{"id":26647,"date":"2025-07-04T08:06:26","date_gmt":"2025-07-04T00:06:26","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26647"},"modified":"2025-07-04T08:06:26","modified_gmt":"2025-07-04T00:06:26","slug":"2025-%e5%b9%b4-ai-%e5%b7%a5%e5%85%b7%e5%85%a8%e6%a0%88%e5%bc%80%e5%8f%91%e5%bc%95%e6%93%8e%ef%bc%9a%e4%bb%8e-pdf-%e5%88%b0%e8%af%ad%e9%9f%b3%e4%bb%aa%e8%a1%a8%e6%9d%bf","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/07\/04\/26647\/","title":{"rendered":"2025 \u5e74 AI \u5de5\u5177\u5168\u6808\u5f00\u53d1\u5f15\u64ce\uff1a\u4ece PDF \u5230\u8bed\u97f3\u4eea\u8868\u677f"},"content":{"rendered":"<div><img data-dominant-color=\"a2b2c6\" data-has-transparency=\"false\" style=\"--dominant-color: #a2b2c6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26649\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/07\/021a3c34464ca754e487607880f73b336ccad0-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/07\/021a3c34464ca754e487607880f73b336ccad0-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/07\/021a3c34464ca754e487607880f73b336ccad0-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u4ece PDFs \u5230\u89c6\u89c9\u6a21\u578b\uff0c\u4ece\u96f6\u6837\u672c\u667a\u80fd\u4f53\u5230\u8bed\u97f3\u4ea4\u4e92\u4eea\u8868\u677f\uff0c\u6211\u5c06 2025 \u5e74\u7684\u9876\u7ea7 AI \u5de5\u5177\u878d\u5408\u6210\u4e00\u4e2a\u4e2a\u4eba\u5168\u6808\u5f00\u53d1\u5f15\u64ce\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u7684\u5f00\u53d1\u65b9\u5f0f\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u4ece PDFs \u5230\u89c6\u89c9\u6a21\u578b\uff0c\u4ece\u96f6\u6837\u672c\u667a\u80fd\u4f53\u5230\u8bed\u97f3\u4ea4\u4e92\u4eea\u8868\u677f\uff0c\u6211\u5c06 2025 \u5e74\u7684\u9876\u7ea7 AI \u5de5\u5177\u878d\u5408\u6210\u4e00\u4e2a\u4e2a\u4eba\u5168\u6808\u5f00\u53d1\u5f15\u64ce\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u7684\u5f00\u53d1\u65b9\u5f0f\u3002<\/p>\n<h2>1. \u4e00\u5207\u7684\u8d77\u70b9\uff1a\u6280\u672f\u6808<\/h2>\n<p>\u6211\u66fe\u88ab\u5404\u79cd\u5de5\u5177\u6df9\u6ca1\uff1a<\/p>\n<p>\u2022 OCR \u7528\u4e00\u4e2a\u5e93<\/p>\n<p>\u2022 \u8bed\u97f3\u5904\u7406\u7528\u53e6\u4e00\u4e2a<\/p>\n<p>\u2022 \u89c6\u89c9\u6a21\u578b\u518d\u6765\u4e00\u4e2a<\/p>\n<p>\u2022 \u5d4c\u5165\u3001RAG\u3001\u4eea\u8868\u677f\uff0c\u6bcf\u6837\u90fd\u6709\u5355\u72ec\u7684\u5de5\u5177<\/p>\n<p>\u4e8e\u662f\uff0c\u6211\u505a\u4e86\u6bcf\u4e2a\u4e0d\u582a\u91cd\u8d1f\u7684\u5f00\u53d1\u8005\u6700\u7ec8\u4f1a\u505a\u7684\u4e8b\uff1a<strong>\u7edf\u4e00\u5b83\u4eec<\/strong>\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u9b54\u6cd5\u7684\u5f00\u59cb\u3002<\/p>\n<p>\u6211\u7684\u6280\u672f\u6808\u53d8\u6210\u4e86\uff1a<\/p>\n<p>\u2022\u00a0<strong>\u6a21\u578b<\/strong>\uff1aopenai\u3001together\u3001transformers<\/p>\n<p>\u2022\u00a0<strong>\u6587\u6863\u8f93\u5165\/\u8f93\u51fa<\/strong>\uff1aPyMuPDF\u3001docx\u3001pytesseract<\/p>\n<p>\u2022\u00a0<strong>\u5d4c\u5165<\/strong>\uff1anomic-embed\u3001sentence-transformers<\/p>\n<p>\u2022\u00a0<strong>\u5b58\u50a8<\/strong>\uff1aweaviate\u3001chroma\u3001qdrant<\/p>\n<p>\u2022\u00a0<strong>\u7528\u6237\u754c\u9762\u4e0e\u97f3\u9891<\/strong>\uff1agradio\u3001streamlit\u3001whisper\u3001elevenlabs<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u60f3\u6784\u5efa\u7684\u4efb\u4f55\u4e1c\u897f\u2014\u2014\u51e0\u5c0f\u65f6\u5185\u5c31\u80fd\u5b8c\u6210\u539f\u578b\u3002<\/p>\n<h2>2. \u6587\u6863\u6444\u53d6\u5f15\u64ce\uff08PDF\u3001\u56fe\u50cf\u3001Word\uff09<\/h2>\n<p>\u6211\u6784\u5efa\u7684\u7b2c\u4e00\u4e2a\u4e1c\u897f\uff1f\u4e00\u4e2a\u7edf\u4e00\u7684<strong>\u6587\u6863\u6444\u53d6\u5f15\u64ce<\/strong>\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> PyPDF2 <span class=\"token keyword\">import<\/span> PdfReader\r\n<span class=\"token keyword\">import<\/span> pytesseract\r\n<span class=\"token keyword\">from<\/span> PIL <span class=\"token keyword\">import<\/span> Image\r\n<span class=\"token keyword\">import<\/span> docx\r\n\r\ndefextract_text<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span>:\r\n    <span class=\"token keyword\">if<\/span> file_path<span class=\"token punctuation\">.