xiehuangbao1122 commited on
Commit
a963077
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1 Parent(s): 8c7866a

Create app.py

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  1. app.py +37 -0
app.py ADDED
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+ import gradio as gr
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+ from model_pipelines import load_pipelines, generate_all
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+ from grace_eval import compute_sample_scores, plot_radar
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+
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+ pipes = load_pipelines()
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+
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+ def compare(prompt):
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+ imgs = generate_all(pipes, prompt)
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+ return imgs["sd_v1_5"], imgs["openjourney_v4"], imgs["ldm_256"]
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+
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+ def show_leaderboard(prompt):
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+ scores = compute_sample_scores(None, prompt)
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+ plot_radar(scores)
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+ return "radar.png"
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+
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+ with gr.Blocks() as demo:
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+ gr.Markdown("# 图像生成模型对比实验")
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+
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+ with gr.Tab("Arena"):
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+ prompt = gr.Textbox(label="请输入生成文本")
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+ btn = gr.Button("生成图像")
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+ out1 = gr.Image(label="StableDiffusion v1.5")
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+ out2 = gr.Image(label="Openjourney v4")
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+ out3 = gr.Image(label="LDM 256")
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+ btn.click(compare, inputs=prompt, outputs=[out1, out2, out3])
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+
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+ with gr.Tab("Leaderboard"):
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+ pm = gr.Textbox(label="统一 prompt 用于评价")
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+ lb_btn = gr.Button("显示 GRACE 雷达图")
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+ lb_img = gr.Image()
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+ lb_btn.click(show_leaderboard, inputs=pm, outputs=lb_img)
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+
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+ with gr.Tab("Report"):
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+ markdown = open("report.md", "r", encoding="utf-8").read()
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+ gr.Markdown(markdown)
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+
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+ demo.launch()