Update README.md

README.md

@@ -4,7 +4,9 @@ tags:
 - stable-diffusion
 - lora
 - diffusers
-- template:sd-lora
+- image-generation
+- flux
+- safetensors
 widget:
 - text: >-
     A giant tiger dressed in retro clothing strolls between the skyscrapers of
@@ -36,12 +38,37 @@ license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICE
 ---
 # FLUX.1-dev-LoRA-playful-metropolis
 
+This is a LoRA (Playful Metropolis) trained on FLUX.1-dev for illustration style, combining urban environments with imaginative cartoon 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-playful-metropolis", weight_name="FLUX-dev-lora-playful_metropolis.safetensors")
+pipe.fuse_lora(lora_scale=0.7)
+pipe.to("cuda")
+
+prompt = "A giant tiger dressed in retro clothing strolls between the skyscrapers of Tokyo. The tiger's eyes, peering through sunglasses, exude a cool vibe. On its back are a few cartoon-style birds playing small instruments, providing a soundtrack for the tiger's walk,"
+
+image = pipe(prompt, 
+             num_inference_steps=24, 
+             guidance_scale=3.5,
+             width=768, height=1024,
+            ).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/6b8bfc296fba423bb0a632ce67c1483f?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-playful-metropolis/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).