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 breathtaking anime-style portrait of <nvzhu2>, capturing her essence
      with vibrant colors and expressive features
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png
  - text: >-
      a high-quality, detailed photograph of <nvzhu2> as a sous-chef, immersed
      in the art of culinary creation
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_2_0.png
  - text: >-
      a lifelike and intimate portrait of <nvzhu2>, showcasing her unique
      personality and charm
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_3_0.png
  - text: >-
      a cinematic, visually stunning photo of <nvzhu2>, emphasizing her dramatic
      and captivating presence
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_4_0.png
  - text: >-
      an elegant and timeless portrait of <nvzhu2>, exuding grace and
      sophistication
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_5_0.png
  - text: >-
      a dynamic and adventurous photo of <nvzhu2>, captured in an exciting,
      action-filled moment
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_6_0.png
  - text: >-
      a mysterious and enigmatic portrait of <nvzhu2>, shrouded in shadows and
      intrigue
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_7_0.png
  - text: >-
      a vintage-style portrait of <nvzhu2>, evoking the charm and nostalgia of a
      bygone era
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_8_0.png
  - text: >-
      an artistic and abstract representation of <nvzhu2>, blending creativity
      with visual storytelling
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_9_0.png
  - text: >-
      a futuristic and cutting-edge portrayal of <nvzhu2>, set against a
      backdrop of advanced technology
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_10_0.png
  - text: >-
      an elegant and timeless portrait of nvzhu2, exuding grace and
      sophistication
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_11_0.png

simpletuner-lora-nvzhu2

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

The main validation prompt used during training was:

an elegant and timeless portrait of nvzhu2, exuding grace and sophistication

Validation settings

• CFG: 3.0
• CFG Rescale: 0.0
• Steps: 20
• Sampler: None
• Seed: 427
• Resolution: 1024x768

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 breathtaking anime-style portrait of <nvzhu2>, capturing her essence with vibrant colors and expressive features

Negative Prompt

blurry, cropped, ugly

Prompt

a high-quality, detailed photograph of <nvzhu2> as a sous-chef, immersed in the art of culinary creation

Negative Prompt

blurry, cropped, ugly

Prompt

a lifelike and intimate portrait of <nvzhu2>, showcasing her unique personality and charm

Negative Prompt

blurry, cropped, ugly

Prompt

a cinematic, visually stunning photo of <nvzhu2>, emphasizing her dramatic and captivating presence

Negative Prompt

blurry, cropped, ugly

Prompt

an elegant and timeless portrait of <nvzhu2>, exuding grace and sophistication

Negative Prompt

blurry, cropped, ugly

Prompt

a dynamic and adventurous photo of <nvzhu2>, captured in an exciting, action-filled moment

Negative Prompt

blurry, cropped, ugly

Prompt

a mysterious and enigmatic portrait of <nvzhu2>, shrouded in shadows and intrigue

Negative Prompt

blurry, cropped, ugly

Prompt

a vintage-style portrait of <nvzhu2>, evoking the charm and nostalgia of a bygone era

Negative Prompt

blurry, cropped, ugly

Prompt

an artistic and abstract representation of <nvzhu2>, blending creativity with visual storytelling

Negative Prompt

blurry, cropped, ugly

Prompt

a futuristic and cutting-edge portrayal of <nvzhu2>, set against a backdrop of advanced technology

Negative Prompt

blurry, cropped, ugly

Prompt

an elegant and timeless portrait of nvzhu2, exuding grace and sophistication

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: 5
• Training steps: 3000
• 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: optimi-stableadamwweight_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": [
            "FluxTransformerBlock",
            "FluxSingleTransformerBlock"
        ],
        "module_algo_map": {
            "Attention": {
                "factor": 16
            },
            "FeedForward": {
                "factor": 8
            }
        }
    }
}

Datasets

nvzhu2-dataset-1536

• Repeats: 0
• Total number of images: 88
• Total number of aspect buckets: 1
• Resolution: 2.359296 megapixels
• Cropped: False
• Crop style: None
• Crop aspect: None

nvzhu2-dataset-1024

• Repeats: 0
• Total number of images: 88
• Total number of aspect buckets: 2
• Resolution: 1.048576 megapixels
• Cropped: False
• Crop style: None
• Crop aspect: None

nvzhu2-dataset-512

• Repeats: 0
• Total number of images: 88
• Total number of aspect buckets: 1
• Resolution: 0.262144 megapixels
• Cropped: False
• Crop style: None
• Crop aspect: None

nvzhu2-dataset-1536-crop

• Repeats: 0
• Total number of images: 88
• Total number of aspect buckets: 1
• Resolution: 2.359296 megapixels
• Cropped: True
• Crop style: random
• Crop aspect: square

nvzhu2-dataset_1024-crop

• Repeats: 0
• Total number of images: 88
• Total number of aspect buckets: 1
• Resolution: 1.048576 megapixels
• Cropped: True
• Crop style: random
• Crop aspect: square

nvzhu2-dataset_512-crop

• Repeats: 0
• Total number of images: 88
• Total number of aspect buckets: 1
• Resolution: 0.262144 megapixels
• Cropped: True
• Crop style: random
• Crop aspect: square

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 elegant and timeless portrait of nvzhu2, exuding grace and sophistication"

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=768,
    guidance_scale=3.0,
).images[0]
image.save("output.png", format="PNG")