<\/span>endswith<span class=\"token punctuation\">(<\/span><span class=\"token string\">\".pdf\"<\/span><span class=\"token punctuation\">)<\/span>:\r\n        pdf <span class=\"token operator\">=<\/span> PdfReader<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">return<\/span><span class=\"token string\">\"\\n\"<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">join<\/span><span class=\"token punctuation\">(<\/span>page<span class=\"token punctuation\">.<\/span>extract_text<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> page <span class=\"token operator\">in<\/span> pdf<span class=\"token punctuation\">.<\/span>pages<span class=\"token punctuation\">)<\/span>\r\n    \r\n    elif file_path<span class=\"token punctuation\">.<\/span>endswith<span class=\"token punctuation\">(<\/span><span class=\"token string\">\".docx\"<\/span><span class=\"token punctuation\">)<\/span>:\r\n        doc <span class=\"token operator\">=<\/span> docx<span class=\"token punctuation\">.<\/span>Document<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">return<\/span><span class=\"token string\">\"\\n\"<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">join<\/span><span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">text<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token operator\">in<\/span> doc<span class=\"token punctuation\">.<\/span>paragraphs<span class=\"token punctuation\">)<\/span>\r\n    \r\n    elif file_path<span class=\"token punctuation\">.<\/span>endswith<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\".jpg\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\".png\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>:\r\n        img <span class=\"token operator\">=<\/span> Image<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">open<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">return<\/span> pytesseract<span class=\"token punctuation\">.<\/span>image_to_string<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span>\r\n    \r\n    <span class=\"token keyword\">else<\/span>:\r\n        raise Exception<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u4e0d\u652f\u6301\u7684\u6587\u4ef6\u683c\u5f0f\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u8ba9\u6211\u7684\u673a\u5668\u4eba\u80fd\u591f\u4ece\u5404\u79cd\u6587\u6863\u4e2d\u63d0\u53d6\u77e5\u8bc6\u3002<\/p>\n<h2>3. \u4f7f\u7528 nomic-embed-text-v1.5 \u5d4c\u5165\u4e00\u5207<\/h2>\n<p>\u76ee\u524d\u6700\u597d\u7684\u5f00\u6e90\u5d4c\u5165\u6a21\u578b\uff1f<strong>nomic-embed-text-v1.5<\/strong>\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> transformers <span class=\"token keyword\">import<\/span> AutoTokenizer<span class=\"token punctuation\">,<\/span> AutoModel\r\n<span class=\"token keyword\">import<\/span> torch\r\n\r\nclass Embedder:\r\n    def __init__<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span>:\r\n        self<span class=\"token punctuation\">.<\/span>model <span class=\"token operator\">=<\/span> AutoModel<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"nomic-ai\/nomic-embed-text-v1.5\"<\/span><span class=\"token punctuation\">)<\/span>\r\n        self<span class=\"token punctuation\">.