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using OnnxStack.Core.Image; | ||
using OnnxStack.StableDiffusion.Config; | ||
using OnnxStack.StableDiffusion.Enums; | ||
using OnnxStack.StableDiffusion.Pipelines; | ||
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namespace OnnxStack.Console.Runner | ||
{ | ||
public sealed class ModelDebug : IExampleRunner | ||
{ | ||
private readonly string _outputDirectory; | ||
private readonly StableDiffusionConfig _configuration; | ||
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public ModelDebug(StableDiffusionConfig configuration) | ||
{ | ||
_configuration = configuration; | ||
_outputDirectory = Path.Combine(Directory.GetCurrentDirectory(), "Examples", nameof(ModelDebug)); | ||
Directory.CreateDirectory(_outputDirectory); | ||
} | ||
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public int Index => 1; | ||
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public string Name => "Model Debug"; | ||
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public string Description => "Model Debug"; | ||
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public async Task RunAsync() | ||
{ | ||
// Create Pipeline | ||
// var pipeline = InstaFlowPipeline.CreatePipeline("D:\\Repositories\\Instaflow-onnx"); | ||
// var pipeline = LatentConsistencyPipeline.CreatePipeline("D:\\Repositories\\LCM_Dreamshaper_v7-onnx"); | ||
// var pipeline = LatentConsistencyXLPipeline.CreatePipeline("D:\\Repositories\\Latent-Consistency-xl-Olive-Onnx"); | ||
// var pipeline = StableDiffusionPipeline.CreatePipeline("D:\\Repositories\\stable-diffusion-v1-5"); | ||
var pipeline = StableDiffusionXLPipeline.CreatePipeline("D:\\Repositories\\Hyper-SD-onnx"); | ||
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// Prompt | ||
var promptOptions = new PromptOptions | ||
{ | ||
Prompt = "a photo of a cat drinking at a bar with a penguin" | ||
}; | ||
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// Scheduler | ||
var schedulerOptions = pipeline.DefaultSchedulerOptions with | ||
{ | ||
InferenceSteps = 1, | ||
GuidanceScale = 0, | ||
SchedulerType = SchedulerType.DDIM, | ||
Timesteps = new List<int> { 800 } | ||
}; | ||
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// Run pipeline | ||
var result = await pipeline.RunAsync(promptOptions, schedulerOptions, progressCallback: OutputHelpers.ProgressCallback); | ||
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// Create Image from Tensor result | ||
var image = new OnnxImage(result); | ||
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// Save Image File | ||
await image.SaveAsync(Path.Combine(_outputDirectory, $"{pipeline.GetType().Name}-{schedulerOptions.Seed}.png")); | ||
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//Unload | ||
await pipeline.UnloadAsync(); | ||
} | ||
} | ||
} |