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")
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Base model
black-forest-labs/FLUX.1-dev