Update README.md

README.md

@@ -82,6 +82,37 @@ You should use the following format:
 Ghibli style [character description] with [distinctive features], [action or pose], [environment or background], [lighting or atmosphere], [additional details]` to trigger the image generation.
 ```
 
+## Inference with `diffusers`
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = "black-forest-labs/FLUX.1-dev"
+adapter_id = "alvarobartt/ghibli-characters-flux-lora"
+
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16)
+pipeline.load_lora_weights(adapter_id)
+pipeline.to("cuda")
+
+prompt = (
+    "Ghibli style futuristic stormtrooper with glossy white armor and a sleek helmet,"
+    " standing heroically on a lush alien planet, vibrant flowers blooming around, soft"
+    " sunlight illuminating the scene, a gentle breeze rustling the leaves"
+)
+
+image = pipeline(
+    prompt=prompt,
+    num_inference_steps=30,
+    width=1024,
+    height=768,
+    guidance_scale=3.5,
+    lora_scale=1.0,
+).images[0]
+
+image.save("ghibli.png", format="PNG")
+```
+
 ## Disclaimer
 
 The FLUX.1-dev fine-tunes fall under the same license as FLUX.1-dev i.e. https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md; and the Studio Ghibli dataset is "licensed" with a custom non-commercial license based on the findings on their website.