<\/span>tokenizer <span class=\"token operator\">=<\/span> AutoTokenizer<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"nomic-ai\/nomic-embed-text-v1.5\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n    def get_embedding<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">text<\/span><span class=\"token punctuation\">)<\/span>:\r\n        tokens <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>tokenizer<span class=\"token punctuation\">(<\/span><span class=\"token keyword\">text<\/span><span class=\"token punctuation\">,<\/span> return_tensors<span class=\"token operator\">=<\/span><span class=\"token string\">\"pt\"<\/span><span class=\"token punctuation\">,<\/span> truncatinotallow<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> padding<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">with<\/span> torch<span class=\"token punctuation\">.<\/span>no_grad<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>:\r\n            outputs <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token operator\">*<\/span>tokens<span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">return<\/span> outputs<span class=\"token punctuation\">.<\/span>last_hidden_state<span class=\"token punctuation\">[<\/span>:<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> :<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>squeeze<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>numpy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u8ba9\u6211\u5b9e\u73b0\u4e86\u5bf9 PDF\u3001\u804a\u5929\u8bb0\u5f55\u3001\u56fe\u50cf\uff08\u8f6c\u6362\u4e3a\u6587\u672c\uff09\u7684<strong>\u8bed\u4e49\u641c\u7d22<\/strong>\u3002<\/p>\n<h2>4. \u4f7f\u7528 ChromaDB \u6784\u5efa\u77e5\u8bc6\u5e93<\/h2>\n<p>\u6211\u5c06\u6240\u6709\u5185\u5bb9\u5b58\u50a8\u5728\u00a0<strong>Chroma<\/strong>\u00a0\u4e2d\u2014\u2014\u5feb\u901f\u3001\u672c\u5730\u3001\u7b80\u5355\u7684\u5411\u91cf\u5b58\u50a8\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> chromadb\r\n\r\nclient <span class=\"token operator\">=<\/span> chromadb<span class=\"token punctuation\">.<\/span>Client<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\ncollection <span class=\"token operator\">=<\/span> client<span class=\"token punctuation\">.<\/span>get_or_create_collection<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"my_docs\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\ndef add_doc_to_store<span class=\"token punctuation\">(<\/span>doc_text<span class=\"token punctuation\">,<\/span> doc_id<span class=\"token punctuation\">)<\/span>:\r\n    vector <span class=\"token operator\">=<\/span> embedder<span class=\"token punctuation\">.<\/span>get_embedding<span class=\"token punctuation\">(<\/span>doc_text<span class=\"token punctuation\">)<\/span>\r\n    collection<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">add<\/span><span class=\"token punctuation\">(<\/span>documents<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>doc_text<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> ids<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>doc_id<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> embeddings<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>vector<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u641c\u7d22\u53ea\u9700\u4e00\u6b21\u8c03\u7528\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">def semantic_search<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span>:\r\n    vector <span class=\"token operator\">=<\/span> embedder<span class=\"token punctuation\">.<\/span>get_embedding<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> collection<span class=\"token punctuation\">.