README.md

---
license: other
base_model: "black-forest-labs/FLUX.1-dev"
tags:
  - flux
  - flux-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - not-for-all-audiences
  - lora
  - template:sd-lora
  - lycoris
inference: true
widget:
- text: 'unconditional (blank prompt)'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_0_0.png
- text: 'a close-up of a young woman in the foreground with windswept red hair, green eyes full of determination, while a soft light highlights her'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_1_0.png
- text: 'a beautiful woman with flowing hair adorned with flowers and intricate patterns, her expression is confident and mysterious as she holds her hand near her face, she wears an ornate outfit with floral designs, her skin and features are bathed in soft pink tones, the background is filled with decorative swirls and patterns that enhance the elegant and sensual atmosphere, the overall composition is delicate and detailed with a romantic and alluring vibe'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_2_0.png
- text: 'a woman with long red hair, her face tilted toward her knees, gazing intensely at the camera with a look that combines vulnerability and curiosity, her lips are slightly parted, adding a sense of intrigue, while her green eyes, half-shaded by her bangs, convey a mixture of thoughtfulness and quiet intensity, she wears a bright orange headband that contrasts vividly with the green of her outfit and the background, the outfit is made of olive-green lace, with intricate embroidery that stands out against her fair skin, her left arm is  adorned with an ornate gold bracelet featuring white and black details, the background is a monochromatic gigantic-dots halftones pattern, which enhances the bold colors of the image, creating an elegant contrast between warm and cool tones, the overall atmosphere is sophisticated, with a mix of sensuality, mystery, and strength conveyed through her expressive gaze'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_3_0.png
- text: 'a mesmerizing woman with flowing orange-blonde hair cascading down her back her piercing green eyes framed by vibrant blue eyelashes gaze directly at the viewer contrasting beautifully with her bold orange eyebrows her pink lips add a soft yet striking touch she wears a flowing pink cape that glimmers with delicate sparkles catching the light her pose is elegant with her back turned to the camera yet her expression exudes confidence and mystery as she looks over her shoulder'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_4_0.png
- text: 'a seductive vampire, her pale porcelain skin gleams with ethereal light while shadows dance across her skin her deep black hair flows dramatically with hints of blue and purple highlights her crimson lips part in a serene expression, her minimal dark outfit  enhance her elegance surrounded by swirling pink and teal clouds in a moody nocturnal sky'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_5_0.png
- text: 'a jungle queen with piercing green eyes her long blonde hair is adorned with flowers and feathers partially catching the light her face is dramatically lit with sharp contrasts one side glowing warmly while the other is cast in soft shadow creating depth and mystery the light highlights her vibrant green eyes and glossed lips while the shadow accentuates her cheekbones and jawline the jungle backdrop intensifies the luminous and moody atmosphere surrounding her'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_6_0.png
- text: 'a dramatic scene featuring a fierce woman, standing, she has long flowing black hair with neon pink and blue highlights, billowing wildly as she gazes intensely into the distance, she wears a tight, sleek outfit that reflects the glow of the moon and surrounding light, vibrant clouds of pink and blue swirl and mix, adding an ethereal and otherworldly atmosphere, the lighting casts soft neon glows on both characters, enhancing the sense of power and tension in the scene, the composition is dynamic and full of energy, blending gothic, fantasy, and cyberpunk elements'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_7_0.png
- text: 'a striking and stunningly beautiful young woman radiates confidence and allure under the summer sun she exudes an air of rebellion, her attitude bold and unapologetic as she is caught mid-swear, adding a fiery edge to her magnetic presence she wears a minuscule and daring gown crafted with intricate detail, resembling flowing tentacles that wrap elegantly around her figure the elaborate design of her outfit enhances her striking appearance, blending sensuality with an otherworldly and bold aesthetic that captivates all who see her'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_8_0.png
- text: 'a haunting figure with green eyes framed by soft orange-blonde hair, gently caresses her lips, neon palette of pinks purples and blues creates an eerie glow around her the background dissolves into surreal drips'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_9_0.png
- text: 'striking beautiful summer young woman, she dress a minuscule, elaborated and intricate sundress'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_10_0.png
- text: 'a chibi seductive vampire, her pale porcelain skin gleams with ethereal light while shadows dance across her skin her orange hair flows dramatically with hints of blue and purple highlights and green eyes, her crimson lips part in a serene expression, her minimal dark outfit  enhance her elegance in a moody nocturnal sky'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_11_0.png
---

# besch-flux-lokr-lion-1.5e-5-bs6-v05

This is a LyCORIS adapter derived from [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev).


No validation prompt was used during training.

