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
  - standard
inference: true
widget:
- text: 'unconditional (blank prompt)'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_0_0.png
- text: 'TIGER_THERMOS_BOTTLE. A breathtaking anime-style portrait of a gray thermos bottle, capturing its essence with vibrant colors and expressive features. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_1_0.png
- text: 'TIGER_THERMOS_BOTTLE. A high-quality, detailed photograph of a gray thermos bottle next to a sous-chef, immersed in the art of culinary creation. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_2_0.png
- text: 'TIGER_THERMOS_BOTTLE. A lifelike and intimate portrait of a blue thermos bottle, showcasing its unique personality and charm. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_3_0.png
- text: 'TIGER_THERMOS_BOTTLE. A cinematic, visually stunning photo ofa  gray thermos bottle, emphasizing her dramatic and captivating presence. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_4_0.png
- text: 'TIGER_THERMOS_BOTTLE. An elegant and timeless portrait of a gray thermos bottle, exuding grace and sophistication. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_5_0.png
- text: 'TIGER_THERMOS_BOTTLE. A dynamic and adventurous photo of a gray thermos bottle, captured in an exciting, action-filled moment. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_6_0.png
- text: 'TIGER_THERMOS_BOTTLE. A mysterious and enigmatic portrait of a purple thermos bottle, shrouded in shadows and intrigue. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_7_0.png
- text: 'TIGER_THERMOS_BOTTLE. A vintage-style portrait of a gray thermos bottle, evoking the charm and nostalgia of a bygone era. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_8_0.png
- text: 'TIGER_THERMOS_BOTTLE. An artistic and abstract representation of a yellow thermos bottle, blending creativity with visual storytelling. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_9_0.png
- text: 'TIGER_THERMOS_BOTTLE. A futuristic and cutting-edge portrayal of a pink gray thermos bottle, set against a backdrop of advanced technology. There is a black "TIGER" logo at the bottom of the thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_10_0.png
- text: 'a beautifully crafted portrait of a woman, highlighting her natural beauty and unique features'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_11_0.png
- text: 'a powerful and striking portrait of a man, capturing his strength and character'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_12_0.png
- text: 'a playful and spirited portrait of a boy, capturing youthful energy and innocence'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_13_0.png
- text: 'a charming and vibrant portrait of a girl, emphasizing her bright personality and joy'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_14_0.png
- text: 'a heartwarming and cohesive family portrait, showcasing the bonds and connections between loved ones'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_15_0.png
- text: 'TIGER_THERMOS_BOTTLE. A photo-realistic image of a gray thermos bottle on a while tabletop with mountains in the background. There is a black "TIGER" logo at the bottom of the grey thermos bottle'
  parameters:
    negative_prompt: 'blurry, cropped, ugly'
  output:
    url: ./assets/image_16_0.png
---

# tiger-thermos-lora

This is a standard PEFT LoRA derived from [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev).


The main validation prompt used during training was:



```
TIGER_THERMOS_BOTTLE. A photo-realistic image of a gray thermos bottle on a while tabletop with mountains in the background. There is a black "TIGER" logo at the bottom of the grey thermos bottle
```

## Validation settings
- CFG: `3.5`
- CFG Rescale: `0.0`
- Steps: `20`
- Sampler: `None`
- Seed: `42`
- Resolution: `512x512`

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: 15
- Training steps: 1000
- Learning rate: 0.00013
- Effective batch size: 2
  - Micro-batch size: 2
  - 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
- LoRA Rank: 16
- LoRA Alpha: None
- LoRA Dropout: 0.1
- LoRA initialisation style: default
    

## Datasets

### default_dataset
- Repeats: 10
- Total number of images: 12
- Total number of aspect buckets: 1
- Resolution: 0.147456 megapixels
- Cropped: True
- Crop style: center
- Crop aspect: square


## Inference


```python
import torch
from diffusers import DiffusionPipeline

model_id = 'black-forest-labs/FLUX.1-dev'
adapter_id = 'elasticBottle/tiger-thermos-lora'
pipeline = DiffusionPipeline.from_pretrained(model_id)
pipeline.load_lora_weights(adapter_id)

prompt = "TIGER_THERMOS_BOTTLE. A photo-realistic image of a gray thermos bottle on a while tabletop with mountains in the background. There is a black "TIGER" logo at the bottom of the grey thermos bottle"

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=512,
    height=512,
    guidance_scale=3.5,
).images[0]
image.save("output.png", format="PNG")
```