{"id":343,"date":"2024-04-25T03:19:32","date_gmt":"2024-04-25T03:19:32","guid":{"rendered":"https:\/\/tensor.agenthub.uk\/?p=343"},"modified":"2024-07-01T09:10:54","modified_gmt":"2024-07-01T09:10:54","slug":"rag","status":"publish","type":"post","link":"https:\/\/tensorzen.blog\/?p=343","title":{"rendered":"Step by Step\u5b9e\u73b0RAG"},"content":{"rendered":"\n<p>RAG(Retrieval and generation)\u6280\u672f\u53ef\u4ee5\u8ba9LLM(Large Language Model)\u4ece\u989d\u5916\u7684\u77e5\u8bc6\u5e93\u4e2d\u63d0\u53d6\u4fe1\u606f\u5e76\u56de\u590d\u6211\u4eec\u7684prompt\uff0c\u867d\u7136\u8be5\u6280\u672f\u5df2\u7ecf\u5f88\u6210\u719f\u4e86\uff0c\u800c\u4e14\u5e02\u9762\u4e0a\u4e5f\u6709\u5f88\u591a\u6253\u5305\u597d\u7684\u5de5\u5177\uff0c\u4f46\u5e76\u4e0d\u5f71\u54cd\u6211\u7092\u4e00\u76d8\u51b7\u7fd4\u3002\u4e8e\u662f\u4eca\u5929\u6211\u4eec\u4e00\u8d77\u6765\u505a\u4e00\u76d8\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u7406\u8bba<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u788e\u788e\u5ff5<\/h3>\n\n\n\n<p>\u7eb5\u7136\u5927\u6a21\u578b\u5728LoRA\u5bb6\u65cf\u7684\u52a0\u6301\u4e0b\u5df2\u7ecf\u53ef\u4ee5\u5728\u5355\u673a\u4e0a\u5b9e\u73b0fine-tune\uff0c\u4f46\u662f\u5bf9\u4e8e\u5bb6\u5883\u8d2b\u5bd2\u7684\u5de5\u7a0b\u5e08\u6765\u8bf4\u638f\u51fa\u4e00\u4e07\u4e94\u5343\u5757\u94b1\u4e0a4090\uff0c\u8fd8\u662f\u592a\u8fc7\u6f47\u6d12\u3002\u4e8e\u662f\u4e3a\u4e86\u6269\u5c55\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u53ef\u4ee5\u7528\u66f4\u5ec9\u4ef7\u7684\u65b9\u5f0f\u2014\u2014RAG\uff0c\u5b83\u6574\u4e2a\u601d\u8def\u662f\u6bd4\u8f83\u76f4\u767d\u7684\uff0c\u5c31\u662f\u628a\u4e0e\u6211\u4eec\u7684\u95ee\u9898\u76f8\u5173\u7684\u5185\u5bb9\u4e00\u8d77\u4f5c\u4e3aprompt\u63d0\u4ea4\u7ed9\u5927\u6a21\u578b\uff0c\u5229\u7528\u5927\u6a21\u578b\u7684\u903b\u8f91\u80fd\u529b\u5c06\u6587\u672c\u4fe1\u606f\u89e3\u6784\u3001\u62bd\u8c61\u5e76\u7ec4\u7ec7\u6210\u95ee\u9898\u7b54\u6848\u3002\u5f53\u7136\u5b83\u7684\u53e6\u4e00\u4e2a\u4e3b\u8981\u4f18\u52bf\u662f\u5b89\u5168\uff01\u5bf9\u4e8e\u9690\u79c1\u6570\u636e\uff0c\u6bd4\u5982\u516c\u53f8\u5185\u90e8\u4fe1\u606f\uff0c\u65e0\u6cd5\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u63d0\u4f9b\u7ed9\u516c\u5171\u5927\u6a21\u578b\uff0c\u6211\u4eec\u53c8\u60f3\u5229\u7528\u516c\u5171\u5927\u6a21\u578b\u7684\u80fd\u529b\uff0c\u4e5f\u53ef\u4ee5\u5229\u7528RAG\u6280\u672f\u4f5c\u4e3a\u8865\u5145\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6d41\u7a0b<\/h3>\n\n\n\n<p>\u60f3\u8c61\u8fd9\u4e48\u4e00\u4e2a\u573a\u666f\uff0c\u6211\u4eec\u8be2\u95ee\u5927\u6a21\u578b\u674e\u5b81\u662f\u54ea\u4e00\u5e74\u51fa\u751f\u7684\uff0c\u5f88\u663e\u7136\u5927\u6982\u7387\u5b83\u662f\u4e0d\u77e5\u9053\u7684\uff0c\u7136\u800c\u4ed6\u4f1a\u80e1\u8bf4\u516b\u9053\uff0c\u778e\u7f16\u4e00\u4e2a\u7b54\u6848\u3002RAG\u7684\u601d\u8def\u662f\u628a<em>\u674e\u5b81\u751f\u5e73\u7b80\u4ecb<\/em>\u4f5c\u4e3a\u9644\u4ef6\u4fe1\u606f\u63d0\u4f9b\u7ed9\u5927\u6a21\u578b\uff0c\u8fd8\u662f\u5148\u4e0a\u4e2a\u6d41\u7a0b\u56fe\u5427\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"300\" src=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1024x300.png\" alt=\"\" class=\"wp-image-866\" srcset=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1024x300.png 1024w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-300x88.png 300w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-768x225.png 768w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image.png 1066w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5927\u6982\u7684\u6574\u4e2a\u8fc7\u7a0b\u5e94\u8be5\u8fd9\u6837\u7684\uff0c\u6211\u4eec\u63d0\u4f9b\u7684\u9644\u4ef6\u6587\u6863<em>\u674e\u5b81\u751f\u5e73\u7b80\u4ecb <\/em>(\u53ef\u80fd\u662f\u597d\u51e0\u4e2a\u6587\u6863\uff0c\u53ef\u80fd\u5206\u6210\u4e86\u4e0a\u4e2d\u4e0b\u4e09\u90e8\u66f2)\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li>\u5206\u5757\n<ul class=\"wp-block-list\">\n<li>\u5f80\u5f80\u6574\u4e2a\u6587\u7ae0\u7684\u5185\u5bb9\u662f\u6bd4\u8f83\u591a\u7684\uff0c\u8ddf\u6211\u4eec\u7684\u95ee\u9898\u201c\u51fa\u751f\u4fe1\u606f\u201d\u76f8\u5173\u7684\u5185\u5bb9\u53ef\u80fd\u5728\u67d0\u4e00\u6bb5\u843d\uff0c\u663e\u7136\u5e76\u4e0d\u9700\u8981\u5bf9\u6574\u4e2a\u6587\u6863\u8fdb\u884cembedding\uff0c\u627e\u5230\u76f8\u5173\u7684\u6bb5\u843d\u5c31\u53ef\u4ee5\u4e86\uff0c\u4e8e\u662f\u6211\u4eec\u5bf9\u6587\u6863\u8fdb\u884c\u62c6\u5206\uff0c\u5c06\u6587\u6863\u5206\u89e3\u6210\u66f4\u77ed\u7684\u6bb5\u843d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u6bb5\u843dembedding\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u6bcf\u4e2a\u6bb5\u843d\u6267\u884cembedding\u64cd\u4f5c\u83b7\u53d6\u8be5\u6bb5\u843d\u5bf9\u5e94\u7684\u4f4e\u7eac\u7ef8\u5bc6vector\uff0c\u6bd4\u5982sentence-transformers\/all-MiniLM-L6-v2\u4f1a\u5c06\u6587\u672cmap\u5230768\u7ef4\u7684\u5411\u91cf\u7a7a\u95f4\u4e2d\u3002(embedding\u53ef\u4ee5\u7406\u89e3\u6210\u4fe1\u606f\u62bd\u53d6\u5de5\u5177\uff0c\u5b83\u4f1a\u628a\u6bb5\u843d\u7684\u4fe1\u606f\u538b\u7f29\u5230\u5411\u91cf\u7a7a\u95f4\u4e2d\u4e00\u4e2a\u70b9\uff0c\u8d8a\u76f8\u4f3c\u7684\u5185\u5bb9\u5728\u7a7a\u95f4\u4e2d\u8ddd\u79bb\u5c31\u8d8a\u8fd1)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5b58\u50a8\u5230Vector DB\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u4e86\u4fbf\u4e8e\u4fe1\u606f\u68c0\u7d22\uff0c\u4e5f\u4e3a\u4e86\u6301\u4e45\u5316\u8fd9\u90e8\u5206\u4fe1\u606f\uff0c\u4f1a\u628a\u6bb5\u843d\u548c\u5bf9\u5e94\u7684\u5411\u91cf\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u8ddf\u4f20\u7edf\u5173\u7cfb\u6027\u6570\u636e\u5e93\u529f\u80fd\u4e00\u6837\uff0c\u5411\u91cf\u6570\u636e\u5e93\u4e5f\u662f\u7528\u6765\u589e\u5220\u6539\u67e5\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u627e\u5230\u6700\u76f8\u5173\u7684TOP n\u6bb5\u843d\n<ul class=\"wp-block-list\">\n<li>\u6211\u4eec\u63d0\u4f9b\u7684\u539f\u59cbprompt\u4e5f\u4f1a\u901a\u8fc7embedding\u670d\u52a1\u5f97\u5230\u4e00\u4e2a\u5411\u91cf\uff0c\u901a\u8fc7\u8fd9\u4e2a\u5411\u91cf\u6211\u4eec\u53ef\u4ee5\u4ece\u6570\u636e\u5e93\u4e2d\u627e\u5230\u8ddf\u8fd9\u4e2a\u95ee\u9898\u6700\u76f8\u5173\u7684TOP n\u4e2a\u6bb5\u843d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u7ec4\u5408prompt\n<ul class=\"wp-block-list\">\n<li>\u628a\u6211\u4eec\u539f\u5148\u7684prompt\u548c\u6700\u76f8\u5173\u7684\u51e0\u4e2a\u6bb5\u843d\u7ec4\u5408\u8d77\u6765\uff0c\u5c31\u662f\u7b80\u5355\u7684\u7ec4\u5408\u8d77\u6765\uff0c\u6240\u4ee5\u6211\u4eec\u770b\u5230\u6d41\u7a0b\u56fe\u4e2d\u65b0\u7684prompt\u53d8\u5927\u4e86\uff0c\u6ca1\u9519\uff0c\u4ed6\u5c31\u662f\u7269\u7406\u610f\u4e49\u4e0a\u53d8\u5927\u4e86\uff0c\u5c31\u50cf\u540e\u9762\u7684\u5927\u6a21\u578b\u7684\u56fe\u6807\uff0c\u5b83\u5c31\u662f\u7269\u7406\u610f\u4e49\u4e0a\u5927\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u5c06\u4e0a\u8ff0\u91cd\u7ec4\u7684prompt\u4ea4\u7ed9\u5927\u6a21\u578b\u5c31\u53ef\u4ee5\u4e86\uff0c\u7ecf\u8fc7\u6211\u4e0a\u9762\u7684\u9610\u8ff0\uff0c\u6211\u76f8\u4fe1\u4f60\u5df2\u7ecf\u7406\u89e3\u6574\u4e2a\u8fc7\u7a0b\u4e86\u5427\uff0c\u5982\u679c\u4e0d\u7406\u89e3\uff0c\u5176\u5b9e\u4e5f\u6ca1\u5173\u7cfb\uff0c\u54b1\u4eec\u8fd8\u662f\u6765codding\u5427\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Coding<\/h1>\n\n\n\n<p>\u8fd9\u91cc\u5927\u6a21\u578b\u6211\u4eec\u91c7\u7528shenzhi-wang\/Llama3-8B-Chinese-Chat,model card\u5728\u8fd9\u91cc:<a href=\"https:\/\/huggingface.co\/shenzhi-wang\/Llama3-8B-Chinese-Chat\">https:\/\/huggingface.co\/shenzhi-wang\/Llama3-8B-Chinese-Chat<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1-1024x549.png\" alt=\"\" class=\"wp-image-867\" srcset=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1-1024x549.png 1024w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1-300x161.png 300w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1-768x411.png 768w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1-1536x823.png 1536w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/image-1.png 1579w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u539f\u59cb\u7684Llama 3\u6a21\u578b\u5bf9\u4e2d\u6587\u652f\u6301\u4e0d\u662f\u5f88\u597d\uff0cLlama3-8B-Chinese-Chat\u5bf9\u4e2d\u6587\u73af\u5883\u8fdb\u884c\u4e86fine-tune\uff0c\u54b1\u4eec\u5c31\u7528\u5b83\u6765\u6f14\u793a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u521d\u59cb\u5f62\u6001<\/h3>\n\n\n\n<p>\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u6765\u95ee\u51e0\u4e2a\u5173\u4e8e\u674e\u5b81\u7684\u95ee\u9898\uff0c\u7559\u4e2a\u8bc1\u636e\uff5e<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#575279;--cbp-line-number-width:calc(2 * 0.6 * .75rem);line-height:1rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#faf4ed\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"message = [\n    {'role': 'user', 'content': '\u8bf7\u56de\u7b54\u6211\u7684\u95ee\u9898\uff0c\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u8bf7\u76f4\u63a5\u56de\u7b54\u4e0d\u77e5\u9053\u3002\\n\\n\u8bf7\u95ee\u674e\u5b81\u662f\u54ea\u4e00\u5e74\u51fa\u751f\u7684\uff1f\\n\\n\u6b63\u786e\u7b54\u6848\u662f\uff1a'},\n]\ninput_ids = tokenizer.apply_chat_template(message, add_generation_prompt=True, return_tensors='pt')\noutputs = model.generate(\n    input_ids,\n    max_new_tokens=128,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n)\nresponse = outputs[0][input_ids.shape[-1]:]\nprint(tokenizer.decode(response, skip_special_tokens=False))\" style=\"color:#575279;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-dawn\" style=\"background-color: #faf4ed\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #575279\">message <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #797593\">[<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #797593\">{<\/span><span style=\"color: #EA9D34\">&#39;role&#39;<\/span><span style=\"color: #797593\">:<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&#39;user&#39;<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&#39;content&#39;<\/span><span style=\"color: #797593\">:<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&#39;\u8bf7\u56de\u7b54\u6211\u7684\u95ee\u9898\uff0c\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u8bf7\u76f4\u63a5\u56de\u7b54\u4e0d\u77e5\u9053\u3002<\/span><span