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WIP: Reintegrate CUDA support #247

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5 changes: 3 additions & 2 deletions src/Baballonia.Desktop/Baballonia.Desktop.csproj
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Original file line number Diff line number Diff line change
Expand Up @@ -33,7 +33,8 @@

<!-- Windows-specific -->
<PackageReference Include="OpenCvSharp4.runtime.win" Version="4.13.0.20260302" Condition="$([MSBuild]::IsOSPlatform('Windows'))" />
<PackageReference Include="Microsoft.ML.OnnxRuntime.DirectML" Version="1.24.3" Condition="$([MSBuild]::IsOSPlatform('Windows'))" />
<PackageReference Include="Microsoft.ML.OnnxRuntime.DirectML" Version="1.24.3" Condition="$([MSBuild]::IsOSPlatform('Windows'))" />
<PackageReference Include="Microsoft.ML.OnnxRuntime.Gpu.Windows" Version="1.24.3" Condition="$([MSBuild]::IsOSPlatform('Windows'))" />
<PackageReference Include="SkiaSharp.NativeAssets.Win32" Version="3.119.2" Condition="$([MSBuild]::IsOSPlatform('Windows'))" />
<PackageReference Include="DirectShowLib" Version="1.0.0" Condition="$([MSBuild]::IsOSPlatform('Windows'))" />

Expand All @@ -48,7 +49,7 @@

<PackageReference Include="Project-Babble.OpenCvSharp4.mini.runtime.ubuntu.22.04-arm64" Version="4.11.0.1" Condition="$([MSBuild]::IsOSPlatform('Linux')) And
$([System.Runtime.InteropServices.RuntimeInformation]::OSArchitecture.ToString().Contains('Arm'))" />
<PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.22.0" Condition="$([MSBuild]::IsOSPlatform('Linux'))" />
<PackageReference Include="Microsoft.ML.OnnxRuntime.Gpu.Linux" Version="1.22.0" Condition="$([MSBuild]::IsOSPlatform('Linux'))" />
<PackageReference Include="SkiaSharp.NativeAssets.Linux" Version="3.119.0" Condition="$([MSBuild]::IsOSPlatform('Linux'))" />
<PackageReference Include="Xaml.Behaviors.Interactions.Draggable" Version="11.3.9.5" />
<ProjectReference Include="..\Baballonia.LibV4L2Capture\Baballonia.LibV4L2Capture.csproj" Condition="$([MSBuild]::IsOSPlatform('Linux'))" />
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33 changes: 20 additions & 13 deletions src/Baballonia/Services/DefaultInferenceRunner.cs
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Expand Up @@ -113,31 +113,38 @@ private void ConfigurePlatformSpecificGpu(SessionOptions sessionOptions, string

// If the user's system does not support DirectML (for whatever reason,
// it's shipped with Windows 10, version 1903(10.0; Build 18362)+
// Fallback on good ol' CUDA
// Fallback on CUDA (also, if you're on Linux)
OrtCUDAProviderOptions cudaProviderOptions = null!;
try
{
sessionOptions.AppendExecutionProvider_CUDA();
cudaProviderOptions = new OrtCUDAProviderOptions();
var providerOptionsDict = new Dictionary<string, string>
{
["device_id"] = "0",
["gpu_mem_limit"] = "2147483648",
// Overkill options
// ["arena_extend_strategy"] = "kSameAsRequested",
// ["cudnn_conv_algo_search"] = "DEFAULT",
// ["do_copy_in_default_stream"] = "1",
// ["cudnn_conv_use_max_workspace"] = "1",
// ["cudnn_conv1d_pad_to_nc1d"] = "1"
};
cudaProviderOptions.UpdateOptions(providerOptionsDict);
sessionOptions = SessionOptions.MakeSessionOptionWithCudaProvider(cudaProviderOptions);
_logger.LogInformation("Initialized ExecutionProvider: CUDA for {ModelName}", modelName);
return;
}
catch (Exception)
{
_logger.LogWarning("Failed to create CUDA Execution Provider.");
}

// And, if CUDA fails (or we have an AMD card)
// Try one more time with MiGraphX/ROCm
try
finally
{
sessionOptions.AppendExecutionProvider_ROCm();
_logger.LogInformation("Initialized ExecutionProvider: ROCm for {ModelName}", modelName);
return;
}
catch (Exception)
{
_logger.LogWarning("Failed to create ROCm Execution Provider.");
cudaProviderOptions.Dispose();
}

// And, if CUDA fails (or we have an AMD card)
// Try one more time with MiGraphX
try
{
sessionOptions.AppendExecutionProvider_MIGraphX();
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