metadata
license: other
base_model: black-forest-labs/FLUX.1-dev
tags:
- flux
- flux-diffusers
- text-to-image
- diffusers
- simpletuner
- 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: >-
In the style of a b3nbr4nd painting, A steaming bowl of ramen with
chopsticks resting on the edge, against a background of concentric orange
and blue circles. The noodles are detailed in a geometric pattern and the
steam creates a rhythmic design.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_1_0.png
- text: >-
In the style of a b3nbr4nd painting, A vintage record player with vinyl
spinning, set on a yellow table. The background features an alternating
chevron pattern in purple and green. The turntable's mechanical parts are
rendered in precise geometric shapes.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_2_0.png
- text: >-
In the style of a b3nbr4nd painting, A sleeping cat curled up in a
modernist chair, with a background of interlocking hexagons in red and
blue. The cat's fur is stylized into rhythmic curves, matching the
geometric environment.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_3_0.png
- text: >-
In the style of a b3nbr4nd painting, A classic motorcycle viewed from the
side, against a backdrop of radiating diamond patterns in teal and gold.
The chrome parts reflect abstract shapes, and the wheels create circular
motifs in the composition.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_4_0.png
- text: >-
In the style of a b3nbr4nd painting, Portrait of a woman with silver hair
wearing dotted blue glasses and a white lace collar, against a swirling
background of green and yellow patterns. The background features geometric
circles and zigzag designs.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_5_0.png
- text: >-
In the style of a b3nbr4nd painting, A storefront sign for 'Golden Palace
Noodles' in both English and Chinese characters, mounted on a tall pole
against a geometric cityscape with blue and tan buildings. A small arrow
points to available parking.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_6_0.png
- text: >-
In the style of a b3nbr4nd painting, Dark purple figs sliced in half on a
terra cotta plate, revealing their seeded interiors. The background
features a repeating pattern of blue and yellow squares, with wavy lines
creating a dynamic lower section.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_7_0.png
- text: >-
In the style of a b3nbr4nd painting, Two young people wearing matching
navy shirts and light gray face masks, posed against a warm yellow
background. Their curly hair and gentle head tilts create a symmetrical
composition.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_8_0.png
- text: >-
In the style of a b3nbr4nd painting, A hamster wearing tiny glasses and a
bowtie sitting at a miniature desk with a tiny laptop, against a
background of spiral patterns in teal and orange. Office supplies scaled
to hamster-size are arranged neatly on the desk.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_9_0.png
- text: >-
In the style of a b3nbr4nd painting, A bearded man in a plaid shirt and
denim apron carefully sanding a mid-century modern chair, surrounded by
woodworking tools. The background features overlapping triangles in rust
and navy blue colors, with sawdust creating delicate patterns in the air.
parameters:
negative_prompt: blurry, cropped, ugly
output:
url: ./assets/image_10_0.png
Ben-Brand-Fast-LoKr
This is a LyCORIS adapter derived from 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:
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
- In the style of a b3nbr4nd painting, A steaming bowl of ramen with chopsticks resting on the edge, against a background of concentric orange and blue circles. The noodles are detailed in a geometric pattern and the steam creates a rhythmic design.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, A vintage record player with vinyl spinning, set on a yellow table. The background features an alternating chevron pattern in purple and green. The turntable's mechanical parts are rendered in precise geometric shapes.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, A sleeping cat curled up in a modernist chair, with a background of interlocking hexagons in red and blue. The cat's fur is stylized into rhythmic curves, matching the geometric environment.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, A classic motorcycle viewed from the side, against a backdrop of radiating diamond patterns in teal and gold. The chrome parts reflect abstract shapes, and the wheels create circular motifs in the composition.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, Portrait of a woman with silver hair wearing dotted blue glasses and a white lace collar, against a swirling background of green and yellow patterns. The background features geometric circles and zigzag designs.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, A storefront sign for 'Golden Palace Noodles' in both English and Chinese characters, mounted on a tall pole against a geometric cityscape with blue and tan buildings. A small arrow points to available parking.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, Dark purple figs sliced in half on a terra cotta plate, revealing their seeded interiors. The background features a repeating pattern of blue and yellow squares, with wavy lines creating a dynamic lower section.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, Two young people wearing matching navy shirts and light gray face masks, posed against a warm yellow background. Their curly hair and gentle head tilts create a symmetrical composition.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, A hamster wearing tiny glasses and a bowtie sitting at a miniature desk with a tiny laptop, against a background of spiral patterns in teal and orange. Office supplies scaled to hamster-size are arranged neatly on the desk.
- Negative Prompt
- blurry, cropped, ugly
- Prompt
- In the style of a b3nbr4nd painting, A bearded man in a plaid shirt and denim apron carefully sanding a mid-century modern chair, surrounded by woodworking tools. The background features overlapping triangles in rust and navy blue colors, with sawdust creating delicate patterns in the air.
- 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: 6
- Training steps: 3600
- Learning rate: 0.001
- Max grad norm: 0.1
- Effective batch size: 6
- Micro-batch size: 3
- Gradient accumulation steps: 2
- Number of GPUs: 1
- Prediction type: flow-matching (flux parameters=['shift=3', 'flux_guidance_value=1.0'])
- 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
benbrand-512
- Repeats: 11
- Total number of images: 98
- Total number of aspect buckets: 1
- Resolution: 0.262144 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
- Used for regularisation data: No
benbrand-768
- Repeats: 11
- Total number of images: 98
- Total number of aspect buckets: 7
- Resolution: 0.589824 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
- Used for regularisation data: No
benbrand-1024
- Repeats: 5
- Total number of images: 98
- Total number of aspect buckets: 1
- Resolution: 1.048576 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
- Used for regularisation data: No
benbrand-1536
- Repeats: 2
- Total number of images: 98
- Total number of aspect buckets: 2
- Resolution: 2.359296 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
- Used for regularisation data: No
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 = "An astronaut is riding a horse through the jungles of Thailand."
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")