None



## Validation settings
- CFG: `3.0`
- CFG Rescale: `0.0`
- Steps: `20`
- Sampler: `FlowMatchEulerDiscreteScheduler`
- Seed: `1121925699670477`
- Resolution: `1024x1024`
- Skip-layer guidance: 

Note: The validation settings are not necessarily the same as the [training settings](#training-settings).

You can find some example images in the following gallery:


<Gallery />

The text encoder **was not** trained.
You may reuse the base model text encoder for inference.


## Training settings

- Training epochs: 8
- Training steps: 6140
- Learning rate: 1.5e-05
  - Learning rate schedule: polynomial
  - Warmup steps: 600
- Max grad norm: 0.01
- Effective batch size: 6
  - Micro-batch size: 3
  - Gradient accumulation steps: 1
  - Number of GPUs: 2
- Gradient checkpointing: True
- Prediction type: flow-matching (extra parameters=['flux_schedule_auto_shift', 'shift=0.0', 'flux_guidance_mode=constant', 'flux_guidance_value=1.0', 'flow_matching_loss=compatible'])
- Optimizer: optimi-lionweight_decay=1e-3
- Trainable parameter precision: Pure BF16
- Caption dropout probability: 25.0%

### LyCORIS Config:
```json
{
    "bypass_mode": true,
    "algo": "lokr",
    "multiplier": 1.0,
    "full_matrix": true,
    "linear_dim": 10000,
    "linear_alpha": 1,
    "factor": 4,
    "apply_preset": {
        "target_module": [
            "Attention",
            "FeedForward"
        ],
        "module_algo_map": {
            "FeedForward": {
                "factor": 4
            },
            "Attention": {
                "factor": 2
            }
        }
    }
}
```

## Datasets

### BESCH-CROP-FLUX-V05-512
- Repeats: 2
- Total number of images: ~86
- Total number of aspect buckets: 3
- Resolution: 0.262144 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-CROP-FLUX-V05-768
- Repeats: 2
- Total number of images: ~86
- Total number of aspect buckets: 3
- Resolution: 0.589824 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-MIX-FLUX-V05-512
- Repeats: 2
- Total number of images: ~106
- Total number of aspect buckets: 3
- Resolution: 0.262144 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-MIX-FLUX-V05-768
- Repeats: 2
- Total number of images: ~110
- Total number of aspect buckets: 1
- Resolution: 0.589824 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-NEW_ORIGINAL-FLUX-V05-512
- Repeats: 5
- Total number of images: ~140
- Total number of aspect buckets: 6
- Resolution: 0.262144 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-NEW_ORIGINAL-FLUX-V05-768
- Repeats: 5
- Total number of images: ~140
- Total number of aspect buckets: 1
- Resolution: 0.589824 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No
### BESCH-NEW_ORIGINAL-FLUX-V05-1024
- Repeats: 5
- Total number of images: ~140
- Total number of aspect buckets: 4
- Resolution: 1.048576 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: closest
- Used for regularisation data: No


## Inference


```python
import torch
from diffusers import DiffusionPipeline
from lycoris import create_lycoris_from_weights


def download_adapter(repo_id: str):
    import os
    from huggingface_hub import hf_hub_download
    adapter_filename = "pytorch_lora_weights.safetensors"
    cache_dir = os.environ.get('HF_PATH', os.path.expanduser('~/.cache/huggingface/hub/models'))
    cleaned_adapter_path = repo_id.replace("/", "_").replace("\\", "_").replace(":", "_")
    path_to_adapter = os.path.join(cache_dir, cleaned_adapter_path)
    path_to_adapter_file = os.path.join(path_to_adapter, adapter_filename)
    os.makedirs(path_to_adapter, exist_ok=True)
    hf_hub_download(
        repo_id=repo_id, filename=adapter_filename, local_dir=path_to_adapter
    )

    return path_to_adapter_file
    
model_id = 'black-forest-labs/FLUX.1-dev'
adapter_repo_id = 'gattaplayer/besch-flux-lokr-lion-1.5e-5-bs6-v05'
adapter_filename = 'pytorch_lora_weights.safetensors'
adapter_file_path = download_adapter(repo_id=adapter_repo_id)
pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
lora_scale = 1.0
wrapper, _ = create_lycoris_from_weights(lora_scale, adapter_file_path, pipeline.transformer)
wrapper.merge_to()

prompt = "An astronaut is riding a horse through the jungles of Thailand."


## Optional: quantise the model to save on vram.
## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
from optimum.quanto import quantize, freeze, qint8
quantize(pipeline.transformer, weights=qint8)
freeze(pipeline.transformer)
    
pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
image = pipeline(
    prompt=prompt,
    num_inference_steps=20,
    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1121925699670477),
    width=1024,
    height=1024,
    guidance_scale=3.0,
).images[0]
image.save("output.png", format="PNG")
```