{"id":4803,"date":"2024-09-28T16:05:45","date_gmt":"2024-09-28T08:05:45","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=4803"},"modified":"2024-09-28T16:05:45","modified_gmt":"2024-09-28T08:05:45","slug":"%e4%bd%bf%e7%94%a8-llama-3-2-%e5%9c%a8%e6%9c%ac%e5%9c%b0%e8%bf%90%e8%a1%8c%ef%bc%8c%e4%bd%bf%e7%94%a8-rag-%e6%9e%84%e5%bb%ba%e4%b8%80%e4%b8%aa-llm-%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=4803","title":{"rendered":"\u4f7f\u7528 Llama 3.2 \u5728\u672c\u5730\u8fd0\u884c\uff0c\u4f7f\u7528 RAG \u6784\u5efa\u4e00\u4e2a LLM \u5e94\u7528\u7a0b\u5e8f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u529f\u80fd\u9f50\u5168\u7684 LLM \u5e94\u7528\u7a0b\u5e8f\uff0c100% \u514d\u8d39\u4e14\u65e0\u9700\u4e92\u8054\u7f51\uff08\u5206\u6b65\u8bf4\u660e\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Meta \u7684\u65b0\u5f00\u6e90\u6a21\u578b Llama 3.2 \u98ce\u9761\u4e00\u65f6\u3002\u4f46\u662f\u4f60\u5df2\u7ecf\u5f00\u59cb\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u8fdb\u884c\u6784\u5efa\u4e86\u5417\uff1f\u5982\u679c\u6ca1\u6709\uff0c\u73b0\u5728\u662f\u6df1\u5165\u7814\u7a76\u7684\u6700\u4f73\u65f6\u673a\u3002Llama 3.2 \u5177\u6709\u66f4\u5c0f\u7684\u89c4\u6a21\u3001\u66f4\u5feb\u7684\u4ee4\u724c\u751f\u6210\u901f\u5ea6\u548c\u66f4\u9ad8\u7684\u51c6\u786e\u6027\uff0c\u4e3a\u4f7f\u7528 RAG \u6784\u5efa AI \u5e94\u7528\u7a0b\u5e8f\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u672c\u6559\u7a0b\u4e2d\uff0c\u6211\u4eec\u5c06\u5411\u60a8\u5c55\u793a\u5982\u4f55\u4f7f\u7528 Llama 3.2 \u548c RAG \u6784\u5efa\u7b80\u5355\u800c\u5f3a\u5927\u7684 PDF \u804a\u5929\u52a9\u624b\u3002\u6700\u540e\uff0c\u60a8\u5c06\u80fd\u591f\u4e0a\u4f20 PDF\u3001\u63d0\u51fa\u95ee\u9898\u5e76\u83b7\u5f97\u9ad8\u5ea6\u51c6\u786e\u7684\u7b54\u6848\uff0c\u800c\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u5728\u672c\u5730\u8fd0\u884c\u65f6\uff0c\u5b8c\u5168\u514d\u8d39\u4e14\u65e0\u9700\u4e92\u8054\u7f51\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1. \u6211\u4eec\u6b63\u5728\u6784\u5efa\u4ec0\u4e48<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u7684 PDF \u804a\u5929\u52a9\u624b\u4f7f\u7528\u5e26\u6709 RAG \u7684 Llama 3.2 \u6765\u5206\u6790 PDF \u6587\u6863\u7684\u5185\u5bb9\u5e76\u57fa\u4e8e\u5b83\u56de\u7b54\u95ee\u9898\u3002\u00a0<strong>\u6b64\u52a9\u624b\u5c06\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u00a0<strong>Streamlit<\/strong>\u00a0\u83b7\u5f97\u6613\u4e8e\u4f7f\u7528\u7684\u754c\u9762<\/li>\n\n\n\n<li>\u5c06 RAG \u4e0e\u00a0<strong>Llama 3.2<\/strong>\u00a0\u7684\u5f3a\u5927\u529f\u80fd\u76f8\u7ed3\u5408<\/li>\n\n\n\n<li>\u4f7f\u7528 Embedchain \u6846\u67b6\u5b9e\u73b0 RAG \u529f\u80fd<\/li>\n\n\n\n<li>\u4f7f\u7528\u00a0<strong>ChromaDB<\/strong>\u00a0\u5bf9 PDF \u5185\u5bb9\u8fdb\u884c\u77e2\u91cf\u5b58\u50a8<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2. \u5206\u6b65\u8bf4\u660e<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 <strong>\u8bbe\u7f6e\u73af\u5883<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u51c6\u5907\u597d\u5f00\u53d1\u73af\u5883\uff1a<\/p>\n\n\n\n<div class=\"wp-block-urvanov-syntax-highlighter-code-block\"><pre