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WIP: Reintegrate MiGraphX support #249

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3 changes: 1 addition & 2 deletions src/Baballonia.Desktop/Baballonia.Desktop.csproj
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Original file line number Diff line number Diff line change
Expand Up @@ -45,10 +45,9 @@
<!-- Linux-specific -->
<PackageReference Include="Project-Babble.OpenCvSharp4.mini.runtime.ubuntu.22.04-x64" Version="4.11.0.1" Condition="$([MSBuild]::IsOSPlatform('Linux')) And
!($([System.Runtime.InteropServices.RuntimeInformation]::OSArchitecture.ToString().Contains('Arm')))" />

<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.Managed" 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'))" />
Expand Down
53 changes: 31 additions & 22 deletions src/Baballonia/Services/DefaultInferenceRunner.cs
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Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Security.Cryptography;

namespace Baballonia.Services;

Expand All @@ -31,11 +32,12 @@ public void Setup(string modelPath, bool useGpu = true)
if (!File.Exists(modelPath))
throw new FileNotFoundException($"{modelPath} does not exist");

_logger = loggerFactory.CreateLogger(this.GetType().Name + "." + Path.GetFileName(modelPath));
var modelName = Path.GetFileName(modelPath);
_logger = loggerFactory.CreateLogger(GetType().Name + "." + modelName);

SessionOptions sessionOptions = SetupSessionOptions();
if (useGpu)
ConfigurePlatformSpecificGpu(sessionOptions, modelPath);
ConfigurePlatformSpecificGpu(sessionOptions, modelName);
else
sessionOptions.AppendExecutionProvider_CPU();

Expand All @@ -56,7 +58,7 @@ public void Setup(string modelPath, bool useGpu = true)
/// </summary>
private void InitializeModelMetadata()
{
_isOldEyeModel = _session.ModelMetadata.CustomMetadataMap.Count() == 0;
_isOldEyeModel = _session.ModelMetadata.CustomMetadataMap.Count == 0;

if (!_isOldEyeModel)
{
Expand Down Expand Up @@ -98,7 +100,7 @@ private void ConfigurePlatformSpecificGpu(SessionOptions sessionOptions, string
if (OperatingSystem.IsWindows())
{
// If DirectML is supported on the user's system, try using it first.
// This has support for both AMD and Nvidia GPUs, and uses less memory in my testing
// This has support for both AMD and Nvidia GPUs, and generally works OOB without any weird setup
try
{
sessionOptions.AppendExecutionProvider_DML();
Expand All @@ -107,13 +109,33 @@ private void ConfigurePlatformSpecificGpu(SessionOptions sessionOptions, string
}
catch (Exception)
{
_logger.LogWarning("Failed to create DML Execution Provider on Windows. Falling back to CUDA...");
_logger.LogInformation("Failed to create DML Execution Provider on Windows. Falling back to CUDA...");
}
}

if (OperatingSystem.IsLinux())
{
try
{
// MiGraphX is the successor to ROCm, and is available only on Linux,
// you'll need to install it per your distro's package manager instructions.
// Everytime we load a model we'll hitch, but *works*
// https://onnxruntime.ai/docs/execution-providers/MIGraphX-ExecutionProvider.html
// For some reason we can't load/save compiled graphs!?
sessionOptions.AppendExecutionProvider_MIGraphX();
_logger.LogInformation("Initialized ExecutionProvider: MIGraphX for {ModelName}", modelName);
return;
}
catch (Exception)
{
_logger.LogInformation("Failed to create MIGraphX Execution Provider.");
}
}

// 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
// or MiGraphX, try CUDA. This requires manual setup, see:
// https://github.com/Project-Babble/Baballonia/pull/247
try
{
sessionOptions.AppendExecutionProvider_CUDA();
Expand All @@ -122,20 +144,7 @@ private void ConfigurePlatformSpecificGpu(SessionOptions sessionOptions, string
}
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
try
{
sessionOptions.AppendExecutionProvider_MIGraphX();
_logger.LogInformation("Initialized ExecutionProvider: MIGraphX for {ModelName}", modelName);
return;
}
catch (Exception)
{
_logger.LogWarning("Failed to create MIGraphX Execution Provider.");
_logger.LogInformation("Failed to create CUDA Execution Provider.");
}

// Finally, try OpenVINO (for Intel CPUs/GPUs)
Expand All @@ -147,10 +156,10 @@ private void ConfigurePlatformSpecificGpu(SessionOptions sessionOptions, string
}
catch (Exception)
{
_logger.LogWarning("Failed to create OpenVINO Execution Provider.");
_logger.LogInformation("Failed to create OpenVINO Execution Provider.");
}

_logger.LogWarning("No GPU acceleration will be applied.");
_logger.LogInformation("No GPU acceleration will be applied.");
sessionOptions.AppendExecutionProvider_CPU();
}

Expand Down
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