{"id":34434,"date":"2025-07-30T21:59:24","date_gmt":"2025-07-30T13:59:24","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34434"},"modified":"2025-07-30T21:59:24","modified_gmt":"2025-07-30T13:59:24","slug":"llmware","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/llmware\/","title":{"rendered":"llmware\uff1a\u5feb\u901f\u6784\u5efa\u4f01\u4e1a\u7ea7RAG\u5e94\u7528\u7684\u5f00\u6e90\u6846\u67b6"},"content":{"rendered":"<p>llmware\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u4f01\u4e1a\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5e94\u7528\u3002\u5b83\u63d0\u4f9b\u8d85\u8fc750\u4e2a\u5c0f\u578b\u3001\u4e13\u7528\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u652f\u6301\u5728\u672c\u5730\u6216\u79c1\u6709\u4e91\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u7279\u522b\u9002\u5408\u91d1\u878d\u3001\u6cd5\u5f8b\u548c\u5408\u89c4\u7b49\u5bf9\u6570\u636e\u5b89\u5168\u654f\u611f\u7684\u884c\u4e1a\u3002llmware\u96c6\u6210\u4e86\u4ece\u6570\u636e\u5904\u7406\u5230\u6a21\u578b\u63a8\u7406\u7684\u5b8c\u6574\u5de5\u5177\u94fe\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u590d\u6742\u914d\u7f6e\u5373\u53ef\u8fde\u63a5\u4f01\u4e1a\u77e5\u8bc6\u5e93\uff0c\u6267\u884c\u95ee\u7b54\u3001\u5206\u7c7b\u3001\u63d0\u53d6\u7b49\u4efb\u52a1\u3002\u5b83\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u964d\u4f4eAI\u5f00\u53d1\u7684\u95e8\u69db\uff0c\u8ba9\u521d\u5b66\u8005\u548c\u4e13\u4e1a\u5f00\u53d1\u8005\u90fd\u80fd\u5feb\u901f\u4e0a\u624b\u3002\u6846\u67b6\u652f\u6301\u591a\u79cd\u6570\u636e\u5e93\u548c\u5411\u91cf\u5b58\u50a8\uff0c\u8fd0\u884c\u6548\u7387\u9ad8\uff0c\u751a\u81f3\u53ef\u5728\u666e\u901a\u7b14\u8bb0\u672c\u7535\u8111\u4e0a\u4f7f\u7528\uff0c\u65e0\u9700\u6602\u8d35\u7684GPU\u670d\u52a1\u5668\u3002llmware\u7531AI Bloks\u516c\u53f8\u5f00\u53d1\uff0c\u9075\u5faaApache 2.0\u8bb8\u53ef\u8bc1\uff0c\u793e\u533a\u6d3b\u8dc3\uff0c\u9f13\u52b1\u7528\u6237\u53c2\u4e0e\u8d21\u732e\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>RAG\u6d41\u6c34\u7ebf<\/strong>\uff1a\u652f\u6301\u4ece\u77e5\u8bc6\u6e90\u63a5\u5165\u5230\u751f\u6210\u5f0fAI\u6a21\u578b\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002<\/li>\n<li><strong>50+\u4e13\u7528\u6a21\u578b<\/strong>\uff1a\u5305\u62ecSLIM\u3001DRAGON\u548cBLING\u7cfb\u5217\u6a21\u578b\uff0c\u5206\u522b\u4f18\u5316\u95ee\u7b54\u3001\u5206\u7c7b\u3001\u63d0\u53d6\u7b49\u4efb\u52a1\u3002<\/li>\n<li><strong>\u591a\u6570\u636e\u5e93\u652f\u6301<\/strong>\uff1a\u517c\u5bb9MongoDB\u3001PostgreSQL\u3001SQLite\u7b49\u6587\u672c\u6570\u636e\u5e93\uff0c\u4ee5\u53caMilvus\u3001PGVector\u7b4910\u79cd\u5411\u91cf\u6570\u636e\u5e93\u3002<\/li>\n<li><strong>\u9ad8\u6548\u672c\u5730