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Update app.py
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app.py
CHANGED
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@@ -84,62 +84,201 @@ class Tagger:
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# ------------------------------------------------------------------
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# Gradio UI
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# ------------------------------------------------------------------
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gr.Markdown("上传图片自动识别标签,并可一键翻译成中文")
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with gr.Row():
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with gr.Column(scale=1):
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img_in = gr.Image(type="pil", label="上传图片")
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with gr.Accordion("⚙️
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gen_slider = gr.Slider(0, 1, 0.35,
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label="通用标签阈值", info="越高→标签更少更准")
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char_slider = gr.Slider(0, 1, 0.85,
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label="角色标签阈值", info="推荐保持较高阈值")
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btn = gr.Button("开始分析", variant="primary")
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with gr.Column(scale=2):
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with gr.Tabs():
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with gr.TabItem("🏷️
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out_general = gr.
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with gr.TabItem("👤
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out_char
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with gr.TabItem("⭐
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out_rating
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# ----------------- 处理回调 -----------------
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def
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btn.click(
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process,
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inputs=[img_in, gen_slider, char_slider,
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outputs=[out_general, out_char, out_rating,
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)
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# ------------------------------------------------------------------
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# 启动
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# ------------------------------------------------------------------
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860)
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# ------------------------------------------------------------------
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# Gradio UI
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# ------------------------------------------------------------------
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custom_css = """
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.label-container {
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max-height: 300px;
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overflow-y: auto;
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border: 1px solid #ddd;
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padding: 10px;
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border-radius: 5px;
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background-color: #f9f9f9;
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}
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.tag-item {
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display: flex;
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justify-content: space-between;
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align-items: center;
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margin: 2px 0;
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padding: 2px 5px;
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border-radius: 3px;
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background-color: #fff;
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}
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.tag-en {
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font-weight: bold;
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color: #333;
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}
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.tag-zh {
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color: #666;
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margin-left: 10px;
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}
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.tag-score {
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color: #999;
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font-size: 0.9em;
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}
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.btn-container {
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margin-top: 20px;
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}
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"""
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with gr.Blocks(theme=gr.themes.Soft(), title="AI 图像标签分析器", css=custom_css) as demo:
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gr.Markdown("# 🖼️ AI 图像标签分析器")
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gr.Markdown("上传图片自动识别标签,并可一键翻译成中文")
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with gr.Row():
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with gr.Column(scale=1):
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img_in = gr.Image(type="pil", label="上传图片")
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with gr.Accordion("⚙️ 高级设置", open=True):
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gen_slider = gr.Slider(0, 1, 0.35,
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label="通用标签阈值", info="越高→标签更少更准")
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char_slider = gr.Slider(0, 1, 0.85,
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label="角色标签阈值", info="推荐保持较高阈值")
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show_zh = gr.Checkbox(True, label="显示中文翻译")
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gr.Markdown("### 汇总设置")
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with gr.Row():
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sum_general = gr.Checkbox(True, label="通用标签")
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sum_char = gr.Checkbox(True, label="角色标签")
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sum_rating = gr.Checkbox(False, label="评分标签")
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sum_sep = gr.Dropdown(["逗号", "换行", "空格"], value="逗号", label="分隔符")
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btn = gr.Button("开始分析", variant="primary", elem_classes=["btn-container"])
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processing_info = gr.Markdown("", visible=False)
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with gr.Column(scale=2):
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with gr.Tabs():
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with gr.TabItem("🏷️ 通用标签"):
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out_general = gr.HTML(label="General Tags")
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with gr.TabItem("👤 角色标签"):
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out_char = gr.HTML(label="Character Tags")
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with gr.TabItem("⭐ 评分标签"):
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out_rating = gr.HTML(label="Rating Tags")
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gr.Markdown("### 标签汇总")
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out_summary = gr.Textbox(label="标签汇总",
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placeholder="选择需要汇总的标签类别...",
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lines=3)
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# ----------------- 处理回调 -----------------
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def format_tags_html(tags_dict, translations, show_translation=True):
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"""格式化标签为HTML格式"""
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if not tags_dict:
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return "<p>暂无标签</p>"
