--- 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: 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") ```