{"id":60176,"date":"2025-10-26T12:44:39","date_gmt":"2025-10-26T04:44:39","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=60176"},"modified":"2025-10-26T12:44:39","modified_gmt":"2025-10-26T04:44:39","slug":"deepanalyze","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/deepanalyze\/","title":{"rendered":"DeepAnalyze\uff1a\u81ea\u4e3b\u5b8c\u6210\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u7684\u667a\u80fd\u4f53"},"content":{"rendered":"<p>DeepAnalyze\u662f\u4e00\u6b3e\u4e3a\u81ea\u4e3b\u6570\u636e\u79d1\u5b66\u8bbe\u8ba1\u7684\u667a\u80fd\u4ee3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u3002 \u7528\u6237\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u5b83\u5c31\u53ef\u4ee5\u72ec\u7acb\u5b8c\u6210\u6574\u4e2a\u6570\u636e\u79d1\u5b66\u6d41\u7a0b\u7684\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5305\u62ec\u6570\u636e\u51c6\u5907\u3001\u5206\u6790\u3001\u5efa\u6a21\u3001\u53ef\u89c6\u5316\u548c\u62a5\u544a\u751f\u6210\u3002DeepAnalyze\u80fd\u591f\u5bf9\u591a\u79cd\u6570\u636e\u6765\u6e90\u8fdb\u884c\u6df1\u5165\u7814\u7a76\uff0c\u4e0d\u7ba1\u662f\u6570\u636e\u5e93\u3001CSV\u548cExcel\u8fd9\u6837\u7684\u7ed3\u6784\u5316\u6570\u636e\uff0c\u8fd8\u662fJSON\u3001XML\u8fd9\u6837\u7684\u534a\u7ed3\u6784\u5316\u6570\u636e\uff0c\u751a\u81f3\u662fTXT\u548cMarkdown\u8fd9\u6837\u7684\u975e\u7ed3\u6784\u5316\u6587\u672c\uff0c\u5b83\u90fd\u80fd\u5904\u7406\u3002\u6700\u7ec8\uff0c\u5b83\u53ef\u4ee5\u4ea7\u51fa\u5206\u6790\u5e08\u7ea7\u522b\u7684\u4e13\u4e1a\u7814\u7a76\u62a5\u544a\u3002\u6700\u91cd\u8981\u7684\u662f\uff0cDeepAnalyze\u9879\u76ee\u5b8c\u5168\u5f00\u6e90\uff0c\u5b83\u7684\u6a21\u578b\u3001\u4ee3\u7801\u3001\u8bad\u7ec3\u6570\u636e\u548c\u6f14\u793a\u90fd\u53ef\u516c\u5f00\u83b7\u53d6\uff0c\u65b9\u4fbf\u7528\u6237\u5728\u81ea\u5df1\u7684\u73af\u5883\u4e2d\u90e8\u7f72\uff0c\u6216\u8005\u6839\u636e\u81ea\u8eab\u9700\u6c42\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\uff0c\u6253\u9020\u4e13\u5c5e\u7684\u6570\u636e\u5206\u6790\u52a9\u624b\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u5168\u6d41\u7a0b\u81ea\u52a8\u5316<\/strong>: \u80fd\u591f\u81ea\u52a8\u6267\u884c\u6570\u636e\u79d1\u5b66\u7684\u6bcf\u4e00\u6b65\uff0c\u4ece\u6700\u521d\u7684\u6570\u636e\u6e05\u6d17\u548c\u51c6\u5907\uff0c\u5230\u6570\u636e\u5206\u6790\u3001\u5efa\u7acb\u6a21\u578b\uff0c\u518d\u5230\u6700\u540e\u7684\u6570\u636e\u53ef\u89c6\u5316\u548c\u751f\u6210\u62a5\u544a\uff0c\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u4eba\u5de5\u4ecb\u5165\u3002<\/li>\n<li><strong>\u5f00\u653e\u5f0f\u6570\u636e\u7814\u7a76<\/strong>: \u4e0d\u5c40\u9650\u4e8e\u5177\u4f53\u7684\u4efb\u52a1\u6307\u4ee4\uff0c\u53ef\u4ee5\u5bf9\u7ed9\u5b9a\u7684\u591a\u79cd\u6570\u636e\u6e90\u8fdb\u884c\u63a2\u7d22\u6027\u7684\u6df1\u5ea6\u7814\u7a76\uff0c\u5e76\u4ea7\u51fa\u9ad8\u8d28\u91cf\u7684\u7814\u7a76\u62a5\u544a\u3002<\/li>\n<li><strong>\u652f\u6301\u591a\u6837\u5316\u6570\u636e\u6e90<\/strong>: \u652f\u6301\u5904\u7406\u591a\u79cd\u683c\u5f0f\u7684\u6570\u636e\u6587\u4ef6\uff0c\u5305\u62ec\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u6570\u636e\u5e93\u3001CSV\u3001Excel\uff09\u3001\u534a\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982JSON\u3001XML\u3001YAML\uff09\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982TXT\u3001Markdown\uff09\u3002<\/li>\n<li><strong>\u5b8c\u5168\u5f00\u6e90<\/strong>: \u6a21\u578b\u7684\u6743\u91cd\u3001\u6e90\u4ee3\u7801\u3001\u8bad\u7ec3\u6570\u636e\u4ee5\u53ca\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684\u6f14\u793a\u754c\u9762\u5168\u90e8\u5f00\u653e\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u8fdb\u884c\u5b9a\u5236\u5316\u5f00\u53d1\u6216\u90e8\u7f72\u79c1\u6709\u5316\u7684\u6570\u636e\u5206\u6790\u670d\u52a1\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>\u4e0b\u9762\u662f\u5173\u4e8e\u5982\u4f55\u5b89\u88c5\u548c\u4f7f\u7528DeepAnalyze\u7684\u8be6\u7ec6\u6b65\u9aa4\u8bf4\u660e\u3002<\/p>\n<h3>1. \u73af\u5883\u914d\u7f6e<\/h3>\n<p>\u5f00\u59cb\u4f7f\u7528\u524d\uff0c\u4f60\u9700\u8981\u5148\u914d\u7f6e\u597d\u8fd0\u884c\u6240\u9700\u7684\u8f6f\u4ef6\u73af\u5883\u3002\u63a8\u8350\u4f7f\u7528<code>conda<\/code>\u6765\u7ba1\u7406\u73af\u5883\uff0c\u53ef\u4ee5\u786e\u4fdd\u4f9d\u8d56\u5305\u4e4b\u95f4\u4e0d\u4f1a\u4ea7\u751f\u51b2\u7a81\u3002<\/p>\n<p>\u9996\u5148\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a<code>deepanalyze<\/code>\u7684conda\u73af\u5883\uff0c\u5e76\u6307\u5b9aPython\u7248\u672c\u4e3a3.12\u3002<\/p>\n<pre><code>conda create -n deepanalyze python=3.12 -y\r\n<\/code><\/pre>\n<p>\u7136\u540e\uff0c\u6fc0\u6d3b\u521a\u521a\u521b\u5efa\u7684\u73af\u5883\u3002<\/p>\n<pre><code>conda activate deepanalyze\r\n<\/code><\/pre>\n<p>\u63a5\u4e0b\u6765\uff0c\u5b89\u88c5\u6240\u6709\u5fc5\u9700\u7684\u4f9d\u8d56\u5305\u3002\u9879\u76ee\u7684\u6839\u76ee\u5f55\u4e2d\u63d0\u4f9b\u4e86\u4e00\u4e2a<code>requirements.txt<\/code>\u6587\u4ef6\uff0c\u5305\u542b\u4e86\u6240\u6709\u9700\u8981\u7684\u5305\u53ca\u5176\u7248\u672c\u3002<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u5982\u679c\u9700\u8981\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff0c\u8fd8\u9700\u8981\u989d\u5916\u5b89\u88c5\u4e24\u4e2a\u5f00\u53d1\u5e93\u3002<\/p>\n<pre><code>cd .\/deepanalyze\/ms-swift\/ &amp;&amp; pip install -e .\r\ncd .\/deepanalyze\/SkyRL\/ &amp;&amp; pip install -e .