\u8fd0\u884c<\/strong>\uff1a\u53ef\u5728\u666e\u901aPC\u4e0a\u8fd0\u884c\u5c0f\u578b\u6a21\u578b\uff0c\u65e0\u9700GPU\uff0c\u964d\u4f4e\u6210\u672c\u3002<\/li>\n<li><strong>\u77e5\u8bc6\u6e90\u6574\u5408<\/strong>\uff1a\u652f\u6301PDF\u3001\u7f51\u9875\u3001\u97f3\u9891\u7b49\u591a\u79cd\u6570\u636e\u6e90\uff0c\u81ea\u52a8\u5904\u7406\u5e76\u5d4c\u5165\u6a21\u578b\u3002<\/li>\n<li><strong>\u4e8b\u5b9e\u68c0\u67e5\u4e0e\u5ba1\u8ba1<\/strong>\uff1a\u63d0\u4f9b\u8bc1\u636e\u9a8c\u8bc1\u3001\u4e8b\u5b9e\u6838\u67e5\u548c\u63d0\u793a\u5386\u53f2\u8ddf\u8e2a\uff0c\u51cf\u5c11\u6a21\u578b\u5e7b\u89c9\u3002<\/li>\n<li><strong>UI\u793a\u4f8b<\/strong>\uff1a\u63d0\u4f9b\u4ea4\u4e92\u5f0f\u754c\u9762\u793a\u4f8b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u5e94\u7528\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u811a\u672c<\/strong>\uff1a\u63d0\u4f9b\u4e00\u952e\u5b89\u88c5\u811a\u672c\uff0c\u7b80\u5316\u73af\u5883\u914d\u7f6e\u548c\u793a\u4f8b\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>llmware\u7684\u5b89\u88c5\u8fc7\u7a0b\u7b80\u5355\uff0c\u652f\u6301\u901a\u8fc7PyPI\u6216GitHub\u6e90\u7801\u5b89\u88c5\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u901a\u8fc7PyPI\u5b89\u88c5<\/strong>\uff1a\n<ul>\n<li>\u6253\u5f00\u7ec8\u7aef\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u57fa\u7840\u7248\u672c\uff1a\n<pre><code>pip3 install llmware\r\n<\/code><\/pre>\n<\/li>\n<li>\u5982\u679c\u9700\u8981\u5b8c\u6574\u529f\u80fd\uff08\u5305\u62ecOCR\u3001\u5411\u91cf\u6570\u636e\u5e93\u7b49\uff09\uff0c\u8fd0\u884c\uff1a\n<pre><code>pip3 install 'llmware[full]'\r\n<\/code><\/pre>\n<\/li>\n<li>\u6ce8\u610f\uff1a\u5b8c\u6574\u5b89\u88c5\u4f1a\u5305\u542b\u53ef\u9009\u4f9d\u8d56\uff0c\u5982<code>pymilvus<\/code>\u3001<code>pytesseract<\/code>\u7b49\uff0c\u9002\u7528\u4e8e\u9700\u8981\u9ad8\u7ea7\u529f\u80fd\u7684\u7528\u6237\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u901a\u8fc7GitHub\u6e90\u7801\u5b89\u88c5<\/strong>\uff1a\n<ul>\n<li>\u514b\u9686llmware\u4ed3\u5e93\uff1a\n<pre><code>git clone https:\/\/github.com\/llmware-ai\/llmware.git\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a\n<pre><code>cd llmware\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd0\u884c\u81ea\u52a8\u5316\u5b89\u88c5\u811a\u672c\uff0c\u5b89\u88c5\u4f9d\u8d56\u5e76\u914d\u7f6e\u793a\u4f8b\uff1a\n<pre><code>python3 welcome_to_llmware.