README.md

metadata

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 photo of a q1s woman in a suit standing on the streets of Tokyo
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png
  - text: a anime of a q1s woman in school uniform standing on a bridge
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_2_0.png
  - text: a photo of a q1s woman in leather jacket on the beach
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_3_0.png
  - text: >-
      A stunning portrait of a q1s woman adorned with a luxurious wide-brimmed
      red hat that elegantly covers part of her face, illustration, vibrant,
      sophisticated, portrait photography
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_4_0.png
  - text: >-
      A grainy, sepia-toned photograph taken with a Kodak Portra 400 film camera
      in the late 1990s of a q1s woman with captivating gaze poses confidently.
      She wears a vintage, black MinMin T-shirt, slightly oversized and slightly
      worn, with the band's iconic logo prominently displayed. The background is
      blurred, suggesting a dimly lit, underground music venue or a friend's
      basement.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_5_0.png
  - text: >-
      A captivating minimalist masterpiece illustration of a q1s woman exuding
      elegance and tranquility. The beautiful subject is dressed in a linen
      dress, featuring pastel beige and light grey hues. The background consists
      of a harmonious composition of rectangles and squares, subtly outlined in
      black pencil. This vibrant and conceptual artwork elicits a cinematic and
      fashionable illustration.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_6_0.png
  - text: >-
      a digital painting of a q1s woman in a green hoodie and purple skirt
      standing in front of an office building
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_7_0.png
  - text: >-
      A whimsical miniature 3D alcohol ink portrait of a q1s woman mermaid
      nestled in a giant seashell. She has a shimmering fish tail adorned with
      intricate scales in various shades of blue and turquoise. She wears a top
      made of tiny seashells and pearls. Surrounding her are small,
      bioluminescent jellyfish, adding a magical glow to the scene. The lighting
      creates a dreamy, underwater atmosphere that captures the essence of
      oceanic wonder and enchantment.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_8_0.png
  - text: a photo of a q1s woman as a historical marble statue in a grand bathroom
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_9_0.png
  - text: >-
      A captivating watercolor portrayal of a q1s woman. Her eyes are the focal
      point. The vibrant color palette features bright red, deep green, and
      pastel beige and white, creating a striking contrast. The fluid,
      free-flowing brushstrokes imbue the artwork with movement and emotion. The
      background is an abstract tapestry of color, with splashes of the same
      hues, adding depth and dimension to the portrait. Painting, illustration.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_10_0.png
  - text: an oil painting of q1s in a hoordie and skirt walking on the beach
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_11_0.png

flux-test-q1sV16

This is a LyCORIS adapter derived from black-forest-labs/FLUX.1-dev.

The main validation prompt used during training was:

an oil painting of q1s in a hoordie and skirt walking on the beach

Validation settings

• CFG: 1.0
• CFG Rescale: 0.0
• Steps: 20
• Sampler: None
• Seed: 42
• Resolution: 1024x1024

Note: The validation settings are not necessarily the same as the training settings.

You can find some example images in the following gallery:

Prompt

unconditional (blank prompt)

Negative Prompt

blurry, cropped, ugly

Prompt

a photo of a q1s woman in a suit standing on the streets of Tokyo

Negative Prompt

blurry, cropped, ugly

Prompt

a anime of a q1s woman in school uniform standing on a bridge

Negative Prompt

blurry, cropped, ugly

Prompt

a photo of a q1s woman in leather jacket on the beach

Negative Prompt

blurry, cropped, ugly

Prompt

A stunning portrait of a q1s woman adorned with a luxurious wide-brimmed red hat that elegantly covers part of her face, illustration, vibrant, sophisticated, portrait photography

Negative Prompt

blurry, cropped, ugly

Prompt

A grainy, sepia-toned photograph taken with a Kodak Portra 400 film camera in the late 1990s of a q1s woman with captivating gaze poses confidently. She wears a vintage, black MinMin T-shirt, slightly oversized and slightly worn, with the band's iconic logo prominently displayed. The background is blurred, suggesting a dimly lit, underground music venue or a friend's basement.

