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| from diffusers import StableDiffusionPipeline | |
| import gradio as gr | |
| import torch | |
| import os | |
| from PIL import Image | |
| from share_btn import community_icon_html, loading_icon_html, share_js | |
| if torch.cuda.is_available(): | |
| torchfloat = torch.float16 | |
| else: | |
| torchfloat = torch.float32 | |
| models = [ | |
| "DGSpitzer/Cyberpunk-Anime-Diffusion" | |
| ] | |
| prompt_prefixes = { | |
| models[0]: "dgs illustration style " | |
| } | |
| current_model = models[0] | |
| #auth_token = os.environ.get("test") or True | |
| #pipe = StableDiffusionPipeline.from_pretrained(current_model, use_auth_token=auth_token, torch_dtype=torchfloat, revision="fp16") | |
| pipe = StableDiffusionPipeline.from_pretrained(current_model, torch_dtype=torchfloat) | |
| if torch.cuda.is_available(): | |
| pipe = pipe.to("cuda") | |
| else: | |
| pipe = pipe.to("cpu") | |
| device = "GPU 🔥" if torch.cuda.is_available() else "CPU 🥶" | |
| def on_model_change(model): | |
| global current_model | |
| global pipe | |
| if model != current_model: | |
| current_model = model | |
| pipe = StableDiffusionPipeline.from_pretrained(current_model, torch_dtype=torchfloat) | |
| if torch.cuda.is_available(): | |
| pipe = pipe.to("cuda") | |
| def inference(prompt, guidance, steps): | |
| promptPrev = prompt | |
| prompt = prompt_prefixes[current_model] + prompt | |
| results = pipe(prompt, num_inference_steps=int(steps), guidance_scale=guidance, width=512, height=512) | |
| image = results.images[0] if not results.nsfw_content_detected[0] else Image.open("nsfw_placeholder.jpg") | |
| return image, gr.update(visible=True), gr.update(visible=True), gr.update(visible=True), gr.update(placeholder=promptPrev) | |
| def inference_example(prompt, guidance, steps): | |
| prompt = prompt_prefixes[current_model] + prompt | |
| results = pipe(prompt, num_inference_steps=int(steps), guidance_scale=guidance, width=512, height=512) | |
| image = results.images[0] if not results.nsfw_content_detected[0] else Image.open("nsfw_placeholder.jpg") | |
| return image | |
| css = """ | |
| #col-container {max-width: 700px; margin-left: auto; margin-right: auto;} | |
| a {text-decoration-line: underline; font-weight: 600;} | |
| .animate-spin { | |
| animation: spin 1s linear infinite; | |
| } | |
| @keyframes spin { | |
| from { | |
| transform: rotate(0deg); | |
| } | |
| to { | |
| transform: rotate(360deg); | |
| } | |
| } | |
| #share-btn-container { | |
| display: flex; padding-left: 0.5rem !important; padding-right: 0.5rem !important; background-color: #000000; justify-content: center; align-items: center; border-radius: 9999px !important; width: 13rem; | |
| } | |
| #share-btn { | |
| all: initial; color: #ffffff;font-weight: 600; cursor:pointer; font-family: 'IBM Plex Sans', sans-serif; margin-left: 0.5rem !important; padding-top: 0.25rem !important; padding-bottom: 0.25rem !important;right:0; | |
| } | |
| #share-btn * { | |
| all: unset; | |
| } | |
| #share-btn-container div:nth-child(-n+2){ | |
| width: auto !important; | |
| min-height: 0px !important; | |
| } | |
| #share-btn-container .wrap { | |
| display: none !important; | |
| } | |
| """ | |
| with gr.Blocks(css=css) as demo: | |
| gr.HTML( | |
| """ | |
| <div style="text-align: center; max-width: 700px; margin: 0 auto;"> | |
| <div | |
| style=" | |
