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---

pipeline_tag: text-to-image
---

# FLUX.1-schnell - Onnx Olive DirectML Optimized 

## Original Model
https://huggingface.co/black-forest-labs/FLUX.1-schnell


## Note on Float16 Conversion:

The Float16 conversion of this model is not yet perfect, and there is a noticeable quality difference compared to the ONNX [Float32](https://huggingface.co/TensorStack/Flux_schnell-f32-onnx) version. While it still produces fantastic images, we are actively working on improving the precision of this model.

We welcome any community assistance or input regarding this conversion.


## C# Inference Demo
https://github.com/TensorStack-AI/OnnxStack

```csharp

// Create Pipeline

var pipeline = FluxPipeline.CreatePipeline("D:\\Models\\Flux_schnell-f32-onnx");



// Prompt

var promptOptions = new PromptOptions

{

    Prompt = "Illustrate a fierce barbarian man, with muscles rippling and wielding a massive axe, roaring in triumph"

};



// Scheduler Options

var schedulerOptions = pipeline.DefaultSchedulerOptions with

{

    GuidanceScale = 0f,

    InferenceSteps = 4,

    SchedulerType = SchedulerType.FlowMatchEulerDiscrete,

};



// Run pipeline

var result = await pipeline.GenerateImageAsync(promptOptions, schedulerOptions);



// Save Image Result

await result.SaveAsync("Result.png");

```
## Inference Result
![Intro Image](Sample.png)