---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- 3D
- Isometric 3D
- OBJ
widget:
- text: >-
    Isometric 3D, a 3D model of a tropical island is displayed on a light blue
    backdrop. The island features a small body of water, surrounded by gray
    rocks and green grass. There are palm trees and small bushes scattered
    throughout the island, adding a pop of color to the scene.
  output:
    url: images/ID3.png
- text: >-
    Isometric 3D, a 3D rendering of a yellow jeep is positioned on a sandy
    desert-like surface. The jeep has a white roof with a black ladder on the
    top of it, adding a pop of color to the scene. The background is a light
    peach color, with a large rock formation in the upper right corner of the
    frame. There are small green plants scattered around the jeep, adding depth
    and texture to the image.
  output:
    url: images/ID2.png
- text: >-
    Isometric 3D, a small miniature landscape is displayed on a light green
    backdrop. The landscape features a circular pond with a winding walkway in
    the middle. The pond is surrounded by trees and shrubs, and there is a small
    wooden bridge crossing the pond. The bridge is made up of gray stones, and
    the trees are arranged in a circular pattern. A small wooden cross is
    positioned at the center of the pond, and a small sign is placed at the
    bottom of the bridge.
  output:
    url: images/ID4.png
instance_prompt: Isometric 3D
license: other
---

<pre align="center">
  
 ______  ______   __       __  __   ______   ______   __  __   ______       __   ______    
/\  == \/\  __ \ /\ \     /\ \_\ \ /\  ___\ /\  == \ /\ \/\ \ /\___  \     /\ \ /\  __ \   
\ \  _-/\ \ \/\ \\ \ \____\ \____ \\ \ \____\ \  __< \ \ \_\ \\/_/  /__    \ \ \\ \ \/\ \  
 \ \_\   \ \_____\\ \_____\\/\_____\\ \_____\\ \_\ \_\\ \_____\ /\_____\    \ \_\\ \_____\ 
  \/_/    \/_____/ \/_____/ \/_____/ \/_____/ \/_/ /_/ \/_____/ \/_____/     \/_/ \/_____/ 
                                                                                                                                                                                                  
</pre>

# isometric-3d

<Gallery />

---

>[!note]
The model is still in the training phase. This is not the final version and may contain artifacts and perform poorly in some cases.

## Model description for isometric-3d

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           | 25 & 3400 |
| Epoch                     | 20    | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 20

## Best Dimensions

- 768 x 1024 (Best)
- 1024 x 1024 (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 = "Polycruz9/isometric-3d"
trigger_word = "Isometric 3D"  
pipe.load_lora_weights(lora_repo)

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

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

## Download model

Weights for this model are available in Safetensors format.

[Download](/Polycruz9/isometric-3d/tree/main) them in the Files & versions tab.