---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: 'Flat-Lay Men Model, A medium-built man with fair skin stands confidently in front of a teal backdrop. He is wearing a light gray trench coat over a light pink button-down shirt and dark gray dress pants. His hair is neatly combed back, and he has a clean-shaven face. He holds a closed black umbrella in his right hand, while his left hand rests in his pocket. His expression is neutral, with a sharp focus on the camera.'
  output:
    url: images/7.png
- text: 'Flat-Lay Men Model, a tall, lean man stands against a stark white backdrop. He is dressed in a navy blue bomber jacket, a black crewneck sweater, and dark denim jeans. His hair is styled in a messy undercut, and he is wearing black-rimmed glasses. His eyes are a deep brown, and his lips are slightly parted. His hands are tucked into his jacket pockets, exuding a casual yet confident vibe.'
  output:
    url: images/8.png
- text: 'Flat-Lay Men Model, A black-skinned man stands against a dark gray textured wall. He is dressed in a sleek black leather trench coat, a gray crew-neck sweater, and fitted black jeans. His hair is styled in short twists, and he wears a silver chain around his neck. His eyes are sharp, and he has a neutral expression as his hands rest casually in his pockets.'
  output:
    url: images/9.png
- text: 'Flat-Lay Men Model, a young man stands against a stark white backdrop. He is dressed in a gray and white plaid jacket, a blue hoodie, and khaki pants. His hair is styled in a short bob, and he is wearing a black baseball cap with a white logo on the front. The cap has the words "LONOMO" written in white letters on it. His eyes are a piercing blue, and his mouth is slightly open. His hands are clasped in front of his body.'
  output:
    url: images/1.png
- text: 'Flat-Lay Men Model, a medium-sized man stands against a stark white backdrop. He is dressed in a brown jacket with a brown fur collar, a gray turtleneck, and a pair of white pants with a zipper on the left side of the jacket. His hair is styled in a short bob, adding a touch of texture to his face. His eyes are a piercing blue, and his lips are a darker shade of blue. His hands are clasped in front of his body.'
  output:
    url: images/2.png
- text: 'Flat-Lay Men Model, a black skinned man stands against a stark white backdrop. He is dressed in a brown leather jacket, a white t-shirt, and gray pants. His jacket has a zipper on the front, adding a touch of warmth to his outfit. His hair is short, neatly cut, and his eyes are focused on the camera. His expression is neutral, with a slight smile on his face.'
  output:
    url: images/3.png
- text: 'Flat-Lay Men Model, a medium-sized Asian man is seated on a brown wooden stool, wearing a brown long-sleeved t-shirt, a white collared shirt, and green pants. His left hand is resting on his chin, while his right hand rests on his hip. His eyes are focused on the left side of the frame, as if he is thinking. His hair is short and dark, and he has a slight smile on his face. His shoes are white, with white laces. The backdrop is a light brown, creating a stark contrast to the mans outfit.'
  output:
    url: images/4.png
- text: 'Flat-Lay Men Model, A medium-height black man stands in front of a bright red backdrop. He is dressed in a white denim jacket over a black t-shirt and olive green cargo pants. His hair is styled in short twists, and he wears a gold chain around his neck. His hands are clasped behind his back, and he looks to the right, as if lost in thought. His sneakers are white with green accents.'
  output:
    url: images/5.png
- text: 'Flat-Lay Men Model, A young, slender man with light brown skin stands against a light gray backdrop. He is dressed in a navy blue blazer, a white turtleneck, and slim-fit black jeans. His hair is wavy and styled in a side part. He wears round, gold-rimmed glasses, and his hands are casually tucked into his pockets. His expression is calm, with a slight tilt of his head, giving him a thoughtful appearance.'
  output:
    url: images/6.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Flat-Lay Men Model
license: creativeml-openrail-m
---
![flat.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/gyU-EJ_HAJJCFgLYFljBj.png)

<Gallery />

# Model description for Flux-Sketch-Ep-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           | 21 & 2880 |
| Epoch                     | 17   | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 24

## 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/FlatLay-Male-Model-LoRA"
trigger_word = "Flat-Lay Men Model"  
pipe.load_lora_weights(lora_repo)

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

You should use `Flat-Lay Men Model` to trigger the image generation.

## Download model

Weights for this model are available in Safetensors format.

[Download](/strangerzonehf/FlatLay-Male-Model-LoRA/tree/main) them in the Files & versions tab.