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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, revision="fp16")
if torch.cuda.is_available():
pipe = pipe.to("cuda")
else:
pipe = pipe.to("cpu")
device = "GPU πŸ”₯" if torch.cuda.is_available() else "CPU πŸ₯Ά"
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 and fffiloni <a href="https://twitter.com/hahahahohohe">
</p>
</div>
"""
)
gr.Markdown('''
πŸ‘‡ Buy me a coffee if you like β™₯ this project~ πŸ‘‡ Running this server costs me $100 per week, any help would be much appreciated!
[![Buy me a coffee](https://badgen.net/badge/icon/Buy%20Me%20A%20Coffee?icon=buymeacoffee&label)](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=7.5, maximum=15)
steps = gr.Slider(label="Steps", value=27, maximum=100, 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)❀️ [@ε€§θ°·ηš„ζΈΈζˆεˆ›δ½œε°ε±‹](https://space.bilibili.com/176003)
[![Twitter Follow](https://img.shields.io/twitter/follow/DGSpitzer?label=%40DGSpitzer&style=social)](https://twitter.com/DGSpitzer)
![visitors](https://visitor-badge.glitch.me/badge?page_id=dgspitzer_DGS_Diffusion_Space)
![Model Views](https://visitor-badge.glitch.me/badge?page_id=Cyberpunk_Anime_Diffusion)
''')
demo.queue()
demo.launch()