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: >-
      A scene from Chainsaw Man. Makima holding a sign that says 'I LOVE
      PROMPTS!', she is standing full body on a beach at sunset. She is wearing
      a a white shirt, black tie, and black coat. The setting sun casts a
      dynamic shadow on her face.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png
  - text: >-
      A scene from Chainsaw Man. Makima jumping out of a propeller airplane, sky
      diving. She looks excited and her hair is blowing in the wind. The sky is
      clear and blue, there are birds pictured in the distance.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_2_0.png
  - text: >-
      A scene from Chainsaw Man. Makima spinning a basketball on her finger on a
      basketball court. She is wearing a lakers jersey with the #12 on it. The
      basketball hoop and crowd are in the background cheering for her. She is
      smiling.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_3_0.png
  - text: >-
      A scene from Chainsaw Man. Makima is wearing a suit in an office shaking
      the hand of a business man. The man has purple hair and is wearing
      professional attire. There is a Google logo in the background. It is
      during daytime, and the overall sentiment is one of accomplishment.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_4_0.png
  - text: >-
      A scene from Chainsaw Man. Makima is fighting a large brown grizzly bear,
      deep in a forest. The bear is tall and standing on two legs, roaring. The
      bear is also wearing a crown because it is the king of all bears. Around
      them are tall trees and other animals watching.
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_5_0.png

makima-simpletuner-lora-1

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

No validation prompt was used during training.

None

Validation settings

CFG: 3.5
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 scene from Chainsaw Man. Makima holding a sign that says 'I LOVE PROMPTS!', she is standing full body on a beach at sunset. She is wearing a a white shirt, black tie, and black coat. The setting sun casts a dynamic shadow on her face.

Negative Prompt
blurry, cropped, ugly

Prompt
A scene from Chainsaw Man. Makima jumping out of a propeller airplane, sky diving. She looks excited and her hair is blowing in the wind. The sky is clear and blue, there are birds pictured in the distance.

Negative Prompt
blurry, cropped, ugly

Prompt
A scene from Chainsaw Man. Makima spinning a basketball on her finger on a basketball court. She is wearing a lakers jersey with the #12 on it. The basketball hoop and crowd are in the background cheering for her. She is smiling.

Negative Prompt
blurry, cropped, ugly

Prompt
A scene from Chainsaw Man. Makima is wearing a suit in an office shaking the hand of a business man. The man has purple hair and is wearing professional attire. There is a Google logo in the background. It is during daytime, and the overall sentiment is one of accomplishment.

Negative Prompt
blurry, cropped, ugly

Prompt
A scene from Chainsaw Man. Makima is fighting a large brown grizzly bear, deep in a forest. The bear is tall and standing on two legs, roaring. The bear is also wearing a crown because it is the king of all bears. Around them are tall trees and other animals watching.

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: 306
Training steps: 7000
Learning rate: 0.0002
Effective batch size: 32
- Micro-batch size: 32
- Gradient accumulation steps: 1
- Number of GPUs: 1
Prediction type: flow-matching
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": 12,
    "apply_preset": {
        "target_module": [
            "Attention",
            "FeedForward"
        ],
        "module_algo_map": {
            "Attention": {
                "factor": 12
            },
            "FeedForward": {
                "factor": 6
            }
        }
    }
}

Datasets

makima-512

Repeats: 2
Total number of images: 164
Total number of aspect buckets: 1
Resolution: 0.262144 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 = "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=3.5,
).images[0]
image.save("output.png", format="PNG")