---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'Xmas Isometric Kit, a 3D rendering of a Christmas tree, adorned with a star on its head, stands atop a light purple platform. The tree is adorned with green stripes and red and white candy canes, and gold balls. Below the tree are six wrapped presents, each with a red bow. The background is a deep blue, dotted with white stars.'
  output:
    url: images/4.png
- text: 'Xmas Isometric Kit, A 3D rendering of a candy shop is displayed on a light green platform. The shop is adorned with a striped red and white awning and a large candy cane above the door. Outside the shop, a small red sleigh filled with wrapped presents is positioned to the left, while a snowman holding a lollipop stands to the right. The backdrop is a gradient blue sky with falling snowflakes.'
  output:
    url: images/5.png
- text: 'Xmas Isometric Kit, A 3D rendering of a holiday market stall is set on a circular white platform. The stall has a red roof with hanging garlands and is filled with tiny ornaments and festive goods. In front of the stall, a miniature table with hot cocoa mugs and a small snowman figure create a welcoming winter scene. The backdrop is a night sky with glowing stars.'
  output:
    url: images/6.png
- text: 'Xmas Isometric Kit, Captured at eye-level on a vibrant blue backdrop, a miniature model of a snow-covered house, adorned with a small Christmas tree, is positioned in the center of the frame. The houses roof is adorned with white snow, adding a touch of warmth to the scene. Adjacent to the house, a small black and white christmas tree is placed in front of the house. The entire house is encircled by a row of small white and green trees, their branches covered in white snow. The trees are arranged in a way that creates a shadow on the right side of the image, adding depth to the composition. The backdrop is a deep blue, with small white stars dotting the sky.'
  output:
    url: images/1.png
- text: 'Xmas Isometric Kit, a miniature model of a Christmas tree, adorned with a star on its head, stands in front of a fireplace. The tree is adorned with white lights, adding a festive touch to the scene. The scene is set against a backdrop of snow-covered evergreen trees, their branches covered in snow, adding depth to the composition.'
  output:
    url: images/2.png
- text: 'Xmas Isometric Kit, a 3D rendering of a white globe-shaped object is placed on a vibrant purple backdrop. The globe is adorned with a silver lamp base, adorned with white fluffy balls, adding a touch of warmth to the scene. The lamp base is encircled by a silver metal pole with a yellow light shining from the top. A small green and red gift bag is positioned on the right side of the globe, positioned on a wooden bench. A red leash is attached to the loop of the bench. Three white balls are scattered around the globe-like object on the left side.'
  output:
    url: images/3.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Xmas Isometric Kit
license: creativeml-openrail-m
---
[![strangerzonehf/Flux-Xmas-Isometric-Kit-LoRA](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/In3_RylvFNpUN7UnepRoT.png)](https://huggingface.co/strangerzonehf/Flux-Xmas-Isometric-Kit-LoRA?image-viewer=54E3107002D023233F3CE12F258D6B2C982620BA)


<Gallery />

# Model description for Flux-Xmas-3D-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           | 20 & 2100 |
| Epoch                     | 14   | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 14
    
## 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-Xmas-Isometric-Kit-LoRA"
trigger_word = "Xmas Isometric Kit"  
pipe.load_lora_weights(lora_repo)

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

## Trigger words

You should use `Xmas Isometric Kit` to trigger the image generation.

## Download model

Weights for this model are available in Safetensors format.

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