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html = '<div class="label-container">'
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for i, (tag, score) in enumerate(tags_dict.items()):
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tag_html = f'<div class="tag-item">'
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tag_html += f'<div><span class="tag-en">{tag}</span>'
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if show_translation and i < len(translations):
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tag_html += f'<span class="tag-zh">({translations[i]})</span>'
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tag_html += '</div>'
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tag_html += f'<span class="tag-score">{score:.3f}</span>'
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tag_html += '</div>'
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html += tag_html
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html += '</div>'
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return html
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def process(img, g_th, c_th, show_zh, sum_gen, sum_char, sum_rat, sep_type):
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# 开始处理,返回更新
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yield (
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gr.update(interactive=False, value="处理中..."),
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gr.update(visible=True, value="🔄 正在分析图像..."),
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"", "", "", ""
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)
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try:
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tagger = Tagger()
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res = tagger.predict(img, g_th, c_th)
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# 收集所有需要翻译的标签
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all_tags = []
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tag_categories = {
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"general": list(res["general"].keys()),
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"characters": list(res["characters"].keys()),
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"ratings": list(res["ratings"].keys())
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}
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if show_zh:
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for tags in tag_categories.values():
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all_tags.extend(tags)
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# 批量翻译
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if all_tags:
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translations = translate_texts(all_tags, src_lang="auto", tgt_lang="zh")
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else:
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translations = []
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else:
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translations = []
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# 分配翻译结果
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translations_dict = {}
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offset = 0
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for category, tags in tag_categories.items():
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if show_zh and tags:
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translations_dict[category] = translations[offset:offset+len(tags)]
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offset += len(tags)
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else:
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translations_dict[category] = []
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# 生成HTML输出
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general_html = format_tags_html(res["general"], translations_dict["general"], show_zh)
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char_html = format_tags_html(res["characters"], translations_dict["characters"], show_zh)
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rating_html = format_tags_html(res["ratings"], translations_dict["ratings"], show_zh)
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# 生成汇总文本
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summary_parts = []
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separators = {"逗号": ", ", "换行": "\n", "空格": " "}
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separator = separators[sep_type]
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if sum_gen and res["general"]:
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if show_zh and translations_dict["general"]:
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gen_tags = [f"{en}({zh})" for en, zh in zip(res["general"].keys(), translations_dict["general"])]
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else:
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gen_tags = list(res["general"].keys())
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summary_parts.append("通用标签: " + separator.join(gen_tags))
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if sum_char and res["characters"]:
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if show_zh and translations_dict["characters"]:
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char_tags = [f"{en}({zh})" for en, zh in zip(res["characters"].keys(), translations_dict["characters"])]
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else:
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char_tags = list(res["characters"].keys())
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summary_parts.append("角色标签: " + separator.join(char_tags))
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if sum_rat and res["ratings"]:
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if show_zh and translations_dict["ratings"]:
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rat_tags = [f"{en}({zh})" for en, zh in zip(res["ratings"].keys(), translations_dict["ratings"])]
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else:
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rat_tags = list(res["ratings"].keys())
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summary_parts.append("评分标签: " + separator.join(rat_tags))
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summary_text = "\n\n".join(summary_parts) if summary_parts else "请选择要汇总的标签类别"
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# 完成处理,返回最终结果
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yield (
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gr.update(interactive=True, value="开始分析"),
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gr.update(visible=False),
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general_html,
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char_html,
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rating_html,
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summary_text
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)
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except Exception as e:
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# 出错时的处理
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yield (
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gr.update(interactive=True, value="开始分析"),
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gr.update(visible=True, value=f"❌ 处理失败: {str(e)}"),
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"", "", "", ""
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)
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# 绑定事件
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btn.click(
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process,
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inputs=[img_in, gen_slider, char_slider, show_zh, sum_general, sum_char, sum_rating, sum_sep],
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outputs=[btn, processing_info, out_general, out_char, out_rating, out_summary],
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show_progress=True
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)
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# ------------------------------------------------------------------
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# 启动
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# ------------------------------------------------------------------
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860)
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