| display: inline-flex; | |
| align-items: center; | |
| gap: 0.8rem; | |
| font-size: 1.75rem; | |
| " | |
| > | |
| <h1 style="font-weight: 900; margin-bottom: 7px;"> | |
| DGS Diffusion Space | |
| </h1> | |
| </div> | |
| <p style="margin-bottom: 10px; font-size: 94%"> | |
| Demo for Cyberpunk Anime Diffusion. Based of the projects by anzorq <a href="https://twitter.com/hahahahohohe"></a> and fffiloni <a href="https://twitter.com/fffiloni"></a> | |
| </p> | |
| </div> | |
| <div | |
| style=" | |
| gap: 1.2rem; | |
| font-size: 1rem; | |
| " | |
| > | |
| <p>Another online version without queue: <a href="https://colab.research.google.com/github/HelixNGC7293/cyberpunk-anime-diffusion/blob/main/cyberpunk_anime_diffusion.ipynb"><img data-canonical-src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab" src="https://camo.githubusercontent.com/84f0493939e0c4de4e6dbe113251b4bfb5353e57134ffd9fcab6b8714514d4d1/68747470733a2f2f636f6c61622e72657365617263682e676f6f676c652e636f6d2f6173736574732f636f6c61622d62616467652e737667"></a></p> | |
| </div> | |
| """ | |
| ) | |
| gr.Markdown(''' | |
| 👇 Buy me a coffee if you like ♥ this project! | |
| [](https://www.buymeacoffee.com/dgspitzer) | |
| ''') | |
| with gr.Row(): | |
| with gr.Column(): | |
| model = gr.Dropdown(label="Model", choices=models, value=models[0]) | |
| prompt = gr.Textbox(label="Prompt", placeholder="{} is added automatically".format(prompt_prefixes[current_model]), elem_id="input-prompt") | |
| guidance = gr.Slider(label="Guidance scale", value=7, maximum=8) | |
| steps = gr.Slider(label="Steps", value=20, maximum=30, minimum=2) | |
| run = gr.Button(value="Run") | |
| gr.Markdown(f"Running on: {device}") | |
| with gr.Column(): | |
| image_out = gr.Image(height=512, type="filepath", elem_id="output-img") | |
| with gr.Column(elem_id="col-container"): | |
| with gr.Group(elem_id="share-btn-container"): | |
| community_icon = gr.HTML(community_icon_html, visible=False) | |
| loading_icon = gr.HTML(loading_icon_html, visible=False) | |
| share_button = gr.Button("Share to community", elem_id="share-btn", visible=False) | |
| model.change(on_model_change, inputs=model, outputs=[]) | |
| run.click(inference, inputs=[prompt, guidance, steps], outputs=[image_out, share_button, community_icon, loading_icon, prompt]) | |
| share_button.click(None, [], [], _js=share_js) | |
| gr.Examples([ | |
| ["portrait of anime girl", 7.5, 27], | |
| ["a beautiful perfect face girl, Anime fine details portrait of school girl in front of modern tokyo city landscape on the background deep bokeh, anime masterpiece by studio ghibli, 8k, sharp high quality anime, artstation", 7.5, 27], | |
| ["cyberpunk city landscape with fancy car", 7.5, 27], | |
| ["portrait of liu yifei girl, soldier working in a cyberpunk city, cleavage, intricate, 8k, highly detailed, digital painting, intense, sharp focus", 7.5, 27], | |
| ["portrait of a muscular beard male in dgs illustration style, half-body, holding robot arms, strong chest", 7.5, 27], | |
| ], [prompt, guidance, steps], image_out, inference_example, cache_examples=torch.cuda.is_available()) | |
| gr.Markdown(''' | |
| Models and Space by [@DGSpitzer](https://www.youtube.com/channel/UCzzsYBF4qwtMwJaPJZ5SuPg)❤️ [@大谷的游戏创作小屋](https://space.bilibili.com/176003) | |
| [](https://twitter.com/DGSpitzer) | |
|  | |
|  | |
| ''') | |
| demo.queue() | |
| demo.launch() |