style=\"color: #286983\">\\n\\n<\/span><span style=\"color: #EA9D34\">\u8bf7\u95ee\u674e\u5b81\u662f\u54ea\u4e00\u5e74\u51fa\u751f\u7684\uff1f<\/span><span style=\"color: #286983\">\\n\\n<\/span><span style=\"color: #EA9D34\">\u6b63\u786e\u7b54\u6848\u662f\uff1a&#39;<\/span><span style=\"color: #797593\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #797593\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">input_ids <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> tokenizer<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">apply_chat_template<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">message<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #907AA9; font-style: italic\">add_generation_prompt<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #D7827E\">True<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #907AA9; font-style: italic\">return_tensors<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #EA9D34\">&#39;pt&#39;<\/span><span style=\"color: #797593\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">outputs <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> model<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">generate<\/span><span style=\"color: #797593\">(<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    input_ids<\/span><span style=\"color: #797593\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #907AA9; font-style: italic\">max_new_tokens<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #D7827E\">128<\/span><span style=\"color: #797593\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #907AA9; font-style: italic\">do_sample<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #D7827E\">True<\/span><span style=\"color: #797593\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #907AA9; font-style: italic\">temperature<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #D7827E\">0.6<\/span><span style=\"color: #797593\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #907AA9; font-style: italic\">top_p<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #D7827E\">0.9<\/span><span style=\"color: #797593\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #797593\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">response <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> outputs<\/span><span style=\"color: #797593\">[<\/span><span style=\"color: #D7827E\">0<\/span><span style=\"color: #797593\">][<\/span><span style=\"color: #575279\">input_ids<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">shape<\/span><span style=\"color: #797593\">[<\/span><span style=\"color: #286983\">-<\/span><span style=\"color: #D7827E\">1<\/span><span style=\"color: #797593\">]:]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #B4637A; font-style: italic\">print<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">tokenizer<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">decode<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">response<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #907AA9; font-style: italic\">skip_special_tokens<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #D7827E\">False<\/span><span style=\"color: #797593\">))<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p>\u6211\u8fd9\u8fb9\u8f93\u51fa\u7684\u7b54\u6848\u662f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"545\" height=\"88\" src=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-1.png\" alt=\"\" class=\"wp-image-868\" srcset=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-1.png 545w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-1-300x48.png 300w\" sizes=\"auto, (max-width: 545px) 100vw, 545px\" \/><\/figure>\n\n\n\n<p>\u56de\u7b54\u9519\u8bef\uff0c\u5e94\u8be5\u662f1963\u5e74\u3002\u8fd8\u95ee\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u674e\u5b81\u516c\u53f8\u4e0a\u5e02\u4e86\u5417\uff1f\u6a21\u578b\u7684\u56de\u7b54\uff1a\u674e\u5b81\u516c\u53f8\u57282004\u5e74\u6210\u529f\u4e0a\u5e02\u5728\u7ebd\u7ea6\u8bc1\u5238\u4ea4\u6613\u6240\uff08NYSE\uff09\uff0c\u80a1\u7968\u4ee3\u7801\u4e3a2339.HK\u3002\u65f6\u95f4\u5bf9\u7684\uff0c\u4f46\u662f\u662f\u5728\u6e2f\u80a1\u4e0a\u5e02\u7684\uff0c\u751f\u6210\u7684\u80a1\u7968\u4ee3\u7801\u7adf\u7136\u52a0\u4e86HK\uff5e<\/p>\n\n\n\n<p>\u6211\u5728\u767e\u5ea6\u767e\u79d1\u4e0a\u6536\u96c6\u4e86\u674e\u5b81\u7684\u7b80\u4ecb\uff0c\u201c\u4eba\u7269\u7ecf\u5386\u201d\u8fd9\u4e00\u6bb5\u7684\u6240\u6709\u6587\u672c\u4fe1\u606f\u653e\u5728\u4e86lining.txt(\u5f15\u75281)\u6587\u4ef6\u4e2d\uff0c\u4e2d\u95f4\u7684\u6362\u884c\u7b26\u6211\u4e5f\u7ed9\u5220\u9664\u4e86\uff0c\u89d2\u6807~\u5f62\u5982$^{[1]}$\u90fd\u53bb\u6389\u3002<\/p>\n\n\n\n<div 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[63-64]\u8c08\u5230\u4e3a\u4f55\u4f1a\u60f3\u5230\u5c06\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u5370\u5728\u80f8\u524d\uff0c\u674e\u5b81\u8868\u793a\uff0c\u6211\u8fc7\u53bb\u6bd4\u8d5b\u5c31\u662f\u4ee3\u8868\u4e2d\u56fd\uff0c\u4ecb\u7ecd\u6211\u7684\u65f6\u5019\u5c31\u8bf4\u201cChina-LiNing\u201d\uff0c\u6ca1\u6709\u522b\u7684\u4efb\u4f55\u591a\u7684\u8bed\u8a00\uff0c\u6240\u4ee5\u6211\u4eec\u60f3\u80fd\u591f\u628a\u4e2d\u56fd\u7684\u6587\u5316\u3001\u4f53\u80b2\u8ddf\u65f6\u5c1a\u7ed3\u5408\uff0c\u5c31\u50cf\u4e00\u4e2a\u4e2d\u56fd\u5370\u7ae0\u4e00\u6837\uff0c\u5199\u4e0a\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u5c31\u591f\u4e86\u3002 \u7ebd\u7ea6\u65f6\u88c5\u5468\u7684\u6210\u529f\uff0c\u8ba9\u7b79\u5212\u5df2\u4e45\u7684\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u52a0\u5feb\u4ece\u6982\u5ff5\u5230\u53ef\u6301\u7eed\u4e1a\u52a1\u7684\u6f14\u5316\uff0c2018\u5e746\u6708\u548c2019\u5e742\u6708\uff0c\u674e\u5b81\u516c\u53f8\u63a5\u8fde\u767b\u4e0a\u5df4\u9ece\u65f6\u88c5\u5468\u548c\u7ebd\u7ea6\u65f6\u88c5\u5468\uff0c\u5206\u522b\u4ee5\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u548c\u201c\u884c\u201d\uff08\u53e4\u8a00\u201c\u8def\u867d\u5f25\uff0c\u4e0d\u884c\u4e0d\u81f3\u201d\uff09\u4e3a\u4e3b\u9898\u3002 2018\u5e74\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u670d\u88c5\u7cfb\u5217\u603b\u9500\u91cf\u8d85\u8fc7550\u4e07\u4ef6\uff0c\u978b\u7cfb\u5217\u9500\u91cf\u8d85\u8fc75\u4e07\u4ef6\uff0c\u65b0\u54c1\u552e\u7f44\u7387\u5747\u8d85\u8fc770%\uff0c\u5728\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u7cfb\u5217\u7684\u5e26\u52a8\u4e0b\uff0c\u674e\u5b81\u516c\u53f82018\u5e74\u8fd0\u52a8\u65f6\u5c1a\u54c1\u7c7b\u7684\u96f6\u552e\u6d41\u6c34\u540c\u6bd4\u4e0a\u534742%\uff0c\u9886\u8dd1\u674e\u5b81\u65d7\u4e0b\u6240\u6709\u54c1\u7c7b\uff08\u7bee\u7403\u54c1\u7c7b\u589e\u901f29%\uff0c\u8bad\u7ec3\u54c1\u7c7b\u589e\u901f20%\uff09\u3002 2023\u5e746\u670820\u65e5\uff0c\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u5728\u6cd5\u56fd\u5df4\u9ece\u65f6\u88c5\u5468\u6b63\u5f0f\u53d1\u5e032024\u6625\u590f\u7cfb\u5217\u3002\" style=\"color:#575279;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-dawn\" style=\"background-color: #faf4ed\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #575279\">\u65e9\u5e74\u7ecf\u53861963\u5e74\uff0c\u674e\u5b81\u51fa\u751f\u5728\u5e7f\u897f\u67f3\u5dde\u4e00\u4e2a\u666e\u901a\u7684\u8001\u5e08\u5bb6\u5ead\uff0c\u7956\u7c4d\u6765\u5bbe\u5e02\u5174\u5bbe\u533a\u5357\u6cd7\u4e61\uff0c\u534a\u5c81\u65f6\u56de\u5230\u5357\u6cd7\u4e61\u8ddf\u968f\u7237\u7237\u5976\u5976\u751f\u6d3b\uff0c<\/span><span style=\"color: #B4637A\">5\u5c81\u591a\u624d\u79bb\u5f00<\/span><span style=\"color: #575279\">\u3002 \u674e\u5b81\u7684\u5bb6\u5ead\u5e76\u975e\u8fd0\u52a8\u4e16\u5bb6\uff0c\u5f53\u97f3\u4e50\u6559\u5e08\u7684\u7236\u4eb2\u6700\u521d\u60f3\u628a\u513f\u5b50\u57f9\u517b\u6210\u58f0\u4e50\u4eba\u624d\u3002<\/span><span style=\"color: #B4637A\">7\u5c81\u65f6<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u58f0\u5e26\u635f\u4f24\uff0c\u5728\u4f11\u517b\u58f0\u5e26\u8fc7\u7a0b\u4e2d\u8ff7\u4e0a\u4f53\u64cd\u3002\u56e0\u5bb6\u4e2d\u751f\u6d3b\u6761\u4ef6\u4e00\u822c\uff0c\u674e\u5b81\u4ece\u5c0f\u5c31\u4f1a\u5f20\u7f57\u5bb6\u91cc\u7684\u4e8b\uff0c\u8bad\u7ec3\u51fa\u4e00\u79cd\u8d23\u4efb\u611f\u3002\uff18\u5c81\u65f6\uff0c\u4ece\u5c0f\u559c\u6b22\u201c\u7ffb\u8ddf\u5934\u201d\u7684\u674e\u5b81\u5f00\u59cb\u63a5\u53d7\u7cfb\u7edf\u7684\u4f53\u64cd\u8bad\u7ec3\u3002 <\/span><span style=\"color: #B4637A\">1971\u5e74<\/span><span style=\"color: #575279\">\uff0c\u8fdb\u5165\u5e7f\u897f\u4f53\u64cd\u961f\u3002<\/span><span style=\"color: #B4637A\">1973\u5e74<\/span><span style=\"color: #575279\">\uff0c\u83b7\u5f97\u5168\u56fd\u5c11\u5e74\u4f53\u64cd\u9526\u6807\u8d5b\u81ea\u7531\u4f53\u64cd\u91d1\u724c\u3002<\/span><span style=\"color: #B4637A\">1977\u5e74<\/span><span style=\"color: #575279\">\uff0c\u83b7\u5168\u56fd\u9752\u5e74\u4f53\u64cd\u9526\u6807\u8d5b\u81ea\u7531\u4f53\u64cd\u4e9a\u519b\u3002<\/span><span style=\"color: #B4637A\">1980\u5e74<\/span><span style=\"color: #575279\">\uff0c\u83b7\u8fd0\u52a8\u5065\u5c06\u79f0\u53f7\uff0c\u5165\u9009\u56fd\u5bb6\u4f53\u64cd\u96c6\u8bad\u961f\u3002  \u674e\u5b81\u7684\u7279\u70b9\u662f\u4e0d\u653e\u5f03\u3001\u591f\u575a\u97e7\u3001\u6280\u672f\u597d\u3001\u5fc3\u6001\u5f3a\u3002\u4ed6\u5c06\u6b64\u5f52\u529f\u4e8e\u6559\u7ec3\u548c\u7236\u6bcd\uff1a\u201c\u6211\u7236\u4eb2\u6bd4\u8f83\u6f47\u6d12\u3001\u4e50\u89c2\uff0c\u6211\u6bcd\u4eb2\u6bd4\u8f83\u7626\u5c0f\uff0c\u5374\u625b\u8d77\u4e00\u4e2a\u5bb6\uff0c\u6211\u9057\u4f20\u4e86\u4ed6\u4eec\u7684\u4e50\u89c2\u548c\u8d23\u4efb\u3002\u201d \u8fd0\u52a8\u751f\u6daf\u521d\u9732\u950b\u8292\u8fdb\u5165\u56fd\u5bb6\u961f\u540e\uff0c\u674e\u5b81\u5f97\u5230\u5728\u66f4\u591a\u821e\u53f0\u5c55\u73b0\u81ea\u5df1\u7684\u673a\u4f1a\u3002<\/span><span style=\"color: #B4637A\">1980\u5e74<\/span><span style=\"color: #575279\">\uff0c\u5168\u56fd\u4f53\u64cd\u9526\u6807\u8d5b\uff0c\u674e\u5b81\u83b7\u81ea\u7531\u4f53\u64cd\u4e9a\u519b\u3001\u4e2a\u4eba\u5168\u80fd\u5b63\u519b\u548c\u540a\u73af\u5b63\u519b\uff0c\u8fd9\u662f\u4ed6\u9996\u6b21\u83b7\u5f97\u5168\u56fd\u9526\u6807\u8d5b\u5956\u724c\u3002 <\/span><span style=\"color: #B4637A\">1981\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u6536\u83b7\u6ee1\u6ee1\uff0c\u5728\u5168\u56fd\u4f53\u64cd\u5206\u533a\u8d5b\u5357\u5b81\u8d5b\u533a\u6bd4\u8d5b\u4e2d\uff0c\u5305\u63fd\u4e2a\u4eba\u5168\u80fd\u3001\u978d\u9a6c\u3001\u540a\u73af\u3001\u53cc\u6760\u548c\u5355\u6760\u4e94\u4e2a\u51a0\u519b\u3002\u7b2c11\u5c4a\u4e16\u754c\u5927\u5b66\u751f\u8fd0\u52a8\u4f1a\uff0c\u72ec\u5f97\u81ea\u7531\u4f53\u64cd\u3001\u978d\u9a6c\u548c\u540a\u73af\u4e09\u9879\u51a0\u519b\uff0c\u5e2e\u52a9\u4e2d\u56fd\u4f53\u64cd\u961f\u83b7\u5f97\u56e2\u4f53\u5b63\u519b\u3002\u5728\u8fd9\u4e00\u5e74\u7684\u4e2d\u7f8e\u4f53\u64cd\u5bf9\u6297\u8d5b\u4e0a\uff0c\u674e\u5b81\u83b7\u5168\u80fd\u3001\u540a\u73af\u548c\u8df3\u9a6c\u4e09\u9879\u51a0\u519b\u3002\u7b2c21\u5c4a\u4f53\u64cd\u4e16\u9526\u8d5b\uff0c\u674e\u5b81\u5e2e\u52a9\u4e2d\u56fd\u961f\u83b7\u5f97\u56e2\u4f53\u5b63\u519b\u3002 \u4e00\u9e23\u60ca\u4eba1982\u5e74\uff0c\u7b2c\u516d\u5c4a\u4e16\u754c\u676f\u4f53\u64cd\u9526\u6807\u8d5b\uff0c\u4e00\u4eba\u72ec\u5f97\u4e2a\u4eba\u5168\u80fd\u3001\u81ea\u7531\u4f53\u64cd\u3001\u5355\u6760\u3001\u540a\u73af\u3001\u978d\u9a6c\u3001\u8df3\u9a6c6\u679a\u91d1\u724c\uff0c\u6210\u4e3a\u4e2d\u56fd\u5728\u4e00\u6b21\u4e16\u754c\u4f53\u64cd\u6bd4\u8d5b\u4e2d\u83b7\u91d1\u724c\u6700\u591a\u7684\u8fd0\u52a8\u5458\uff0c\u5f00\u521b\u4e16\u754c\u4f53\u64cd\u53f2\u4e0a\u4e00\u4eba\u4e00\u6b21\u6bd4\u8d5b\u593a\u51a0\u6700\u591a\u7684\u65b0\u7eaa\u5f55\uff0c\u88ab\u8a89\u4e3a\u201c\u4f53\u64cd\u738b\u5b50\u201d\u3002<\/span><span style=\"color: #B4637A\">1982\u5e74<\/span><span style=\"color: #575279\">\uff0c\u7b2c9\u5c4a\u4e9a\u8fd0\u4f1a\uff0c\u83b7\u4f53\u64cd\u56e2\u4f53\u3001\u5168\u80fd\u3001\u978d\u9a6c\u3001\u540a\u73af\u51a0\u519b\u3001\u53cc\u6760\u4e9a\u519b\u3002 <\/span><span style=\"color: #B4637A\">1983\u5e74<\/span><span style=\"color: #575279\">\uff0c\u7b2c\u4e8c\u5341\u4e8c\u5c4a\u4e16\u754c\u4f53\u64cd\u9526\u6807\u8d5b\uff0c\u4f5c\u4e3a\u4e3b\u529b\u961f\u5458\uff0c\u5e2e\u52a9\u4e2d\u56fd\u961f\u9996\u6b21\u83b7\u5f97\u7537\u5b50\u56e2\u4f53\u51a0\u519b\uff0c\u4ed6\u81ea\u5df1\u83b7\u5f97\u4e2a\u4eba\u8df3\u9a6c\u4e9a\u519b\u548c\u81ea\u7531\u4f53\u64cd\u3001\u540a\u73af\u5b63\u519b\u3002  \u95ea\u80001984\u5e74\u5965\u8fd0\u4f1a1984\u5e74\uff0c\u53c2\u52a0\u7b2c\u4e8c\u5341\u4e09\u5c4a\u5965\u8fd0\u4f1a\uff0c\u8fce\u6765\u8fd0\u52a8\u751f\u6daf\u5dc5\u5cf0\u3002\u4e2d\u56fd\u4f53\u64cd\u961f\u5728\u7537\u5b50\u56e2\u4f53\u548c\u5168\u80fd\u6bd4\u8d5b\u4e2d\u5931\u5229\uff0c\u672a\u83b7\u5f97\u91d1\u724c\uff0c\u5168\u961f\u8499\u4e0a\u4e86\u4e00\u5c42\u9634\u5f71\u3002<\/span><span style=\"color: #B4637A\">8\u67084\u65e5<\/span><span style=\"color: #575279\">\uff0c\u5965\u8fd0\u4f1a\u4f53\u64cd\u6bd4\u8d5b\u8fdb\u5165\u7b2c6\u5929\uff0c\u674e\u5b81\u4e00\u626b\u524d\u51e0\u65e5\u9634\u973e\uff0c\u4e3a\u4e2d\u56fd\u961f\u6253\u5f00\u80dc\u5229\u4e4b\u95e8\u3002  \u5728\u81ea\u7531\u4f53\u64cd\u9879\u76ee\u4e2d\uff0c\u674e\u5b81\u83b7\u91d1\u724c\uff0c\u5171\u67094\u4e2a\u88c1\u5224\u4e3a\u4ed6\u6253\u51fa10\u5206\u6ee1\u5206\u3002\u978d\u9a6c\u6bd4\u8d5b\u4e2d\uff0c\u674e\u5b81\u518d\u6b21\u5f97\u523010\u5206\uff0c\u6700\u7ec8\u6536\u83b7\u91d1\u724c\u3002\u540a\u73af\u6bd4\u8d5b\uff0c\u83b7\u5f97\u6700\u9ad8\u5206\u6458\u5f97\u91d1\u724c\u3002\u6210\u4e3a\u4e2d\u56fd\u7b2c\u4e00\u4e2a\u5728\u5965\u8fd0\u4f1a\u4e0a\u4e00\u65e5\u593a\u5f97\u4e09\u679a\u91d1\u724c\u7684\u8fd0\u52a8\u5458\u3002\u5f53\u4e94\u661f\u7ea2\u65d7\u5189\u5189\u5347\u8d77\u65f6\uff0c\u674e\u5b81\u4e3a\u4e86\u4e0d\u8ba9\u6cea\u6c34\u593a\u7736\u800c\u51fa\uff0c\u95ed\u4e0a\u4e86\u773c\u775b\uff0c\u8fd9\u4e2a\u5f62\u8c61\u6210\u4e3a\u8bb8\u591a\u4eba\u5fc3\u76ee\u4e2d\u4e0d\u53ef\u78e8\u706d\u7684\u56de\u5fc6\u3002\u8df3\u9a6c\u6bd4\u8d5b\uff0c\u674e\u5b81\u83b7\u5f97\u94f6\u724c\uff0c\u5168\u80fd\u6bd4\u8d5b\uff0c\u83b7\u5f97\u94dc\u724c\uff0c\u5e2e\u52a9\u4e2d\u56fd\u7537\u5b50\u4f53\u64cd\u961f\u83b7\u5f97\u56e2\u4f53\u94f6\u724c\u3002\u8fd9\u5c4a\u5965\u8fd0\u4f1a\uff0c\u674e\u5b81\u83b7\u5f973\u91d12\u94f61\u94dc\u51716\u679a\u5956\u724c\uff0c\u662f\u8be5\u5c4a\u5965\u8fd0\u4f1a8000\u591a\u540d\u8fd0\u52a8\u5458\u4e2d\u83b7\u5956\u724c\u6700\u591a\u7684\u9009\u624b\u3002  \u674e\u5b81\u56de\u56fd\u540e\u4eab\u53d7\u5230\u56fd\u6c11\u82f1\u96c4\u822c\u7684\u5f85\u9047\uff0c\u655e\u7bf7\u8f66\u8f7d\u7740\u4ed6\u548c\u961f\u53cb\u5728\u5357\u5b81\u5e02\u6e38\u884c\uff0c\u63a5\u53d7\u4e07\u4eba\u7a7a\u5df7\u7684\u6b22\u547c\u4e0e\u8d5e\u8a89\u3002\u591a\u5e74\u540e\uff0c\u674e\u5b81\u5728\u592e\u89c6\u8282\u76ee\u300a\u5f00\u8bb2\u5566\u300b\u56de\u987e\u8fd9\u6bb5\u5386\u53f2\uff1a \u201c\u5965\u8fd0\u91d1\u724c\u7684\u4ef7\u503c\u8fdc\u8d85\u8fc7\u5b83\u672c\u8eab\u7684\u4ef7\u503c\uff0c\u5f53\u65f6\u56fd\u4eba\u90fd\u628a\u6211\u4eec\u5f53\u505a\u82f1\u96c4\uff0c\u6211\u4eec\u7684\u6210\u5c31\u4e5f\u662f\u6c11\u4f17\u7684\u6210\u5c31\u201d\u3002\u674e\u5b81\u4e5f\u611f\u6168\u9053\uff0c\u201c\u8fd9\u6837\u7684\u4eba\u751f\u4e0d\u4f1a\u6709\u7b2c\u4e8c\u6b21\uff0c\u503c\u5f97\uff01\u201d \u5ef6\u7eed\u8f89\u714c\u5c5e\u4e8e\u674e\u5b81\u7684\u8f89\u714c\u8fd8\u5728\u7ee7\u7eed\u3002<\/span><span style=\"color: #B4637A\">1984\u5e74<\/span><span style=\"color: #575279\">\uff0c\u83b7\u7f8e\u56fd\u676f\u4f53\u64cd\u8d5b\u81ea\u7531\u4f53\u64cd\u3001\u978d\u9a6c\u3001\u540a\u73af\u3001\u8df3\u9a6c\u51a0\u519b\u3002\u540c\u5e74\uff0c\u83b7\u5f97\u4e1c\u4eac\u676f\u4f53\u64cd\u9080\u8bf7\u8d5b\u81ea\u7531\u4f53\u64cd\u3001\u540a\u73af\u3001\u8df3\u9a6c\u51a0\u519b\u3002<\/span><span style=\"color: #B4637A\">1985\u5e74\u4f53\u64cd\u4e16\u9526\u8d5b<\/span><span style=\"color: #575279\">\uff0c\u83b7\u5f97\u540a\u73af\u51a0\u519b\uff0c\u978d\u9a6c\u3001\u56e2\u4f53\u4e9a\u519b\uff0c\u81ea\u7531\u4f53\u64cd\u5b63\u519b\u3002 <\/span><span style=\"color: #B4637A\">1986\u5e74\u4f53\u64cd\u4e16\u754c\u676f<\/span><span style=\"color: #575279\">\uff0c\u83b7\u5f97\u5168\u80fd\u3001\u978d\u9a6c\u3001\u81ea\u7531\u4f53\u64cd\u4e09\u9879\u51a0\u519b\u548c\u540a\u73af\u5b63\u519b\u3002<\/span><span style=\"color: #B4637A\">1986\u5e74\u7f57\u9a6c\u4f53\u64cd\u5927\u5956\u8d5b<\/span><span style=\"color: #575279\">\uff0c\u5305\u63fd\u4e2a\u4eba\u5168\u80fd\u3001\u81ea\u7531\u4f53\u64cd\u3001\u540a\u73af\u3001\u8df3\u9a6c\u3001\u53cc\u6760\u3001\u5355\u6760\u516d\u9879\u51a0\u519b\u3002 <\/span><span style=\"color: #B4637A\">1987\u5e74\u4f53\u64cd\u4e16\u9526\u8d5b<\/span><span style=\"color: #575279\">\uff0c\u83b7\u5f97\u56e2\u4f53\u4e9a\u519b\u548c\u540a\u73af\u4e9a\u519b\u3002<\/span><span style=\"color: #B4637A\">1987\u5e74\u4e16\u754c\u5927\u5b66\u751f\u8fd0\u52a8\u4f1a<\/span><span style=\"color: #575279\">\uff0c\u83b7\u5f97\u4e2a\u4eba\u5168\u80fd\u3001\u540a\u73af\u3001\u56e2\u4f53\u4e09\u9879\u4e9a\u519b\uff0c\u81ea\u7531\u4f53\u64cd\u3001\u8df3\u9a6c\u3001\u53cc\u6760\u4e09\u9879\u5b63\u519b\u3002 <\/span><span style=\"color: #B4637A\">1987\u5e74<\/span><span style=\"color: #575279\">\uff0c\u6210\u4e3a\u56fd\u9645\u5965\u59d4\u4f1a\u8fd0\u52a8\u5458\u59d4\u5458\u4f1a\u4e9a\u6d32\u5f53\u65f6\u7684\u552f\u4e00\u59d4\u5458\u3002\u6298\u621f\u6c49\u57ce\u5965\u8fd01988\u5e74\uff0c\u5e26\u7740\u201c\u4f53\u64cd\u738b\u5b50\u201d\u5149\u73af\u7684\u674e\u5b81\u51fa\u5f811988\u5e74\u6c49\u57ce\u5965\u8fd0\u4f1a\uff0c\u4ee4\u4eba\u610f\u60f3\u4e0d\u5230\u7684\u5931\u8bef\u63a5\u8e35\u800c\u81f3\u3002\u540a\u73af\u6bd4\u8d5b\uff0c\u4ed6\u7684\u811a\u6302\u5728\u540a\u73af\u4e0a\uff1b\u8df3\u9a6c\u6bd4\u8d5b\uff0c\u4ed6\u91cd\u91cd\u5730\u8dcc\u5728\u5730\u4e0a\u3002\u5728\u89c2\u4f17\u7684\u60ca\u53f9\u58f0\u4e2d\uff0c\u762b\u5750\u5728\u5730\u7684\u674e\u5b81\u53d1\u51fa\u65e0\u5948\u7684\u7b11\uff0c\u5f15\u6765\u56fd\u5185\u4e00\u9635\u53e3\u8bdb\u7b14\u4f10\u3002<\/span><span style=\"color: #B4637A\">4\u5e74\u524d\u8fd8\u662f\u5168\u6c11\u5076\u50cf\u7684<\/span><span style=\"color: #575279\">\u201c\u4f53\u64cd\u738b\u5b50\u201d\u88ab\u590d\u6742\u7684\u76ee\u5149\u91cd\u538b\uff0c\u751a\u81f3\u6709\u6124\u6012\u7684\u89c2\u4f17\u7ed9\u4ed6\u5bc4\u6765\u5200\u7247\u3002\u7531\u4e8e\u8d44\u8baf\u532e\u4e4f\uff0c\u4eba\u4eec\u5e76\u4e0d\u77e5\u9053\u5f53\u65f6\u7684\u674e\u5b81\u5df2\u6ee1\u8eab\u4f24\u75c5\uff0c\u53ea\u662f\u4e2d\u56fd\u4f53\u64cd\u961f\u9752\u9ec4\u4e0d\u63a5\uff0c\u4ed6\u4e0d\u5f97\u4e0d\u7ee7\u7eed\u633a\u8eab\u800c\u51fa\u3002 \u5ba3\u5e03\u9000\u5f791988\u5e74\u5e95\uff0c\u674e\u5b81\u5ba3\u5e03\u9000\u5f79\u3002\u9000\u5f79\u65f6\u674e\u5b81\u8bf4\uff1a\u201c\u65e0\u8bba\u6211\u5c06\u6765\u8d70\u5230\u54ea\u91cc\uff0c\u65e0\u8bba\u6211\u505a\u4ec0\u4e48\uff0c\u90fd\u4e0d\u4f1a\u79bb\u5f00\u4f53\u64cd\uff0c\u79bb\u5f00\u4f53\u80b2\u3002\u201d \u5728\u8fd0\u52a8\u751f\u6daf\u4e2d\uff0c\u674e\u5b81\u5148\u540e\u53c2\u52a060\u4f59\u6b21\u91cd\u5927\u56fd\u5185\u5916\u6bd4\u8d5b\uff0c\u83b7\u4e16\u754c\u51a0\u519b14\u4e2a\uff0c\u56fd\u9645\u56fd\u5185\u91d1\u724c106\u679a\u3002\u4ed6\u72ec\u521b\u52a8\u4f5c\u201c\u978d\u9a6c\u6b63\u4ea4\u53c9\u8f6c\u4f5390\u5ea6\u7ecf\u5355\u73af\u8d77\u5012\u7acb\u843d\u4e0b\u6210\u9a91\u6491\u201d\u3001\u201c\u540a\u73af\u540a\u81c2\u524d\u6446\u4e0a\u6210\u652f\u6491\u201d\u3001\u201c\u540a\u73af\u652f\u6491\u540e\u7ffb\u7ecf\u540e\u60ac\u5782\u524d\u6446\u4e0a\u6210\u652f\u6491\u201d\u3001\u201c\u53cc\u6760\u5927\u56de\u73af\u8f6c\u4f53180\u5ea6\u6210\u652f\u6491\u201d\uff0c\u5206\u522b\u88ab\u56fd\u9645\u4f53\u8054\u547d\u540d\u4e3a\u201c\u674e\u5b81\u4ea4\u53c9\u201d\u3001\u201c\u674e\u5b81\u6446\u4e0a\u201d\u3001\u201c\u674e\u5b81\u6b63\u540a\u201d\u548c\u201c\u53cc\u6760\u674e\u5b81\u5927\u56de\u73af\u201d\u3002   \u9000\u5f79\u540e\u83b7\u9ad8\u5ea6\u8bc4\u4ef71999\u5e74\uff0c\u56fd\u9645\u4f53\u80b2\u8bb0\u8005\u534f\u4f1a\u8bc4\u9009\u51fa25\u540d\u201c<\/span><span style=\"color: #B4637A\">20\u4e16\u7eaa\u6700\u4f73\u8fd0\u52a8\u5458<\/span><span style=\"color: #575279\">\u201d\uff0c\u4f5c\u4e3a\u552f\u4e00\u5165\u9009\u7684\u4e2d\u56fd\u8fd0\u52a8\u5458\uff0c\u4e0e\u201c\u7403\u738b\u201d\u8d1d\u5229\u3001\u201c\u62f3\u738b\u201d\u963f\u91cc\u3001\u201c\u98de\u4eba\u201d\u4e54\u4e39\u76f8\u6bd4\u80a9\u3002\u674e\u5b81\u5728\u83b7\u5f97\u8fd9\u9879\u6b8a\u8363\u65f6\u8bf4\uff1a\u201c<\/span><span style=\"color: #B4637A\">20\u4e16\u7eaa\u662f\u4e0d\u5e73\u51e1\u7684\u4e16\u7eaa<\/span><span style=\"color: #575279\">\uff0c\u6211\u4eec\u7684\u7956\u56fd\u53d1\u751f\u4e86\u7ffb\u5929\u8986\u5730\u7684\u53d8\u5316\uff0c\u800c\u6211\u6709\u5e78\u4f5c\u4e3a\u4e2d\u56fd\u4f53\u80b2\u754c\u7684\u4e00\u5458\u5411\u4e16\u754c\u8bc1\u660e\u8fd9\u79cd\u53d8\u5316\uff0c\u6211\u611f\u5230\u65e0\u6bd4\u7684\u9a84\u50b2\u548c\u81ea\u8c6a\uff01\u201d <\/span><span style=\"color: #B4637A\">2000\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u5165\u9009\u56fd\u9645\u4f53\u8054\u4f53\u64cd\u540d\u4eba\u5802\uff0c\u6210\u4e3a\u4e2d\u56fd\u4f53\u64cd\u53f2\u4e0a\u7b2c\u4e00\u4eba\u3002 <\/span><span style=\"color: #B4637A\">2019\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u88ab\u4efb\u547d\u4e3a\u4e2d\u56fd\u5965\u59d4\u4f1a\u59d4\u5458\u3002 \u88c1\u5224\u7ecf\u53861989\u5e74\uff0c\u8003\u53d6\u4f53\u64cd\u56fd\u9645\u88c1\u5224\u8bc1\u4e66\u3002\u4ece1991\u5e74\u7f8e\u56fd\u5370\u7b2c\u5b89\u7eb3\u6ce2\u5229\u65af\u4e16\u9526\u8d5b\u52302000\u5e74\u82f1\u56fd\u683c\u62c9\u65af\u54e5\u4e16\u754c\u676f\u603b\u51b3\u8d5b\u7684\u5341\u5e74\u95f4\uff0c\u674e\u5b81\u6267\u6cd5\u4e86\u5386\u5c4a\u4e16\u754c\u4f53\u64cd\u5927\u8d5b\u3002 <\/span><span style=\"color: #B4637A\">1996\u5e74<\/span><span style=\"color: #575279\">\uff0c\u62c5\u4efb\u5965\u8fd0\u4f1a\u4f53\u64cd\u6bd4\u8d5b\u88c1\u5224\u3002<\/span><span style=\"color: #B4637A\">2000\u5e74\u6089\u5c3c\u5965\u8fd0\u4f1a<\/span><span style=\"color: #575279\">\uff0c\u62c5\u4efb\u8df3\u9a6c\u6bd4\u8d5b\u88c1\u5224\u957f\u3002\u5bf9\u4e8e\u88c1\u5224\u5de5\u4f5c\u548c\u8eab\u4efd\u8f6c\u53d8\uff0c\u674e\u5b81\u8bf4\uff1a\u201c\u81ea\u5df1\u7684\u4e3b\u8981\u4efb\u52a1\uff0c\u662f\u7ed9\u6240\u6709\u8c61\u4ed6\u5f53\u521d\u90a3\u6837\u60f3\u8868\u73b0\u7684\u8fd0\u52a8\u5458\u521b\u9020\u66f4\u597d\u3001\u66f4\u516c\u5e73\u7684\u8868\u73b0\u73af\u5883\u3002\u201d  \u62c5\u4efb\u5317\u4eac\u5965\u8fd0\u706b\u70ac\u624b\u5168\u6c11\u731c\u60f3\u8c01\u6765\u70b9\u71c3\u5965\u8fd0\u5723\u706b\uff0c\u662f2008\u5e74\u5317\u4eac\u5965\u8fd0\u4f1a\u5f00\u5e55\u5f0f\u6700\u5927\u7684\u60ac\u5ff5\u3002\u4e3a\u89e3\u5f00\u8fd9\u4e2a\u5de8\u5927\u7684\u8c1c\uff0c\u66fe\u4e3a\u4e4b\u5c55\u5f00\u4e86\u5168\u6c11\u5927\u731c\u60f3\u3002\u5218\u7fd4\u3001\u59da\u660e\u3001\u6851\u5170\u3001\u8bb8\u6d77\u5cf0\u3001\u4f55\u632f\u6881\u3001\u9093\u4e9a\u840d\u3001\u4f0f\u660e\u971e\u3001\u6768\u626c\u3001\u5f20\u6021\u5b81\u2026\u2026\u4f3c\u4e4e\u90fd\u6709\u7406\u7531\uff0c\u4f3c\u4e4e\u8c01\u90fd\u5408\u9002\u3002 \u674e\u5b81\u6700\u7ec8\u8131\u9896\u800c\u51fa\uff0c 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\u674e\u5b81\u7684\u542f\u8499\u6559\u7ec3\u6881\u6587\u6770\u5728\u5f00\u5e55\u5f0f\u524d\u66fe\u9884\u611f\u5230\uff0c\u7231\u5f92\u674e\u5b81\u5c06\u70b9\u71c3\u4e3b\u706b\u70ac\uff1a\u201c\u674e\u5b81\u7684\u4f18\u52bf\u5f88\u660e\u663e\uff0c\u4ed6\u662f\u5965\u8fd0\u51a0\u519b\uff0c\u4eba\u54c1\u548c\u5bf9\u4e2d\u56fd\u4f53\u80b2\u7684\u8d21\u732e\uff0c\u90fd\u6709\u76ee\u5171\u7779\u3002\u4ed6\u505a\u51fa\u4e86\u81ea\u5df1\u7684\u54c1\u724c\uff0c\u5f71\u54cd\u529b\u904d\u53ca\u5168\u7403\u3002\u4ed6\u4e00\u76f4\u70ed\u5fc3\u516c\u76ca\u4e8b\u4e1a\uff0c\u5bf9\u793e\u4f1a\u7684\u8d21\u732e\uff0c\u5728\u8fd0\u52a8\u5458\u4e2d\u51e0\u4e4e\u65e0\u4eba\u80fd\u6bd4\u3002\u201d \u56e0\u5965\u7ec4\u59d4\u6709\u4e25\u683c\u7684\u4fdd\u5bc6\u8981\u6c42\uff0c\u6881\u6587\u6770\u6ca1\u6709\u5411\u674e\u5b81\u6c42\u8bc1\uff0c\u674e\u5b81\u4e5f\u5b88\u53e3\u5982\u74f6\u3002<\/span><span style=\"color: #B4637A\">2008\u5e748\u67087\u65e5<\/span><span style=\"color: #575279\">\uff0c\u6881\u6587\u6770\u6765\u5230\u5317\u4eac\uff0c\u674e\u5b81\u6ca1\u6709\u51fa\u9762\u63a5\u5f85\uff0c\u4ed6\u6253\u7535\u8bdd\u62b1\u6b49\u5730\u544a\u8bc9\u6881\u6587\u6770\uff1a\u201c\u8fd9\u6bb5\u65f6\u95f4\u592a\u5fd9\uff0c\u6709\u4efb\u52a1\u5728\u8eab\uff0c\u7b49\u4ee5\u540e\u5fd9\u5b8c\u4e86\uff0c\u518d\u597d\u597d\u5730\u62db\u5f85\u60a8\u8001\u4eba\u5bb6\u3002\u201d\u674e\u5b81\u4e00\u5411\u89c6\u6881\u8001\u5982\u4eb2\u7236\uff0c\u5bf9\u4e8e\u8fd9\u6837\u7684\u201c\u6162\u5f85\u201d\uff0c \u6881\u6587\u6770\u4e0d\u6012\u53cd\u559c\u3002\u674e\u5b81\u7684\u53cd\u5e38\u4e3e\u52a8\uff0c\u8ba9\u6881\u6587\u6770\u8ba4\u5b9a\uff0c\u70b9\u71c3\u4e3b\u706b\u70ac\u53f0\u7684\u5fc5\u5b9a\u662f\u674e\u5b81\u3002 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style=\"color: #B4637A\">10\u5c81\u65f6\u722c\u623f\u9876<\/span><span style=\"color: #575279\">\uff0c\u522b\u4eba\u63a5\u4e8c\u8fde\u4e09\u5f80\u4e0b\u8df3\uff0c\u4ed6\u6291\u5236\u4e0d\u4f4f\u5730\u98a4\u817f\u3001\u54c6\u55e6\u3002\u89c1\u5899\u8fb9\u6709\u6839\u7ef3\u5b50\uff0c\u4ed6\u7d27\u7d27\u6293\u4f4f\u4e0b\u6ed1\uff0c\u7c97\u7ef3\u5212\u88c2\u76ae\u8089\uff0c\u98df\u6307\u3001\u4e2d\u6307\u7b49\u51e0\u6839\u624b\u6307\u4e0a\u51e0\u9053\u75a4\u75d5\uff0c\u81f3\u4eca\u6e05\u6670\u53ef\u89c1\u3002 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#575279\">\uff0c\u5728\u5065\u529b\u5b9d\u8d5e\u52a9\u4e0b\uff0c\u674e\u5b81\u5728\u6df1\u5733\u4f53\u80b2\u9986\u4e3e\u884c\u4e86\u76db\u5927\u7684\u544a\u522b\u665a\u4f1a\u3002\u5f53\u65f6\u674e\u5b81\u9762\u5bf9\u591a\u4e2a\u51fa\u8def\uff0c\u674e\u7ecf\u7eac\u5bf9\u4ed6\u8bf4\uff1a\u201c\u4f60\u641e\u4f53\u80b2\u4e0d\u80fd\u5149\u9760\u522b\u4eba\u8d5e\u52a9\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u53ef\u4ee5\u81ea\u5df1\u505a\u51fa\u4e00\u4e2a\u4f53\u80b2\u4f01\u4e1a\u6765\uff1f\u201d \u201c\u674e\u5b81\u724c\u201d\u8bde\u751f\u52a0\u76df\u5065\u529b\u5b9d\u51e0\u4e2a\u6708\u540e\uff0c\u674e\u5b81\u5411\u674e\u7ecf\u7eac\u63d0\u51fa\uff0c\u60f3\u529e\u4e00\u5bb6\u4f53\u80b2\u670d\u88c5\u5382\u3002\u5728\u521b\u529e\u8d44\u91d1\u4e0a\uff0c\u6b64\u65f6\u5df2\u8d22\u5927\u6c14\u7c97\u7684\u5065\u529b\u5b9d\u672c\u53ef\u4ee5\u4ee5\u6295\u8d44\u8005\u8eab\u4efd\u51fa\u73b0\uff0c\u4f46\u674e\u7ecf\u7eac\u5efa\u8bae\u674e\u5b81\uff1a<\/span><span style=\"color: #EA9D34\">&quot;\u5982\u679c\u80fd\u591f\u5f15\u5165\u5916\u6765\u8d44\u91d1\uff0c\u5c31\u4e0d\u8981\u5168\u90e8\u7528\u5065\u529b\u5b9d\u7684\u94b1\u3002&quot;<\/span><span style=\"color: #575279\"> \u674e\u7ecf\u7eac\u966a\u540c\u674e\u5b81\u51fa\u5916\u6e38\u8bf4\uff0c\u5bfb\u627e\u6295\u8d44\u3002\u56e0\u4e3a\u5065\u529b\u5b9d\u548c\u201c\u4f53\u64cd\u738b\u5b50\u201d\u7684\u53cc\u91cd\u540d\u4eba\u6548\u5e94\uff0c\u4e00\u5bb6\u65b0\u52a0\u5761\u516c\u53f8\u540c\u610f\u51fa\u8d44\u3002<\/span><span style=\"color: #B4637A\">1990\u5e74<\/span><span style=\"color: #575279\">\uff0c\u7531\u4e09\u65b9\u5171\u540c\u6295\u5165\u7684\u4e2d\u65b0\uff08\u52a0\u5761\uff09\u5408\u8d44\u5065\u529b\u5b9d\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u6302\u724c\u6210\u7acb\uff0c\u5176\u4e2d\u5065\u529b\u5b9d\u51fa\u8d441600\u4e07\u5143\uff0c\u7531\u674e\u5b81\u51fa\u4efb\u603b\u7ecf\u7406\uff0c\u5176\u670d\u88c5\u54c1\u724c\u5219\u88ab\u547d\u540d\u4e3a\u201c\u674e\u5b81\u724c\u201d\u3002 <\/span><span style=\"color: #B4637A\">1990\u5e74<\/span><span style=\"color: #575279\">\uff0c\u7b2c11\u5c4a\u4e9a\u8fd0\u4f1a\u5728\u5317\u4eac\u4e3e\u884c\uff0c\u674e\u5b81\u4ee5250\u4e07\u5143\u62ff\u4e0b\u4e9a\u8fd0\u4f1a\u706b\u70ac\u63a5\u529b\u4f20\u9012\u6d3b\u52a8\u7684\u627f\u529e\u6743\u3002\u6574\u4e2a\u4e9a\u8fd0\u5723\u706b\u7684\u4f20\u9012\u8fc7\u7a0b\uff0c\u67092\u4ebf\u4eba\u76f4\u63a5\u53c2\u4e0e\uff0c<\/span><span style=\"color: #B4637A\">25\u4ebf\u4e2d\u5916\u89c2\u4f17\u4ece\u65b0\u95fb\u5a92\u4f53\u77e5\u9053\u4e86\u5065\u529b\u5b9d\u548c<\/span><span style=\"color: #575279\">\u201c\u674e\u5b81\u724c\u201d\u3002<\/span><span style=\"color: #B4637A\">1990\u5e748\u6708<\/span><span style=\"color: #575279\">\uff0c\u5728\u4e16\u754c\u5c4b\u810a\u9752\u85cf\u9ad8\u539f\uff0c\u674e\u5b81\u4f5c\u4e3a\u8fd0\u52a8\u5458\u4ee3\u8868\uff0c\u8eab\u7a7f\u96ea\u767d\u7684\u201c\u674e\u5b81\u724c\u201d\u8fd0\u52a8\u670d\uff0c\u4ece\u85cf\u65cf\u59d1\u5a18\u8fbe\u5a03\u592e\u5b97\u624b\u91cc\u63a5\u8fc7\u4e9a\u8fd0\u5723\u706b\u706b\u79cd\u3002 <\/span><span style=\"color: #B4637A\">1992\u5e74<\/span><span style=\"color: #575279\">\uff0c\u201c\u674e\u5b81\u724c\u201d\u88c5\u5907\u88ab\u9009\u4e3a\u7b2c\u4e8c\u5341\u4e94\u5c4a\u5df4\u585e\u7f57\u90a3\u5965\u8fd0\u4f1a\u4e2d\u56fd\u4ee3\u8868\u56e2\u6307\u5b9a\u9886\u5956\u670d\u88c5\u3001\u9886\u5956\u978b\uff0c\u7ed3\u675f\u4e2d\u56fd\u8fd0\u52a8\u5458\u5728\u5965\u8fd0\u4f1a\u4e0a\u4f7f\u7528\u5916\u56fd\u4f53\u80b2\u7528\u54c1\u7684\u5386\u53f2\u3002\u5f53\u4e2d\u56fd\u5965\u8fd0\u4f53\u80b2\u4ee3\u8868\u56e2\u7a7f\u7740\u201c\u674e\u5b81\u724c\u201d\u8fd0\u52a8\u670d\u51fa\u73b0\u5728\u5f00\u5e55\u5f0f\u4e0a\u65f6\uff0c\u674e\u5b81\u6d41\u4e0b\u773c\u6cea\u8bf4\u9053\uff1a\u201c\u90a3\u4e00\u523b\uff0c\u6211\u4f53\u4f1a\u5230\u6b64\u751f\u6700\u5927\u7684\u8363\u8a89\uff0c\u90a3\u79cd\u6210\u5c31\u611f\u8d85\u8fc7\u4e86\u6211\u4ee5\u524d\u6240\u83b7\u5f97\u7684\u6240\u6709\u5956\u724c\u7684\u603b\u548c\u3002\u201d \u51e0\u4e4e\u662f\u4e00\u591c\u4e4b\u95f4\uff0c\u201c\u674e\u5b81\u724c\u201d\u58f0\u540d\u9e4a\u8d77\uff0c\u5f88\u591a\u4eba\u90fd\u7a7f\u4e0a\u201c\u674e\u5b81\u724c\u201d\u8fd0\u52a8\u978b\u670d\uff0c\u62e5\u6709\u4e00\u53cc\u674e\u5b81\u7403\u978b\u6210\u4e3a\u65f6\u9ae6\u7684\u8c61\u5f81\u3002 \u8131\u79bb\u5065\u529b\u5b9d\u901a\u8fc7\u5965\u8fd0\u4f1a\u7684\u4eae\u76f8\uff0c\u201c\u674e\u5b81\u724c\u201d\u548c\u8010\u514b\u3001\u963f\u8fea\u8fbe\u65af\u8fd9\u4e9b\u8fd0\u52a8\u54c1\u724c\u5de8\u5934\u4eec\u201c\u540c\u573a\u7ade\u6280\u201d\uff0c\u674e\u5b81\u8ba4\u8bc6\u5230\u672a\u6765\u5bf9\u624b\u7684\u5f3a\u5927\u3002<\/span><span style=\"color: #B4637A\">1994\u5e74\u521d<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u8bf7\u5317\u4eac\u7684\u80a1\u4efd\u5236\u6539\u9020\u4e13\u5bb6\u5218\u7eaa\u9e4f\u4e3a\u516c\u53f8\u505a\u672a\u6765\u7684\u89c4\u5212\u3002\u5218\u7eaa\u9e4f\u5728\u4e3a\u516c\u53f8\u505a\u8bca\u65ad\u65f6\u6307\u51fa\uff0c\u516c\u53f8\u4ea7\u6743\u4e0d\u6e05\uff0c\u5c06\u5bf9\u4eca\u540e\u53d1\u5c55\u5e26\u6765\u81f4\u547d\u7684\u8d1f\u9762\u6548\u5e94\uff0c\u529d\u8bf4\u674e\u5b81\u8131\u79bb\u5065\u529b\u5b9d\u3002  \u5728\u674e\u5b81\u5fc3\u4e2d\uff0c\u674e\u7ecf\u7eac\u5bf9\u4ed6\u6709\u518d\u9020\u4e4b\u6069\u3002\u5bf9\u4e8e\u5218\u7eaa\u9e4f\u7684\u5efa\u8bae\uff0c\u674e\u5b81\u95ee\u5f97\u6700\u591a\u7684\u4e00\u53e5\u8bdd\u662f\uff1a<\/span><span