{"id":29649,"date":"2025-03-31T00:29:10","date_gmt":"2025-03-30T16:29:10","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29649"},"modified":"2025-07-14T11:55:45","modified_gmt":"2025-07-14T03:55:45","slug":"morphik-core","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/morphik-core\/","title":{"rendered":"Morphik Core\uff1a\u5904\u7406\u591a\u6a21\u6001\u6570\u636e\u7684\u5f00\u6e90 RAG \u5e73\u53f0"},"content":{"rendered":"<p>Morphik Core \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u7531 morphik-org \u56e2\u961f\u5f00\u53d1\uff0c\u6258\u7ba1\u5728 GitHub \u4e0a\u3002\u5b83\u4ee5\u524d\u53eb DataBridge Core\uff0c\u73b0\u5728\u66f4\u540d\u4e3a Morphik Core\u3002\u8fd9\u4e2a\u5de5\u5177\u662f\u4e3a AI \u5e94\u7528\u8bbe\u8ba1\u7684\u6570\u636e\u5e93\uff0c\u80fd\u5904\u7406\u6587\u672c\u3001\u56fe\u7247\u3001PDF\u3001\u89c6\u9891\u7b49\u5404\u79cd\u6570\u636e\u3002\u5b83\u63d0\u4f9b\u5f3a\u5927\u7684 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u529f\u80fd\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u68c0\u7d22\u548c\u751f\u6210\u4fe1\u606f\u3002Morphik Core \u652f\u6301\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\uff0c\u80fd\u7ba1\u7406\u4e0a\u767e\u4e07\u4efd\u6587\u6863\uff0c\u540c\u65f6\u4fdd\u6301\u68c0\u7d22\u901f\u5ea6\u5feb\u3002\u65e0\u8bba\u4f60\u662f\u60f3\u8bd5\u7528\u65b0\u60f3\u6cd5\uff0c\u8fd8\u662f\u642d\u5efa\u751f\u4ea7\u73af\u5883\uff0c\u5b83\u90fd\u80fd\u63d0\u4f9b\u652f\u6301\u3002\u76ee\u524d\uff0c\u5b83\u8fd8\u5728\u5f00\u53d1\u4e2d\uff0c\u8ba1\u5212\u63a8\u51fa\u6258\u7ba1\u670d\u52a1\uff0c\u7528\u6237\u53ef\u4ee5\u52a0\u5165\u7b49\u5f85\u540d\u5355\u3002<\/p>\n<p><img decoding=\"async\" title=\"Morphik Core\uff1a\u5904\u7406\u591a\u6a21\u6001\u6570\u636e\u7684\u5f00\u6e90 RAG \u5e73\u53f0-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/40ac09e06bac707.jpg\" alt=\"Morphik Core\uff1a\u5904\u7406\u591a\u6a21\u6001\u6570\u636e\u7684\u5f00\u6e90 RAG \u5e73\u53f0-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u591a\u6a21\u6001\u6570\u636e\uff1a\u80fd\u5904\u7406\u6587\u672c\u3001PDF\u3001\u56fe\u7247\u3001\u89c6\u9891\u7b49\u591a\u79cd\u683c\u5f0f\u3002<\/li>\n<li>\u667a\u80fd\u89e3\u6790\u6587\u4ef6\uff1a\u81ea\u52a8\u628a\u6587\u4ef6\u5206\u6210\u5c0f\u5757\u5e76\u751f\u6210\u5d4c\u5165\u3002<\/li>\n<li>ColPali \u591a\u6a21\u6001\u5d4c\u5165\uff1a\u7ed3\u5408\u6587\u672c\u548c\u56fe\u50cf\u5185\u5bb9\u8fdb\u884c\u9ad8\u6548\u68c0\u7d22\u3002<\/li>\n<li>\u77e5\u8bc6\u56fe\u8c31\u652f\u6301\uff1a\u81ea\u52a8\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u63d0\u5347\u68c0\u7d22\u7ed3\u679c\u3002<\/li>\n<li>\u81ea\u7136\u8bed\u8a00\u89c4\u5219\uff1a\u4e3a\u6742\u4e71\u6570\u636e\u8bbe\u7f6e\u89c4\u5219\uff0c\u63d0\u53d6\u7ed3\u6784\u5316\u4fe1\u606f\u3002<\/li>\n<li>\u9ad8\u6548\u7f13\u5b58\uff1a\u9884\u5904\u7406\u6570\u636e\uff0c\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u52a0\u5feb\u54cd\u5e94\u3002<\/li>\n<li>\u53ef\u6269\u5c55\u67b6\u6784\uff1a\u652f\u6301\u81ea\u5b9a\u4e49\u89e3\u6790\u5668\u548c\u591a\u79cd\u5b58\u50a8\u65b9\u5f0f\u3002<\/li>\n<li><a