{"id":6696,"date":"2025-04-18T09:17:41","date_gmt":"2025-04-18T01:17:41","guid":{"rendered":"https:\/\/www.xinyixx.com\/?p=6696"},"modified":"2025-04-18T15:03:58","modified_gmt":"2025-04-18T07:03:58","slug":"streamlit-2","status":"publish","type":"post","link":"https:\/\/www.xinyixx.com\/index.php\/2025\/04\/18\/streamlit-2\/","title":{"rendered":"\u57fa\u4e8e Streamlit + DeepSeek \u5b9e\u73b0\u7684\u201cExcel\u667a\u80fd\u5206\u6790\u5e73\u53f0\u201d"},"content":{"rendered":"<h1 class=\"wp-block-heading\">\ud83d\udca1 \u6253\u9020\u5c5e\u4e8e\u4f60\u7684 Excel \u667a\u80fd\u5206\u6790\u5e73\u53f0\uff1a\u57fa\u4e8e Streamlit + DeepSeek API<\/h1>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u672c\u9879\u76ee\u9002\u5408\u5e0c\u671b\u5c06\u65e5\u5e38 Excel \u6570\u636e\u5206\u6790\u5de5\u4f5c\u81ea\u52a8\u5316\u7684\u5f00\u53d1\u8005\u4e0e\u6570\u636e\u5206\u6790\u5e08\uff0c\u4ec5\u9700\u4e0a\u4f20 Excel \u6587\u4ef6\uff0c\u5373\u53ef\u4e0e AI \u5bf9\u8bdd\u5b9e\u73b0\u201c\u7c7b Power BI + ChatGPT\u201d\u7684\u4ea4\u4e92\u4f53\u9a8c\uff01<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udee0 \u9879\u76ee\u7b80\u4ecb<\/h2>\n\n\n\n<p>\u672c\u9879\u76ee\u5229\u7528 <code>Streamlit<\/code> \u6784\u5efa\u4ea4\u4e92\u5f0f Web \u5e94\u7528\uff0c\u7ed3\u5408 <code>DeepSeek API<\/code> \u5b9e\u73b0\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u7684\u6570\u636e\u5206\u6790\uff0c\u9002\u914d <code>.xlsx<\/code>\u3001<code>.xls<\/code>\u3001<code>.csv<\/code> \u7b49\u4e3b\u6d41\u6570\u636e\u683c\u5f0f\uff0c\u5b9e\u73b0\u4ee5\u4e0b\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udcca \u6570\u636e\u6458\u8981\u7edf\u8ba1\u81ea\u52a8\u751f\u6210<\/li>\n\n\n\n<li>\ud83e\udd16 \u652f\u6301\u4e2d\u6587\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5206\u6790<\/li>\n\n\n\n<li>\ud83d\udcc8 AI \u8f85\u52a9\u63d0\u95ee\u9500\u552e\u8d8b\u52bf\u3001\u5f02\u5e38\u8bc6\u522b\u3001\u6570\u636e\u8d28\u91cf\u62a5\u544a\u7b49<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udfa5 \u6f14\u793a\u622a\u56fe<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udccc \u4ec5\u9700\u4e0a\u4f20 Excel\uff0c\u8f93\u5165\u4f60\u7684\u95ee\u9898\uff0c\u5373\u53ef\u83b7\u5f97\u4e13\u4e1a\u5206\u6790\u5efa\u8bae\uff1a<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"501\" src=\"http:\/\/101.42.96.217:21080\/wp-content\/uploads\/2025\/04\/image-26-1024x501.png\" alt class=\"wp-image-6699\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-1024x501.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-300x147.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-768x376.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-1536x752.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26.png 1910w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"501\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20501%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-6699 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20501%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-1024x501.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-300x147.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-768x376.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26-1536x752.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-26.png 1910w\" data-src=\"http:\/\/101.42.96.217:21080\/wp-content\/uploads\/2025\/04\/image-26-1024x501.png\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd27 \u73af\u5883\u4f9d\u8d56<\/h2>\n\n\n\n<p>\u786e\u4fdd\u4f60\u5df2\u5b89\u88c5\u4ee5\u4e0b\u4f9d\u8d56\u9879\uff08\u5efa\u8bae\u4f7f\u7528\u865a\u62df\u73af\u5883\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install streamlit pandas openai\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcc4 \u6838\u5fc3\u4ee3\u7801\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2705 \u9875\u9762\u4e0e\u72b6\u6001\u521d\u59cb\u5316<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>st.set_page_config(page_title=\"Excel\u667a\u80fd\u5206\u6790\u5e73\u53f0\", layout=\"wide\")\nst.title(\"\ud83d\udcca