TensorRT-LLMs/windows/setup_env.ps1
2024-11-19 18:30:34 +08:00

219 lines
11 KiB
PowerShell

# Command-line --options that let you skip unnecessary installations
param (
[switch]$skipCUDA,
[switch]$skipPython,
[switch]$skipMPI = $true,
[switch]$skipCUDNN = $true,
[string]$cudaVersion, #CUDA version defaults to $defaultCudaVersion, specify otherwise
[switch]$skipTRT = $true
)
# Default CUDA version if not specified by user.
$defaultCudaVersion = "12.6.2"
# Set the error action preference to 'Stop' for the entire script.
# Respond to non-terminating errors by stopping execution and displaying an error message.
$ErrorActionPreference = 'Stop'
#The order of data is:
# CUDA Status: 1 present or skipped (preceded by version), 0 not present (preceded by message)
# Python: 0 not present, 1 present at 3.10
# Microsoft MPI: 0 not present, 1 present
# Microsoft MPI in EnvPath: 0 not present, 1 present
New-Item -Path "$($env:LOCALAPPDATA)\trt_env_outlog.txt" -Force
# Install CUDA
if (-not $skipCUDA){
if(-not ($cudaVersion)){
$cudaVersion = $defaultCudaVersion
}
$cudaVer = "NVIDIA CUDA Toolkit " + $cudaVersion
if (-not (Get-Package -Name $cudaVer -EA Ignore)) {
Write-Output "Downloading $cudaVer - this will take a while"
$ProgressPreference = 'SilentlyContinue'
if ($cudaVersion -eq "12.2"){
$cudaUri = 'https://developer.download.nvidia.com/compute/cuda/12.2.2/local_installers/cuda_12.2.2_537.13_windows.exe'
} elseif ($cudaVersion -eq "12.3"){
$cudaUri = 'https://developer.download.nvidia.com/compute/cuda/12.3.2/local_installers/cuda_12.3.2_546.12_windows.exe'
} elseif ($cudaVersion -eq "12.4"){
$cudaUri = 'https://developer.download.nvidia.com/compute/cuda/12.4.0/local_installers/cuda_12.4.0_551.61_windows.exe'
} elseif ($cudaVersion -eq "12.4.1"){
$cudaUri = 'https://developer.download.nvidia.com/compute/cuda/12.4.1/local_installers/cuda_12.4.1_551.78_windows.exe'
} elseif ($cudaVersion -eq "12.5.1"){
$cudaUri = 'https://developer.download.nvidia.com/compute/cuda/12.5.1/local_installers/cuda_12.5.1_555.85_windows.exe'
} elseif ($cudaVersion -eq "12.6.2"){
$cudaUri = 'https://developer.download.nvidia.com/compute/cuda/12.6.2/local_installers/cuda_12.6.2_560.94_windows.exe'
} else {
$cudaUri = Read-Host "Please go to https://developer.nvidia.com/cuda-downloads and input the url of the CUDA version you wish to use"
}
Invoke-WebRequest -Uri $cudaUri -OutFile 'cuda_installer.exe'
Write-Output "Installing $cudaVer silently - this will take a while"
Start-Process -Wait -FilePath 'cuda_installer.exe' -ArgumentList '-s'
$ProgressPreference = 'Continue'
Write-Output "Removing CUDA installer"
Remove-Item -Path 'cuda_installer.exe' -Force
Write-Output "Done $cudaVer installation at 'C:\Program Files\NVIDIA Corporation' and 'C:\Program Files\NVIDIA GPU Computing Toolkit'"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "0"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value $cudaVer
} else {
Write-Output "CUDA Installation already exists"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "CUDA present"
}
} else {
Write-Output "Skipping CUDA installation"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "CUDA present"
}
#Install Python 3.10
if(-not $skipPython){
