Created
September 8, 2022 23:09
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colab for waifu diffusion
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| !pip install transformers gradio scipy ftfy "ipywidgets>=7,<8" datasets diffusers | |
| import gradio as gr | |
| import torch | |
| from torch import autocast | |
| from diffusers import StableDiffusionPipeline | |
| model_id = "hakurei/waifu-diffusion" | |
| device = "cuda" | |
| pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16, revision='fp16') | |
| pipe = pipe.to(device) | |
| block = gr.Blocks(css=".container { max-width: 800px; margin: auto; }") | |
| num_samples = 2 | |
| def infer(prompt): | |
| with autocast("cuda"): | |
| images = pipe([prompt] * num_samples, guidance_scale=7.5)["sample"] | |
| return images | |
| with block as demo: | |
| gr.Markdown("<h1><center>Waifu Diffusion</center></h1>") | |
| gr.Markdown( | |
| "waifu-diffusion is a latent text-to-image diffusion model that has been conditioned on high-quality anime images through fine-tuning." | |
| ) | |
| with gr.Group(): | |
| with gr.Box(): | |
| with gr.Row().style(mobile_collapse=False, equal_height=True): | |
| text = gr.Textbox( | |
| label="Enter your prompt", show_label=False, max_lines=1 | |
| ).style( | |
| border=(True, False, True, True), | |
| rounded=(True, False, False, True), | |
| container=False, | |
| ) | |
| btn = gr.Button("Run").style( | |
| margin=False, | |
| rounded=(False, True, True, False), | |
| ) | |
| gallery = gr.Gallery(label="Generated images", show_label=False).style( | |
| grid=[2], height="auto" | |
| ) | |
| text.submit(infer, inputs=[text], outputs=gallery) | |
| btn.click(infer, inputs=[text], outputs=gallery) | |
| gr.Markdown( | |
| """___ | |
| <p style='text-align: center'> | |
| Created by https://huggingface.co/hakurei | |
| <br/> | |
| </p>""" | |
| ) | |
| demo.launch(debug=True) |
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