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u8be5\u811a\u672c\u4f1a\u81ea\u52a8\u5b89\u88c5<code>requirements.txt<\/code>\u4e2d\u7684\u4f9d\u8d56\uff0c\u590d\u5236\u793a\u4f8b\u6587\u4ef6\uff0c\u5e76\u8fd0\u884c<code>welcome_example.py<\/code>\u4ee5\u5feb\u901f\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f9d\u8d56\u73af\u5883\u8981\u6c42<\/strong>\uff1a\n<ul>\n<li>\u786e\u4fdd\u7cfb\u7edf\u5b89\u88c5\u4e86Python 3.8+\u3002<\/li>\n<li>\u5bf9\u4e8eOCR\u529f\u80fd\uff0c\u9700\u624b\u52a8\u5b89\u88c5Tesseract\uff08v5.3.3\uff09\u548cPoppler\uff08v23.10.0\uff09\u3002<\/li>\n<li>\u5982\u679c\u4f7f\u7528MongoDB\uff0c\u9700\u786e\u4fdd<code>mongo-c-driver<\/code>\u7248\u672c\u4f4e\u4e8e1.24.4\uff0c\u907f\u514d\u5206\u6bb5\u9519\u8bef\u3002<\/li>\n<li>\u8c03\u6574\u7cfb\u7edf\u6808\u5927\u5c0f\uff08Linux\u73af\u5883\u4e0b\uff09\uff1a\n<pre><code>ulimit -s 160000\r\n<\/code><\/pre>\n<\/li>\n<li>\u5bf9\u4e8eDocker\u7528\u6237\uff0c\u8fd0\u884c\u65f6\u8bbe\u7f6e\u6808\u5927\u5c0f\uff1a\n<pre><code>docker run --ulimit stack=32768000:32768000\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>1. \u521b\u5efaRAG\u5e94\u7528<\/h4>\n<p>llmware\u7684\u6838\u5fc3\u662f\u6784\u5efaRAG\u5e94\u7528\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5178\u578b\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<ul>\n<li><strong>\u521b\u5efa\u5e93<\/strong>\uff1a\u4f7f\u7528<code>Library<\/code>\u7c7b\u521b\u5efa\u77e5\u8bc6\u5e93\uff0c\u5b58\u50a8\u6587\u6863\u3002\n<pre><code>from llmware.library import Library\r\nlib = Library().create_new_library(\"my_library\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6dfb\u52a0\u6587\u4ef6<\/strong>\uff1a\u5c06PDF\u3001\u6587\u672c\u7b49\u6587\u4ef6\u5bfc\u5165\u5e93\u3002\n<pre><code>lib.add_files(\"\/path\/to\/documents\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u751f\u6210\u5411\u91cf\u5d4c\u5165<\/strong>\uff1a\u4f7f\u7528\u5d4c\u5165\u6a21\u578b\uff08\u5982<code>industry-bert-contracts<\/code>\uff09\u751f\u6210\u5411\u91cf\u3002\n<pre><code>from llmware.retrieval import Query\r\nq = Query(lib)\r\nq.generate_embeddings(\"industry-bert-contracts\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6267\u884c\u67e5\u8be2<\/strong>\uff1a\u901a\u8fc7\u6587\u672c\u6216\u8bed\u4e49\u67e5\u8be2\u68c0\u7d22\u4fe1\u606f\u3002\n<pre><code>results = q.text_search_by_page(\"contract termination\", page_num=1)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8c03\u7528\u6a21\u578b<\/strong>\uff1a\u52a0\u8f7d\u6a21\u578b\u5e76\u7ed3\u5408\u67e5\u8be2\u7ed3\u679c\u751f\u6210\u56de\u7b54\u3002\n<pre><code>from llmware.prompts import Prompt\r\nprompter = Prompt().load_model(\"llmware\/dragon-yi-6b-gguf\")\r\nprompter.add_source_query_results(results)\r\nresponse = prompter.prompt_with_source(\"What is the notice period for termination?