if (-not(Test-Path -Path 'C:\Program Files\Python310\python3.exe')) {
Write-Output "Downloading Python installer"
Invoke-WebRequest -Uri 'https://www.python.org/ftp/python/3.10.11/python-3.10.11-amd64.exe' -OutFile 'python-3.10.11.exe'
Write-Output "Installing Python 3.10 silently and adding to system Path for all users"
Start-Process -Wait -FilePath 'python-3.10.11.exe' -ArgumentList '/quiet InstallAllUsers=1 PrependPath=1'
Write-Output "Removing Python installer"
Remove-Item -Path 'python-3.10.11.exe' -Force
Write-Output "Creating python3 alias executable"
Copy-Item -Path 'C:\Program Files\Python310\python.exe' -Destination 'C:\Program Files\Python310\python3.exe'
Write-Output "Done Python installation at 'C:\Program Files\Python310'"
[Environment]::SetEnvironmentVariable('Path', "C:\Program Files\Python310;C:\Program Files\Python310\Scripts;$env:Path", [EnvironmentVariableTarget]::Machine)
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "0"
} else {
Write-Output "Python installation already exists"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
}
} else {
Write-Output "Skipping Python installation"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
}
# Install Microsoft MPI
if (-not ($skipMPI)) {
if (-not (Test-Path -Path 'C:\Program Files\Microsoft MPI\Bin')) {
Write-Output "Downloading Microsoft MPI not detected"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "0"
# The latest version is 10.1.3, but it requires you to get a temporary download
# link.
# https://learn.microsoft.com/en-us/message-passing-interface/microsoft-mpi-release-notes
# We use 10.1.1 which has a release on the GitHub page
Write-Output "Downloading Microsoft MPI installer"
Invoke-WebRequest -Uri 'https://github.com/microsoft/Microsoft-MPI/releases/download/v10.1.1/msmpisetup.exe' -OutFile 'msmpisetup.exe'
Write-Output "Installing Microsoft MPI"
Start-Process -Wait -FilePath '.\msmpisetup.exe' -ArgumentList '-unattend'
Write-Output "Removing MPI installer"
Remove-Item -Path 'msmpisetup.exe' -Force
Write-Output "Adding MPI to system Path"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "0"
[Environment]::SetEnvironmentVariable('Path', "$env:Path;C:\Program Files\Microsoft MPI\Bin", [EnvironmentVariableTarget]::Machine)
Write-Output "Downloading Microsoft MPI SDK installer"
Invoke-WebRequest -Uri 'https://github.com/microsoft/Microsoft-MPI/releases/download/v10.1.1/msmpisdk.msi' -OutFile 'msmpisdk.msi'
Write-Output "Installing Microsoft MPI SDK"
Start-Process -Wait -FilePath 'msiexec.exe' -ArgumentList '/I msmpisdk.msi /quiet'
Write-Output "Removing MPI SDK installer"
Remove-Item -Path 'msmpisdk.msi' -Force
Write-Output "Done MPI installation at 'C:\Program Files\Microsoft MPI' and 'C:\Program Files (x86)\Microsoft SDKs\MPI'"
} else {
Write-Output "Microsoft MPI found"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
#Check if its part of PATH:
$pathContent = [Environment]::GetEnvironmentVariable('path', 'Machine')
$myPath = "C:\Program Files\Microsoft MPI\Bin"
if ($pathContent -split ';' -contains $myPath)
{
Write-Output "MPI exists in PATH"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
} else {
Write-Output "MPI does not exist in PATH, adding..."
