README.md

---
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 One Piece. Monkey D. Luffy holding a sign that says ''I LOVE PROMPTS!'', he is standing full body on a beach at sunset. He is wearing a red vest, yellow sash, and a straw hat. The setting sun casts a dynamic shadow on his face.'
 parameters:
 negative_prompt: 'blurry, cropped, ugly'
 output:
 url: ./assets/image_1_0.png
- text: 'A scene from One Piece. Monkey D. Luffy jumping out of a propeller airplane, sky diving. He looks excited and his 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 One Piece. Monkey D. Luffy spinning a basketball on his finger on a basketball court. He is wearing a lakers jersey with the #12 on it. The basketball hoop and crowd are in the background cheering him. He is smiling.'
 parameters:
 negative_prompt: 'blurry, cropped, ugly'
 output:
 url: ./assets/image_3_0.png
- text: 'A scene from One Piece. Monkey D. Luffy is wearing a suit in an office shaking the hand of a business woman. The woman 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 One Piece. Monkey D. Luffy 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
---

# luffy-simpletuner-lora-11

This is a LyCORIS adapter derived from [black-forest-labs/FLUX.1-dev](https://huggingface.co/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](#training-settings).

You can find some example images in the following gallery:


<Gallery />

The text encoder **was not** trained.
You may reuse the base model text encoder for inference.


## Training settings

- Training epochs: 29
- Training steps: 9300
- Learning rate: 5e-05
- Effective batch size: 8
 - Micro-batch size: 8
 - 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:
```json
{
 "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

### luffy-1024
- Repeats: 1
- Total number of images: 306
- Total number of aspect buckets: 1
- Resolution: 1.048576 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
### luffy-768
- Repeats: 2
- Total number of images: 306
- Total number of aspect buckets: 1
- Resolution: 0.589824 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
### luffy-512
- Repeats: 2
- Total number of images: 306
- Total number of aspect buckets: 1
- Resolution: 0.262144 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None


## Inference


```python
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")
```