---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'Realism v3, a close-up shot of a womans face is seen. Her eyes are a piercing blue, and her eyebrows are a darker shade of brown. Her lips are a lighter shade of pink, and she has a slight smile on her face. Her hair is a dark brown, with a few wispy bangs on the top of her head. The background is blurred, and the womans skin is a light beige.'
  output:
    url: images/1.png
- text: 'Realism v3, a close-up shot of a womans face is seen. She is wearing a black turtleneck, her hair cascades over her shoulders, adding a touch of warmth to her face. Her eyes are a piercing blue, her eyebrows are a darker shade of brown, and her lips are a lighter shade of pink. Her hair is pulled back in a ponytail, framing her forehead. The backdrop is a plain white wall.'
  output:
    url: images/2.png
- text: 'Realism v3, A close-up shot of a womans face, taken from a low-angle perspective. The womans eyes are blue, her eyebrows are a darker shade of brown, and her lips are a lighter shade of red. She is wearing a gray turtleneck, and has a pair of silver earrings on her left ear. Her hair is pulled back in a ponytail, and she has a slight smile on her face. The background is dark, and the womans hair is a dark brown.'
  output:
    url: images/3.png
- text: 'Realism v3, A close-up eye-level shot of a red-haired man with a goatee and mustache. He is wearing a navy blue short-sleeved t-shirt, and his hair cascades over his shoulders. His eyes are a piercing blue, and he has a slight smile on his face. His hair is a vibrant shade of red, and the background is a light gray.'
  output:
    url: images/4.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Realism v3
license: creativeml-openrail-m
---
![sssss.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/atY-r3Bb0OOzAPIifRY2A.png)

<Gallery />

# Model description for Ld-Art

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           | 19 & 3100 |
| Epoch                     |  27   | Save Every N Epochs       | 1    |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 33

## Best Dimensions & Inference

| **Dimensions** | **Aspect Ratio** | **Recommendation**       |
|-----------------|------------------|---------------------------|
| 1280 x 832      | 3:2              | Best                     |
| 1024 x 1024     | 1:1              | Default                  |

### Inference Range

- **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/Realism-v3-Flux"
trigger_word = "Realism v3"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)
```
## Trigger words

You should use `Realism v3` to trigger the image generation.

## Download model

Weights for this model are available in Safetensors format.

[Download](/strangerzonehf/Realism-v3-Flux/tree/main) them in the Files & versions tab.