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "0"
[Environment]::SetEnvironmentVariable('Path', "$env:Path;C:\Program Files\Microsoft MPI\Bin", [EnvironmentVariableTarget]::Machine)
}
}
} else {
Write-Output "Skipping MPI installation"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
}
if(-not $skipCUDNN){
$CUDA_PATH = 'C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\' + $cudaVersion + '\lib\x64\cudnn.lib'
if(-not(Test-Path -Path $CUDA_PATH)){
Write-Output "Installing CUDNN"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "0"
New-Item -Path $env:LOCALAPPDATA\CUDNN -ItemType Directory -Force
$ProgressPreference = 'SilentlyContinue'
Invoke-WebRequest -Uri '://developer.download.nvidia.com/compute/cudnn/redist/cudnn/windows-x86_64/cudnn-windows-x86_64-9.5.0.50_cuda12-archive.zip' -OutFile $env:LOCALAPPDATA\CUDNN\cudnn.zip
Expand-Archive -Path $env:LOCALAPPDATA\CUDNN\cudnn.zip -DestinationPath $env:LOCALAPPDATA\CUDNN\cudnn_unzip
New-Item -Path ".\" -Name "CUDNN" -ItemType "directory"
$binPath = Join-Path $PWD \CUDNN\bin
$includePath = Join-Path $PWD \CUDNN\include
$libPath = Join-Path $PWD \CUDNN\lib\x64
New-Item -Path $binPath -ItemType Directory
New-Item -Path $includePath -ItemType Directory
New-Item -Path $libPath -ItemType Directory
Copy-Item -Path "$env:LOCALAPPDATA\CUDNN\cudnn_unzip\cudnn-windows-x86_64-9.5.0.50_cuda12-archive\bin\*" -Destination $binPath
Copy-Item -Path "$env:LOCALAPPDATA\CUDNN\cudnn_unzip\cudnn-windows-x86_64-9.5.0.50_cuda12-archive\include\*" -Destination $includePath
Copy-Item -Path "$env:LOCALAPPDATA\CUDNN\cudnn_unzip\cudnn-windows-x86_64-9.5.0.50_cuda12-archive\lib\x64\*" -Destination $libPath
[Environment]::SetEnvironmentVariable("CUDNN", "$PWD;$binPath;$includePath;$libPath", [EnvironmentVariableTarget]::Machine)
Write-Output "Cleaning up CUDNN files"
Remove-Item -Path $env:LOCALAPPDATA\CUDNN\cudnn.zip -Force
Remove-Item -Recurse -Force $env:LOCALAPPDATA\CUDNN\cudnn_unzip
} else {
Write-Output "CUDNN already present"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
}
} else {
Write-Output "Skipping CUDNN installation"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
}
# Install TensorRT
if (-not ($skipTRT)) {
$TRT_BASE = Join-Path $PWD \TensorRT
if (-not (Test-Path -Path $TRT_BASE)) {
Write-Output "Grabbing TensorRT..."
$ProgressPreference = 'SilentlyContinue'
New-Item -Path .\TensorRT -ItemType Directory
Invoke-WebRequest -Uri 'https://developer.nvidia.com/downloads/compute/machine-learning/tensorrt/10.6.0/zip/TensorRT-10.6.0.26.Windows.win10.cuda-12.6.zip' -OutFile .\TensorRT\trt.zip
Expand-Archive -Path .\TensorRT\trt.zip -DestinationPath .\TensorRT\
Remove-Item -Path .\TensorRT\trt.zip -Force
$trtPath = Join-Path $TRT_BASE TensorRT-10.6.0.26
Write-Output "TensorRT installed at ${trtPath}"
$trtSubPaths = @{
"bin" = Join-Path $trtPath bin
"include" = Join-Path $trtPath include
"lib" = Join-Path $trtPath lib
}
foreach ($key in $trtSubPaths.Keys) {
$subPath = $trtSubPaths[$key]
if (-not (Test-Path -Path $subPath)) {
Write-Error "TensorRT ${key} path ${subPath} does not exist!"
}
}
$TRTEnvVar = $trtSubPaths.Values -join ";"
[Environment]::SetEnvironmentVariable("TRT", "$TRTEnvVar", [EnvironmentVariableTarget]::Machine)
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "0"
} else {
Write-Output "TensorRT already present"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
}
} else {
Write-Output "Skipping TRT installation"
Add-Content -Path $env:LOCALAPPDATA\trt_env_outlog.txt -Value "1"
}
return $env:Path