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
  - 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.

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.

You can find some example images in the following gallery:

Prompt
unconditional (blank prompt)

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
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

Negative Prompt
blurry, cropped, ugly

Prompt
a beautifully crafted portrait of a woman, highlighting her natural beauty and unique features

Negative Prompt
blurry, cropped, ugly

Prompt
a powerful and striking portrait of a man, capturing his strength and character

Negative Prompt
blurry, cropped, ugly

Prompt
a playful and spirited portrait of a boy, capturing youthful energy and innocence

Negative Prompt
blurry, cropped, ugly

Prompt
a charming and vibrant portrait of a girl, emphasizing her bright personality and joy

Negative Prompt
blurry, cropped, ugly

Prompt
a heartwarming and cohesive family portrait, showcasing the bonds and connections between loved ones

Negative Prompt
blurry, cropped, ugly

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

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: 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

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")