---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'cardboard# art, a medium-sized sculpture of a womans head is positioned against a beige wall. The womans face is adorned with a white face, adorned with black braids, and her lips are painted a vibrant red. Her hair is styled in a bun, adding a touch of texture to her face. She is wearing a red collared button-down shirt with a yellow button-up collar. Her earring is tucked into her right ear. Her left ear is encased in a small yellow barrette. The wall behind her is a light brown, with a few small red dots scattered across it.'
  output:
    url: images/1.png
- text: 'cardboard# art, a medium-angle view of a paper cutout of a mans face is displayed against a dark gray backdrop. The mans head is adorned with a brown hat, a white beard, and a white mustache. His eyes are open, and his lips are slightly parted, as if he is looking to the left. His hair is cut in a bob, adding a pop of color to the scene. His earrings, a cross, are visible in the bottom right corner of the frame.'
  output:
    url: images/2.png
- text: 'cardboard# art, a cartoon depiction of a man with a beard and mustache is seen eating a hamburger. The mans face is white, with brown hair, and his eyes are closed. His hands are positioned on either side of the hamburger, and he is wearing a light blue long-sleeved shirt. The hamburger is adorned with a variety of toppings, including hamburgers, cheese, and tomatoes. The background is a pale yellow, and the mans arms are positioned in front of him, adding a pop of color to the composition.'
  output:
    url: images/3.png
- text: 'cardboard# art, a cardboard cutout of a mans face is displayed against a vibrant green backdrop. The mans head is adorned with a black mustache, a black beard, and a gray short-sleeved t-shirt. His arms are positioned at the bottom of the frame, adding a pop of color to the scene. He is wearing a pair of orange-colored glasses, with a thick rimmed frame.'
  output:
    url: images/4.png
- text: 'Cardboard# Art: A bust-style cardboard cutout of a man with round glasses and a beanie, displayed in front of a vibrant red backdrop. His face is painted light tan, with a neatly trimmed mustache and beard. He is dressed in a green collared shirt with the top button open. A cardboard notebook and pen are tucked under his left arm.'
  output:
    url: images/5.png
- text: 'Cardboard# Art: A cardboard cutout of an elderly woman sitting on a park bench, displayed in front of a pale green background. Her hair is styled in a neat bun, painted silver-gray. She is dressed in a purple coat with a red scarf wrapped around her neck. A small cardboard pigeon is perched on her left shoulder, adding a playful touch to the scene.'
  output:
    url: images/6.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: cardboard# art
license: apache-2.0
---
![ergsdfgsrtgh.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/LgHJ0QJxTEC-RNAMaystb.png)

<Gallery />

# **Model description for Flux-Cardboard-Art-LoRA**

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           | 26 & 3500 |
| Epoch                     | 22   | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 37

## Best Dimensions & Inference

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


## 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-Cardboard-Art-LoRA"
trigger_word = "cardboard# art"  
pipe.load_lora_weights(lora_repo)

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

You should use `cardboard# art` to trigger the image generation.

## Download model

Weights for this model are available in Safetensors format.

[Download](/strangerzonehf/Flux-Cardboard-Art-LoRA/tree/main) them in the Files & versions tab.