---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'CMS 3D Art, Captured at eye-level on a vibrant purple backdrop, a medium-sized figurine of a cartoon character, dressed in a blue sweater, black shorts, and black and white sneakers. The figurine is holding a gray cup with a white straw in it, and a green bag with yellow smiley faces on it. The characters outfit is adorned with a black strap, a white tag, and green socks with white stripes. The figures eyes are blue, and he has a white hat on his head. The background is a soft lavender shade, adding a pop of color to the scene.'
  output:
    url: images/1.png
- text: 'CMS 3D Art, a medium-sized cartoon figure stands on a vibrant green backdrop. The figure is dressed in a pink button-down shirt, adorned with a vibrant orange and yellow floral pattern, and a pair of gray sweatpants. His shoes are adorned with blue and yellow sneakers, adding a pop of color to the scene. He is holding a white cup with a black straw in it, while his right hand is draped over his right shoulder. His left hand is resting on a large green object, which is positioned in front of him. The background is a vibrant shade of green, creating a striking contrast to the figure.'
  output:
    url: images/22.png
- text: 'CMS 3D Art, Captured from a low-angle perspective on a vibrant blue backdrop, a figurine stands on a blue carpet. The figurine, dressed in a black coat, adorned with green accents, is adorned with a white emblem on the chest, adding a pop of color to the scene. The figure, posed in a striking pose, is holding a black bag in one hand, while the other hand rests on the bag in the other. Its legs are spread out in a way that creates a striking contrast to the blue carpet, creating a stark contrast.'
  output:
    url: images/33.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: CMS 3D Art
license: apache-2.0
---
![Svzdssfvzdf.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/DobXUsdFSfT9gwYYk69ww.png)

<Gallery />
# Model description for CMS 3D 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           | 26 & 3250 |
| Epoch                     | 25   | Save Every N Epochs       | 1    |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 34

## 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/CMS-3D-Art"
trigger_word = "CMS 3D Art"  
pipe.load_lora_weights(lora_repo)

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

## Trigger words

You should use `CMS 3D Art` to trigger the image generation.


## Download model

Weights for this model are available in Safetensors format.

[Download](/strangerzonehf/CMS-3D-Art/tree/main) them in the Files & versions tab.