class=\"lang:sh decode:true \" >conda create -yn awesome-llm-apps python=3.11\nconda activate awesome-llm-apps\n\ngit clone https:\/\/github.com\/Shubhamsaboo\/awesome-llm-apps.git\n\ncd awesome-llm-apps\\chat_with_pdf\npip install -r requirements.txt\n<\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 <strong>\u521b\u5efa Streamlit \u5e94\u7528\u7a0b\u5e8f<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\u73af\u5883\u5df2\u8bbe\u7f6e\u5b8c\u6bd5\uff0c\u8ba9\u6211\u4eec\u521b\u5efa Streamlit \u5e94\u7528\u7a0b\u5e8f\u3002\u521b\u5efa\u4e00\u4e2a\u65b0\u6587\u4ef6<code>chat_pdf.py<\/code>\u5e76\u6dfb\u52a0\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5bfc\u5165\u9700\u8981\u7684\u5e93<\/strong>\uff1a\u5728\u6587\u4ef6\u9876\u90e8\uff0c\u6dfb\u52a0<\/p>\n\n\n\n<div class=\"wp-block-urvanov-syntax-highlighter-code-block\"><pre class=\"lang:python decode:true \" >import os\nimport tempfile\nimport streamlit as st\nfrom embedchain import App\nimport base64\nfrom streamlit_chat import message<\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u914d\u7f6e\u5e94\u7528\u7a0b\u5e8f\uff1a<\/strong>\u5bf9\u4e8e\u6b64\u5e94\u7528\u7a0b\u5e8f\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 Llama-3.2 \u548c\u00a0<a href=\"https:\/\/ollama.com\/?utm_source=www.theunwindai.com&amp;utm_medium=referral&amp;utm_campaign=build-an-llm-app-with-rag-using-llama-3-2-running-locally\"><strong>Ollama<\/strong><\/a>\u3002\u60a8\u53ef\u4ee5\u4ece OpenAI\u3001Anthropic \u6216\u4efb\u4f55\u5176\u4ed6 LLM<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9009\u62e9\u5411\u91cf\u6570\u636e\u5e93\u4f5c\u4e3a\u5f00\u6e90 ChromaDB\uff08\u60a8\u53ef\u4ee5\u81ea\u7531\u9009\u62e9\u4efb\u4f55\u5176\u4ed6\u5411\u91cf\u6570\u636e\u5e93\uff09<\/p>\n\n\n\n<div class=\"wp-block-urvanov-syntax-highlighter-code-block\"><pre class=\"lang:python decode:true \" >def embedchain_bot(db_path):\n    return App.from_config(\n        config={\n            \"llm\": {\"provider\": \"ollama\", \"config\": {\"model\": \"llama3.2:latest\", \"max_tokens\": 250, \"temperature\": 0.5, \"stream\": True, \"base_url\": 'http:\/\/localhost:11434'}},\n            \"vectordb\": {\"provider\": \"chroma\", \"config\": {\"dir\": db_path}},\n            \"embedder\": {\"provider\": \"ollama\", \"config\": {\"model\": \"llama3.2:latest\", \"base_url\": 'http:\/\/localhost:11434'}},\n        }\n    )<\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5904\u7406 PDF \u4e0a\u4f20\u548c\u663e\u793a\uff1a<\/strong>\u5728 Streamlit \u5e94\u7528\u7a0b\u5e8f\u4e2d\u6dfb\u52a0\u663e\u793a PDF \u7684\u529f\u80fd \u8fd9\u5141\u8bb8\u7528\u6237\u9884\u89c8\u4e0a\u4f20\u7684 PDF<\/p>\n\n\n\n<div class=\"wp-block-urvanov-syntax-highlighter-code-block\"><pre class=\"lang:python decode:true \" >def display_pdf(file):\n    base64_pdf = base64.b64encode(file.read()).decode('utf-8')\n    pdf_display = f'&lt;iframe src=\"data:application\/pdf;base64,{base64_pdf}\" width=\"100%\" height=\"400\" type=\"application\/pdf\"&gt;&lt;\/iframe&gt;'\n    st.markdown(pdf_display, unsafe_allow_html=True)<\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bbe\u7f6e