Update README.md

README.md

@@ -4,7 +4,9 @@ tags:
 - stable-diffusion
 - lora
 - diffusers
-- template:sd-lora
+- image-generation
+- flux
+- safetensors
 widget:
 - text: >-
     A purple lovely plush monster, sitting on the top of a high building in New
@@ -31,12 +33,36 @@ license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICE
 ---
 # FLUX.1-dev-LoRA-live-3D
 
+This is a LoRA (Live 3D) trained on FLUX.1-dev for 3D elements.
+
+## Showcases
 <Gallery />
 
 
+## Inference
+
+```python
+import torch
+from diffusers import FluxPipeline
+
+pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16)
+pipe.load_lora_weights("Shakker-Labs/FLUX.1-dev-LoRA-live-3D", weight_name="FLUX-dev-lora-live_3D.safetensors")
+pipe.fuse_lora(lora_scale=1.1)
+pipe.to("cuda")
+
+prompt = "A colorful cartoon monkey sits on a bus as it rolls down the street in Times Square, New York"
+
+image = pipe(prompt, 
+             num_inference_steps=24, 
+             guidance_scale=3.5,
+            ).images[0]
+image.save(f"example.png")
+```
+
+## Online Inference
 
-## Download model
+You can also download this model at [Shakker AI](https://www.shakker.ai/modelinfo/0210878e637047c6bad4db62ebfcefe8?from=feed), where we provide an online interface to generate images.
 
-Weights for this model are available in Safetensors format.
 
-[Download](/Shakker-Labs/FLUX.1-dev-LoRA-live-3D/tree/main) them in the Files & versions tab.
+## Acknowledgements
+This model is trained by our copyrighted users. We release this model under permissions. The model follows [flux-1-dev-non-commercial-license](https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md).