\r\n<\/code><\/pre>\n<h3>2. \u542f\u52a8\u672c\u5730\u6f14\u793a\u754c\u9762<\/h3>\n<p>\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5e26\u6709\u56fe\u5f62\u7528\u6237\u754c\u9762\u7684\u6f14\u793a\u7248\u672c\uff0c\u8ba9\u4f60\u80fd\u4ee5\u66f4\u76f4\u89c2\u7684\u65b9\u5f0f\u4e0eDeepAnalyze\u4ea4\u4e92\u3002<\/p>\n<p>\u9996\u5148\uff0c\u9700\u8981\u5c06\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\u514b\u9686\u5230\u4f60\u7684\u672c\u5730\u7535\u8111\u3002<\/p>\n<pre><code>git clone https:\/\/github.com\/ruc-datalab\/DeepAnalyze.git\r\ncd DeepAnalyze\r\n<\/code><\/pre>\n<p>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u540e\uff0c\u6267\u884c\u542f\u52a8\u811a\u672c\u6765\u8fd0\u884cAPI\u548c\u524d\u7aef\u754c\u9762\u3002<\/p>\n<pre><code>bash start.sh\r\n<\/code><\/pre>\n<p>\u811a\u672c\u6210\u529f\u8fd0\u884c\u540e\uff0c\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\u7f51\u5740\u00a0<code>http:\/\/localhost:4000<\/code>\u00a0\u5c31\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528\u4e86\u3002 \u4f60\u53ef\u4ee5\u4e0a\u4f20\u6570\u636e\u6587\u4ef6\uff0c\u7136\u540e\u8ba9DeepAnalyze\u6267\u884c\u6570\u636e\u5206\u6790\u4efb\u52a1\u3002<\/p>\n<p>\u5982\u679c\u4f60\u60f3\u505c\u6b62\u670d\u52a1\uff0c\u53ef\u4ee5\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>bash stop.sh\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4f60\u5e0c\u671b\u5c06\u670d\u52a1\u90e8\u7f72\u5728\u7279\u5b9a\u7684IP\u5730\u5740\u4e0b\uff0c\u800c\u4e0d\u662f\u9ed8\u8ba4\u7684<code>localhost<\/code>\uff0c\u4f60\u9700\u8981\u4fee\u6539\u4e24\u4e2a\u6587\u4ef6\u4e2d\u7684IP\u5730\u5740\uff1a<code>.\/demo\/backend.py<\/code>\u00a0\u548c\u00a0<code>.\/demo\/chat\/lib\/config.ts<\/code>\u3002<\/p>\n<h3>3. \u4f7f\u7528\u547d\u4ee4\u884c\u8fdb\u884c\u4ea4\u4e92<\/h3>\n<p>\u5bf9\u4e8e\u559c\u6b22\u4f7f\u7528\u547d\u4ee4\u884c\u7684\u5f00\u53d1\u8005\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7Python\u811a\u672c\u4e0eDeepAnalyze\u8fdb\u884c\u4ea4\u4e92\u3002\u8fd9\u79cd\u65b9\u5f0f\u66f4\u7075\u6d3b\uff0c\u65b9\u4fbf\u8fdb\u884c\u81ea\u52a8\u5316\u6d4b\u8bd5\u548c\u5f00\u53d1\u3002<\/p>\n<p>\u9996\u5148\uff0c\u4f60\u9700\u8981\u4f7f\u7528<code><a href=\"https:\/\/www.kdjingpai.com\/vllm\/\">vllm<\/a><\/code>\u6765\u90e8\u7f72<code>DeepAnalyze-8B<\/code>\u6a21\u578b\u3002<\/p>\n<pre><code>vllm serve DeepAnalyze-8B\r\n<\/code><\/pre>\n<p>\u7136\u540e\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e0b\u9762\u7684Python\u4ee3\u7801\u6765\u6267\u884c\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u3002\u4f60\u53ef\u4ee5\u6307\u5b9a\u5177\u4f53\u7684\u4efb\u52a1\uff0c\u4e5f\u53ef\u4ee5\u8ba9\u5b83\u8fdb\u884c\u5f00\u653e\u5f0f\u7684\u6570\u636e\u7814\u7a76\u3002\u4f60\u53ef\u4ee5\u63d0\u4f9b\u4efb\u610f\u6570\u91cf\u548c\u7c7b\u578b\u7684\u6570\u636e\u6e90\u3002<\/p>\n<pre><code>from