href=\"https:\/\/www.kdjingpai.com\/model-context-protocol\/\">MCP<\/a> \u534f\u8bae\uff1a\u65b9\u4fbf\u4e0e AI \u7cfb\u7edf\u5171\u4eab\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>Morphik Core \u662f\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u7684\u5de5\u5177\uff0c\u4e3b\u8981\u901a\u8fc7 GitHub \u83b7\u53d6\u4ee3\u7801\u5e76\u4f7f\u7528\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u64cd\u4f5c\u6307\u5357\uff0c\u5e2e\u52a9\u4f60\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u5f00\u59cb\u4f7f\u7528 Morphik Core\uff0c\u9700\u8981\u4ece GitHub \u4e0b\u8f7d\u4ee3\u7801\u5e76\u914d\u7f6e\u73af\u5883\u3002\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8f93\u5165\u547d\u4ee4\uff0c\u4e0b\u8f7d\u9879\u76ee\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/morphik-org\/morphik-core.git\r\n<\/code><\/pre>\n<p>\u7136\u540e\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a<\/p>\n<pre><code>cd morphik-core\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong><br \/>\n\u7528 Python 3.12 \u521b\u5efa\u72ec\u7acb\u73af\u5883\uff0c\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\uff1a<\/li>\n<\/ol>\n<pre><code>python3.12 -m venv .venv\r\n<\/code><\/pre>\n<p>\u6fc0\u6d3b\u73af\u5883\uff1a<\/p>\n<ul>\n<li>Linux\/macOS\uff1a\n<pre><code>source .venv\/bin\/activate\r\n<\/code><\/pre>\n<\/li>\n<li>Windows\uff1a\n<pre><code>.venv\\Scripts\\activate\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u9879\u76ee\u6709\u00a0<code>requirements.txt<\/code>\u00a0\u6587\u4ef6\uff0c\u5b89\u88c5\u6240\u9700\u8f6f\u4ef6\u5305\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u5982\u679c\u7f3a\u5c11\u6587\u4ef6\uff0c\u67e5\u770b GitHub \u7684 README \u83b7\u53d6\u6700\u65b0\u4f9d\u8d56\u3002<\/p>\n<ol start=\"4\">\n<li><strong>\u542f\u52a8\u670d\u52a1<\/strong><br \/>\n\u914d\u7f6e\u5e76\u8fd0\u884c\u670d\u52a1\u5668\uff1a<\/li>\n<\/ol>\n<pre><code>python quick_setup.py\r\npython start_server.py\r\n<\/code><\/pre>\n<p>\u5b8c\u6210\u540e\uff0c\u670d\u52a1\u4f1a\u5728\u00a0<code>localhost:8000<\/code>\u00a0\u8fd0\u884c\u3002<\/p>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<p>Morphik Core \u7684\u6838\u5fc3\u662f\u5904\u7406\u591a\u6a21\u6001\u6570\u636e\u548c\u63d0\u4f9b <a href=\"https:\/\/www.kdjingpai.com\/rag\/\">RAG<\/a> \u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u64cd\u4f5c\u65b9\u6cd5\uff1a<\/p>\n<h4>1. \u5bfc\u5165\u6570\u636e<\/h4>\n<p>\u53ef\u4ee5\u7528 Python SDK \u5bfc\u5165\u6587\u672c\u6216\u6587\u4ef6\u3002\u4f8b\u5982\uff0c\u5bfc\u5165\u4e00\u6bb5\u6587\u672c\uff1a<\/p>\n<pre><code>from databridge import DataBridge\r\ndb = DataBridge(\"databridge:\/\/localhost:8000\")\r\ndoc = db.ingest_text(\"\u8fd9\u662f\u5173\u4e8eAI\u6280\u672f\u7684\u793a\u4f8b\u6587\u6863\u3002\", metadata={\"category\": \"tech\"})\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u64cd\u4f5c\u8bf4\u660e<\/strong>\uff1a\u8fde\u63a5\u670d\u52a1\u5668\u540e\uff0c\u5bfc\u5165\u6587\u672c\u5e76\u6dfb\u52a0\u5143\u6570\u636e\u3002<\/li>\n<li><strong>\u7ed3\u679c<\/strong>\uff1a\u6587\u672c\u88ab\u5904\u7406\u5e76\u5b58\u50a8\uff0c\u53ef\u4f9b\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<p>\u5bfc\u5165 PDF \u6587\u4ef6\uff1a<\/p>\n<pre><code>doc = db.ingest_file(\"path\/to\/document.pdf\", metadata={\"category\": \"research\"})\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u529f\u80fd<\/strong>\uff1a\u652f\u6301 PDF\u3001\u89c6\u9891\u7b49\u683c\u5f0f\uff0c\u81ea\u52a8\u89e3\u6790\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h4>2. \u591a\u6a21\u6001\u68c0\u7d22\uff08ColPali\uff09<\/h4>\n<p>Morphik Core \u7528 ColPali \u5904\u7406\u542b\u56fe\u7247\u7684\u6587\u6863\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>doc = db.ingest_file(\"report_with_charts.pdf\", use_colpali=True)\r\nchunks = db.retrieve_chunks(\"\u663e\u793a\u7b2c\u4e8c\u5b63\u5ea6\u6536\u5165\u56fe\u8868\", use_colpali=True, k=3)\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u6b65\u9aa4<\/strong>\uff1a\u5bfc\u5165\u6587\u4ef6\u65f6\u542f\u7528 ColPali\uff0c\u68c0\u7d22\u65f6\u8fd4\u56de\u6587\u672c\u548c\u56fe\u50cf\u3002<\/li>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u80fd\u76f4\u63a5\u627e\u5230\u56fe\u8868\u6216\u56fe\u7247\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h4>3. \u8bbe\u7f6e\u89c4\u5219<\/h4>\n<p>\u53ef\u4ee5\u7528\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u89c4\u5219\uff0c\u63d0\u53d6\u4fe1\u606f\uff1a<\/p>\n<pre><code>rules = [\r\n{\"type\": \"metadata_extraction\", \"schema\": {\"title\": \"string\", \"author\": \"string\"}},\r\n{\"type\": \"natural_language\", \"prompt\": \"\u5220\u9664\u6240\u6709\u4e2a\u4eba\u4fe1\u606f\"}\r\n]\r\ndoc = db.ingest_file(\"document.pdf\", rules=rules)\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u4ece\u6587\u4ef6\u4e2d\u63d0\u53d6\u6807\u9898\u3001\u4f5c\u8005\uff0c\u6216\u6309\u9700\u6e05\u7406\u6570\u636e\u3002<\/li>\n<li><strong>\u5efa\u8bae<\/strong>\uff1a\u89c4\u5219\u8981\u6839\u636e\u6587\u4ef6\u5185\u5bb9\u8c03\u6574\u3002<\/li>\n<\/ul>\n<h4>4. \u77e5\u8bc6\u56fe\u8c31<\/h4>\n<p>\u521b\u5efa\u5e76\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\uff0c\u63d0\u5347\u68c0\u7d22\u6548\u679c\uff1a<\/p>\n<pre><code>db.create_graph(\"tech_graph\", filters={\"category\": \"tech\"})\r\nresponse = db.query(\"AI\u5982\u4f55\u4e0e\u4e91\u8ba1\u7b97\u76f8\u5173\uff1f\", graph_name=\"tech_graph\", hop_depth=2)\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u64cd\u4f5c<\/strong>\uff1a\u751f\u6210\u56fe\u8c31\u540e\uff0c\u67e5\u8be2\u65f6\u8fd4\u56de\u76f8\u5173\u8054\u7684\u4fe1\u606f\u3002<\/li>\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u7ed3\u679c\u66f4\u7cbe\u51c6\uff0c\u9002\u5408\u590d\u6742\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h4>5. \u6279\u91cf\u5904\u7406<\/h4>\n<p>\u652f\u6301\u6279\u91cf\u5bfc\u5165\u6587\u4ef6\u5939\u4e2d\u7684\u6587\u4ef6\uff1a<\/p>\n<pre><code>docs = db.ingest_directory(\"data\/documents\", recursive=True, pattern=\"*.pdf\")\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u529f\u80fd<\/strong>\uff1a\u9012\u5f52\u626b\u63cf\u76ee\u5f55\uff0c\u5bfc\u5165\u6240\u6709 PDF\u3002<\/li>\n<li><strong>\u573a\u666f<\/strong>\uff1a\u9002\u5408\u5904\u7406\u5927\u91cf\u6570\u636e\u3002<\/li>\n<\/ul>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<p>Morphik Core \u7684\u4eae\u70b9\u5728\u4e8e\u591a\u6a21\u6001\u652f\u6301\u548c\u9ad8\u6548\u6027\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u8bf4\u660e\uff1a<\/p>\n<h4>ColPali \u591a\u6a21\u6001\u5d4c\u5165<\/h4>\n<p>ColPali \u8ba9\u6587\u672c\u548c\u56fe\u50cf\u4e00\u8d77\u5de5\u4f5c\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>db.ingest_file(\"report.pdf\", use_colpali=True)\r\nchunks = db.retrieve_chunks(\"\u67e5\u627e2024\u5e74\u7684\u9500\u552e\u6570\u636e\u56fe\", use_colpali=True)\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u4e0d\u4ec5\u8fd4\u56de\u6587\u5b57\uff0c\u8fd8\u80fd\u627e\u5230\u56fe\u8868\u3002<\/li>\n<li><strong>\u7528\u9014<\/strong>\uff1a\u5206\u6790\u542b\u89c6\u89c9\u5185\u5bb9\u7684\u6587\u6863\u3002<\/li>\n<\/ul>\n<h4>\u9ad8\u6548\u7f13\u5b58<\/h4>\n<p>\u9884\u5904\u7406\u6570\u636e\uff0c\u52a0\u5feb\u68c0\u7d22\uff1a<\/p>\n<pre><code>db.cache_documents(filters={\"category\": \"research\"})\r\nchunks = db.retrieve_chunks(\"AI\u6700\u65b0\u8fdb\u5c55\", k=5)\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u597d\u5904<\/strong>\uff1a\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed\uff0c\u8ba1\u7b97\u6210\u672c\u964d\u4f4e 80%\u3002<\/li>\n<li><strong>\u6ce8\u610f<\/strong>\uff1a\u7f13\u5b58\u5360\u7528\u7a7a\u95f4\uff0c\u5b9a\u671f\u6e05\u7406\u3002<\/li>\n<\/ul>\n<h4>\u53ef\u6269\u5c55\u6027<\/h4>\n<p>\u8fde\u63a5\u6570\u636e\u5e93\uff0c\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\uff1a<\/p>\n<pre><code>db.connect_storage(\"postgresql:\/\/user:password@localhost:5432\/dbname\")\r\ndocs = db.ingest_directory(\"large_data\")\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u652f\u6301<\/strong>\uff1a\u53ef\u7528 PostgreSQL \u6216 MongoDB\uff0c\u7ba1\u7406\u767e\u4e07\u6587\u6863\u3002<\/li>\n<li><strong>\u901f\u5ea6<\/strong>\uff1a\u68c0\u7d22\u65f6\u95f4\u4ecd\u4fdd\u6301\u5728\u79d2\u7ea7\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u521d\u6b21\u4f7f\u7528\u524d\uff0c\u9605\u8bfb GitHub \u7684\u00a0<code>README.md<\/code>\u00a0\u548c\u5b98\u65b9\u6587\u6863\u3002<\/li>\n<li>\u786e\u4fdd Python \u7248\u672c\u4e3a 3.12\uff0c\u4f9d\u8d56\u5b89\u88c5\u65e0\u8bef\u3002<\/li>\n<li>\u6709\u95ee\u9898\u53ef\u5728 