {
|
|
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)
|
|
$DetectedPythonVersion = Find-CompatiblePython
|
|
|
|
if (-not $DetectedPythonVersion) {
|
|
# 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
|
|
$DetectedPythonVersion = Find-CompatiblePython
|
|
}
|
|
|
|
if (-not $DetectedPythonVersion) {
|
|
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) ──
|
|
$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 ${DetectedPythonVersion} virtual environment (${VenvName})..."
|
|
uv venv $VenvName --python $DetectedPythonVersion
|
|
if ($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 $VenvPython --upgrade-package unsloth unsloth
|
|
if ($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
|