deepanalyze import DeepAnalyzeVLLM\r\n# \u5b9a\u4e49\u4f60\u7684\u6307\u4ee4\u548c\u6570\u636e\u6587\u4ef6\r\n# \u6307\u4ee4\u53ef\u4ee5\u662f\u201c\u751f\u6210\u4e00\u4efd\u6570\u636e\u79d1\u5b66\u62a5\u544a\u201d\uff0c\u4e5f\u53ef\u4ee5\u662f\u66f4\u5177\u4f53\u7684\u4efb\u52a1\r\nprompt = \"\"\"# Instruction\r\nGenerate a data science report.\r\n# Data\r\nFile 1: {\"name\": \"bool.xlsx\", \"size\": \"4.8KB\"}\r\nFile 2: {\"name\": \"person.csv\", \"size\": \"10.6KB\"}\r\nFile 3: {\"name\": \"disabled.xlsx\", \"size\": \"5.6KB\"}\r\nFile 4: {\"name\": \"enlist.csv\", \"size\": \"6.7KB\"}\r\nFile 5: {\"name\": \"filed_for_bankrupcy.csv\", \"size\": \"1.0KB\"}\r\nFile 6: {\"name\": \"longest_absense_from_school.xlsx\", \"size\": \"16.0KB\"}\r\nFile 7: {\"name\": \"male.xlsx\", \"size\": \"8.8KB\"}\r\nFile 8: {\"name\": \"no_payment_due.xlsx\", \"size\": \"15.6KB\"}\r\nFile 9: {\"name\": \"unemployed.xlsx\", \"size\": \"5.6KB\"}\r\nFile 10: {\"name\": \"enrolled.csv\", \"size\": \"20.4KB\"}\"\"\"\r\n# \u6307\u5b9a\u5b58\u653e\u6570\u636e\u6587\u4ef6\u7684\u5de5\u4f5c\u533a\u8def\u5f84\r\nworkspace = \"\/path\/to\/your\/data\/example\/student_loan\/\"\r\n# \u521d\u59cb\u5316\u6a21\u578b\uff0c\u8fd9\u91cc\u7684\u8def\u5f84\u662f\u4f60\u5b58\u653eDeepAnalyze-8B\u6a21\u578b\u6587\u4ef6\u7684\u8def\u5f84\r\ndeepanalyze = DeepAnalyzeVLLM(\"\/path\/to\/your\/checkpoints\/deepanalyze-8b\/\")\r\n# \u751f\u6210\u7ed3\u679c\r\nanswer = deepanalyze.generate(prompt, workspace=workspace)\r\n# \u6253\u5370\u6a21\u578b\u7684\u601d\u8003\u8fc7\u7a0b\u548c\u6700\u7ec8\u62a5\u544a\r\nprint(answer[\"reasoning\"])\r\n<\/code><\/pre>\n<p>\u8fd0\u884c\u4ee5\u4e0a\u4ee3\u7801\u540e\uff0c\u4f60\u5c06\u5f97\u5230\u4e00\u4efd\u8be6\u7ec6\u7684\u7814\u7a76\u62a5\u544a\uff0c\u8fd9\u4efd\u62a5\u544a\u53ef\u4ee5\u76f4\u63a5\u6e32\u67d3\u6210PDF\u683c\u5f0f\u3002<\/p>\n<h3>4. \u90e8\u7f72API\u670d\u52a1<\/h3>\n<p>DeepAnalyze\u8fd8\u652f\u6301\u90e8\u7f72\u6210\u4e00\u4e2a\u4e0eOpenAI\u517c\u5bb9\u7684API\u670d\u52a1\uff0c\u65b9\u4fbf\u4f60\u5c06\u5b83\u96c6\u6210\u5230\u73b0\u6709\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002<\/p>\n<p>\u4f60\u9700\u8981\u8fd0\u884c\u540e\u7aef\u670d\u52a1\u811a\u672c\u3002\u5728\u8fd0\u884c\u524d\uff0c\u8bf7\u786e\u4fdd\u4fee\u6539<code>demo\/backend.py<\/code>\u6587\u4ef6\u4e2d\u7684<code>MODEL_PATH<\/code>\u53d8\u91cf\uff0c\u5c06\u5176\u503c\u8bbe\u7f6e\u4e3a\u4f60\u7684<code>vllm<\/code>\u6a21\u578b\u540d\u79f0\u3002<\/p>\n<pre><code>python demo\/backend.py\r\n<\/code><\/pre>\n<p>\u670d\u52a1\u542f\u52a8\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u50cf\u8c03\u7528OpenAI API\u4e00\u6837\uff0c\u901a\u8fc7\u53d1\u9001HTTP\u8bf7\u6c42\u6765\u548c\u6a21\u578b\u4ea4\u4e92\u4e86\u3002<\/p>\n<pre><code>curl -X POST http:\/\/localhost:8200\/chat\/completions \\\r\n-H \"Content-Type: application\/json\" \\\r\n-d '{\r\n\"messages\": [\r\n{\r\n\"role\": \"user\",\r\n\"content\": \"Generate a data science report.