Excel\u6570\u636e\u5206\u6790 + DeepSeek AI\u96c6\u6210\")\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bbe\u7f6e\u6807\u9898\u548c\u9875\u9762\u5e03\u5c40<\/li>\n\n\n\n<li>\u4f7f\u7528 <code>st.session_state<\/code> \u7f13\u5b58\u6570\u636e\u4e0e\u5bf9\u8bdd\u5386\u53f2\uff0c\u9632\u6b62\u5237\u65b0\u4e22\u5931<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd10 API \u5bc6\u94a5\u4e0e\u6a21\u578b\u8bbe\u7f6e\uff08\u4fa7\u8fb9\u680f\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>api_key = st.text_input(\"API \u5bc6\u94a5\", type=\"password\")\nmodel_name = st.selectbox(\"\u9009\u62e9\u6a21\u578b\", &#91;\"deepseek-chat\", \"deepseek-analysis\"])\ntemperature = st.slider(\"\u6a21\u578b\u521b\u9020\u529b\", 0.0, 1.0, 0.7)\n<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u652f\u6301\u6a21\u578b\u5207\u6362\u4e0e\u6e29\u5ea6\u8c03\u6574\uff0c\u63a8\u8350\u4f7f\u7528 <code>deepseek-analysis<\/code> \u6a21\u578b\u5bf9\u8868\u683c\u6570\u636e\u66f4\u53cb\u597d\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc1 \u6587\u4ef6\u4e0a\u4f20 + \u6570\u636e\u9884\u89c8<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>uploaded_file = st.file_uploader(\"\u4e0a\u4f20Excel\/CSV\u6587\u4ef6\")\ndf = pd.read_excel(uploaded_file)  # or pd.read_csv()\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u52a8\u8bc6\u522b\u6587\u4ef6\u7c7b\u578b\u5e76\u8bfb\u53d6<\/li>\n\n\n\n<li>\u63d0\u4f9b\u884c\u6570\u3001\u5217\u6570\u3001\u7f3a\u5931\u503c\u7edf\u8ba1<\/li>\n\n\n\n<li>\u7528\u6237\u53ef\u9009\u62e9\u67e5\u770b <code>describe()<\/code> \u5206\u6790\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udd16 \u4e0e AI \u5bf9\u8bdd\u5206\u6790\u6570\u636e<\/h3>\n\n\n\n<p>\u5173\u952e\u6a21\u5757\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>client = OpenAI(api_key=api_key, base_url=\"https:\/\/api.deepseek.com\/v1\")\n\nresponse = client.chat.completions.create(\n    model=model_name,\n    messages=&#91;\n        {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u6570\u636e\u5206\u6790\u5e08\"},\n        {\"role\": \"user\", \"content\": full_prompt}],\n    temperature=temperature\n)\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u2728 \u63d0\u793a\u8bcd\u8bbe\u8ba1\u6280\u5de7\uff1a<\/h4>\n\n\n\n<p>\u901a\u8fc7\u6784\u5efa\u5305\u542b\u5217\u540d\u3001\u7ef4\u5ea6\u3001\u524d3\u884c\u6570\u636e\u7684\u4e0a\u4e0b\u6587\uff0c\u5c06\u7528\u6237\u63d0\u95ee\u5d4c\u5165\u5b8c\u6574\u6570\u636e\u8bed\u5883\uff0c\u63d0\u5347 AI \u56de\u7b54\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\ude80 \u9879\u76ee\u90e8\u7f72\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1\ufe0f\u20e3 \u4e0a\u4f20\u9879\u76ee\u81f3 GitHub<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>git init\ngit add .\ngit commit -m \"first commit\"\ngit remote add origin https:\/\/github.com\/\u4f60\u7684\u7528\u6237\u540d\/excel-ai-analyzer.git\ngit push -u origin main\n<\/code><\/pre>\n\n\n\n<p>\u9879\u76ee\u76ee\u5f55\u5efa\u8bae\u5305\u542b\u4ee5\u4e0b\u6587\u4ef6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\ud83d\udcc1 excel-ai-analyzer\/\n\u251c\u2500\u2500 main.py\n\u2514\u2500\u2500 requirements.txt\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2\ufe0f\u20e3 \u4f7f\u7528 Streamlit Cloud \u514d\u8d39\u90e8\u7f72<\/h3>\n\n\n\n<p>\u6253\u5f00 \ud83d\udc49 <a href=\"https:\/\/streamlit.io\/cloud\">https:\/\/streamlit.io\/cloud<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u767b\u5f55 GitHub<\/li>\n\n\n\n<li>\u70b9\u51fb <code>New app<\/code>\uff0c\u9009\u62e9\u4ed3\u5e93\u3001\u586b\u5199 <code>main.py<\/code><\/li>\n\n\n\n<li>\u81ea\u52a8\u6784\u5efa\u5e76\u90e8\u7f72\u4e0a\u7ebf<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u2705 \u793a\u4f8b requirements.txt<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>streamlit\npandas\nopenai\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcac \u4f7f\u7528\u63d0\u793a\u4e0e\u5efa\u8bae<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u64cd\u4f5c<\/th><th>\u5efa\u8bae<\/th><\/tr><\/thead><tbody><tr><td>\u6570\u636e\u7ed3\u6784<\/td><td>\u9996\u884c\u5e94\u4e3a\u5b57\u6bb5\u540d\uff0c\u907f\u514d\u6df7\u5408\u7c7b\u578b<\/td><\/tr><tr><td>\u63d0\u95ee\u5efa\u8bae<\/td><td>\u53ef\u4f7f\u7528\u201c\u8d8b\u52bf\u201d\u3001\u201c\u5f02\u5e38\u201d\u3001\u201c\u5206\u7ec4\u201d\u3001\u201c\u76f8\u5173\u6027\u201d\u7b49\u5173\u952e\u8bcd<\/td><\/tr><tr><td>\u751f\u6210\u62a5\u544a<\/td><td>\u8f93\u5165\u5982\u201c\u751f\u6210\u6570\u636e\u8d28\u91cf\u62a5\u544a\u201d\u3001\u201c\u627e\u51fa\u5f02\u5e38\u503c\u201d\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcc1 \u6e90\u7801\u83b7\u53d6<\/h2>\n\n\n\n<p>GitHub \u9879\u76ee\u5730\u5740\uff08\u6b22\u8fce Star\uff09\uff1a \ud83d\udc49 <a href=\"https:\/\/github.com\/ghostgorge\/ai-chat\/tree\/master\">https:\/\/github.com\/ghostgorge\/ai-chat\/tree\/master<\/a><\/p>\n\n\n\n<p>streamlit\u4e0a\u7684\u9879\u76ee\u90e8\u7f72\u5730\u5740\uff1a\ud83d\udc49<a href=\"https:\/\/aibot-chat.streamlit.app\/\">Excel\u667a\u80fd\u5206\u6790\u5e73\u53f0 \u00b7 Streamlit<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"501\" src=\"http:\/\/101.42.96.217:21080\/wp-content\/uploads\/2025\/04\/image-25-1024x501.png\" alt class=\"wp-image-6697\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-1024x501.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-300x147.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-768x376.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-1536x752.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25.png 1910w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"501\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20501%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-6697 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20501%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-1024x501.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-300x147.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-768x376.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25-1536x752.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/image-25.png 1910w\" data-src=\"http:\/\/101.42.96.217:21080\/wp-content\/uploads\/2025\/04\/image-25-1024x501.png\"><\/figure>\n\n\n\n<p>\u63d2\u5165excel\u8868\u683c\uff0c\u53ef\u5b9e\u73b0\u6570\u636e\u5206\u6790\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"501\" src=\"http:\/\/101.42.96.217:21080\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-1024x501.png\" alt class=\"wp-image-6698\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-1024x501.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-300x147.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-768x376.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-1536x752.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082.png 1910w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"501\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20501%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-6698 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20501%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-1024x501.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-300x147.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-768x376.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-1536x752.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082.png 1910w\" data-src=\"http:\/\/101.42.96.217:21080\/wp-content\/uploads\/2025\/04\/14ea5b26ed68e1a8dc60eb3e2bec082-1024x501.png\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udce3 \u7ed3\u8bed<\/h2>\n\n\n\n<p>\u501f\u52a9 DeepSeek \u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u6784\u5efa\u4e00\u4e2a\u771f\u6b63\u201c\u4eba\u4eba\u53ef\u7528\u201d\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u3002\u4f60\u65e0\u9700\u638c\u63e1 Python \u6216 SQL\uff0c\u53ea\u9700\u4e0a\u4f20\u6587\u4ef6 + \u63d0\u95ee\uff0c\u5373\u53ef\u5f97\u5230 AI \u7684\u4e13\u4e1a\u89e3\u7b54\u3002\u672a\u6765\u8fd8\u53ef\u4ee5\u6269\u5c55\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udccc 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