--- license: creativeml-openrail-m base_model: "black-forest-labs/FLUX.1-dev" tags: - stable-diffusion - stable-diffusion-diffusers - text-to-image - diffusers - simpletuner - lora - template:sd-lora inference: true widget: - text: 'unconditional (blank prompt)' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_0_0.png - text: 'unconditional (blank prompt)' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_1_1.png - text: 'unconditional (blank prompt)' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_2_2.png - text: 'a breathtaking naked portrait of a woman, capturing her essence with vibrant colors and expressive features' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_3_0.png - text: 'a breathtaking naked portrait of a woman, capturing her essence with vibrant colors and expressive features' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_4_1.png - text: 'a breathtaking naked portrait of a woman, capturing her essence with vibrant colors and expressive features' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_5_2.png - text: 'a high-quality, detailed photograph of a woman as a sous-chef, immersed in the art of culinary creation' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_6_0.png - text: 'a high-quality, detailed photograph of a woman as a sous-chef, immersed in the art of culinary creation' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_7_1.png - text: 'a high-quality, detailed photograph of a woman as a sous-chef, immersed in the art of culinary creation' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_8_2.png - text: 'a lifelike and intimate naked portrait of a woman exploding into stardust' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_9_0.png - text: 'a lifelike and intimate naked portrait of a woman exploding into stardust' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_10_1.png - text: 'a lifelike and intimate naked portrait of a woman exploding into stardust' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_11_2.png - text: 'a cinematic, visually stunning photo of a naked man, emphasizing his dramatic and captivating presence' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_12_0.png - text: 'a cinematic, visually stunning photo of a naked man, emphasizing his dramatic and captivating presence' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_13_1.png - text: 'a cinematic, visually stunning photo of a naked man, emphasizing his dramatic and captivating presence' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_14_2.png - text: 'an elegant and timeless portrait of a woman, exuding grace and sophistication' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_15_0.png - text: 'an elegant and timeless portrait of a woman, exuding grace and sophistication' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_16_1.png - text: 'an elegant and timeless portrait of a woman, exuding grace and sophistication' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_17_2.png - text: 'a dynamic and adventurous photo of a woman, captured in an exciting, action-filled moment' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_18_0.png - text: 'a dynamic and adventurous photo of a woman, captured in an exciting, action-filled moment' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_19_1.png - text: 'a dynamic and adventurous photo of a woman, captured in an exciting, action-filled moment' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_20_2.png - text: 'a mysterious and enigmatic portrait of a woman, shrouded in shadows and intrigue' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_21_0.png - text: 'a mysterious and enigmatic portrait of a woman, shrouded in shadows and intrigue' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_22_1.png - text: 'a mysterious and enigmatic portrait of a woman, shrouded in shadows and intrigue' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_23_2.png - text: 'a vintage-style portrait of a woman, evoking the charm and nostalgia of a bygone era' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_24_0.png - text: 'a vintage-style portrait of a woman, evoking the charm and nostalgia of a bygone era' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_25_1.png - text: 'a vintage-style portrait of a woman, evoking the charm and nostalgia of a bygone era' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_26_2.png - text: 'an artistic and abstract representation of a woman, blending creativity with visual storytelling' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_27_0.png - text: 'an artistic and abstract representation of a woman, blending creativity with visual storytelling' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_28_1.png - text: 'an artistic and abstract representation of a woman, blending creativity with visual storytelling' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_29_2.png - text: 'a futuristic and cutting-edge portrayal of a woman, set against a backdrop of advanced technology' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_30_0.png - text: 'a futuristic and cutting-edge portrayal of a woman, set against a backdrop of advanced technology' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_31_1.png - text: 'a futuristic and cutting-edge portrayal of a woman, set against a backdrop of advanced technology' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_32_2.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_33_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_34_1.