metadata

license: other
base_model: black-forest-labs/FLUX.1-dev
tags:
  - flux
  - flux-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - safe-for-work
  - 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: >-
      The building is a minimalist cube with a stark white façade, emphasizing
      purity and simplicity in form. Flat surfaces and sharp lines dominate its
      design, with strategically placed rectangular voids and windows
      punctuating the clean geometry. The primary material is smooth white
      plaster, reflecting sunlight to create striking contrasts between light
      and shadow across the facade. The flat roof and absence of ornamentation
      further underline the minimalist aesthetic. The surrounding environment
      includes sparse greenery, which contrasts with the white structure and
      softens the rigid lines. The sloped street in front adds a dynamic
      perspective to the otherwise straightforward composition. The building's
      interaction with natural light plays a pivotal role in highlighting its
      minimalistic elegance.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png

alberto_flux_v3

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

The main validation prompt used during training was:

The building is a minimalist cube with a stark white façade, emphasizing purity and simplicity in form. Flat surfaces and sharp lines dominate its design, with strategically placed rectangular voids and windows punctuating the clean geometry. The primary material is smooth white plaster, reflecting sunlight to create striking contrasts between light and shadow across the facade. The flat roof and absence of ornamentation further underline the minimalist aesthetic. The surrounding environment includes sparse greenery, which contrasts with the white structure and softens the rigid lines. The sloped street in front adds a dynamic perspective to the otherwise straightforward composition. The building's interaction with natural light plays a pivotal role in highlighting its minimalistic elegance.

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
The building is a minimalist cube with a stark white façade, emphasizing purity and simplicity in form. Flat surfaces and sharp lines dominate its design, with strategically placed rectangular voids and windows punctuating the clean geometry. The primary material is smooth white plaster, reflecting sunlight to create striking contrasts between light and shadow across the facade. The flat roof and absence of ornamentation further underline the minimalist aesthetic. The surrounding environment includes sparse greenery, which contrasts with the white structure and softens the rigid lines. The sloped street in front adds a dynamic perspective to the otherwise straightforward composition. The building's interaction with natural light plays a pivotal role in highlighting its minimalistic elegance.

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: 10
Training steps: 4500
Learning rate: 0.0001
Effective batch size: 1
- Micro-batch size: 1
- Gradient accumulation steps: 1
- Number of GPUs: 1
Prediction type: flow-matching
Rescaled betas zero SNR: False
Optimizer: adamw_bf16
Precision: Pure BF16
Quantised: No
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

my-dataset-1024

Repeats: 1
Total number of images: 209
Total number of aspect buckets: 8
Resolution: 1.048576 megapixels
Cropped: False
Crop style: None
Crop aspect: None

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 = "The building is a minimalist cube with a stark white façade, emphasizing purity and simplicity in form. Flat surfaces and sharp lines dominate its design, with strategically placed rectangular voids and windows punctuating the clean geometry. The primary material is smooth white plaster, reflecting sunlight to create striking contrasts between light and shadow across the facade. The flat roof and absence of ornamentation further underline the minimalist aesthetic. The surrounding environment includes sparse greenery, which contrasts with the white structure and softens the rigid lines. The sloped street in front adds a dynamic perspective to the otherwise straightforward composition. The building's interaction with natural light plays a pivotal role in highlighting its minimalistic elegance."

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")