style=\"color: #EA9D34\">&quot;\u5982\u679c\u8131\u79bb\u5065\u529b\u5b9d\uff0c\u522b\u4eba\u4f1a\u4e0d\u4f1a\u8bf4\u6211\u5fd8\u6069\u8d1f\u4e49\uff1f&quot;<\/span><span style=\"color: #575279\">\u51fa\u4e4e\u674e\u5b81\u610f\u6599\u7684\u662f\uff0c\u674e\u7ecf\u7eac\u5b8c\u5168\u652f\u6301\u4ed6\u81ea\u7acb\u95e8\u6237\u3002<\/span><span style=\"color: #B4637A\">1994\u5e74\u5e95<\/span><span style=\"color: #575279\">\uff0c\u5065\u529b\u5b9d\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u4ece\u5065\u529b\u5b9d\u7684\u6bcd\u4f53\u4e0a\u987a\u5229\u8131\u8eab\uff0c\u96c6\u56e2\u5386\u6b21\u6295\u5165\u76841600\u4e07\u5143\uff0c\u674e\u5b81\u52063\u6b21\u7528\u73b0\u91d1\u8fdb\u884c\u4e86\u507f\u8fd8\u3002<\/span><span style=\"color: #B4637A\">1996\u5e74\u521d<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u5c06\u516c\u53f8\u603b\u90e8\u4ece\u5e7f\u4e1c\u8fc1\u5230\u5317\u4eac\uff0c\u5e76\u66f4\u540d\u4e3a\u201c\u674e\u5b81\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u201d\uff0c\u5f7b\u5e95\u544a\u522b\u5065\u529b\u5b9d\u3002 \u516c\u53f8\u98de\u901f\u53d1\u5c551990\u5e74\u4e9a\u8fd0\u4f1a\u95ed\u5e55\u65f6\uff0c\u6446\u5728\u674e\u5b81\u9762\u524d\u7684\u8ba2\u8d27\u5355\u4ef7\u503c1500\u4e07\u5143\u3002\u521d\u6218\u544a\u6377\u7684\u674e\u5b81\u516c\u53f8\u53d1\u5c55\u8fc5\u901f\uff0c\u4ece1993\u5e74\u52301996\u5e74\uff0c\u8425\u4e1a\u989d\u4ee5\u8d85\u8fc7100<\/span><span style=\"color: #286983\">%<\/span><span style=\"color: #575279\">\u7684\u901f\u5ea6\u589e\u957f\uff0c<\/span><span style=\"color: #B4637A\">1996\u5e74<\/span><span style=\"color: #575279\">\uff0c\u521b\u4e0b6<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">7\u4ebf\u7684\u5386\u53f2\u9500\u552e\u6536\u5165\u7eaa\u5f55\u3002 <\/span><span style=\"color: #B4637A\">1998\u5e74<\/span><span style=\"color: #575279\">\uff0c\u5728\u516c\u53f8\u53d1\u5c55\u7684\u4e95\u55b7\u671f\uff0c <\/span><span style=\"color: #B4637A\">35\u5c81\u7684\u674e\u5b81\u5378\u4e0b\u516c\u53f8\u603b\u7ecf\u7406\u804c\u52a1<\/span><span style=\"color: #575279\">\uff0c\u8fdb\u5165\u5317\u4eac\u5927\u5b66\u6cd5\u5f8b\u7cfb\u5b66\u4e60\uff0c<\/span><span style=\"color: #B4637A\">4\u5e74\u95f4\u4ed6\u4e0e\u4e00\u7fa4\u6bd4\u81ea\u5df1\u5c0f10\u591a\u5c81\u7684\u540c\u5b66\u4e00\u8d77\u4e0a\u8bfe<\/span><span style=\"color: #575279\">\u3001\u8bb0\u7b14\u8bb0\u3001\u71ac\u591c\u590d\u4e60\u3001\u53c2\u52a0\u8003\u8bd5\u3002 <\/span><span style=\"color: #B4637A\">2002\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u786e\u7acb\u5168\u65b0\u54c1\u724c\u5b9a\u4f4d\uff1a\u201c\u674e\u5b81\uff0c\u4e00\u5207\u7686\u6709\u53ef\u80fd\u3002\u201d \u9999\u6e2f\u4e0a\u5e022004\u5e74\uff0c\u674e\u5b81\u516c\u53f8\u5728\u9999\u6e2f\u6210\u529f\u4e0a\u5e02\uff0c\u6210\u4e3a\u4e2d\u56fd\u7b2c\u4e00\u5bb6\u5728\u6d77\u5916\u4e0a\u5e02\u7684\u4f53\u80b2\u7528\u54c1\u4f01\u4e1a\u3002\u674e\u5b81\u5bb6\u65cf\u63a7\u523646<\/span><span style=\"color: #286983\">%<\/span><span style=\"color: #575279\">\u7684\u516c\u53f8\u80a1\u4efd\uff0c\u5176\u8eab\u4ef7\u9ad8\u8fbe16\u4ebf\u5143\u3002\u4e0a\u5e02\u5f53\u5929\uff0c\u674e\u5b81\u9762\u5bf9\u5a92\u4f53\u8bf4\uff1a\u201c\u6211\u4e0d\u662f\u4e00\u4e2a\u660e\u661f\u5076\u50cf\uff0c\u6211\u53ea\u662f\u4e00\u4e2a\u62e5\u6709\u5341\u51e0\u5e74\u4f01\u4e1a\u7ecf\u8425\u53f2\u7684\u4f01\u4e1a\u5bb6\uff0c\u4e00\u4e2a\u5546\u4eba\u3002\u201d  \u674e\u5b81\u516c\u53f8\u5728\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u5145\u5206\u5229\u7528\u201c\u4e2d\u56fd\u5143\u7d20\u201d\uff0c\u4ece2005\u5e74\u5f00\u59cb\uff0c\u5728\u7bee\u7403\u5e7f\u544a\u4e2d\u6253\u51fa\u4e2d\u56fd\u529f\u592b\u7b26\u53f7\uff0c\u5728\u8f7b\u8d28\u8dd1\u978b\u5e7f\u544a\u4e2d\u4f7f\u7528\u6c34\u58a8\u8272\u8c03\uff0c\u5728\u9999\u6e2f\u56de\u5f52\u5341\u5468\u5e74\u65f6\u63a8\u51fa\u201cI Love HongKong\u201d\u7684\u7eaa\u5ff5\u7248\u7403\u978b\uff0c\u674e\u5b81\u724c\u9650\u91cf\u7248\u7684\u201c\u96f7\u950b\u978b\u201d\u5728\u7f51\u4e0a\u88ab\u7092\u5230\u5929\u4ef7\u3002 \u9010\u9e7f2008\u5e74\u5965\u8fd0\u81ea1992\u5e74\u8d77\u8fde\u7eed\u56db\u5c4a\uff0c\u674e\u5b81\u516c\u53f8\u6210\u4e3a\u5965\u8fd0\u4f1a\u4e2d\u56fd\u4ee3\u8868\u56e2\u6307\u5b9a\u9886\u5956\u88c5\u5907\u8d5e\u52a9\u5546\uff0c\u5e76\u524d\u540e\u643a\u624b\u4e2d\u56fd\u4f53\u64cd\u961f\u3001\u4e2d\u56fd\u5c04\u51fb\u961f\u3001\u4e2d\u56fd\u8df3\u6c34\u961f\u3001\u4e2d\u56fd\u4e52\u4e53\u7403\u961f\u3001\u4e2d\u56fd\u7fbd\u6bdb\u7403\u961f\u7b49\u56fd\u5bb6\u8fd0\u52a8\u961f\uff0c\u6210\u4e3a\u8d5b\u573a\u88c5\u5907\u6307\u5b9a\u5408\u4f5c\u4f19\u4f34\uff0c\u4f34\u968f\u4e2d\u56fd\u8fd0\u52a8\u5065\u513f\u5f81\u6218\u56fd\u5185\u5916\u8d5b\u4e8b\u3002 <\/span><span style=\"color: #B4637A\">2001\u5e747\u670813\u65e5<\/span><span style=\"color: #575279\">\uff0c\u5317\u4eac\u83b7\u5f972008\u5e74\u5965\u8fd0\u4f1a\u4e3b\u529e\u6743\uff0c\u5728\u5317\u4eac\u5965\u8fd0\u4f1a\u8d5e\u52a9\u5546\u7ade\u4e89\u4e2d\uff0c\u963f\u8fea\u8fbe\u65af\u51ed\u501f\u96c4\u539a\u7684\u8d22\u529b\u4f18\u52bf\u80dc\u51fa\u3002\u4f46\u674e\u5b81\u7684\u5965\u8fd0\u6218\u7565\u5e76\u672a\u8d70\u8fdb\u6b7b\u5c40\uff0c\u4ed6\u5728\u540e\u6765\u4f7f\u51fa\u7684\u4e00\u7cfb\u5217\u7ec4\u5408\u62f3\u5145\u6ee1\u4e86\u4e2d\u56fd\u5f0f\u7684\u667a\u6167\u3002 \u65e9\u57282006\u5e74\uff0c\u674e\u5b81\u4e0e\u4e2d\u592e\u7535\u89c6\u53f0\u5965\u8fd0\u9891\u9053\u7b7e\u7ea6\uff0c\u4e3a\u6240\u6709\u4e3b\u6301\u4eba\u3001\u8bb0\u8005\u91cf\u8eab\u6253\u9020\u4e13\u4e1a\u670d\u88c5\u3002\u57282006\u5e74\u591a\u54c8\u4e9a\u8fd0\u4f1a\u4e0a\uff0c\u8fd9\u79cd\u5408\u4f5c\u4fbf\u5df2\u51fa\u73b0\u3002\u5317\u4eac\u5965\u8fd0\u4f1a\u671f\u95f4\uff0c\u674e\u5b81\u54c1\u724clogo\u901a\u8fc7\u592e\u89c6\u5965\u8fd0\u9891\u9053\u7684\u8f6c\u64ad\u51fa\u73b0\u5728\u4ebf\u4e07\u89c2\u4f17\u9762\u524d\u3002\u6709\u5a92\u4f53\u76db\u8d5e\uff1a\u201c\u8fd9\u662f\u4e00\u4e2a\u7cbe\u5f69\u7684\u64e6\u8fb9\u7403\uff0c\u8db3\u4ee5\u89c6\u4e3a\u5965\u8fd0\u7ecf\u6d4e\u4e2d\u6700\u4e3a\u7ecf\u5178\u7684\u6848\u4f8b\u4e4b\u4e00\u3002\u201d \u626d\u8f6c\u5c40\u97622008\u5e74\uff0c\u501f\u52a9\u5965\u8fd0\u4f1a\u4e0a\u7684\u5f3a\u6548\u4f20\u64ad\uff0c\u674e\u5b81\u516c\u53f8\u5f00\u59cb\u8fc5\u901f\u6269\u5f20\u3002\u674e\u5b81\u4ea7\u54c1\u6253\u8d25\u56fd\u9645\u77e5\u540d\u54c1\u724c\uff0c\u4e00\u5ea6\u6210\u4e3a\u56fd\u5185\u5e02\u573a\u8425\u9500\u989d\u51a0\u519b\u3002<\/span><span style=\"color: #B4637A\">2010\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u53e3\u53f7\u7531\u201c\u4e00\u5207\u7686\u6709\u53ef\u80fd\u201d\u8f6c\u53d8\u4e3a\u201c\u8ba9\u4e00\u5207\u6539\u53d8\u201d\uff0c\u5e76\u914d\u5408\u201c<\/span><span style=\"color: #B4637A\">90\u540e\u674e\u5b81<\/span><span style=\"color: #575279\">\u201d\u5e7f\u544a\u4e3b\u9898\uff0c\u5c0690\u540e\u5b9a\u4f4d\u4e3a\u6838\u5fc3\u6d88\u8d39\u7fa4\u4f53\u3002\u968f\u540e\u674e\u5b81\u516c\u53f8\u4e09\u6b21\u5ba3\u5e03\u4ea7\u54c1\u63d0\u4ef7\uff0c\u610f\u56fe\u8fdb\u519b\u4e2d\u9ad8\u7aef\u5e02\u573a\u3002  <\/span><span style=\"color: #B4637A\">2011\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u95e8\u5e97\u6570\u91cf\u4ece5000\u5bb6\u53d1\u5c55\u52308000\u5bb6\u3002\u540c\u5e74\uff0c\u674e\u5b81\u516c\u53f8\u8dcc\u843d\u201c\u56fd\u5185\u8fd0\u52a8\u54c1\u724c\u7b2c\u4e00\u201d\u5b9d\u5ea7\u3002<\/span><span style=\"color: #B4637A\">2012\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u5386\u53f2\u4e0a\u7b2c\u4e00\u6b21\u51fa\u73b0\u4e8f\u635f\uff0c\u4f01\u4e1a\u4e1a\u7ee9\u7ee7\u7eed\u6076\u5316\u3002 \u5bf9\u4e8e\u8fd9\u573a\u5931\u8d25\u6539\u9769\uff0c\u5a92\u4f53\u5206\u6790\uff1a\u4e00\u65b9\u9762\uff0c\u674e\u5b81\u54c1\u724c\u7684\u4e3b\u8981\u6d88\u8d39\u7fa4\u91cc\u5386\u6765\u90fd\u662f70\u540e\u548c80\u540e\uff0c\u4ed6\u4eec\u7ecf\u5386\u8fc7\u674e\u5b81\u5965\u8fd0\u51a0\u519b\u65f6\u4ee3\u7684\u8f89\u714c\uff0c\u5bf9\u4e8e\u54c1\u724c\u62e5\u6709\u6781\u9ad8\u7684\u8ba4\u540c\u548c\u5fe0\u8bda\u5ea6\uff0c\u4f46\u662f\u4ee590\u540e\u4e3a\u6838\u5fc3\u7684\u5e74\u8f7b\u4e00\u4ee3\u5bf9\u4e8e\u674e\u5b81\u672c\u4eba\u76f8\u5bf9\u964c\u751f\uff0c\u81ea\u7136\u5bf9\u54c1\u724c\u7f3a\u4e4f\u8ba4\u540c\u611f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u674e\u5b81\u516c\u53f8\u8d38\u7136\u63d0\u4ef7\uff0c\u629b\u5f03\u6b64\u524d\u9ad8\u6027\u4ef7\u6bd4\u7684\u4f18\u52bf\uff0c\u5728\u4ef7\u683c\u4e0a\u867d\u53ef\u4e0e\u8010\u514b\u3001\u963f\u8fea\u8fbe\u65af\u76f8\u5ab2\u7f8e\uff0c\u4f46\u4ea7\u54c1\u8d28\u91cf\u548c\u53e3\u7891\u5374\u5b58\u5728\u5dee\u8ddd\u3002\u5728\u4e2d\u4f4e\u4ef7\u4f4d\u4ea7\u54c1\u4e0a\u53c8\u8ba9\u5b89\u8e0f\u3001<\/span><span style=\"color: #B4637A\">361\u5ea6\u7b49\u672c\u571f\u54c1\u724c\u6709\u4e86\u53ef\u4e58\u4e4b\u673a<\/span><span style=\"color: #575279\">\uff0c\u81f4\u4f7f\u5927\u91cf\u6d88\u8d39\u8005\u6d41\u5931\u3002 \u8d22\u5bcc\u4e2d\u56fd500\u5f3a\u699c\u5355\u4e2d\uff0c\u674e\u5b81\u516c\u53f8\u57282010 \u5e74\u9996\u6b21\u4e0a\u699c\u65f6\u6392\u540d257\u540d\uff0c<\/span><span style=\"color: #B4637A\">2011\u5e74\u662f297\u540d<\/span><span style=\"color: #575279\">\uff0c<\/span><span style=\"color: #B4637A\">2012\u5e74\u662f381\u540d<\/span><span style=\"color: #575279\">\uff0c<\/span><span style=\"color: #B4637A\">2013\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u672a\u80fd\u8fdb\u5165\u699c\u5355\u3002 <\/span><span style=\"color: #B4637A\">2014\u5e74\u5e95<\/span><span style=\"color: #575279\">\uff0c\u5e74\u8fc750\u7684\u674e\u5b81\u5728\u6de1\u51fa\u7ba1\u7406\u5c42\u591a\u5e74\u540e\u91cd\u56de\u516c\u53f8\uff0c\u5bf9\u4e8e\u81ea\u5df1\u7684\u201c\u6551\u706b\u884c\u4e3a\u201d\uff0c\u674e\u5b81\u8bf4\uff1a\u201c\u516c\u53f8\u9700\u8981\u6211\uff0c\u6211\u5c31\u56de\u6765\uff0c\u6bd5\u7adf\u6211\u662f\u521b\u59cb\u4eba\uff0c\u53c8\u662f\u5927\u80a1\u4e1c\u3002\u201d\u91cd\u65b0\u51fa\u5c71\u540e\uff0c\u674e\u5b81\u91cd\u542f\u53e3\u53f7\u201c\u4e00\u5207\u7686\u6709\u53ef\u80fd\u201d\uff0c\u5411\u5e02\u573a\u5ba3\u8a93\u56de\u5f52\u521d\u5fc3\u3002 \u674e\u5b81\u5c06\u516c\u53f8\u5b9a\u4f4d\u7531\u201c\u4f53\u80b2\u88c5\u5907\u63d0\u4f9b\u5546\u201d\u6539\u4e3a\u201c\u4e92\u8054\u7f51<\/span><span style=\"color: #286983\">+<\/span><span style=\"color: #575279\">\u8fd0\u52a8\u751f\u6d3b\u4f53\u9a8c\u63d0\u4f9b\u5546\u201d\uff0c\u79ef\u6781\u62e5\u62b1\u201c\u8fd0\u52a8<\/span><span style=\"color: #286983\">+<\/span><span style=\"color: #575279\">\u79d1\u6280\u201d\u7684\u6d41\u884c\u8d8b\u52bf\u3002\u5229\u7528\u9ad8\u901f\u53d1\u5c55\u7684\u4e92\u8054\u7f51\uff0c\u516c\u53f8\u5f00\u542f\u201c\u4e92\u8054\u7f51<\/span><span style=\"color: #286983\">+<\/span><span style=\"color: #575279\">\u201d\u6218\u7565\u3002\u674e\u5b81\u672c\u4eba\u5f00\u901a\u793e\u4ea4\u5e73\u53f0\u8d26\u53f7\uff0c\u5356\u840c\u3001\u5199\u9e21\u6c64\u3001\u73a9Cosplay\uff0c\u4e00\u5e74\u65f6\u95f4\u5438\u7c89\u8fd1\u4e24\u767e\u4e07\u3002 <\/span><span style=\"color: #B4637A\">2015\u5e74<\/span><span style=\"color: #575279\">\uff0c\u5929\u732b\u674e\u5b81\u5b98\u65b9\u65d7\u8230\u5e97\u9500\u552e\u989d\u8fbe\u523012<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">5\u4ebf\u5143\uff0c\u53cc11\u6d3b\u52a8\u5f53\u5929\uff0c\u674e\u5b81\u54c1\u724c\u6574\u4f53\u4ea4\u6613\u989d\u8d852\u4ebf\u5143\uff0c\u4e24\u9879\u6570\u636e\u5747\u7a33\u5c45\u56fd\u5185\u8fd0\u52a8\u54c1\u724c\u9500\u552e\u989d\u699c\u9996\u3002 \u7535\u5546\u7ed9\u4e86\u674e\u5b81\u516c\u53f8\u65b0\u7684\u751f\u547d\u529b\u3002<\/span><span style=\"color: #B4637A\">2012\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u5f53\u5e74\u8425\u653667<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">39\u4ebf\u5143\uff0c\u51c0\u5229\u6da6\u4e3a<\/span><span style=\"color: #286983\">-<\/span><span style=\"color: #D7827E\">19.