README.md

---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- Sketch-Flat
- Beige
widget:
- text: >-
    Sketch Flat: A black and white pencil sketch of a Starship rocket launch is
    depicted on a beige background. The rocket is captured mid-ascent, with
    flames and smoke billowing dramatically from its engines. The body of the
    Starship is sleek and cylindrical, detailed with fine lines to emphasize its
    metallic surface. Thin, wavy strokes illustrate the clouds of exhaust
    expanding at the base. In the background, faint outlines of a launch tower
    and distant hills are visible, adding depth to the scene. Above the rocket,
    the words "Reaching for the Stars" are written in bold, curved black ink, ,
    the booster fire smoke was Orange coloured
  output:
    url: images/10.png
- text: >-
    Sketch Flat, A black and white sketch of a mans face is depicted on a beige
    background. The mans head is tilted slightly to the left, and his eyes are
    slightly open. His hair is a dark shade of black, and he has a beard and
    mustache. He is wearing a tie, and a shirt with a collar around his neck.
    His ears are sticking out of the top of his head
  output:
    url: images/1.png
- text: >-
    Sketch Flat: A black and white pencil sketch of a train passing through the
    base of Mt. Fuji is depicted on a beige background. The train is sleek and
    modern, with its carriages connected in smooth lines, racing along a set of
    tracks. In the distance, Mt. Fuji looms dramatically, its iconic peak
    erupting with streams of bright orange lava, contrasting against the
    monochromatic sketch. The lava flows down the mountain in jagged, fiery
    streaks, while wisps of smoke and ash rise into the sky, blending into the
    horizon with bold, textured strokes. Thin, faint lines of trees and small
    houses in the foreground emphasize the scale of the erupting mountain. 
  output:
    url: images/12.png
- text: >-
    Sketch Flat, A black and white portrait of a man with a beard and mustache.
    The mans face is white and he has dark eyes. His hair is cut up in a bun. He
    is wearing a white collared shirt and a white tie. The background is a light
    beige color, red eyes
  output:
    url: images/2.png
- text: >-
    Sketch Flat, A black and white sketch of a mans face is drawn on a beige
    background, s mouth is slightly open. His hair is slicked back, and he has a
    mustache and beard. He is wearing a collared shirt, and a tie. Above his
    head is a line of words that are written in black ink, adding a touch of
    texture to the image
  output:
    url: images/3.png
- text: >-
    Sketch Flat, a pencil sketch of a mans face is visible on a beige paper. The
    mans head is encircled by a series of words, including "You are a good man."
    The man has a serious expression on his face, and his eyes are slightly
    open. His hair is slicked back, adding a touch of texture to his face. He is
    wearing a collared shirt, and a long-sleeved jacket. The shirt is tucked
    into his neck, and the jacket is tucked under his collar. The sketch is done
    in black ink, with the mans eyebrows and mustache visible. The background of
    the paper is a light beige, and there is a yellow dot at the bottom left
    corner.
  output:
    url: images/4.png
- text: >-
    Sketch Flat: A fine-lined black and white portrait of Nikola Tesla is
    depicted on a beige paper. He is sitting in a thoughtful pose, with one hand
    resting against his cheek. His neatly trimmed mustache and sharp features
    are accentuated with shading. Behind him, faint outlines of electrical
    sparks and waves ripple across the background, emphasizing his
    groundbreaking work in energy and magnetism.
  output:
    url: images/5.png
- text: >-
    Sketch Flat: A black and white pencil sketch of Elon Musks face is drawn on
    a beige background. His head is slightly tilted, and his eyes have a
    thoughtful expression. His neatly combed hair is sketched with fine strokes,
    and his faint smile adds a calm demeanor to the image. He is wearing a
    collared shirt and a blazer. 
  output:
    url: images/6.png
- text: >-
    Sketch Flat: A pencil sketch of a rabbit sitting in a field of grass is
    shown on a beige canvas. The rabbit has long, pointed ears and is slightly
    turned to the side, as if listening intently. Its fur is softly shaded, and
    its tiny nose is accentuated with darker strokes. Surrounding the rabbit are
    faint sketches of clover leaves, adding a delicate touch to the scene.
  output:
    url: images/7.png
- text: >-
    Sketch Flat: A black and white pencil sketch of a fox is drawn on a beige
    background. The foxs head is slightly tilted to the right, and its eyes are
    wide open with a curious expression. The fur is detailed with fine lines,
    emphasizing its bushy tail .
  output:
    url: images/8.png
- text: >-
    Sketch Flat: A black and white pencil drawing of a peacock is featured on a
    beige background. The peacocks body is small, but its elaborate feathers
    spread wide, detailed with intricate patterns of circles and lines. Its head
    is tilted slightly, and a crest of feathers is perched on top. The tail
    feathers fade into soft strokes at the edges of the sketch.
  output:
    url: images/9.png
- text: >-
    Sketch Flat, sketch of a yellow hugging face emoji with big hands,
    minimalist, impressionism, negative space, flat beige background
  output:
    url: images/11.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Sketch Flat
license: apache-2.0
---
![fsdfsdfse.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/rF0Q0vDxkMX2gw5g9esMm.png)

<Gallery />

# Model description for Flux-Sketch-Flat-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           | 28 & 3990 |
| Epoch                     | 20   | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 42
    
## 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-Sketch-Flat-LoRA"
trigger_word = "Sketch Flat"  
pipe.load_lora_weights(lora_repo)

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

You should use `Sketch Flat` to trigger the image generation.

## Download model

Weights for this model are available in Safetensors format.

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