Negative Prompt

blurry, cropped, ugly

Prompt

A captivating minimalist masterpiece illustration of a q1s woman exuding elegance and tranquility. The beautiful subject is dressed in a linen dress, featuring pastel beige and light grey hues. The background consists of a harmonious composition of rectangles and squares, subtly outlined in black pencil. This vibrant and conceptual artwork elicits a cinematic and fashionable illustration.

Negative Prompt

blurry, cropped, ugly

Prompt

a digital painting of a q1s woman in a green hoodie and purple skirt standing in front of an office building

Negative Prompt

blurry, cropped, ugly

Prompt

A whimsical miniature 3D alcohol ink portrait of a q1s woman mermaid nestled in a giant seashell. She has a shimmering fish tail adorned with intricate scales in various shades of blue and turquoise. She wears a top made of tiny seashells and pearls. Surrounding her are small, bioluminescent jellyfish, adding a magical glow to the scene. The lighting creates a dreamy, underwater atmosphere that captures the essence of oceanic wonder and enchantment.

Negative Prompt

blurry, cropped, ugly

Prompt

a photo of a q1s woman as a historical marble statue in a grand bathroom

Negative Prompt

blurry, cropped, ugly

Prompt

A captivating watercolor portrayal of a q1s woman. Her eyes are the focal point. The vibrant color palette features bright red, deep green, and pastel beige and white, creating a striking contrast. The fluid, free-flowing brushstrokes imbue the artwork with movement and emotion. The background is an abstract tapestry of color, with splashes of the same hues, adding depth and dimension to the portrait. Painting, illustration.

Negative Prompt

blurry, cropped, ugly

Prompt

an oil painting of q1s in a hoordie and skirt walking on the beach

Negative Prompt

blurry, cropped, ugly

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

Training settings

• Training epochs: 3
• Training steps: 1900
• Learning rate: 6e-05
• Max grad norm: 1.0
• Effective batch size: 3
  • Micro-batch size: 1
  • Gradient accumulation steps: 3
  • Number of GPUs: 1
• Prediction type: flow-matching (extra parameters=['flux_schedule_auto_shift', 'shift=0.0', 'flux_guidance_value=4.0', 'flux_attention_masked_training'])
• Rescaled betas zero SNR: False
• Optimizer: optimi-lionweight_decay=1e-3
• Precision: Pure BF16
• Quantised: Yes: int8-quanto
• Xformers: Not used
• LyCORIS Config:

{
    "algo": "lokr",
    "multiplier": 1.0,
    "linear_dim": 10000,
    "linear_alpha": 1,
    "factor": 16,
    "apply_preset": {
        "target_module": [
            "Attention",
            "FeedForward"
        ],
        "module_algo_map": {
            "Attention": {
                "factor": 16
            },
            "FeedForward": {
                "factor": 8
            }
        }
    }
}

Datasets

q1sV16-1024-crop

• Repeats: 14
• Total number of images: 30
• Total number of aspect buckets: 1
• Resolution: 1.048576 megapixels
• Cropped: True
• Crop style: center
• Crop aspect: square
• Used for regularisation data: No

q1sV16-512-crop

• Repeats: 14
• Total number of images: 38
• Total number of aspect buckets: 1
• Resolution: 0.262144 megapixels
• Cropped: True
• Crop style: center
• Crop aspect: square
• Used for regularisation data: No

gen-and-inpaint-q1s-1024-reg

• Repeats: 0
• Total number of images: 530
• Total number of aspect buckets: 1
• Resolution: 1.048576 megapixels
• Cropped: True
• Crop style: center
• Crop aspect: square
• Used for regularisation data: Yes

Inference

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 = 'DragonQuix/flux-test-q1sV16'
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 oil painting of q1s in a hoordie and skirt walking on the beach"


## 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(1641421826),
    width=1024,
    height=1024,
    guidance_scale=1.0,
).images[0]
image.save("output.png", format="PNG")