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_35_2.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_36_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_37_1.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_38_2.png - text: 'a playful and spirited portrait of a clunky robot, capturing its metallic, shiny innocence' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_39_0.png - text: 'a playful and spirited portrait of a clunky robot, capturing its metallic, shiny innocence' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_40_1.png - text: 'a playful and spirited portrait of a clunky robot, capturing its metallic, shiny innocence' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_41_2.png - text: 'a charming and vibrant portrait of a naked chewbacca full-body photo, emphasizing his hairy personality and joy' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_42_0.png - text: 'a charming and vibrant portrait of a naked chewbacca full-body photo, emphasizing his hairy personality and joy' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_43_1.png - text: 'a charming and vibrant portrait of a naked chewbacca full-body photo, emphasizing his hairy personality and joy' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_44_2.png - text: 'a charming and warm photograph of a man at the beach on a sunny day' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_45_0.png - text: 'a charming and warm photograph of a man at the beach on a sunny day' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_46_1.png - text: 'a charming and warm photograph of a man at the beach on a sunny day' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_47_2.png - text: 'a cute man sitting in a roller coaster car, looking like he is enjoying the day at the theme park' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_48_0.png - text: 'a cute man sitting in a roller coaster car, looking like he is enjoying the day at the theme park' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_49_1.png - text: 'a cute man sitting in a roller coaster car, looking like he is enjoying the day at the theme park' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_50_2.png - text: 'a photograph of a juggalo from insane clown posse standing with his gang of thugs' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_51_0.png - text: 'a photograph of a juggalo from insane clown posse standing with his gang of thugs' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_52_1.png - text: 'a photograph of a juggalo from insane clown posse standing with his gang of thugs' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_53_2.png - text: 'a fully-clothed photograph of an adult woman, in photograph style' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_54_0.png - text: 'a fully-clothed photograph of an adult woman, in photograph style' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_55_1.png - text: 'a fully-clothed photograph of an adult woman, in photograph style' parameters: negative_prompt: 'blurry, cropped, ugly' output: url: ./assets/image_56_2.png --- # flux-dreambooth-lora-r128-dev-reddit This is a 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: ``` a fully-clothed photograph of an adult woman, in photograph style ``` ## Validation settings - CFG: `3.0` - CFG Rescale: `0.0` - Steps: `20` - Sampler: `None` - Seed: `420420420` - Resolutions: `1024x1024,1280x768,960x1152` 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: 1 - Training steps: 21000 - Learning rate: 4e-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: bf16 - Quantised: No - Xformers: Not used - LoRA Rank: 128 - LoRA Alpha: 128.0 - LoRA Dropout: 0.1 - LoRA initialisation style: default ## Datasets ### normalnudes - Repeats: 0 - Total number of images: 1126 - Total number of aspect buckets: 3 - Resolution: 1.0 megapixels - Cropped: True - Crop style: random - Crop aspect: random ### nsfw-1024 - Repeats: 0 - Total number of images: 10816 - Total number of aspect buckets: 1 - Resolution: 512 px - Cropped: True - Crop style: random - Crop aspect: square ### shutterstock - Repeats: 0 - Total number of images: 21076 - Total number of aspect buckets: 1 - Resolution: 512 px - Cropped: True - Crop style: random - Crop aspect: square ### normalnudes-1024 - Repeats: 0 - Total number of images: 1080 - Total number of aspect buckets: 15 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None ### nsfw-1024px - Repeats: 0 - Total number of images: 10816 - Total number of aspect buckets: 14 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None ### shutterstock-1024 - Repeats: 0 - Total number of images: 21055 - Total number of aspect buckets: 27 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None ### julia - Repeats: 0 - Total number of images: 34 - Total number of aspect buckets: 1 - Resolution: 512 px - Cropped: True - Crop style: random - Crop aspect: square ### riverphoenix - Repeats: 0 - Total number of images: 27 - Total number of aspect buckets: 1 - Resolution: 512 px - Cropped: True - Crop style: random - Crop aspect: square ## Inference ```python import torch from diffusers import DiffusionPipeline model_id = 'black-forest-labs/FLUX.1-dev' adapter_id = 'ptx0/flux-dreambooth-lora-r128-dev-reddit' pipeline = DiffusionPipeline.from_pretrained(model_id) pipeline.load_lora_weights(adapter_id) prompt = "a fully-clothed photograph of an adult woman, in photograph style" 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=3.0, ).images[0] image.save("output.png", format="PNG") ```