---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'Isometric Building: A top-down view of a rustic farmhouse with a green tin roof and red-brick walls. The farm includes a small barn, a chicken coop, and a tractor parked in the field. Rows of crops stretch out behind the farmhouse, and a wooden fence surrounds the property.'
  output:
    url: images/5.png
- text: 'Isometric Building: A top-down view of a two-story beach house with a large wooden deck overlooking the ocean. The house features a blue roof and white walls, with large glass doors opening to the deck. The deck has lounge chairs, a surfboard, and a barbecue grill. The sandy beach stretches out in the background, with palm trees swaying in the breeze.'
  output:
    url: images/6.png
- text: 'Isometric Building, a 3-level view of a two-story house, adorned with a black roof and a black balcony. The house is situated on a grassy lawn, with a swimming pool on the right side of the frame. The pool is surrounded by a wooden deck, with chairs and a white umbrella on the deck. A black SUV is parked in front of the house, adding a pop of color to the scene. A fire pit is lit up in the middle of the lawn, creating a warm and inviting ambiance.'
  output:
    url: images/1.png
- text: 'Isometric Building, a top-down view of a two-story white house with a blue roof is seen against a beige backdrop. The house is adorned with a variety of plants, including a tree, a table, and a bench, adding a touch of greenery to the scene. The staircase leads to the entrance of the house, which is flanked by a brown wooden gate. The ground is covered in grass, with a small patio in the middle of the stairs.'
  output:
    url: images/2.png
- text: 'Isometric Building, a top-down view of a two-story house with a pool in the foreground. The pool is surrounded by a lush green lawn, with a variety of plants and shrubs, adding a touch of greenery to the scene. The house is adorned with a white bed, a white blanket, and a white umbrella. The balcony of the house casts a shadow on the ground, providing a contrast to the blue sky.'
  output:
    url: images/3.png
- text: 'Isometric Building, An aerial view of a two story white house with a blue pool in the middle of it. There is a white car parked on the right side of the house. There are two trees on the left side and right side as well as a small white car on the bottom right side.'
  output:
    url: images/4.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Isometric Building
license: creativeml-openrail-m
---
![szfdvzsdfvg.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/I1iqKbtC98j1aNF4HEcIp.png)

<Gallery />

# Model description for Flux-Isometric-Site-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           | 24 & 2770 |
| Epoch                     | 17   | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 18 [ HD ]

## 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-Isometric-Site-LoRA"
trigger_word = "Isometric Building"  
pipe.load_lora_weights(lora_repo)

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

You should use `Isometric Building` to trigger the image generation.

## Download model

Weights for this model are available in Safetensors format.

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