<\/span>query<span class=\"token punctuation\">(<\/span>query_embeddings<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>vector<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> n_results<span class=\"token operator\">=<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u73b0\u5728\u6211\u62e5\u6709\u4e86\u5373\u523b\u53ef\u7528\u7684\u00a0<strong>RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/strong>\u00a0\u5b58\u50a8\u3002<\/p>\n<h2>5. \u4f7f\u7528 OpenAI GPT-4o \u5b9e\u73b0\u591a\u6a21\u6001\u89c6\u89c9 + \u6587\u672c\u641c\u7d22<\/h2>\n<p>\u5982\u679c PDF \u5305\u542b\u56fe\u8868\u6216\u622a\u56fe\uff1f\u6211\u7528\u00a0<strong>GPT-4o<\/strong>\u00a0\u7684\u89c6\u89c9\u80fd\u529b\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> openai\r\n<span class=\"token keyword\">import<\/span> base64\r\n\r\ndefimage_to_base64<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span>:\r\n    withopen<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"rb\"<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f:\r\n        <span class=\"token keyword\">return<\/span> base64<span class=\"token punctuation\">.<\/span>b64encode<span class=\"token punctuation\">(<\/span>f<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">read<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>decode<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\ndefask_image_question<span class=\"token punctuation\">(<\/span>image_path<span class=\"token punctuation\">,<\/span> question<span class=\"token punctuation\">)<\/span>:\r\n    image_b64 <span class=\"token operator\">=<\/span> image_to_base64<span class=\"token punctuation\">(<\/span>image_path<span class=\"token punctuation\">)<\/span>\r\n\r\n    messages <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>\r\n        {<span class=\"token string\">\"role\"<\/span>: <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"content\"<\/span>: <span class=\"token punctuation\">[<\/span>\r\n            {<span class=\"token string\">\"type\"<\/span>: <span class=\"token string\">\"text\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"text\"<\/span>: question}<span class=\"token punctuation\">,<\/span>\r\n            {<span class=\"token string\">\"type\"<\/span>: <span class=\"token string\">\"image_url\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"image_url\"<\/span>: {<span class=\"token string\">\"url\"<\/span>: f<span class=\"token string\">\"data:image\/png;base64,{image_b64}\"<\/span>}}\r\n        <span class=\"token punctuation\">]<\/span>}\r\n    <span class=\"token punctuation\">]<\/span>\r\n\r\n    response <span class=\"token operator\">=<\/span> openai<span class=\"token punctuation\">.<\/span>ChatCompletion<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">create<\/span><span class=\"token punctuation\">(<\/span>\r\n        model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-4o\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        messages<span class=\"token operator\">=<\/span>messages\r\n    <span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b83\u80fd\uff1a<\/p>\n<p>\u2022 \u603b\u7ed3\u56fe\u8868<\/p>\n<p>\u2022 \u89e3\u8bfb\u622a\u56fe<\/p>\n<p>\u2022 \u63d0\u53d6\u5e7b\u706f\u7247\u4e2d\u7684\u6587\u672c<\/p>\n<p>\u4e00\u4e2a API\uff0c\u5168\u9762\u7684\u56fe\u50cf + \u8bed\u8a00\u7406\u89e3\u3002<\/p>\n<h2>6. \u4f7f\u7528 Together AI \u667a\u80fd\u4f53\u5b9e\u73b0\u96f6\u6837\u672c\u5de5\u5177\u4f7f\u7528<\/h2>\n<p>\u7136\u540e\u6211\u73a9\u5f97\u66f4\u5927\u4e86\u3002<\/p>\n<p><strong>Together AI \u7684\u96f6\u6837\u672c\u667a\u80fd\u4f53 API<\/strong>\u00a0\u8ba9\u6211\u4e00\u6b21\u8c03\u7528\u5c31\u80fd\u94fe\u63a5\u591a\u4e2a\u5de5\u5177\u2014\u2014\u722c\u866b\u3001Python\u3001\u6d4f\u89c8\u5668\u3001\u4ee3\u7801\u89e3\u91ca\u5668\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> requests\r\n\r\ndef call_agent<span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span>:\r\n    res <span class=\"token operator\">=<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span>\r\n        <span class=\"token string\">\"https:\/\/api.together.xyz\/v1\/chat\/completions\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        headers<span class=\"token operator\">=<\/span>{<span class=\"token string\">\"Authorization\"<\/span>: f<span class=\"token string\">\"Bearer {TOGETHER_API_KEY}\"<\/span>}<span class=\"token punctuation\">,<\/span>\r\n        jsnotallow<span class=\"token operator\">=<\/span>{\r\n            <span class=\"token string\">\"model\"<\/span>: <span class=\"token string\">\"zero-shot-agent\"<\/span><span class=\"token punctuation\">,<\/span>\r\n            <span class=\"token string\">\"messages\"<\/span>: <span class=\"token punctuation\">[<\/span>{<span class=\"token string\">\"role\"<\/span>: <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"content\"<\/span>: question}<span class=\"token punctuation\">]<\/span>\r\n        }\r\n    <span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> res<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"choices\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"message\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"content\"<\/span><span class=\"token punctuation\">]<\/span><\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6211\u95ee\uff1a<\/p>\n<blockquote><p>\u201c\u4f7f\u7528\u516c\u5f00\u6570\u636e\u6e90\u7ed8\u5236\u5df4\u57fa\u65af\u5766\u6e29\u5ea6\u8d8b\u52bf\u56fe\u3002\u201d<\/p><\/blockquote>\n<p>\u5b83\u751f\u6210\u4e86 Python \u4ee3\u7801\uff0c\u83b7\u53d6\u6570\u636e\u96c6\uff0c\u8fd0\u884c\u7ed8\u56fe\u2014\u2014\u5168\u641e\u5b9a\u3002<\/p>\n<h2>7. \u4f7f\u7528 Whisper + ElevenLabs \u5b9e\u73b0\u8bed\u97f3\u63a5\u53e3<\/h2>\n<p>\u6211\u60f3\u548c\u7cfb\u7edf\u201c\u5bf9\u8bdd\u201d\u3002<\/p>\n<p>\u2022\u00a0<strong>\u8f93\u5165<\/strong>\uff1aWhisper<\/p>\n<p>\u2022\u00a0<strong>\u8f93\u51fa<\/strong>\uff1aElevenLabs<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> whisper\r\n\r\nmodel <span class=\"token operator\">=<\/span> whisper<span class=\"token punctuation\">.<\/span>load_model<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"base\"<\/span><span class=\"token punctuation\">)<\/span>\r\ndef transcribe<span class=\"token punctuation\">(<\/span>audio_path<span class=\"token punctuation\">)<\/span>:\r\n    result <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">.<\/span>transcribe<span class=\"token punctuation\">(<\/span>audio_path<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"text\"<\/span><span class=\"token punctuation\">]<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7136\u540e\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> requests\r\n\r\ndef speak<span class=\"token punctuation\">(<\/span><span class=\"token keyword\">text<\/span><span class=\"token punctuation\">)<\/span>:\r\n    res <span class=\"token operator\">=<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span>\r\n        f<span class=\"token string\">\"https:\/\/api.elevenlabs.io\/v1\/text-to-speech\/{VOICE_ID}\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        headers<span class=\"token operator\">=<\/span>{<span class=\"token string\">\"xi-api-key\"<\/span>: ELEVEN_KEY}<span class=\"token punctuation\">,<\/span>\r\n        jsnotallow<span class=\"token operator\">=<\/span>{<span class=\"token string\">\"text\"<\/span>: <span class=\"token keyword\">text<\/span>}\r\n    <span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">with<\/span> <span class=\"token keyword\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"out.mp3\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"wb\"<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f:\r\n        f<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">write<\/span><span class=\"token punctuation\">(<\/span>res<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6211\u5c06\u4e24\u8005\u63a5\u5165\u00a0<strong>Gradio<\/strong>\u00a0\u63a5\u53e3\u3002\u6211\u7528\u8bed\u97f3\u63d0\u95ee\uff0c\u5b83\u7528\u8bed\u97f3\u56de\u7b54\u3002<\/p>\n<p>\u611f\u89c9\u50cf\u79d1\u5e7b\u7535\u5f71\u3002<\/p>\n<h2>8. \u7528\u6237\u754c\u9762\uff1aGradio \u4eea\u8868\u677f\uff0c\u611f\u89c9\u50cf\u5e94\u7528<\/h2>\n<p>\u6700\u540e\u4e00\u6b65\u2014\u2014\u8ba9\u5b83\u50cf\u4e2a\u4ea7\u54c1\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> gradio <span class=\"token keyword\">as<\/span> gr\r\n\r\ndef answer_from_voice<span class=\"token punctuation\">(<\/span>audio<span class=\"token punctuation\">)<\/span>:\r\n    transcript <span class=\"token operator\">=<\/span> transcribe<span class=\"token punctuation\">(<\/span>audio<span class=\"token punctuation\">)<\/span>\r\n    answer <span class=\"token operator\">=<\/span> call_agent<span class=\"token punctuation\">(<\/span>transcript<span class=\"token punctuation\">)<\/span>\r\n    speak<span class=\"token punctuation\">(<\/span>answer<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> transcript<span class=\"token punctuation\">,<\/span> answer<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"out.mp3\"<\/span>\r\n\r\ngr<span class=\"token punctuation\">.<\/span>Interface<span class=\"token punctuation\">(<\/span>\r\n    fn<span class=\"token operator\">=<\/span>answer_from_voice<span class=\"token punctuation\">,<\/span>\r\n    inputs<span class=\"token operator\">=<\/span>gr<span class=\"token punctuation\">.<\/span>Audio<span class=\"token punctuation\">(<\/span>source<span class=\"token operator\">=<\/span><span class=\"token string\">\"microphone\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">type<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"filepath\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    outputs<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"textbox\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"textbox\"<\/span><span class=\"token punctuation\">,<\/span> gr<span class=\"token punctuation\">.<\/span>Audio<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span>\r\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>launch<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u73b0\u5728\u4efb\u4f55\u4eba\u90fd\u80fd\u7528\u5b83\uff1a<\/p>\n<p>\u2022 \u8bed\u97f3\u4ea4\u4e92<\/p>\n<p>\u2022 \u5b66\u4e60\u77e5\u8bc6<\/p>\n<p>\u2022 \u6269\u5c55\u529f\u80fd<\/p>\n<h2>9. \u6700\u7ec8\u601d\u8003\uff1a\u6211\u6784\u5efa\u4e86\u4e00\u4e2a AI \u64cd\u4f5c\u7cfb\u7edf<\/h2>\n<p>\u6beb\u4e0d\u5938\u5f20\u2014\u2014\u8fd9\u4e2a\u8bbe\u7f6e\u6210\u4e86\u6211\u7684\u00a0<strong>AI \u64cd\u4f5c\u7cfb\u7edf<\/strong>\u3002<\/p>\n<p>\u6211\u53ef\u4ee5\uff1a<\/p>\n<p>\u2022 \u6444\u53d6\u6587\u6863<\/p>\n<p>\u2022 \u5206\u6790 PDF \u548c\u56fe\u8868<\/p>\n<p>\u2022 \u8ba9\u5b83\u5199\u4ee3\u7801<\/p>\n<p>\u2022 \u8ba9\u5b83\u7528\u8bed\u97f3\u56de\u7b54<\/p>\n<p>\u2022 \u8fde\u63a5\u4efb\u4f55\u4e1c\u897f<\/p>\n<p>\u5168\u7528 Python \u5b9e\u73b0\u3002<\/p>\n<p>\u5e94\u7528\u4e0e\u52a9\u624b\u7684\u754c\u9650\u6d88\u5931\u4e86\u3002<\/p>\n<p>\u51ed\u501f\u00a0<strong>GPT-4o\u3001nomic\u3001chroma\u3001Together AI\u3001whisper<\/strong>\u00a0\u7b49\u5de5\u5177\uff0c\u6211\u6784\u5efa\u4e86\u4e00\u4e2a\u611f\u89c9\u201c\u6d3b\u201d\u7684\u5e73\u53f0\u3002<\/p>\n<p>\u4e0d\u4ec5\u4ec5\u662f\u667a\u80fd\uff0c\u800c\u662f\uff1a<\/p>\n<p>\u2022\u00a0<strong>\u5b9e\u7528<\/strong><\/p>\n<p>\u2022\u00a0<strong>\u5feb\u901f<\/strong><\/p>\n<p>\u2022\u00a0<strong>\u4e92\u8054<\/strong><\/p>\n<p>\u8fd9\u4e00\u5207\u59cb\u4e8e\u4e00\u4e2a\u60f3\u6cd5\uff1a<\/p>\n<blockquote><p>\u5982\u679c\u6211\u4e0d\u518d\u601d\u8003\u201c\u5e94\u7528\u201d\uff0c\u800c\u662f\u601d\u8003\u201c\u667a\u80fd\u4f53\u201d\u5462\uff1f<\/p><\/blockquote>\n<p>\u8fd9\u5c31\u662f 2025 \u5e74\u7684 AI\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26647\" class=\"pvc_stats total_only  \" data-element-id=\"26647\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 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