\"\r\n}\r\n],\r\n\"workspace\": \"example\/student_loan\/\"\r\n}'\r\n<\/code><\/pre>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5546\u4e1a\u667a\u80fd\u5206\u6790<\/strong><br \/>\n\u5bf9\u4e8e\u5546\u4e1a\u5206\u6790\u5e08\uff0c\u53ef\u4ee5\u5229\u7528DeepAnalyze\u5feb\u901f\u5904\u7406\u9500\u552e\u6570\u636e\u3001\u7528\u6237\u884c\u4e3a\u6570\u636e\u7b49\uff0c\u81ea\u52a8\u751f\u6210\u6570\u636e\u6d1e\u5bdf\u62a5\u544a\uff0c\u7701\u53bb\u7e41\u7410\u7684\u6570\u636e\u5904\u7406\u548c\u56fe\u8868\u5236\u4f5c\u65f6\u95f4\uff0c\u4ece\u800c\u66f4\u5feb\u5730\u505a\u51fa\u5546\u4e1a\u51b3\u7b56\u3002<\/li>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\n\u79d1\u7814\u4eba\u5458\u5728\u5904\u7406\u5b9e\u9a8c\u6570\u636e\u6216\u793e\u4f1a\u8c03\u67e5\u6570\u636e\u65f6\uff0c\u53ef\u4ee5\u501f\u52a9DeepAnalyze\u8fdb\u884c\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3001\u5047\u8bbe\u68c0\u9a8c\u548c\u6a21\u578b\u6784\u5efa\uff0c\u4ece\u800c\u53d1\u73b0\u6570\u636e\u80cc\u540e\u9690\u85cf\u7684\u89c4\u5f8b\uff0c\u52a0\u901f\u7814\u7a76\u8fdb\u7a0b\u3002<\/li>\n<li><strong>\u91d1\u878d\u98ce\u63a7<\/strong><br \/>\n\u5728\u91d1\u878d\u9886\u57df\uff0c\u53ef\u4ee5\u5c06DeepAnalyze\u7528\u4e8e\u5206\u6790\u8d37\u6b3e\u7533\u8bf7\u4eba\u7684\u4fe1\u7528\u6570\u636e\uff0c\u8bc6\u522b\u6f5c\u5728\u7684\u6b3a\u8bc8\u98ce\u9669\u3002\u5b83\u80fd\u5904\u7406\u591a\u79cd\u6570\u636e\u6e90\uff0c\u5e76\u6784\u5efa\u9884\u6d4b\u6a21\u578b\uff0c\u4e3a\u98ce\u9669\u8bc4\u4f30\u63d0\u4f9b\u4f9d\u636e\u3002<\/li>\n<li><strong>\u6559\u80b2\u6570\u636e\u6316\u6398<\/strong><br \/>\n\u6559\u80b2\u673a\u6784\u53ef\u4ee5\u5229\u7528DeepAnalyze\u5206\u6790\u5b66\u751f\u7684\u5b66\u4e60\u884c\u4e3a\u6570\u636e\u548c\u6210\u7ee9\u6570\u636e\uff0c\u4e86\u89e3\u5b66\u751f\u7684\u5b66\u4e60\u8def\u5f84\u548c\u56f0\u96be\u70b9\uff0c\u4ece\u800c\u4e3a\u5236\u5b9a\u4e2a\u6027\u5316\u7684\u6559\u5b66\u65b9\u6848\u63d0\u4f9b\u652f\u6301\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>DeepAnalyze\u662f\u4ec0\u4e48\uff1f<\/strong><br \/>\nDeepAnalyze\u662f\u7b2c\u4e00\u4e2a\u7528\u4e8e\u81ea\u4e3b\u6570\u636e\u79d1\u5b66\u7684\u667a\u80fd\u4ee3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u80fd\u50cf\u4eba\u7c7b\u6570\u636e\u79d1\u5b66\u5bb6\u4e00\u6837\uff0c\u72ec\u7acb\u5b8c\u6210\u4ece\u6570\u636e\u51c6\u5907\u5230\u62a5\u544a\u751f\u6210\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u4f7f\u7528DeepAnalyze\u9700\u8981\u4ed8\u8d39\u5417\uff1f<\/strong><br \/>\n\u4e0d\u9700\u8981\u3002DeepAnalyze\u662f\u4e00\u4e2a\u5b8c\u5168\u5f00\u6e90\u7684\u9879\u76ee\uff0c\u5b83\u7684\u6a21\u578b\u3001\u4ee3\u7801\u548c\u6570\u636e\u90fd\u662f\u514d\u8d39\u7684\uff0c\u4f60\u53ef\u4ee5\u81ea\u7531\u4f7f\u7528\u548c\u4fee\u6539\u3002<\/li>\n<li><strong>DeepAnalyze\u53ef\u4ee5\u5904\u7406\u54ea\u4e9b\u7c7b\u578b\u7684\u6570\u636e\uff1f<\/strong><br \/>\n\u5b83\u53ef\u4ee5\u5904\u7406\u591a\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u5305\u62ec\u5b58\u50a8\u5728\u6570\u636e\u5e93\u3001CSV\u6216Excel\u6587\u4ef6\u4e2d\u7684\u7ed3\u6784\u5316\u6570\u636e\uff0cJSON\u6216XML\u7b49\u534a\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4ee5\u53caTXT\u6216Markdown\u683c\u5f0f\u7684\u975e\u7ed3\u6784\u5316\u6587\u672c\u6570\u636e\u3002<\/li>\n<li><strong>\u6211\u53ef\u4ee5\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u8fd0\u884cDeepAnalyze\u5417\uff1f<\/strong><br \/>\n\u53ef\u4ee5\u7684\u3002\u53ea\u8981\u4f60\u7684\u7535\u8111\u6ee1\u8db3\u8fd0\u884c\u5927\u8bed\u8a00\u6a21\u578b\u6240\u9700\u7684\u786c\u4ef6\u914d\u7f6e\uff0c\u5c31\u53ef\u4ee5\u6309\u7167\u5b98\u65b9\u6587\u6863\u63d0\u4f9b\u7684\u6b65\u9aa4\u5728\u672c\u5730\u90e8\u7f72\u548c\u4f7f\u7528DeepAnalyze\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>DeepAnalyze\u662f\u4e00\u6b3e\u4e3a\u81ea\u4e3b\u6570\u636e\u79d1\u5b66\u8bbe\u8ba1\u7684\u667a\u80fd\u4ee3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u3002 \u7528\u6237\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u5b83\u5c31\u53ef\u4ee5\u72ec\u7acb\u5b8c\u6210\u6574\u4e2a\u6570\u636e\u79d1\u5b66\u6d41\u7a0b\u7684\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5305\u62ec\u6570\u636e\u51c6\u5907\u3001\u5206\u6790\u3001\u5efa\u6a21\u3001\u53ef\u89c6\u5316\u548c\u62a5\u544a\u751f\u6210\u3002DeepAnalyze\u80fd\u591f\u5bf9\u591a\u79cd\u6570\u636e\u6765\u6e90\u8fdb\u884c\u6df1\u5165\u7814\u7a76\uff0c\u4e0d\u7ba1\u662f&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,449,427],"tags":[230,389],"class_list":["post-60176","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-ai-data","category-research-assistant","tag-aikaiyuanxiangmu","tag-shengchengshenduyanjiuao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/60176","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=60176"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/60176\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=60176"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=60176"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=60176"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}