219 lines
6.1 KiB
PowerShell
219 lines
6.1 KiB
PowerShell
param(
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[Parameter(Position = 0)]
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[string] $Model,
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[Parameter(Position = 1)]
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[string] $ModelsPath,
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[switch] $List
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)
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$ErrorActionPreference = "Stop"
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$Source = "https://huggingface.co"
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$CollectionApi = "https://huggingface.co/api/collections/amd/ryzen-ai-whisper-npu-optimized-onnx-models"
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$CollectionUrl = "https://huggingface.co/collections/amd/ryzen-ai-whisper-npu-optimized-onnx-models"
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$ScriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path
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if ($ScriptDir -match "\\bin$") {
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$DefaultDownloadPath = (Get-Location).Path
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} else {
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$DefaultDownloadPath = $ScriptDir
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}
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if (-not $ModelsPath) {
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$ModelsPath = $DefaultDownloadPath
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}
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function Get-HfHeaders {
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$headers = @{}
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if ($env:HF_TOKEN) {
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$headers["Authorization"] = "Bearer $env:HF_TOKEN"
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}
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return $headers
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}
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function Invoke-HfJson {
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param([string] $Uri)
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$headers = Get-HfHeaders
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if ($headers.Count -gt 0) {
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return Invoke-RestMethod -Uri $Uri -Headers $headers
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}
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return Invoke-RestMethod -Uri $Uri
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}
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function Normalize-ModelName {
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param([string] $Name)
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# HF currently publishes ggml-small-en-encoder-vitisai.rai, while the
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# matching ggml model is ggml-small.en.bin.
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if ($Name.EndsWith("-en")) {
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return $Name.Substring(0, $Name.Length - 3) + ".en"
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}
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return $Name
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}
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function Get-VitisAiModels {
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$collection = Invoke-HfJson -Uri $CollectionApi
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$seen = @{}
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$rows = New-Object System.Collections.Generic.List[object]
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foreach ($item in $collection.items) {
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if ($item.type -ne "model") {
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continue
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}
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$repo = $item.id
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if (-not $repo) {
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continue
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}
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$modelInfo = Invoke-HfJson -Uri "$Source/api/models/$repo"
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foreach ($sibling in $modelInfo.siblings) {
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$filename = [string] $sibling.rfilename
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$match = [regex]::Match($filename, "^ggml-(.+)-encoder-vitisai\.rai$")
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if (-not $match.Success) {
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continue
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}
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$rawName = $match.Groups[1].Value
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$modelName = Normalize-ModelName -Name $rawName
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if ($seen.ContainsKey($modelName)) {
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continue
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}
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$seen[$modelName] = $true
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$destination = "ggml-$modelName-encoder-vitisai.rai"
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$url = "$Source/$repo/resolve/main/$([uri]::EscapeDataString($filename))"
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$rows.Add([pscustomobject]@{
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Model = $modelName
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RawName = $rawName
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Repo = $repo
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SourceFile = $filename
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DestinationFile = $destination
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DownloadUrl = $url
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})
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}
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}
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$order = @{
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"tiny" = 10
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"tiny.en" = 11
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"base" = 20
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"base.en" = 21
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"small" = 30
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"small.en" = 31
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"medium" = 40
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"medium.en" = 41
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"large-v1" = 50
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"large-v2" = 60
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"large-v3" = 70
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"large-v3-turbo" = 80
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}
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return $rows | Sort-Object `
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@{ Expression = { if ($order.ContainsKey($_.Model)) { $order[$_.Model] } else { 1000 } } }, `
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@{ Expression = { $_.Model } }
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}
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function Show-Models {
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$models = Get-VitisAiModels
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Write-Host ""
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Write-Host "Available VitisAI encoder caches from ${CollectionUrl}:"
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foreach ($entry in $models) {
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if ($entry.Model -eq $entry.RawName) {
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Write-Host (" {0,-18} {1}" -f $entry.Model, $entry.Repo)
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} else {
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Write-Host (" {0,-18} {1} (source name: {2})" -f $entry.Model, $entry.Repo, $entry.RawName)
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}
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}
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Write-Host ""
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}
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function Show-Usage {
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Write-Host "Usage: download-vitisai-model.cmd --list"
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Write-Host " download-vitisai-model.cmd <model> [models_path]"
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Write-Host ""
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Write-Host "Downloads ggml-<model>-encoder-vitisai.rai next to ggml-<model>.bin."
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Write-Host "Use the same model name as download-ggml-model.cmd."
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Write-Host ""
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}
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if ($List -or $Model -eq "--list" -or $Model -eq "-l" -or $Model -eq "list") {
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Show-Models
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exit 0
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}
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if (-not $Model) {
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Show-Usage
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Show-Models
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exit 1
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}
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$models = Get-VitisAiModels
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$entry = $models | Where-Object { $_.Model -eq $Model -or $_.RawName -eq $Model } | Select-Object -First 1
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if (-not $entry) {
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Write-Host "Invalid model: $Model"
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foreach ($available in $models) {
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Write-Host " $($available.Model)"
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}
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exit 1
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}
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New-Item -ItemType Directory -Force -Path $ModelsPath | Out-Null
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$destinationPath = Join-Path $ModelsPath $entry.DestinationFile
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Write-Host "Downloading VitisAI encoder cache $($entry.Model) from '$($entry.Repo)' ..."
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if (Test-Path $destinationPath) {
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Write-Host "VitisAI encoder cache $($entry.DestinationFile) already exists. Skipping download."
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exit 0
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}
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$headers = Get-HfHeaders
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$downloaded = $false
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for ($attempt = 1; $attempt -le 5; ++$attempt) {
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try {
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if ($headers.Count -gt 0) {
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Invoke-WebRequest -Uri $entry.DownloadUrl -Headers $headers -OutFile $destinationPath
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} else {
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Invoke-WebRequest -Uri $entry.DownloadUrl -OutFile $destinationPath
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}
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$downloaded = $true
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break
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} catch {
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if ($attempt -eq 5) {
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if (Test-Path $destinationPath) {
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Remove-Item -Force $destinationPath
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}
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Write-Host "Failed to download VitisAI encoder cache $($entry.Model) from $($entry.DownloadUrl)"
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throw
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}
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Start-Sleep -Seconds 5
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}
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}
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if (-not $downloaded) {
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exit 1
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}
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$whisperCmd = "whisper-cli"
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if (-not (Get-Command whisper-cli -ErrorAction SilentlyContinue)) {
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$rootPath = Split-Path -Parent $ScriptDir
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$whisperCmd = Join-Path $rootPath "build\bin\Release\whisper-cli.exe"
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}
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Write-Host "Done! VitisAI encoder cache '$($entry.Model)' saved in '$destinationPath'"
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if ($entry.RawName -ne $entry.Model) {
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Write-Host "Source cache '$($entry.SourceFile)' was renamed to match ggml model name '$($entry.Model)'."
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}
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Write-Host "Use it with the matching ggml model:"
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Write-Host ""
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Write-Host " $ScriptDir\download-ggml-model.cmd $($entry.Model) $ModelsPath"
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Write-Host " $whisperCmd -m $ModelsPath\ggml-$($entry.Model).bin -f samples\jfk.wav"
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Write-Host ""
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