|
--- |
|
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 |
|
--- |
|
 |
|
|
|
<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. |
|
|