Discord\uff08https:\/\/discord.gg\/BwMtv3Zaju\uff09\u6216 GitHub \u63d0\u4ea4 issue\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u4f60\u53ef\u4ee5\u8f7b\u677e\u5b89\u88c5\u5e76\u4f7f\u7528 Morphik Core\uff0c\u5904\u7406\u5404\u79cd\u6570\u636e\u9700\u6c42\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u79d1\u7814\u8bba\u6587\u7ba1\u7406<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u5bfc\u5165\u8bba\u6587 PDF\uff0c\u7528\u89c4\u5219\u63d0\u53d6\u6807\u9898\u548c\u6458\u8981\uff0c\u751f\u6210\u77e5\u8bc6\u56fe\u8c31\uff0c\u5feb\u901f\u67e5\u627e\u76f8\u5173\u7814\u7a76\u3002<\/li>\n<li><strong>\u4f01\u4e1a\u6570\u636e\u5206\u6790<\/strong><br \/>\n\u516c\u53f8\u5904\u7406\u62a5\u544a\u548c\u5408\u540c\uff0c\u7528 ColPali \u68c0\u7d22\u56fe\u8868\u548c\u6587\u5b57\uff0c\u7f13\u5b58\u6570\u636e\u4ee5\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n<li><strong>\u6559\u80b2\u8d44\u6e90\u6574\u7406<\/strong><br \/>\n\u8001\u5e08\u5bfc\u5165\u6559\u6750\u548c\u89c6\u9891\uff0c\u8bbe\u7f6e\u89c4\u5219\u63d0\u53d6\u5173\u952e\u70b9\uff0c\u5b66\u751f\u53ef\u67e5\u8be2\u8bfe\u7a0b\u5185\u5bb9\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Morphik Core \u6536\u8d39\u5417\uff1f<\/strong><br \/>\n\u4e0d\u6536\u8d39\uff0c\u5b83\u662f MIT \u8bb8\u53ef\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u514d\u8d39\u4f7f\u7528\u3002<\/li>\n<li><strong>\u9700\u8981\u670d\u52a1\u5668\u5417\uff1f<\/strong><br \/>\n\u662f\u7684\uff0c\u81ea\u6258\u7ba1\u9700\u8981\u672c\u5730\u8fd0\u884c\u670d\u52a1\u5668\uff0c\u672a\u6765\u4f1a\u6709\u4e91\u6258\u7ba1\u9009\u9879\u3002<\/li>\n<li><strong>\u652f\u6301\u89c6\u9891\u5417\uff1f<\/strong><br \/>\n\u652f\u6301\uff0c\u80fd\u89e3\u6790\u89c6\u9891\u5e76\u63d0\u53d6\u6587\u5b57\u548c\u5185\u5bb9\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Morphik Core \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u7531 morphik-org \u56e2\u961f\u5f00\u53d1\uff0c\u6258\u7ba1\u5728 GitHub \u4e0a\u3002\u5b83\u4ee5\u524d\u53eb DataBridge Core\uff0c\u73b0\u5728\u66f4\u540d\u4e3a Morphik Core\u3002\u8fd9\u4e2a\u5de5\u5177\u662f\u4e3a AI \u5e94\u7528\u8bbe\u8ba1\u7684\u6570\u636e\u5e93\uff0c\u80fd\u5904\u7406\u6587\u672c\u3001\u56fe\u7247&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62163,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,243],"class_list":["post-29649","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-rag-project","tag-aikaiyuanxiangmu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/29649","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=29649"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/29649\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/62163"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=29649"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=29649"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=29649"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}