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--- |
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license: other |
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base_model: "black-forest-labs/FLUX.1-dev" |
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tags: |
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- flux |
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- flux-diffusers |
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- text-to-image |
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- diffusers |
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- simpletuner |
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- not-for-all-audiences |
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- lora |
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- template:sd-lora |
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- lycoris |
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inference: true |
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widget: |
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- text: 'unconditional (blank prompt)' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_0_0.png |
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- text: 'an iconic concept art image of domokun' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_1_0.png |
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- text: 'domokun, a minimalist masterpiece, is captured in a serene and elegant style, evoking a sense of simplicity and sophistication.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_2_0.png |
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- text: 'what style of graffiti collage would you like to feature, and what themes or subjects would you like to include in the artwork?' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_3_0.png |
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- text: 'an image of a serene and elegant domokun, a traditional nigerian wooden mask, adorned with intricate art deco motifs, set against a neutral background to emphasize its cultural significance.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_4_0.png |
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- text: 'a realistic portrayal of domokun, inspired by pixel art, with intricate details and textures, capturing the essence of a mysterious and ancient being, as if it were a character from a classic video game, with a focus on its facial features and body language, conveying a sense of otherworldliness and mystique, in a style reminiscent of retro video games, with a dash of modern' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_5_0.png |
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- text: 'what is the dominant color palette in a surrealist domokun artwork?' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_6_0.png |
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- text: 'domokun, in a renaissance composition, the artist''s brushstrokes would dance across the canvas, evoking the grandeur of a bygone era, as the subject, a young woman, is rendered in all her beauty, her features refined and delicate, yet strong and resilient, a testament to the timeless allure of the human form, set against a backdrop of rich' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_7_0.png |
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- text: 'detailed and atmospheric image that showcases domokun''s (i assume this refers to the japanese wooden puppet) intricate and ornate design, set against a backdrop of baroque elements, such as ornate patterns, grand architecture, or lavish furnishings.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_8_0.png |
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- text: ' dystopian urban landscape where neon-lit skyscrapers pierce the smog-filled sky, and the streets are alive with the hum of augmented reality implants and the chatter of pedestrians in virtual reality contact lenses. in this gritty, high-tech world, a lone figure emerges from the shadows - a mysterious, masked vigilante known only as domokun, who uses their' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_9_0.png |
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- text: 'visually striking typography-themed artwork featuring the character domokun, incorporating bold, vibrant colors and intricate details to bring this beloved character to life in a captivating and dynamic composition.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_10_0.png |
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- text: 'domokun, a steampunk inventor, sits amidst a cluttered workshop, surrounded by gears, clockwork devices, and various contraptions.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_11_0.png |
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- text: 'visually striking image featuring a character named domokun, incorporating collage patterns that reflect their unique personality and style.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_12_0.png |
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- text: 'what street art poster featuring domokun do you have in mind?' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_13_0.png |
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- text: 'visually appealing and emotive flat design portrait of domokun, focusing on capturing his personality and expression in a clean and minimalist style.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_14_0.png |
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- text: 'domokun, rendered in pop surrealism tones, a dreamlike scene of a cityscape at dusk, with buildings and streets twisted and distorted, as if through a kaleidoscope of colors and patterns, evoking a sense of mystery and enchantment.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_15_0.png |
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- text: 'what is the name of the artist who painted a domokun figure in an oil painting?' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_16_0.png |
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- text: ' constructivist representation of domokun, a figure embodying the fluidity and dynamism of modern life, as depicted in a dynamic and abstracted manner.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_17_0.png |
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- text: 'an abstract representation of domokun in black and white, conveying the essence of this enigmatic figure, emphasizing the nuances of its presence, and inviting the viewer to contemplate its mysterious aura.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_18_0.png |
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- text: 'vibrant oil painting collage that incorporates domokun, a traditional japanese woodblock print, as a central element, exploring the intersection of art and culture, and the beauty of imperfection in a mixed-media piece.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_19_0.png |
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- text: 'domokun, the enigmatic figure, is often seen as a symbol of rebellion and nonconformity in the world of graffiti art.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_20_0.png |
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- text: 'a realistic portrayal of domokun, inspired by avant-garde art forms, that seamlessly blend elements of the human experience with a touch of the unknown, exploring themes of identity and existential crisis, through a unique lens of surrealism and psychological complexity.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_21_0.png |
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- text: 'create an image of domokun in the style of flat design.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_22_0.png |
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- text: 'domokun, a figure from a bygone era, is captured through the lens of vintage photography, evoking a sense of nostalgia and timelessness.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_23_0.png |
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- text: ' serene and tranquil scene featuring the iconic samurai warrior, domokun, standing alongside the renowned artist, ukiyo-e, in a traditional japanese setting, surrounded by vibrant and colorful woodblock prints, showcasing the beauty of japanese art and culture.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_24_0.png |
