Update README.md

README.md

@@ -9,4 +9,35 @@ tags:
 - lora
 - image-generation
 - diffusers
----
+---
+
+LoRA checkpoint aiming to improve [FLUX.1 [schnell]](https://huggingface.co/black-forest-labs/FLUX.1-schnell) photorealism.
+
+**The weights are provided as `.safetensors` file**, so they are suited for every use-cases, including but not limited to:
+- SD-WebUI
+- ComfyUI
+- InvokeAI
+- Forge
+- ...
+
+# Training details
+This checkpoint has been trained with a fairly small dataset of 100+ synthetic images generated and upscaled using [Runtime44](https://runtime44.com)
+All images have been manually captionned **without** any specific trigger word.
+
+Training was done using [kohya-ss scripts](https://github.com/kohya-ss/sd-scripts) on a local machine with 16Gb of VRAM and took ~1h
+
+
+
+# Usage
+
+## With [🧨Diffusers](https://huggingface.co/docs/diffusers/en/index) library
+
+```python
+from diffusers import AutoPipelineForText2Image
+import torch
+
+pipeline = AutoPipelineForText2Image.from_pretrained('black-forest-labs/FLUX.1-schnell', torch_dtype=torch.bfloat16).to('cuda')
+pipeline.load_lora_weights('hugovntr/flux-schnell-realism', weight_name='schnell-realism_v1')
+image = pipeline('Moody kitchen at dusk, warm golden ...').images[0]
+image.save("output.png")
+```