Streamlit \u5e94\u7528\u7a0b\u5e8f\uff1a<\/strong>Streamlit \u5141\u8bb8\u60a8\u4ec5\u4f7f\u7528 python \u4ee3\u7801\u521b\u5efa\u7528\u6237\u754c\u9762\uff0c\u5bf9\u4e8e\u6b64\u5e94\u7528\u7a0b\u5e8f\uff0c\u6211\u4eec\u5c06\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00a0\u4f7f\u7528 &#8216;st.title\uff08\uff09&#8217; \u5411\u5e94\u7528\u7a0b\u5e8f\u6dfb\u52a0\u6807\u9898<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00a0\u4f7f\u7528 &#8216;st.caption\uff08\uff09&#8217; \u4e3a\u5e94\u7528\u7a0b\u5e8f\u6dfb\u52a0\u63cf\u8ff0<\/p>\n\n\n\n<div class=\"wp-block-urvanov-syntax-highlighter-code-block\"><pre class=\"lang:python decode:true \" >st.title(\"Chat with PDF using Llama 3.2\")\nst.caption(\"This app allows you to chat with a PDF using Llama 3.2 running locally with Ollama!\")\n\ndb_path = tempfile.mkdtemp()\n\nif 'app' not in st.session_state:\n    st.session_state.app = embedchain_bot(db_path)\nif 'messages' not in st.session_state:\n    st.session_state.messages = []<\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u521b\u5efa\u7528\u4e8e PDF \u4e0a\u4f20\u548c\u9884\u89c8\u7684\u4fa7\u8fb9\u680f\uff1a<\/strong>\u7528\u6237\u53ef\u4ee5\u5728\u6b64\u5904\u4e0a\u4f20\u548c\u9884\u89c8 PDF<\/p>\n\n\n\n<div class=\"wp-block-urvanov-syntax-highlighter-code-block\"><pre class=\"lang:python decode:true \" >with st.sidebar:\n    st.header(\"PDF Upload\")\n    pdf_file = st.file_uploader(\"Upload a PDF file\", type=\"pdf\")\n\n    if pdf_file:\n        st.subheader(\"PDF Preview\")\n        display_pdf(pdf_file)\n<\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5c06 PDF \u6dfb\u52a0\u5230\u77e5\u8bc6\u5e93\uff1a<\/strong>\u4e0a\u4f20 PDF \u540e\uff0c\u5185\u5bb9\u5c06\u88ab\u5904\u7406\u5e76\u6dfb\u52a0\u5230 ChromaDB \u4ee5\u4f9b\u68c0\u7d22<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>        if st.button(\"Add to Knowledge Base\"):\n            with st.spinner(\"Adding PDF to knowledge base...\"):\n                with tempfile.NamedTemporaryFile(delete=False, suffix=\".pdf\") as f:\n                    f.write(pdf_file.getvalue())\n                    st.session_state.app.add(f.name, data_type=\"pdf_file\")\n                os.remove(f.name)\n            st.success(f\"Added {pdf_file.name} to knowledge base!\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u804a\u5929\u754c\u9762\uff1a<\/strong>\u521b\u5efa\u804a\u5929\u754c\u9762\u4ee5\u5141\u8bb8\u7528\u6237\u8be2\u95ee\u6709\u5173 PDF\u00a0\u7684\u95ee\u9898<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>for i, msg in enumerate(st.session_state.messages):\n    message(msg&#91;\"content\"], is_user=msg&#91;\"role\"] == \"user\", key=str(i))\n\nif prompt := st.chat_input(\"Ask a question about the PDF\"):\n    st.session_state.messages.append({\"role\": \"user\", \"content\": prompt})\n    message(prompt, is_user=True)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5904\u7406\u7528\u6237\u95ee\u9898\u5e76\u663e\u793a\u56de\u590d\uff1a<\/strong>\u6dfb\u52a0\u6309\u94ae\u4ee5\u6e05\u9664\u804a\u5929\u8bb0\u5f55<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>    with st.spinner(\"Thinking...