\")\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>2. \u4f7f\u7528SLIM\u6a21\u578b<\/h4>\n<p>SLIM\u6a21\u578b\u4e13\u4e3a\u7279\u5b9a\u4efb\u52a1\u8bbe\u8ba1\uff0c\u8f93\u51fa\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982JSON\u3001SQL\uff09\u3002\u64cd\u4f5c\u793a\u4f8b\uff1a<\/p>\n<ul>\n<li><strong>\u52a0\u8f7dSLIM\u6a21\u578b<\/strong>\uff1a\n<pre><code>from llmware.prompts import Prompt\r\nprompter = Prompt().load_model(\"llmware\/slim-sentiment\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6267\u884c\u63a8\u7406<\/strong>\uff1a\n<pre><code>response = prompter.prompt_main(\"This contract is favorable to us.\")\r\nprint(response)  # \u8f93\u51fa\uff1a{\"sentiment\": \"positive\"}\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>3. \u4e8b\u5b9e\u68c0\u67e5\u4e0e\u5ba1\u8ba1<\/h4>\n<p>llmware\u63d0\u4f9b\u8bc1\u636e\u9a8c\u8bc1\u529f\u80fd\uff0c\u786e\u4fdd\u56de\u7b54\u51c6\u786e\uff1a<\/p>\n<ul>\n<li><strong>\u9a8c\u8bc1\u56de\u7b54<\/strong>\uff1a\n<pre><code>stats = prompter.evidence_comparison_stats(response)\r\nprint(stats)  # \u8f93\u51fa\u8bc1\u636e\u5339\u914d\u5ea6\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4fdd\u5b58\u4ea4\u4e92\u5386\u53f2<\/strong>\uff1a\n<pre><code>prompter.save_state()\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>4. UI\u793a\u4f8b<\/h4>\n<p>llmware\u63d0\u4f9b\u4ea4\u4e92\u5f0f\u754c\u9762\u793a\u4f8b\uff0c\u4f4d\u4e8e<code>examples\/UI\/<\/code>\u76ee\u5f55\uff1a<\/p>\n<ul>\n<li>\u8fd0\u884c\u793a\u4f8b\uff1a\n<pre><code>python3 examples\/UI\/invoice_ui.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u8be5\u793a\u4f8b\u652f\u6301\u4e0a\u4f20PDF\u53d1\u7968\uff0c\u8fd0\u884cBLING\u6a21\u578b\u8fdb\u884c\u95ee\u7b54\u3002<\/li>\n<\/ul>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>1. \u591a\u6a21\u578bAgent\u5de5\u4f5c\u6d41<\/h4>\n<p>SLIM\u6a21\u578b\u652f\u6301\u591a\u6b65\u9aa4Agent\u5de5\u4f5c\u6d41\u3002\u4f8b\u5982\uff0c\u7ed3\u5408<code>sentiment<\/code>\u548c<code>intent<\/code>\u6a21\u578b\uff1a<\/p>\n<ul>\n<li><strong>\u52a0\u8f7d\u591a\u4e2a\u6a21\u578b<\/strong>\uff1a\n<pre><code>prompter1 = Prompt().load_model(\"llmware\/slim-sentiment\")\r\nprompter2 = Prompt().load_model(\"llmware\/slim-intent\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6267\u884c\u591a\u6b65\u9aa4\u63a8\u7406<\/strong>\uff1a\n<pre><code>text = \"I want to cancel my subscription.\"\r\nsentiment = prompter1.prompt_main(text)  # \u8f93\u51fa\uff1a{\"sentiment\": \"negative\"}\r\nintent = prompter2.prompt_main(text)     # \u8f93\u51fa\uff1a{\"intent\": \"cancellation\"}\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>2. \u5408\u540c\u5206\u6790<\/h4>\n<p>llmware\u7684DRAGON\u6a21\u578b\u4f18\u5316\u4e86\u5408\u540c\u5206\u6790\uff1a<\/p>\n<ul>\n<li><strong>\u5206\u6790\u5408\u540c<\/strong>\uff1a\n<pre><code>from llmware.library import Library\r\nfrom llmware.retrieval