Add diffusers format weights (#3)

- Add diffusers format weights (5d4717a3dc82fa40a286f48bb71f1ead5c517800)
- update readme with diffusers goodies (97a16425ff5c88f218d76851f32820e703ea813d)
- Update README.md (9ae394376d269f108989e648378f3ee54cfe7d7b)
- Upload folder using huggingface_hub (f2a94b28d7167624c443a40aaa0334351bd62c02)
- update scheduler (fe1bfe0b434c9a621a4d4ddad4f57204dcf55d23)

Co-authored-by: Dhruv Nair <dn6@users.noreply.huggingface.co>
Co-authored-by: Apolinário from multimodal AI art <multimodalart@users.noreply.huggingface.co>

README.md

@@ -37,6 +37,39 @@ The FLUX.1 models are also available via API from the following sources
 ## ComfyUI
 `FLUX.1 [dev]` is also available in [Comfy UI](https://github.com/comfyanonymous/ComfyUI) for local inference with a node-based workflow.
 
+## Diffusers
+
+To use `FLUX.1 [dev]` with the 🧨 diffusers python library, first install or upgrade diffusers
+
+```shell
+pip install git+https://github.com/huggingface/diffusers.git
+```
+
+Then you can use `FluxPipeline` to run the model
+
+```python
+import torch
+from diffusers import FluxPipeline
+
+pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16)
+pipe.enable_model_cpu_offload() #save some VRAM by offloading the model to CPU. Remove this if you have enough GPU power
+
+prompt = "A cat holding a sign that says hello world"
+image = pipe(
+    prompt,
+    height=1024,
+    width=1024,
+    guidance_scale=3.5,
+    output_type="pil",
+    num_inference_steps=50,
+    max_sequence_length=512,
+    generator=torch.Generator("cpu").manual_seed(0)
+).images[0]
+image.save("flux-dev.png")
+```
+
+To learn more check out the [diffusers](https://huggingface.co/docs/diffusers/main/en/api/pipelines/flux) documentation
+
 ---
 # Limitations
 - This model is not intended or able to provide factual information.