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- text: 'domokun, as depicted in the pop art movement, a 20th-century art style characterized by bold, vibrant colors and a focus on consumer culture, often featuring everyday objects and icons in a stylized and exaggerated manner.' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_25_0.png |
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- text: 'A photo-realistic image of a cat' |
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parameters: |
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negative_prompt: 'blurry, cropped, ugly' |
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output: |
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url: ./assets/image_26_0.png |
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--- |
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# flux-domokun |
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This is a LyCORIS adapter derived from [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev). |
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The main validation prompt used during training was: |
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``` |
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A photo-realistic image of a cat |
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``` |
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## Validation settings |
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- CFG: `3.0` |
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- CFG Rescale: `0.0` |
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- Steps: `20` |
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- Sampler: `None` |
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- Seed: `42` |
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- Resolution: `1024x1024` |
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Note: The validation settings are not necessarily the same as the [training settings](#training-settings). |
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You can find some example images in the following gallery: |
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<Gallery /> |
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The text encoder **was not** trained. |
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You may reuse the base model text encoder for inference. |
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## Training settings |
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- Training epochs: 0 |
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- Training steps: 100 |
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- Learning rate: 0.0002 |
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- Effective batch size: 9 |
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- Micro-batch size: 3 |
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- Gradient accumulation steps: 1 |
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- Number of GPUs: 3 |
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- Prediction type: flow-matching |
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- Rescaled betas zero SNR: False |
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- Optimizer: bnb-lion8bit |
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- Precision: Pure BF16 |
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- Quantised: Yes: nf4-bnb |
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- Xformers: Not used |
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- LyCORIS Config: |
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```json |
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{ |
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"bypass_mode": true, |
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"algo": "lokr", |
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"multiplier": 1.0, |
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"linear_dim": 10000, |
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"linear_alpha": 1, |
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"factor": 12, |
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"apply_preset": { |
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"target_module": [ |
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"Attention", |
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"FeedForward" |
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], |
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"module_algo_map": { |
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"Attention": { |
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"factor": 12 |
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}, |
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"FeedForward": { |
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"factor": 6 |
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} |
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} |
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} |
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} |
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``` |
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## Datasets |
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### domokun-uncropped-512 |
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- Repeats: 10 |
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- Total number of images: ~36 |
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- Total number of aspect buckets: 7 |
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- Resolution: 0.262144 megapixels |
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- Cropped: False |
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- Crop style: None |
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- Crop aspect: None |
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### domokun-cropped-512 |
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- Repeats: 10 |
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- Total number of images: ~36 |
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- Total number of aspect buckets: 7 |
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- Resolution: 0.262144 megapixels |
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- Cropped: False |
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- Crop style: None |
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- Crop aspect: None |
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## Inference |
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```python |
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import torch |
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from diffusers import DiffusionPipeline |
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from lycoris import create_lycoris_from_weights |
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model_id = 'black-forest-labs/FLUX.1-dev' |
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adapter_id = 'pytorch_lora_weights.safetensors' # you will have to download this manually |
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lora_scale = 1.0 |
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wrapper, _ = create_lycoris_from_weights(lora_scale, adapter_id, pipeline.transformer) |
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wrapper.merge_to() |
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prompt = "A photo-realistic image of a cat" |
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pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') |
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image = pipeline( |
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prompt=prompt, |
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num_inference_steps=20, |
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generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826), |
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width=1024, |
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height=1024, |
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guidance_scale=3.0, |
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).images[0] |
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image.save("output.png", format="PNG") |
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``` |
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