---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'realism engine, A close-up shot of a young man with dark brown curly hair and blue eyes. He is wearing a black jacket with a black collar. The background is blurred, but it is out of focus.'
  output:
    url: images/1.png
- text: 'realism engine, a woman is seated on a blue chair, her hair cascading down her shoulders. She is wearing a light blue sweater, a yellow tank top, and plaid pajama bottoms. Her lips are painted pink, adding a pop of color to her face. The backdrop is a gray wall, and the chair she is sitting on is a dark blue.'
  output:
    url: images/2.png
- text: 'realism engine, a woman stands with her left hand on her hip, her right hand resting on her left knee. She is dressed in a gray sleeveless dress, adorned with a cowl neckline. Her hair is pulled back, cascading over her shoulders, adding a touch of movement to her face. The backdrop is a stark white wall, with a green fern plant in the lower right corner. The lighting is subdued, creating a stark contrast to the womans dress.'
  output:
    url: images/3.png
- text: 'realism engine, a medium-sized Asian woman with long, wavy brown hair stands against a stark white backdrop. She is wearing a white t-shirt with a low neckline. Her lips are painted a vibrant shade of pink, adding a pop of color to her face. Her eyes are a deep blue, and her eyebrows are a lighter shade of brown. Her hair is cascading down her shoulders, framing her entire face.'
  output:
    url: images/4.png
- text: 'Realism engine, a tall man with short black hair and a neatly trimmed beard is standing in front of a rustic brick wall. He is wearing a dark gray overcoat and a white shirt underneath. His expression is serious, and his hands are in his coat pockets. The lighting is soft, casting gentle shadows on his face.'
  output:
    url: images/5.png
- text: 'Realism engine, a young woman with light brown skin and short curly hair is outdoors, standing in front of a garden filled with vibrant green plants. She is wearing a denim jacket over a floral dress. The sunlight highlights her hair, giving it a golden tint. She has a warm smile, and her eyes are bright.'
  output:
    url: images/6.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: realism engine
license: apache-2.0
---
![sfefsef.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/m9C3uHzYiWcrAEMk8f9dG.png)

<Gallery />

# Model description for Flux-Realism-v2-Beta

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           | 16 & 2650 |
| Epoch                     | 18   | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 29

## 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/Flux-Realism-v2-Beta"
trigger_word = "realism engine"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)
```

## Trigger words

You should use `realism engine` to trigger the image generation.


## Download model

Weights for this model are available in Safetensors format.

[Download](/strangerzonehf/Flux-Realism-v2-Beta/tree/main) them in the Files & versions tab.