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---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'Multi-perspective Art , A cartoon drawing of a man in a red shirt, black pants, and brown shoes is standing on a yellow surface. The man is holding a brown object in his right hand. He is reaching out towards the sky towards the right side of the image. The sky is a light blue with two white clouds in the distance. There are two white sail boats in the water in the background.'
output:
url: images/1.png
- text: 'Multi-perspective Art, a man in a gray suit is running on a white crosswalk. The mans suit is adorned with a gray stripe down the side of his jacket. His shoes are black with a red stripe on the side. His arms are outstretched, as if he is crossing the crosswalk, while his legs are bent at the knees. The background is a teal-green color, and there is a white sign on the left side of the image.'
output:
url: images/2.png
- text: 'Multi-perspective Art , Captured from a low-angle perspective on a vibrant orange-brown surface, a silhouette of a man in a white shirt, black pants, and black shoes, is throwing a ball into the air. The mans arm is bent at the top of the hill, and the ball is suspended in mid-air. The background, a vibrant shade of pink, is the focal point of the image.'
output:
url: images/3.png
- text: 'Multi-perspective Art , a man in a red jacket and black pants is seen climbing a ramp, holding a black rope. The ramp is elevated, creating a stark contrast with the vibrant orange background. The mans shadow is cast on the ramp, adding a touch of depth to the scene.'
output:
url: images/4.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Multi-perspective Art
license: creativeml-openrail-m
---
<Gallery />
# Model description for Multi-perspective-Art-Flux
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 | 19 & 2500 |
| Epoch | 23 | Save Every N Epochs | 1 |
Labeling: florence2-en(natural language & English)
Total Images Used for Training : 36
## 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/Multi-perspective-Art-Flux"
trigger_word = "Multi-perspective Art"
pipe.load_lora_weights(lora_repo)
device = torch.device("cuda")
pipe.to(device)
```
## Trigger words
You should use `Multi-perspective Art` to trigger the image generation.
## Download model
Weights for this model are available in Safetensors format.
[Download](/strangerzonehf/Multi-perspective-Art-Flux/tree/main) them in the Files & versions tab.
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