Update README.md

README.md

@@ -33,11 +33,11 @@ pip install -U diffusers
 
 These are LoRA adaption weights for the FLUX.1 [dev] model (```black-forest-labs/FLUX.1-dev```). The base model is, and you must first get access to it before loading this LoRA adapter. 
 
-This LoRA adapter has rank=64 and alpha=64, trained for 4,000 steps. Earlier checkpoints are available in this repository as well (you can load these via the ```adapter``` parameter, see example below). 
+This LoRA adapter has rank=64 and alpha=64, trained for 16,000 steps. Earlier checkpoints are available in this repository as well (you can load these via the ```adapter``` parameter, see example below). 
 
 ## Trigger keywords
 
-The model was fine-tuned with a set of ~1,600 images of biological materials, structures, shapes and other images of nature, using the keyword \bioinspired\>.
+The model was fine-tuned with a set of ~1,600 images of biological materials, structures, shapes and other images of nature, using the keyword \<bioinspired\>.
 
 You should use \<bioinspired\> to trigger these features during image generation.
 
@@ -139,6 +139,7 @@ grid
 
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/qdnFLSWbzXOKeZdAUzNMH.png)
+
 Image generation - Example #2:
 
 ```python
@@ -160,6 +161,28 @@ grid
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/kMTHiPszlXnZoBT-4klLY.png)
 
+Image generation - Example #3:
+
+```python
+prompt = "An architectural design in the style of <bioinspired>. The structure itself features key design elements as in <bioinspired>." 
+num_samples =1
+num_rows =1
+n_steps=50
+guidance_scale=5.
+all_images = []
+for _ in range(num_rows):
+image = pipeline(prompt,num_inference_steps=n_steps,num_images_per_prompt=num_samples,
+                     guidance_scale=guidance_scale,).images
+     
+    all_images.extend(image)
+
+grid = image_grid(all_images, num_rows, num_samples,  save_individual_files=True, )
+grid
+```
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/5t4cG5s7-Yf6bzBmNFqbQ.png)
+
+
 
 ```bibtext
 @article{BioinspiredFluxBuehler2024,