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from diffusers import StableDiffusionPipeline, LMSDiscreteScheduler |
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import torch |
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lms = LMSDiscreteScheduler( |
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beta_start=0.00085, |
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beta_end=0.012, |
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beta_schedule="scaled_linear" |
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) |
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guidance_scale=8.5 |
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steps=50 |
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cartoon_model_path = "Norod78/sd2-cartoon-blip" |
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cartoon_pipe = StableDiffusionPipeline.from_pretrained(cartoon_model_path, scheduler=lms, torch_dtype=torch.float16) |
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cartoon_pipe.to("cuda") |
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def generate(prompt, file_prefix ,samples, seed=42): |
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torch.manual_seed(seed) |
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prompt += ", Very detailed, clean, high quality, sharp image" |
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cartoon_images = cartoon_pipe([prompt] * samples, num_inference_steps=steps, guidance_scale=guidance_scale)["images"] |
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for idx, image in enumerate(cartoon_images): |
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image.save(f"{file_prefix}-{idx}-{seed}-sd2-cartoon-blip.jpg") |
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generate("An oil on canvas portrait of Snoop Dogg, Mark Ryden", "01_SnoopDog", 2, 777) |
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generate("A flemish baroque painting of Kermit from the muppet show", "02_KermitFlemishBaroque", 2, 42) |
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generate("Gal Gadot in Avatar", "03_GalGadotAvatar", 2, 777) |
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generate("Ninja turtles, Naoto Hattori", "04_TMNT", 2, 312) |
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generate("An anime town", "05_AnimeTown", 2, 777) |
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generate("Family guy taking selfies at the beach", "06_FamilyGuy", 2, 555) |
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generate("Pikachu as Rick and morty, Eric Wallis", "07_PikachuRnM", 2, 777) |
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generate("Pikachu as Spongebob, Eric Wallis", "08_PikachuSpongeBob", 2, 42) |
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generate("An oil painting of Miss. Piggy from the muppets as the Mona Lisa", "09_MsPiggyMonaLisa", 2, 42) |
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generate("Rick Sanchez in star wars, Dave Dorman", "10_RickStarWars", 2, 42) |
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generate("An paiting of Southpark with rainbow", "11_Southpark", 2, 777) |
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generate("An oil painting of Phineas and Pherb hamering on a new machine, Eric Wallis", "12_PhineasPherb", 2, 777) |
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generate("Bender, Saturno Butto", "13_Bender", 2, 777) |
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generate("A psychedelic image of Bojack Horseman", "14_Bojack", 2, 777) |
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generate("A movie poster for Gravity Falls Cthulhu stories", "15_GravityFalls", 2, 777) |
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generate("A vibrant oil painting portrait of She-Ra", "16_Shira", 2, 512) |
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