import Query\r\nlib = Library().create_new_library(\"contracts\")\r\nlib.add_files(\"\/path\/to\/contracts\")\r\nq = Query(lib)\r\nresults = q.text_query_with_document_filter(\"termination\", {\"file_source\": \"contract.pdf\"})\r\nprompter = Prompt().load_model(\"llmware\/dragon-yi-6b-gguf\")\r\nprompter.add_source_query_results(results)\r\nresponse = prompter.prompt_with_source(\"Summarize termination provisions\")\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>3. \u5411\u91cf\u6570\u636e\u5e93\u96c6\u6210<\/h4>\n<p>\u652f\u6301\u591a\u79cd\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5982Milvus\uff1a<\/p>\n<ul>\n<li><strong>\u914d\u7f6eMilvus<\/strong>\uff1a\n<pre><code>curl -o docker-compose.yaml https:\/\/raw.githubusercontent.com\/llmware-ai\/llmware\/main\/docker-compose-redis-stack.yaml\r\ndocker-compose up\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u751f\u6210\u5d4c\u5165<\/strong>\uff1a\n<pre><code>q.generate_embeddings(\"industry-bert-contracts\", vector_db=\"milvus\")\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u4f01\u4e1a\u5408\u540c\u7ba1\u7406<\/strong><br \/>\nllmware\u53ef\u7528\u4e8e\u5206\u6790\u5927\u91cf\u5408\u540c\uff0c\u63d0\u53d6\u5173\u952e\u6761\u6b3e\uff08\u5982\u7ec8\u6b62\u6761\u6b3e\u3001\u4ed8\u6b3e\u6761\u4ef6\uff09\u3002\u4f01\u4e1a\u53ef\u5c06\u5408\u540c\u5bfc\u5165\u5e93\uff0c\u4f7f\u7528DRAGON\u6a21\u578b\u8fdb\u884c\u8bed\u4e49\u67e5\u8be2\uff0c\u5feb\u901f\u751f\u6210\u6761\u6b3e\u6458\u8981\uff0c\u9002\u5408\u6cd5\u5f8b\u56e2\u961f\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n<li><strong>\u8d22\u52a1\u6570\u636e\u5904\u7406<\/strong><br \/>\n\u8d22\u52a1\u56e2\u961f\u53ef\u5229\u7528SLIM\u6a21\u578b\u5206\u6790\u53d1\u7968\u6216\u8d22\u52a1\u62a5\u544a\uff0c\u63d0\u53d6\u5173\u952e\u5b57\u6bb5\uff08\u5982\u91d1\u989d\u3001\u65e5\u671f\uff09\u3002\u652f\u6301\u6279\u91cf\u5904\u7406\uff0c\u751f\u6210\u7ed3\u6784\u5316JSON\u8f93\u51fa\uff0c\u65b9\u4fbf\u96c6\u6210\u5230ERP\u7cfb\u7edf\u3002<\/li>\n<li><strong>\u77e5\u8bc6\u5e93\u95ee\u7b54<\/strong><br \/>\n\u4f01\u4e1a\u53ef\u6784\u5efa\u5185\u90e8\u77e5\u8bc6\u5e93\uff0c\u7ed3\u5408BLING\u6a21\u578b\u5b9e\u73b0\u95ee\u7b54\u529f\u80fd\u3002\u5458\u5de5\u53ef\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u516c\u53f8\u653f\u7b56\u3001\u6d41\u7a0b\u7b49\uff0c\u6a21\u578b\u8fd4\u56de\u7cbe\u51c6\u7b54\u6848\u5e76\u9644\u8bc1\u636e\u6765\u6e90\u3002<\/li>\n<li><strong>\u672c\u5730AI\u90e8\u7f72<\/strong><br \/>\n\u5bf9\u4e8e\u6570\u636e\u654f\u611f\u884c\u4e1a\uff0cllmware\u652f\u6301\u5728\u672c\u5730PC\u6216\u79c1\u6709\u4e91\u8fd0\u884cAI\u6a21\u578b\uff0c\u907f\u514d\u6570\u636e\u5916\u6cc4\u3002\u9002\u5408\u94f6\u884c\u3001\u533b\u7597\u673a\u6784\u7b49\u9700\u8981\u9ad8\u5b89\u5168\u6027\u7684\u573a\u666f\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>llmware\u662f\u5426\u9700\u8981GPU\u8fd0\u884c\uff1f<\/strong><br \/>\n\u4e0d\u9700\u8981\u3002llmware\u7684BLING\u548cSLIM\u6a21\u578b\u4f18\u5316\u4e3a\u5728CPU\u4e0a\u8fd0\u884c\uff0c\u9002\u5408\u666e\u901a\u7b14\u8bb0\u672c\u7535\u8111\u3002DRAGON\u6a21\u578b\u53ef\u80fd\u9700\u8981\u66f4\u9ad8\u6027\u80fd\u786c\u4ef6\uff0c\u4f46\u4ecd\u652f\u6301\u65e0GPU\u73af\u5883\u3002<\/li>\n<li><strong>\u5982\u4f55\u5904\u7406\u6a21\u578b\u5e7b\u89c9\uff1f<\/strong><br \/>\nllmware\u63d0\u4f9b\u4e8b\u5b9e\u68c0\u67e5\u548c\u8bc1\u636e\u9a8c\u8bc1\u529f\u80fd\uff0c\u901a\u8fc7<code>evidence_comparison_stats<\/code>\u548c<code>evidence_check_sources<\/code>\u65b9\u6cd5\u6838\u67e5\u56de\u7b54\uff0c\u786e\u4fdd\u4e0e\u77e5\u8bc6\u6e90\u4e00\u81f4\u3002<\/li>\n<li><strong>\u652f\u6301\u54ea\u4e9b\u6587\u4ef6\u683c\u5f0f\uff1f<\/strong><br \/>\n\u652f\u6301PDF\u3001\u6587\u672c\u3001CSV\u3001JSON\u3001\u97f3\u9891\u3001\u7f51\u9875\u7b49\u591a\u79cd\u683c\u5f0f\u3002OCR\u529f\u80fd\u53ef\u5904\u7406\u56fe\u7247\u4e2d\u7684\u6587\u672c\uff0c\u9002\u7528\u4e8e\u626b\u63cf\u6587\u6863\u3002<\/li>\n<li><strong>\u5982\u4f55\u53c2\u4e0ellmware\u793e\u533a\uff1f<\/strong><br \/>\n\u53ef\u901a\u8fc7GitHub\u63d0\u4ea4\u95ee\u9898\u6216\u62c9\u53d6\u8bf7\u6c42\uff0c\u52a0\u5165Discord\u9891\u9053\uff08https:\/\/discord.com\/invite\/fCztJQeV7J\uff09\u8ba8\u8bba\uff0c\u6216\u67e5\u770b\u8d21\u732e\u6307\u5357\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>llmware\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u4f01\u4e1a\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5e94\u7528\u3002\u5b83\u63d0\u4f9b\u8d85\u8fc750\u4e2a\u5c0f\u578b\u3001\u4e13\u7528\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u652f\u6301\u5728\u672c\u5730\u6216\u79c1\u6709\u4e91\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u7279\u522b\u9002\u5408\u91d1\u878d\u3001\u6cd5\u5f8b\u548c\u5408\u89c4\u7b49\u5bf9\u6570\u636e\u5b89\u5168\u654f\u611f\u7684\u884c\u4e1a\u3002llmware\u96c6\u6210\u4e86\u4ece\u6570&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,243],"class_list":["post-34434","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\/ja\/wp-json\/wp\/v2\/posts\/34434","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=34434"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/34434\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=34434"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=34434"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=34434"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}