Text-to-Image
Diffusers
sd3
sd3-diffusers
simpletuner
Not-For-All-Audiences
lora
template:sd-lora
lycoris
| 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-SLG | |
| 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: `4.5` | |
| - 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: | |
| <Gallery /> | |
| The text encoder **was not** trained. | |
| You may reuse the base model text encoder for inference. | |
| ## Training settings | |
| - Training epochs: 10 | |
| - Training steps: 119000 | |
| - 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: Yes: int8-quanto | |
| - 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: 2 | |
| - 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=4.5, | |
| ).images[0] | |
| image.save("output.png", format="PNG") | |
| ``` | |