\"):\n        response = st.session_state.app.chat(prompt)\n        st.session_state.messages.append({\"role\": \"assistant\", \"content\": response})\n        message(response)\n\nif st.button(\"Clear Chat History\"):\n    st.session_state.messages = &#91;]\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 <strong>\u521b\u5efa Streamlit \u5e94\u7528\u7a0b\u5e8f<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e86\u6211\u4eec\u7684\u4ee3\u7801\uff0c\u5c31\u53ef\u4ee5\u542f\u52a8\u5e94\u7528\u7a0b\u5e8f\u5e76\u5f00\u59cb\u6bd4\u8f83\u80a1\u7968\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u542f\u52a8 Streamlit \u5e94\u7528\u7a0b\u5e8f\uff1a<\/strong>\u5728\u7ec8\u7aef\u4e2d\uff0c\u5bfc\u822a\u5230\u9879\u76ee\u6587\u4ef6\u5939\uff0c\u7136\u540e\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4<\/p>\n\n\n\n<div class=\"wp-block-urvanov-syntax-highlighter-code-block\"><pre class=\"lang:sh decode:true \" >streamlit run chat_pdf.py<\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bbf\u95ee\u60a8\u7684 AI \u52a9\u624b\uff1a<\/strong>Streamlit \u5c06\u63d0\u4f9b\u4e00\u4e2a\u672c\u5730 URL\uff08\u901a\u5e38<a href=\"https:\/\/localhost:8501\/?utm_source=www.theunwindai.com&amp;utm_medium=referral&amp;utm_campaign=build-an-llm-app-with-rag-using-llama-3-2-running-locally\">\u4e3a http:\/\/localhost:8501<\/a>\uff09\u3002\u5728\u60a8\u7684\u7f51\u7edc\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\u5b83\uff0c\u7136\u540e\u901a\u8fc7\u8f93\u5165\u5b83\u4eec\u7684\u7b26\u53f7\u5f00\u59cb\u6bd4\u8f83\u80a1\u7968\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3. \u7ed3\u8bba<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u60a8\u5df2\u7ecf\u6210\u529f\u6784\u5efa\u4e86\u4e00\u4e2a\u7531 Meta \u7684 Llama 3.2 \u548c\u5728\u672c\u5730\u8fd0\u884c\u7684 RAG \u63d0\u4f9b\u652f\u6301\u7684 PDF \u804a\u5929\u52a9\u624b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Llama 3.2 \u6a21\u578b\u7684\u901f\u5ea6\u548c\u6539\u8fdb\u7684\u7406\u89e3\u80fd\u529b\uff0c\u7ed3\u5408 ChromaDB \u7684\u591a\u529f\u80fd\u6027\uff0c\u4e3a\u60a8\u6784\u5efa\u66f4\u9ad8\u7ea7\u7684\u5e94\u7528\u7a0b\u5e8f\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e0\u8bba\u60a8\u662f\u6269\u5c55\u6b64\u9879\u76ee\u4ee5\u652f\u6301\u66f4\u591a\u6587\u6863\u7c7b\u578b\u3001\u6dfb\u52a0\u591a\u6587\u6863\u67e5\u8be2\uff0c\u8fd8\u662f\u901a\u8fc7\u4e91\u96c6\u6210\u8fdb\u884c\u6269\u5c55\uff0c\u60a8\u73b0\u5728\u90fd\u62e5\u6709\u4e86\u7a81\u7834 Llama 3.2 \u751f\u6001\u7cfb\u7edf\u53ef\u80fd\u6027\u754c\u9650\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u8fde\u63a5\uff1a<a href=\"https:\/\/www.theunwindai.com\/p\/build-an-llm-app-with-rag-using-llama-3-2-running-locally\">https:\/\/www.theunwindai.com\/p\/build-an-llm-app-with-rag-using-llama-3-2-running-locally<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u529f\u80fd\u9f50\u5168\u7684 LLM \u5e94\u7528\u7a0b\u5e8f\uff0c100% \u514d\u8d39\u4e14\u65e0\u9700\u4e92\u8054\u7f51\uff08\u5206\u6b65\u8bf4\u660e\uff09 Meta \u7684\u65b0\u5f00\u6e90\u6a21\u578b Llama 3. 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