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: 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: 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 sophisticated q1s woman adorned with a luxurious
      wide-brimmed red hat that elegantly covers part of her face, illustration,
      vibrant, 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. A young 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 showcases 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 3D alcohol ink portrait of a miniature 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 historical q1s woman 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: a photo 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-q1sV15

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

The main validation prompt used during training was:

a photo of q1s in a hoordie and skirt walking on the beach

Validation settings

CFG: 3.0
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
anime of a q1s woman in school uniform standing on a bridge

Negative Prompt
blurry, cropped, ugly

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

Negative Prompt
blurry, cropped, ugly

Prompt
A stunning portrait of a sophisticated q1s woman adorned with a luxurious wide-brimmed red hat that elegantly covers part of her face, illustration, vibrant, 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. A young 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 showcases 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 3D alcohol ink portrait of a miniature 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 historical q1s woman 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
a photo 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: 33
Training steps: 12700
Learning rate: 0.0001
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 (flux parameters=['flux_schedule_auto_shift', 'shift=0.0', 'flux_guidance_value=1.0', 'flux_attention_masked_training'])
Rescaled betas zero SNR: False
Optimizer: adamw_bf16
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

q1sV15-1024-crop

Repeats: 10
Total number of images: 15
Total number of aspect buckets: 1
Resolution: 1.048576 megapixels
Cropped: True
Crop style: center
Crop aspect: square
Used for regularisation data: No

q1sV15-512-crop

Repeats: 10
Total number of images: 19
Total number of aspect buckets: 1
Resolution: 0.262144 megapixels
Cropped: True
Crop style: center
Crop aspect: square
Used for regularisation data: No

pseudo-camera-10k-flux-1024-reg

Repeats: 0
Total number of images: 760
Total number of aspect buckets: 1
Resolution: 1.048576 megapixels
Cropped: True
Crop style: random
Crop aspect: square
Used for regularisation data: Yes

Inference

import torch
from diffusers import DiffusionPipeline
from lycoris import create_lycoris_from_weights

model_id = 'black-forest-labs/FLUX.1-dev'
adapter_id = 'pytorch_lora_weights.safetensors' # you will have to download this manually
lora_scale = 1.0
wrapper, _ = create_lycoris_from_weights(lora_scale, adapter_id, pipeline.transformer)
wrapper.merge_to()

prompt = "a photo of q1s in a hoordie and skirt walking on the beach"

pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
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=3.0,
).images[0]
image.save("output.png", format="PNG")