StyleSwin / app.py
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#!/usr/bin/env python
from __future__ import annotations
import gradio as gr
import numpy as np
from model import Model
DESCRIPTION = "# [StyleSwin](https://github.com/microsoft/StyleSwin)"
def get_sample_image_url(name: str) -> str:
sample_image_dir = "https://huggingface.co/spaces/hysts/StyleSwin/resolve/main/samples"
return f"{sample_image_dir}/{name}.jpg"
def get_sample_image_markdown(name: str) -> str:
url = get_sample_image_url(name)
if name == "celeba-hq":
size = 1024
elif name == "ffhq":
size = 1024
elif name == "lsun-church":
size = 256
else:
raise ValueError
seed = "0-99"
return f"""
- size: {size}x{size}
- seed: {seed}
![sample images]({url})"""
model = Model()
with gr.Blocks(css="style.css") as demo:
gr.Markdown(DESCRIPTION)
with gr.Tabs():
with gr.TabItem("App"):
with gr.Row():
with gr.Column():
model_name = gr.Dropdown(model.MODEL_NAMES, value=model.MODEL_NAMES[3], label="Model")
seed = gr.Slider(0, np.iinfo(np.uint32).max, step=1, value=0, label="Seed")
run_button = gr.Button("Run")
with gr.Column():
result = gr.Image(label="Result", elem_id="result")
with gr.TabItem("Sample Images"):
with gr.Row():
model_name2 = gr.Dropdown(
[
"celeba-hq",
"ffhq",
"lsun-church",
],
value="celeba-hq",
label="Model",
)
with gr.Row():
text = get_sample_image_markdown(model_name2.value)
sample_images = gr.Markdown(text)
run_button.click(fn=model.set_model_and_generate_image, inputs=[model_name, seed], outputs=result, api_name="run")
model_name2.change(fn=get_sample_image_markdown, inputs=model_name2, outputs=sample_images)
if __name__ == "__main__":
demo.queue(max_size=15).launch()