Update README.md

README.md

@@ -19,19 +19,60 @@ widget:
     url: images/4444.png
 base_model: black-forest-labs/FLUX.1-dev
 instance_prompt: Belle, the female character
-
 ---
+
+![aas.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/j8NdoW7Oxs2MEgVIG1z_F.png)
+
 # Belle
 
 <Gallery />
+# Model description for Belle
+Image Processing Parameters 
 
+| Parameter                 | Value  | Parameter                 | Value  |
+|---------------------------|--------|---------------------------|--------|
+| LR Scheduler              | constant | Noise Offset              | 0.03   |
+| Optimizer                 | AdamW  | Multires Noise Discount   | 0.1    |
+| Network Dim               | 64     | Multires Noise Iterations | 10     |
+| Network Alpha             | 32     | Repeat & Steps           | 18 & 2100 |
+| Epoch                     | 21   | Save Every N Epochs       | 1    |
 
-## Trigger words
+    Labeling: florence2-en(natural language & English)
+    
+    Total Images Used for Training : 14
+
+    Source : Pinterest
+
+## Best Dimensions & Inference
+
+| **Dimensions** | **Aspect Ratio** | **Recommendation**       |
+|-----------------|------------------|---------------------------|
+| 1280 x 832      | 3:2              | Best                     |
+| 1024 x 1024     | 1:1              | Default                  |
 
-You should use `Belle` to trigger the image generation.
+### Inference Range
 
-You should use `the female character` to trigger the image generation.
+- **Recommended Inference Steps:** 30–35
+
+## Setting Up
+```python
+import torch
+from pipelines import DiffusionPipeline
+
+base_model = "black-forest-labs/FLUX.1-dev"
+pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)
+
+lora_repo = "strangerzonehf/Belle"
+trigger_word = "Belle the female character"  
+pipe.load_lora_weights(lora_repo)
+
+device = torch.device("cuda")
+pipe.to(device)
+```
+
+## Trigger words
 
+You should use `Belle the female character` to trigger the image generation.
 
 ## Download model