--- license: other base_model: "stabilityai/stable-diffusion-3.5-medium" tags: - sd3 - sd3-diffusers - text-to-image - diffusers - simpletuner - not-for-all-audiences - lora - template:sd-lora - lycoris inference: true widget: - text: 'unconditional (blank prompt)' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_0_0.png - text: 'Alien planet, strange rock formations, glowing plants, bizarre creatures, surreal atmosphere' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_1_0.png - text: 'Alien marketplace, bizarre creatures, exotic goods, vibrant colors, otherworldly atmosphere' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_2_0.png - text: 'Child holding a balloon, happy expression, colorful balloons, sunny day, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_3_0.png - text: 'a 4-panel comic strip showing an orange cat saying the words ''HELP'' and ''LASAGNA''' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_4_0.png - text: 'a hand is holding a comic book with a cover that reads ''The Adventures of Superhero''' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_5_0.png - text: 'Underground cave filled with crystals, glowing lights, reflective surfaces, fantasy environment, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_6_0.png - text: 'Bustling cyberpunk bazaar, vendors, neon signs, advanced tech, crowded, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_7_0.png - text: 'Cyberpunk hacker in a dark room, neon glow, multiple screens, intense focus, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_8_0.png - text: 'a cybernetic anne of green gables with neural implant and bio mech augmentations' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_9_0.png - text: 'Post-apocalyptic cityscape, ruined buildings, overgrown vegetation, dark and gritty, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_10_0.png - text: 'Magical castle in a lush forest, glowing windows, fantasy architecture, high resolution, detailed textures' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_11_0.png - text: 'Ruins of an ancient temple in an enchanted forest, glowing runes, mystical creatures, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_12_0.png - text: 'Mystical forest, glowing plants, fairies, magical creatures, fantasy art, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_13_0.png - text: 'Magical garden with glowing flowers, fairies, serene atmosphere, detailed plants, high resolution' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_14_0.png - text: 'Whimsical garden filled with fairies, magical plants, sparkling lights, serene atmosphere, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_15_0.png - text: 'Majestic dragon soaring through the sky, detailed scales, dynamic pose, fantasy art, high resolution' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_16_0.png - text: 'Fantasy world, floating islands in the sky, waterfalls, lush vegetation, detailed landscape, high resolution' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_17_0.png - text: 'Futuristic city skyline at night, neon lights, cyberpunk style, high contrast, sharp focus' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_18_0.png - text: 'Space battle scene, starships fighting, laser beams, explosions, cosmic background' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_19_0.png - text: 'Abandoned fairground at night, eerie rides, ghostly figures, fog, dark atmosphere, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_20_0.png - text: 'Spooky haunted mansion on a hill, dark and eerie, glowing windows, ghostly atmosphere, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_21_0.png - text: 'a hardcover physics textbook that is called PHYSICS FOR DUMMIES' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_22_0.png - text: 'Epic medieval battle, knights in armor, dynamic action, detailed landscape, high resolution' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_23_0.png - text: 'Bustling medieval market with merchants, knights, and jesters, vibrant colors, detailed' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_24_0.png - text: 'Cozy medieval tavern, warm firelight, adventurers drinking, detailed interior, rustic atmosphere' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_25_0.png - text: 'Futuristic city skyline at night, neon lights, cyberpunk style, high contrast, sharp focus' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_26_0.png - text: 'Forest with neon-lit trees, glowing plants, bioluminescence, surreal atmosphere, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_27_0.png - text: 'Bright neon sign in a busy city street, ''Open 24 Hours'', bold typography, glowing lights' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_28_0.png - text: 'Vibrant neon sign, ''Bar'', bold typography, dark background, glowing lights, detailed design' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_29_0.png - text: 'Pirate ship on the high seas, stormy weather, detailed sails, dramatic waves, photorealistic' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_30_0.png - text: 'Pirate discovering a treasure chest, detailed gold coins, tropical island, dramatic lighting' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_31_0.png - text: 'a photograph of a woman experiencing a psychedelic trip. trippy, 8k, uhd, fractal' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_32_0.png - text: 'Cozy cafe on a rainy day, people sipping coffee, warm lights, reflections on wet pavement, photorealistic' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_33_0.png - text: '1980s arcade, neon lights, vintage game machines, kids playing, vibrant colors, nostalgic atmosphere' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_34_0.png - text: '1980s game room with vintage arcade machines, neon lights, vibrant colors, nostalgic feel' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_35_0.png - text: 'Robot blacksmith forging metal, sparks flying, detailed workshop, futuristic and medieval blend' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_36_0.png - text: 'Sleek robot performing a dance, futuristic theater, holographic effects, detailed, high resolution' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_37_0.png - text: 'High-tech factory where robots are assembled, detailed machinery, futuristic setting, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_38_0.png - text: 'Garden tended by robots, mechanical plants, colorful flowers, futuristic setting, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_39_0.png - text: 'Cute robotic pet, futuristic home, sleek design, detailed features, friendly and animated' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_40_0.png - text: 'cctv trail camera night time security picture of a wendigo in the woods' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_41_0.png - text: 'Astronaut exploring an alien planet, detailed landscape, futuristic suit, cosmic background' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_42_0.png - text: 'Futuristic space station orbiting a distant exoplanet, sleek design, detailed structures, cosmic backdrop' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_43_0.png - text: 'a person holding a sign that reads ''SOON''' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_44_0.png - text: 'Steampunk airship in the sky, intricate design, Victorian aesthetics, dynamic scene, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_45_0.png - text: 'Steampunk inventor in a workshop, intricate gadgets, Victorian attire, mechanical arm, goggles' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_46_0.png - text: 'Stormy ocean with towering waves, dramatic skies, detailed water, intense atmosphere, high resolution' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_47_0.png - text: 'Dramatic stormy sea, lighthouse in the distance, lightning striking, dark clouds, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_48_0.png - text: 'Graffiti artist creating a mural, vibrant colors, urban setting, dynamic action, high resolution' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_49_0.png - text: 'Urban alleyway filled with vibrant graffiti art, tags and murals, realistic textures' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_50_0.png - text: 'Urban street sign, ''Main Street'', bold typography, realistic textures, weathered look' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_51_0.png - text: 'Classic car show with vintage vehicles, vibrant colors, nostalgic atmosphere, high detail' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_52_0.png - text: 'Retro diner sign, ''Joe''s Diner'', classic 1950s design, neon lights, weathered look' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_53_0.png - text: 'Vintage store sign with elaborate typography, ''Antique Shop'', hand-painted, weathered look' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_54_0.png - text: 'A photo-realistic image of a cat' parameters: negative_prompt: 'ugly, cropped, blurry, low-quality, mediocre average' output: url: ./assets/image_55_0.png --- # sd35m-photo-mixedres-cL-sS3-noOverride This is a LyCORIS adapter derived from [stabilityai/stable-diffusion-3.5-medium](https://huggingface.co./stabilityai/stable-diffusion-3.5-medium). The main validation prompt used during training was: ``` A photo-realistic image of a cat ``` ## Validation settings - CFG: `6.5` - CFG Rescale: `0.0` - Steps: `30` - Sampler: `None` - Seed: `42` - Resolution: `1024x1024` 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: 9 - Training steps: 109000 - Learning rate: 0.0001 - Max grad norm: 0.01 - Effective batch size: 12 - Micro-batch size: 4 - Gradient accumulation steps: 1 - Number of GPUs: 3 - Prediction type: flow-matching - Rescaled betas zero SNR: False - Optimizer: adamw_bf16 - Precision: Pure BF16 - Quantised: No - Xformers: Not used - LyCORIS Config: ```json { "bypass_mode": true, "algo": "lokr", "multiplier": 1.0, "full_matrix": true, "linear_dim": 10000, "linear_alpha": 1, "factor": 4, "apply_preset": { "target_module": [ "Attention", "FeedForward" ], "module_algo_map": { "FeedForward": { "factor": 4 }, "JointTransformerBlock": { "factor": 2 } } } } ``` ## Datasets ### signs - Repeats: 0 - Total number of images: ~420 - Total number of aspect buckets: 20 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None - Used for regularisation data: No ### moviecollection - Repeats: 0 - Total number of images: ~1983 - Total number of aspect buckets: 35 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None - Used for regularisation data: No ### bookcovers - Repeats: 0 - Total number of images: ~927 - Total number of aspect buckets: 26 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None - Used for regularisation data: No ### shutterstock - Repeats: 0 - Total number of images: ~21111 - Total number of aspect buckets: 35 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None - Used for regularisation data: No ### cinemamix-1mp - Repeats: 0 - Total number of images: ~7425 - Total number of aspect buckets: 5 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None - Used for regularisation data: No ### anatomy - Repeats: 5 - Total number of images: ~16440 - Total number of aspect buckets: 3 - Resolution: 1.048576 megapixels - Cropped: False - Crop style: None - Crop aspect: None - Used for regularisation data: No ## Inference ```python import torch from diffusers import DiffusionPipeline from lycoris import create_lycoris_from_weights model_id = 'stabilityai/stable-diffusion-3.5-medium' adapter_id = 'pytorch_lora_weights.safetensors' # you will have to download this manually lora_scale = 1.0 wrapper, _ = create_lycoris_from_weights(lora_scale, adapter_id, pipeline.transformer) wrapper.merge_to() prompt = "A photo-realistic image of a cat" negative_prompt = 'ugly, cropped, blurry, low-quality, mediocre average' pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') image = pipeline( prompt=prompt, negative_prompt=negative_prompt, num_inference_steps=30, 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=6.5, ).images[0] image.save("output.png", format="PNG") ```