<\/span><span style=\"color: #B4637A\">79\u4ebf\u5143<\/span><span style=\"color: #575279\">\u3002<\/span><span style=\"color: #B4637A\">2021\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u8425\u6536\u4e3a225<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">7\u4ebf\u5143\uff0c\u51c0\u5229\u6da640<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">11\u4ebf\u5143\u3002<\/span><span style=\"color: #B4637A\">2022\u5e74\u4e0a\u534a\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u8425\u6536124<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">1\u4ebf\u5143\uff0c\u51c0\u5229\u6da621<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">89\u4ebf\u5143\u3002\u674e\u5b81\u5bf9\u516c\u53f8\u7684\u63d0\u632f\u6548\u5e94\u7acb\u7aff\u89c1\u5f71\uff0c\u4ed6\u8ba9\u516c\u53f8\u6293\u4f4f\u65f6\u4ee3\u7684\u8109\u640f\uff0c\u5c1d\u5230\u4e86\u751c\u5934\u3002  \u6253\u9020\u201c\u4e2d\u56fd\u674e\u5b81\u201d<\/span><span style=\"color: #B4637A\">2015\u5e74<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u521a\u521a\u56de\u5f52\uff0c\u524d\u51e0\u5e74\u6301\u7eed\u4f4e\u8ff7\u7684\u674e\u5b81\u516c\u53f8\u6025\u9700\u8f6c\u578b\uff0c\u674e\u5b81\u8ba4\u4e3a\u54c1\u724c\u79bb\u5e74\u8f7b\u4eba\u8d8a\u6765\u8d8a\u8fdc\u3002\u4e3a\u771f\u6b63\u8d34\u5408\u5e74\u8f7b\u4eba\u7684\u559c\u597d\u548c\u9700\u6c42\uff0c\u674e\u5b81\u516c\u53f8\u5f00\u59cb\u5927\u91cf\u5e74\u8f7b\u6d88\u8d39\u8005\u8c03\u7814\uff0c\u54c1\u724c\u7b56\u7565\u4e5f\u6709\u6240\u6539\u53d8\uff0c\u5f00\u59cb\u5f80\u66f4\u6f6e\u6d41\u7684\u65b9\u5411\u53d1\u5c55\u3002 <\/span><span style=\"color: #B4637A\">2018\u5e74<\/span><span style=\"color: #575279\">\uff0c\u5370\u6709\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u56db\u5b57logo\u7684\u756a\u8304\u7092\u86cb\u670d\u88c5\u5728\u7ebd\u7ea6\u65f6\u88c5\u5468\u51fa\u573a\uff0c\u8ba9\u201c\u674e\u5b81\u724c\u201d\u6210\u4e3a\u9996\u4e2a\u767b\u4e0a\u7ebd\u7ea6\u65f6\u88c5\u5468\u7684\u4e2d\u56fd\u8fd0\u52a8\u54c1\u724c\u3002\u4e00\u65f6\u95f4\uff0c\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u56db\u4e2a\u5b57\u53cd\u590d\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u88ab\u4f20\u64ad\u3002 <\/span><span style=\"color: #797593\">[<\/span><span style=\"color: #D7827E\">63<\/span><span style=\"color: #286983\">-<\/span><span style=\"color: #D7827E\">64<\/span><span style=\"color: #797593\">]<\/span><span style=\"color: #575279\">\u8c08\u5230\u4e3a\u4f55\u4f1a\u60f3\u5230\u5c06\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u5370\u5728\u80f8\u524d\uff0c\u674e\u5b81\u8868\u793a\uff0c\u6211\u8fc7\u53bb\u6bd4\u8d5b\u5c31\u662f\u4ee3\u8868\u4e2d\u56fd\uff0c\u4ecb\u7ecd\u6211\u7684\u65f6\u5019\u5c31\u8bf4\u201cChina<\/span><span style=\"color: #286983\">-<\/span><span style=\"color: #575279\">LiNing\u201d\uff0c\u6ca1\u6709\u522b\u7684\u4efb\u4f55\u591a\u7684\u8bed\u8a00\uff0c\u6240\u4ee5\u6211\u4eec\u60f3\u80fd\u591f\u628a\u4e2d\u56fd\u7684\u6587\u5316\u3001\u4f53\u80b2\u8ddf\u65f6\u5c1a\u7ed3\u5408\uff0c\u5c31\u50cf\u4e00\u4e2a\u4e2d\u56fd\u5370\u7ae0\u4e00\u6837\uff0c\u5199\u4e0a\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u5c31\u591f\u4e86\u3002 \u7ebd\u7ea6\u65f6\u88c5\u5468\u7684\u6210\u529f\uff0c\u8ba9\u7b79\u5212\u5df2\u4e45\u7684\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u52a0\u5feb\u4ece\u6982\u5ff5\u5230\u53ef\u6301\u7eed\u4e1a\u52a1\u7684\u6f14\u5316\uff0c<\/span><span style=\"color: #B4637A\">2018\u5e746\u6708\u548c2019\u5e742\u6708<\/span><span style=\"color: #575279\">\uff0c\u674e\u5b81\u516c\u53f8\u63a5\u8fde\u767b\u4e0a\u5df4\u9ece\u65f6\u88c5\u5468\u548c\u7ebd\u7ea6\u65f6\u88c5\u5468\uff0c\u5206\u522b\u4ee5\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u548c\u201c\u884c\u201d\uff08\u53e4\u8a00\u201c\u8def\u867d\u5f25\uff0c\u4e0d\u884c\u4e0d\u81f3\u201d\uff09\u4e3a\u4e3b\u9898\u3002 <\/span><span style=\"color: #B4637A\">2018\u5e74<\/span><span style=\"color: #575279\">\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u670d\u88c5\u7cfb\u5217\u603b\u9500\u91cf\u8d85\u8fc7550\u4e07\u4ef6\uff0c\u978b\u7cfb\u5217\u9500\u91cf\u8d85\u8fc75\u4e07\u4ef6\uff0c\u65b0\u54c1\u552e\u7f44\u7387\u5747\u8d85\u8fc770<\/span><span style=\"color: #286983\">%<\/span><span style=\"color: #575279\">\uff0c\u5728\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u7cfb\u5217\u7684\u5e26\u52a8\u4e0b\uff0c\u674e\u5b81\u516c\u53f82018\u5e74\u8fd0\u52a8\u65f6\u5c1a\u54c1\u7c7b\u7684\u96f6\u552e\u6d41\u6c34\u540c\u6bd4\u4e0a\u534742<\/span><span style=\"color: #286983\">%<\/span><span style=\"color: #575279\">\uff0c\u9886\u8dd1\u674e\u5b81\u65d7\u4e0b\u6240\u6709\u54c1\u7c7b\uff08\u7bee\u7403\u54c1\u7c7b\u589e\u901f29<\/span><span style=\"color: #286983\">%<\/span><span style=\"color: #575279\">\uff0c\u8bad\u7ec3\u54c1\u7c7b\u589e\u901f20<\/span><span style=\"color: #286983\">%<\/span><span style=\"color: #575279\">\uff09\u3002 <\/span><span style=\"color: #B4637A\">2023\u5e746\u670820\u65e5<\/span><span style=\"color: #575279\">\uff0c\u201c\u4e2d\u56fd\u674e\u5b81\u201d\u5728\u6cd5\u56fd\u5df4\u9ece\u65f6\u88c5\u5468\u6b63\u5f0f\u53d1\u5e032024\u6625\u590f\u7cfb\u5217\u3002<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5206\u5757 &amp; Embedding<\/h3>\n\n\n\n<p>\u6211\u8fd9\u91cc\u7b80\u5355\u4e14\u7c97\u66b4\u5730\u628a\u6574\u4e2a\u6587\u4ef6\u5206\u6210\u591a\u4e2a\u6bb5\u843d\uff0c\u6bcf\u4e2a\u6bb5\u843d1000\u4e2a\u5b57\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#575279;--cbp-line-number-width:calc(2 * 0.6 * .75rem);line-height:1rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#faf4ed\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"sections = []\nwith open('lining.txt', 'r') as f:\n    lines = f.readlines()\n    line = lines[0]\n    for i in range(0, len(line), 1000):\n        sections.append(line[i:i+1000])\n        \n# Loading embedding model     \nembed_model_name = &quot;sentence-transformers\/all-MiniLM-L6-v2&quot;\nembed_model = SentenceTransformer(model_name)\n\n# Persisting\ncollection.update(\n    documents=paragraphs,\n    embeddings=embeddings,\n    ids=[f&quot;id{i}&quot; for i in range(len(sections))]\n)\" style=\"color:#575279;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-dawn\" style=\"background-color: #faf4ed\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #575279\">sections <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #797593\">[]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #286983\">with<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #B4637A; font-style: italic\">open<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #EA9D34\">&#39;lining.txt&#39;<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&#39;r&#39;<\/span><span style=\"color: #797593\">)<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #286983\">as<\/span><span style=\"color: #575279\"> f<\/span><span style=\"color: #797593\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    lines <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> f<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">readlines<\/span><span style=\"color: #797593\">()<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    line <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> lines<\/span><span style=\"color: #797593\">[<\/span><span style=\"color: #D7827E\">0<\/span><span style=\"color: #797593\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #286983\">for<\/span><span style=\"color: #575279\"> i <\/span><span style=\"color: #286983\">in<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #B4637A; font-style: italic\">range<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #D7827E\">0<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #B4637A; font-style: italic\">len<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">line<\/span><span style=\"color: #797593\">),<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #D7827E\">1000<\/span><span style=\"color: #797593\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">        sections<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">append<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">line<\/span><span style=\"color: #797593\">[<\/span><span style=\"color: #575279\">i<\/span><span style=\"color: #797593\">:<\/span><span style=\"color: #575279\">i<\/span><span style=\"color: #286983\">+<\/span><span style=\"color: #D7827E\">1000<\/span><span style=\"color: #797593\">])<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #797593; font-style: italic\">#<\/span><span style=\"color: #9893A5; font-style: italic\"> Loading embedding model     <\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">embed_model_name <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&quot;sentence-transformers\/all-MiniLM-L6-v2&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">embed_model <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> SentenceTransformer<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">model_name<\/span><span style=\"color: #797593\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #797593; font-style: italic\">#<\/span><span style=\"color: #9893A5; font-style: italic\"> Persisting<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">collection<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">update<\/span><span style=\"color: #797593\">(<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #907AA9; font-style: italic\">documents<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\">paragraphs<\/span><span style=\"color: #797593\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #907AA9; font-style: italic\">embeddings<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\">embeddings<\/span><span style=\"color: #797593\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #907AA9; font-style: italic\">ids<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #797593\">[<\/span><span style=\"color: #286983\">f<\/span><span style=\"color: #EA9D34\">&quot;id<\/span><span style=\"color: #286983\">{<\/span><span style=\"color: #575279\">i<\/span><span style=\"color: #286983\">}<\/span><span style=\"color: #EA9D34\">&quot;<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #286983\">for<\/span><span style=\"color: #575279\"> i <\/span><span style=\"color: #286983\">in<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #B4637A; font-style: italic\">range<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #B4637A; font-style: italic\">len<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">sections<\/span><span style=\"color: #797593\">))]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #797593\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u68c0\u7d22(Retrieval)<\/h3>\n\n\n\n<p>\u6765\u5230\u4e86RAG\u540d\u5b57\u7531\u6765\u7684\u7b2c\u4e00\u4e2a\u5355\u8bcdretrieval\uff0c\u5c31\u662f\u5728\u9ad8\u7eac\u7a7a\u95f4\u4e2d\u627e\u5230\u6700\u90bb\u8fd1\u7684\u51e0\u4e2a\u70b9(\u4f60\u770b\u4e00\u52a0\u5165\u201c\u9ad8\u7ef4\u7a7a\u95f4\u201d\u663e\u5f97\u5c31\u7279\u522b\u9ad8\u7aef\uff0c\u4f46\u51e1\u8ddf\u7406\u8bba\u7269\u7406\u6cbe\u8fb9\u77ac\u95f4\u5c31\u4e0d\u4e00\u6837\u4e86)\uff0c\u5b9e\u9645\u4e0a\u5c31\u662f\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u627e\u5230\u8ddf\u6211\u4eec\u7684\u95ee\u9898\uff08prompt\/query\uff09\u8bed\u4e49\u4e0a\u6700\u63a5\u8fd1\u7684\u7684TOP n\u4e2a\u6bb5\u843d\uff0c\u6ca1\u9519\u5c31\u662f\u4e00\u884c\u4ee3\u7801\u7684\u4e8b<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#575279;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#faf4ed\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"# Embedding the query\nquery = &quot;\u674e\u5b81\u516c\u53f8\u4e0a\u5e02\u4e86\u5417\uff1f&quot;\nquery_embed = embed_model.encode([query])\n# Retrieving\uff0c\u90a3\u4e00\u884c\u4ee3\u7801\uff5e\nrelevant_top_sections = collection.query(query_embed, n_results=5)\nrelevant_content = ','.join(relevant_top_sections['documents'][0])\" style=\"color:#575279;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-dawn\" style=\"background-color: #faf4ed\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #797593; font-style: italic\">#<\/span><span style=\"color: #9893A5; font-style: italic\"> Embedding the query<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">query <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&quot;\u674e\u5b81\u516c\u53f8\u4e0a\u5e02\u4e86\u5417\uff1f&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">query_embed <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> embed_model<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">encode<\/span><span style=\"color: #797593\">([<\/span><span style=\"color: #575279\">query<\/span><span style=\"color: #797593\">])<\/span><\/span>\n<span class=\"line\"><span style=\"color: #797593; font-style: italic\">#<\/span><span style=\"color: #9893A5; font-style: italic\"> Retrieving\uff0c\u90a3\u4e00\u884c\u4ee3\u7801\uff5e<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">relevant_top_sections <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> collection<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">query<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">query_embed<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #907AA9; font-style: italic\">n_results<\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #D7827E\">5<\/span><span style=\"color: #797593\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">relevant_content <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&#39;,&#39;<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\">join<\/span><span style=\"color: #797593\">(<\/span><span style=\"color: #575279\">relevant_top_sections<\/span><span style=\"color: #797593\">[<\/span><span style=\"color: #EA9D34\">&#39;documents&#39;<\/span><span style=\"color: #797593\">][<\/span><span style=\"color: #D7827E\">0<\/span><span style=\"color: #797593\">])<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u751f\u6210(Generation)<\/h3>\n\n\n\n<p>\u4e0a\u9762\u5df2\u7ecf\u628a\u6700\u76f8\u5173\u7684TOP 5\u4e2a\u6bb5\u843d\u5185\u5bb9\u6574\u5408\u5728\u4e00\u53e5\u8bdd\u91cc\u9762\u4e86\uff0c\u52a0\u4e0a\u6211\u4eec\u4e4b\u524d\u7684\u95ee\u9898\uff0c\u91cd\u65b0\u7ec4\u6210\u65b0\u7684prompt\uff0c\u6211\u8fd9\u91ccprompt\u662f\u8fd9\u6837\u7684:<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#575279;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#faf4ed\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"message = [\n    {'role': 'user', 'content': f&quot;\u8bf7\u57fa\u4e8e\u4e0b\u5217\u5185\u5bb9\u56de\u7b54\u672c\u6bb5\u6700\u540e\u7684\u95ee\u9898\uff0c\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u7b54\u6848\u5c31\u56de\u7b54\u4e0d\u77e5\u9053\uff0c\u8bf7\u4e0d\u8981\u8bd5\u56fe\u56de\u7b54\u4e0d\u77e5\u9053\u7684\u95ee\u9898\u3002\\n\\n{relevant_content}\\n\\n\u95ee\u9898\u662f:{query}\\n\\n\u6b63\u786e\u7684\u7b54\u6848\u662f:&quot;},\n]\" style=\"color:#575279;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-dawn\" style=\"background-color: #faf4ed\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #575279\">message <\/span><span style=\"color: #286983\">=<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #797593\">[<\/span><\/span>\n<span class=\"line\"><span style=\"color: #575279\">    <\/span><span style=\"color: #797593\">{<\/span><span style=\"color: #EA9D34\">&#39;role&#39;<\/span><span style=\"color: #797593\">:<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&#39;user&#39;<\/span><span style=\"color: #797593\">,<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #EA9D34\">&#39;content&#39;<\/span><span style=\"color: #797593\">:<\/span><span style=\"color: #575279\"> <\/span><span style=\"color: #286983\">f<\/span><span style=\"color: #EA9D34\">&quot;\u8bf7\u57fa\u4e8e\u4e0b\u5217\u5185\u5bb9\u56de\u7b54\u672c\u6bb5\u6700\u540e\u7684\u95ee\u9898\uff0c\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u7b54\u6848\u5c31\u56de\u7b54\u4e0d\u77e5\u9053\uff0c\u8bf7\u4e0d\u8981\u8bd5\u56fe\u56de\u7b54\u4e0d\u77e5\u9053\u7684\u95ee\u9898\u3002<\/span><span style=\"color: #286983\">\\n\\n{<\/span><span style=\"color: #575279\">relevant_content<\/span><span style=\"color: #286983\">}\\n\\n<\/span><span style=\"color: #EA9D34\">\u95ee\u9898\u662f:<\/span><span style=\"color: #286983\">{<\/span><span style=\"color: #575279\">query<\/span><span style=\"color: #286983\">}\\n\\n<\/span><span style=\"color: #EA9D34\">\u6b63\u786e\u7684\u7b54\u6848\u662f:&quot;<\/span><span style=\"color: #797593\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #797593\">]<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p>\u5173\u4e8e\u201c\u674e\u5b81\u516c\u53f8\u4e0a\u5e02\u4e86\u5417\uff1f\u201d\u8fd9\u4e2a\u95ee\u9898\u6700\u7ec8\u751f\u6210\u7684prompt\u957f\u8fd9\u6837<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#575279;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#faf4ed\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"''\u8bf7\u57fa\u4e8e\u4e0b\u5217\u5185\u5bb9\u56de\u7b54\u672c\u6bb5\u6700\u540e\u7684\u95ee\u9898\uff0c\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u7b54\u6848\u5c31\u56de\u7b54\u4e0d\u77e5\u9053\uff0c\u8bf7\u4e0d\u8981\u8bd5\u56fe\u56de\u7b54\u4e0d\u77e5\u9053\u7684\u95ee\u9898\u3002\\n\\n\u51e0\u4e4e\u662f\u4e00\u591c\u4e4b\u95f4\uff0c\u201c\u674e\u5b81\u724c\u201d\u58f0\u540d\u9e4a\u8d77\uff0c\u5f88\u591a\u4eba\u90fd\u7a7f\u4e0a\u201c\u674e\u5b81\u724c\u201d\u8fd0\u52a8\u978b\u670d\uff0c\u62e5\u6709\u4e00\u53cc\u674e\u5b81\u7403\u978b\u6210\u4e3a\u65f6\u9ae6\u7684\u8c61\u5f81\u3002 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viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-dawn\" style=\"background-color: #faf4ed\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #EA9D34\">&#39;&#39;<\/span><span style=\"color: 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2000\u5e74\uff0c\u674e\u5b81\u5165\u9009\u56fd\u9645\u4f53\u8054\u4f53\u64cd\u540d\u4eba\u5802\uff0c\u6210\u4e3a\u4e2d\u56fd\u4f53\u64cd\u53f2\u4e0a\u7b2c\u4e00\u4eba\u3002 2019\u5e74\uff0c\u674e\u5b81\u88ab\u4efb\u547d\u4e3a\u4e2d\u56fd\u5965\u59d4\u4f1a\u59d4\u5458\u3002 \u88c1\u5224\u7ecf\u53861989\u5e74\uff0c\u8003\u53d6\u4f53\u64cd\u56fd\u9645\u88c1\u5224\u8bc1\u4e66\u3002\u4ece1991\u5e74\u7f8e\u56fd\u5370\u7b2c\u5b89\u7eb3\u6ce2\u5229\u65af\u4e16\u9526\u8d5b\u52302000\u5e74\u82f1\u56fd\u683c\u62c9\u65af\u54e5\u4e16\u754c\u676f\u603b\u51b3\u8d5b\u7684\u5341\u5e74\u95f4\uff0c\u674e\u5b81\u6267\u6cd5\u4e86\u5386\u5c4a\u4e16\u754c\u4f53\u64cd\u5927\u8d5b\u3002 1996\u5e74\uff0c\u62c5\u4efb\u5965\u8fd0\u4f1a\u4f53\u64cd\u6bd4\u8d5b\u88c1\u5224\u30022000\u5e74\u6089\u5c3c\u5965\u8fd0\u4f1a\uff0c\u62c5\u4efb\u8df3\u9a6c\u6bd4\u8d5b\u88c1\u5224\u957f\u3002\u5bf9\u4e8e\u88c1\u5224\u5de5\u4f5c\u548c\u8eab\u4efd\u8f6c\u53d8\uff0c\u674e\u5b81\u8bf4\uff1a\u201c\u81ea\u5df1\u7684\u4e3b\u8981\u4efb\u52a1\uff0c\u662f\u7ed9\u6240\u6709\u8c61\u4ed6\u5f53\u521d\u90a3\u6837\u60f3\u8868\u73b0\u7684\u8fd0\u52a8\u5458\u521b\u9020\u66f4\u597d\u3001\u66f4\u516c\u5e73\u7684\u8868\u73b0\u73af\u5883\u3002\u201d  \u62c5\u4efb\u5317\u4eac\u5965\u8fd0\u706b\u70ac\u624b\u5168\u6c11\u731c\u60f3\u8c01\u6765\u70b9\u71c3\u5965\u8fd0\u5723\u706b\uff0c\u662f2008\u5e74\u5317\u4eac\u5965\u8fd0\u4f1a\u5f00\u5e55\u5f0f\u6700\u5927\u7684\u60ac\u5ff5\u3002\u4e3a\u89e3\u5f00\u8fd9\u4e2a\u5de8\u5927\u7684\u8c1c\uff0c\u66fe\u4e3a\u4e4b\u5c55\u5f00\u4e86\u5168\u6c11\u5927\u731c\u60f3\u3002\u5218\u7fd4\u3001\u59da\u660e\u3001\u6851\u5170\u3001\u8bb8\u6d77\u5cf0\u3001\u4f55\u632f\u6881\u3001\u9093\u4e9a\u840d\u3001\u4f0f\u660e\u971e\u3001\u6768\u626c\u3001\u5f20\u6021\u5b81\u2026\u2026\u4f3c\u4e4e\u90fd\u6709\u7406\u7531\uff0c\u4f3c\u4e4e\u8c01\u90fd\u5408\u9002\u3002 \u674e\u5b81\u6700\u7ec8\u8131\u9896\u800c\u51fa\uff0c \u5317\u4eac\u5965\u8fd0\u4f1a\u5f00\u95ed\u5e55\u5f0f\u603b\u5bfc\u6f14\u5f20\u827a\u8c0b\u89e3\u91ca\u4e86\u9009\u62e9\u674e\u5b81\u7684\u539f\u56e0\uff1a\u201c\u9009\u62e9\u5df2\u7ecf\u9000\u5f79\u7684\u674e\u5b81\u662f\u6709\u7279\u6b8a\u8981\u6c42\u7684\uff0c\u9996\u5148\u4ed6\u8981\u5728\u9ad8\u7a7a\u505a\u9ad8\u96be\u5ea6\u52a8\u4f5c\uff0c\u9700\u8981\u8bad\u7ec3\u5f88\u957f\u65f6\u95f4\uff0c\u6211\u4eec\u4e0d\u5927\u53ef\u80fd\u9080\u8bf7\u4e00\u4f4d\u6b63\u5728\u51c6\u5907\u53c2\u8d5b\u7684\u73b0\u5f79\u8fd0\u52a8\u5458\u6765\u505a\u3002\u5176\u6b21\uff0c\u6b64\u4eba\u8981\u83b7\u5f97\u8fc7\u5d07\u9ad8\u8363\u8a89\uff0c\u517c\u5177\u4f53\u64cd\u6280\u80fd\u65b9\u9762\u7684\u57fa\u7840\u3002\u7a7a\u4e2d\u7684\u8f6c\u8eab\u3001\u6a2a\u7740\u8d70\u90fd\u8981\u7ecf\u8fc7\u7279\u522b\u8bad\u7ec3\u3002\u7ecf\u8fc7\u56fd\u5bb6\u4f53\u80b2\u603b\u5c40\u7684\u63a8\u8350\uff0c\u6211\u4eec\u6700\u7ec8\u786e\u5b9a\u4e86\u674e\u5b81\u3002\u201d \u674e\u5b81\u7684\u542f\u8499\u6559\u7ec3\u6881\u6587\u6770\u5728\u5f00\u5e55\u5f0f\u524d\u66fe\u9884\u611f\u5230\uff0c\u7231\u5f92\u674e\u5b81\u5c06\u70b9\u71c3\u4e3b\u706b\u70ac\uff1a\u201c\u674e\u5b81\u7684\u4f18\u52bf\u5f88\u660e\u663e\uff0c\u4ed6\u662f\u5965\u8fd0\u51a0\u519b\uff0c\u4eba\u54c1\u548c\u5bf9\u4e2d\u56fd\u4f53\u80b2\u7684\u8d21\u732e\uff0c\u90fd\u6709\u76ee\u5171\u7779\u3002\u4ed6\u505a\u51fa\u4e86\u81ea\u5df1\u7684\u54c1\u724c\uff0c\u5f71\u54cd\u529b\u904d\u53ca\u5168\u7403\u3002\u4ed6\u4e00\u76f4\u70ed\u5fc3\u516c\u76ca\u4e8b\u4e1a\uff0c\u5bf9\u793e\u4f1a\u7684\u8d21\u732e\uff0c\u5728\u8fd0\u52a8\u5458\u4e2d\u51e0\u4e4e\u65e0\u4eba\u80fd\u6bd4\u3002\u201d\\n\\n\u95ee\u9898\u662f:\u674e\u5b81\u516c\u53f8\u4e0a\u5e02\u4e86\u5417\uff1f\\n\\n\u6b63\u786e\u7684\u7b54\u6848\u662f:&#39;&#39;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p>\u8fd9\u7edd\u5bf9\u4e0d\u662f\u7528\u6765\u51d1\u5b57\u6570\u7684\uff5e\u63d0\u4ea4\u7ed9\u6a21\u578b\u540e\u7684\u8f93\u51fa\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"582\" height=\"84\" src=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-2.png\" alt=\"\" class=\"wp-image-869\" srcset=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-2.png 582w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-2-300x43.png 300w\" sizes=\"auto, (max-width: 582px) 100vw, 582px\" \/><\/figure>\n\n\n\n<p>\u540c\u6837\u8be2\u95ee\u4e86&#8221;\u8bf7\u95ee\u674e\u5b81\u662f\u54ea\u4e00\u5e74\u51fa\u751f\u7684\uff1f&#8221;\u7ed9\u51fa\u7684\u7b54\u6848\u5f88\u76f4\u63a5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"578\" height=\"91\" src=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-3.png\" alt=\"\" class=\"wp-image-870\" srcset=\"https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-3.png 578w, https:\/\/tensorzen.blog\/wp-content\/uploads\/2024\/07\/output-3-300x47.png 300w\" sizes=\"auto, (max-width: 578px) 100vw, 578px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e0d\u662f\u4e00\u4e2a\u641c\u7d22\u5f15\u64ce\uff0c\u6211\u53c8\u591a\u63d0\u95ee\u4e86\u4e00\u4e2a\u95ee\u9898\uff0c&#8221;\u674e\u5b81\u516c\u53f8\u662f\u600e\u4e48\u53d1\u9645\u7684\uff1f&#8221;\uff0c\u56de\u7b54\u5982\u4e0b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#575279;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#faf4ed\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"\u674e\u5b81\u516c\u53f8\u7684\u53d1\u9645\u8fc7\u7a0b\u53ef\u4ee5\u5206\u4e3a\u51e0\u4e2a\u9636\u6bb5\uff1a\n\n1. 1988\u5e74\uff0c\u674e\u5b81\u9000\u5f79\u540e\u52a0\u5165\u5065\u529b\u5b9d\u96c6\u56e2\uff0c\u521b\u529e\u4e86\u201c\u674e\u5b81\u724c\u201d\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u3002\n2. 1990\u5e74\uff0c\u674e\u5b81\u724c\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u4e0e\u65b0\u52a0\u5761\u516c\u53f8\u5408\u8d44\uff0c\u6210\u7acb\u4e86\u4e2d\u65b0\uff08\u52a0\u5761\uff09\u5408\u8d44\u5065\u529b\u5b9d\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u3002\n3. 1992\u5e74\uff0c\u674e\u5b81\u724c\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u83b7\u5f97\u5965\u8fd0\u4f1a\u4e2d\u56fd\u4ee3\u8868\u56e2\u6307\u5b9a\u9886\u5956\u670d\u88c5\u3001\u9886\u5956\u978b\u7684\u5408\u540c\uff0c\u5f00\u59cb\u5728\u56fd\u9645\u821e\u53f0\u4e0a\u5c55\u73b0\u3002\n4. 1994\u5e74\uff0c\u674e\u5b81\u51b3\u5b9a\u8131\u79bb\u5065\u529b\u5b9d\uff0c\u81ea\u7acb\u95e8\u6237\uff0c\u6210\u7acb\u4e86\u72ec\u7acb\u7684\u674e\u5b81\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u3002\n\n\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u674e\u5b81\u9010\u6e10\u4ece\u4e00\u4e2a\u8fd0\u52a8\u5458\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u4f01\u4e1a\u5bb6\uff0c\u5efa\u7acb\u4e86\u81ea\u5df1\u7684\u8fd0\u52a8\u88c5\u5907\u54c1\u724c\uff0c\u5e76\u6700\u7ec8\u6210\u4e3a\u4e2d\u56fd\u4f53\u80b2\u7528\u54c1\u884c\u4e1a\u7684\u9886\u5bfc\u8005\u3002\" style=\"color:#575279;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-dawn\" style=\"background-color: #faf4ed\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #575279\">\u674e\u5b81\u516c\u53f8\u7684\u53d1\u9645\u8fc7\u7a0b\u53ef\u4ee5\u5206\u4e3a\u51e0\u4e2a\u9636\u6bb5\uff1a<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D7827E\">1<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\"> 1988\u5e74\uff0c\u674e\u5b81\u9000\u5f79\u540e\u52a0\u5165\u5065\u529b\u5b9d\u96c6\u56e2\uff0c\u521b\u529e\u4e86\u201c\u674e\u5b81\u724c\u201d\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D7827E\">2<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\"> 1990\u5e74\uff0c\u674e\u5b81\u724c\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u4e0e\u65b0\u52a0\u5761\u516c\u53f8\u5408\u8d44\uff0c\u6210\u7acb\u4e86\u4e2d\u65b0\uff08\u52a0\u5761\uff09\u5408\u8d44\u5065\u529b\u5b9d\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D7827E\">3<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\"> 1992\u5e74\uff0c\u674e\u5b81\u724c\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u83b7\u5f97\u5965\u8fd0\u4f1a\u4e2d\u56fd\u4ee3\u8868\u56e2\u6307\u5b9a\u9886\u5956\u670d\u88c5\u3001\u9886\u5956\u978b\u7684\u5408\u540c\uff0c\u5f00\u59cb\u5728\u56fd\u9645\u821e\u53f0\u4e0a\u5c55\u73b0\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D7827E\">4<\/span><span style=\"color: #797593\">.<\/span><span style=\"color: #575279\"> 1994\u5e74\uff0c\u674e\u5b81\u51b3\u5b9a\u8131\u79bb\u5065\u529b\u5b9d\uff0c\u81ea\u7acb\u95e8\u6237\uff0c\u6210\u7acb\u4e86\u72ec\u7acb\u7684\u674e\u5b81\u8fd0\u52a8\u670d\u88c5\u516c\u53f8\u3002<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #575279\">\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u674e\u5b81\u9010\u6e10\u4ece\u4e00\u4e2a\u8fd0\u52a8\u5458\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u4f01\u4e1a\u5bb6\uff0c\u5efa\u7acb\u4e86\u81ea\u5df1\u7684\u8fd0\u52a8\u88c5\u5907\u54c1\u724c\uff0c\u5e76\u6700\u7ec8\u6210\u4e3a\u4e2d\u56fd\u4f53\u80b2\u7528\u54c1\u884c\u4e1a\u7684\u9886\u5bfc\u8005\u3002<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p>\u7b54\u6848\u5e76\u6ca1\u6709\u76f4\u63a5\u51fa\u73b0\u5728\u63d0\u4f9b\u7684\u8d44\u6599\u4e2d\uff0c\u8bf4\u660e\u662f\u6a21\u578b\u81ea\u5df1\u7ec4\u7ec7\u8fc7\u8bed\u8a00\u4e86\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u603b\u7ed3<\/h1>\n\n\n\n<p>RAG\u4e3b\u8981\u5229\u7528\u4e86\u8bed\u4ee5\u76f8\u4f3c\u6027\u8fdb\u884c\u4fe1\u606f\u68c0\u7d22\uff0c\u52a0\u4e0a\u4f18\u79c0\u7684\u5de5\u7a0b\u5de5\u5177\u7684\u52a0\u6301\u53ef\u4ee5\u8ba9\u6211\u4eec\u5f88\u7b80\u5355\u7684\u81ea\u52a9\u5b9e\u73b0\u3002\u5f53\u7136\u6211\u7406\u89e3\u53ef\u80fd\u6709\u504f\u5dee\uff0c\u6709\u4ec0\u4e48\u95ee\u9898\u5e0c\u671b\u6307\u51fa\u3002\u5b9e\u9645\u4e0a\u5df2\u7ecf\u6709\u5f88\u6210\u719f\u7684\u5de5\u5177\u5305\u6765\u5b8c\u6210\u4e0a\u8fd9\u4e2a\u6d41\u7a0b\uff0c\u6bd4\u5982LlamaIndex\uff0cLangChain\u91cc\u4e5f\u6709\u76f8\u5173\u7684\u5c01\u88c5\uff0cRAG\u5bf9\u5927\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u7279\u522b\u660e\u663e\u7684\uff0c\u5728\u4e3aChatGPT\u4e00\u7c7b\u7684\u5546\u4e1a\u6a21\u578b\u5236\u4f5cAgent\u7684\u65f6\u5019\u4e5f\u4f1a\u7ecf\u5e38\u7528\u5230\u8fd9\u4e2a\u6280\u672f\uff0c\u5927\u6982\u5c31\u8fd9\u4e9b\u5427\u3002<\/p>\n\n\n\n<p>\u6700\u540e\u8fd8\u662f\u5bf9\u5f00\u6e90\u4e16\u754c\u81f4\u4ee5\u6700\u5d07\u9ad8\u5730\u656c\u610f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>RAG(Retrieval and generation)\u6280\u672f\u53ef\u4ee5\u6269\u5c55\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u5e93\uff0c\u7528\u6765\u56de\u7b54\u6211\u4eec\u7279\u5b9a\u95ee\u9898\uff0c\u8fd9\u91cc\u6211\u4eecStep by Step \u5b9e\u73b0RAG\u6280\u672f\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-343","post","type-post","status-publish","format-standard","hentry","category-llm"],"_links":{"self":[{"href":"https:\/\/tensorzen.blog\/index.php?rest_route=\/wp\/v2\/posts\/343","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tensorzen.blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tensorzen.blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tensorzen.blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tensorzen.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=343"}],"version-history":[{"count":11,"href":"https:\/\/tensorzen.blog\/index.php?rest_route=\/wp\/v2\/posts\/343\/revisions"}],"predecessor-version":[{"id":882,"href":"https:\/\/tensorzen.blog\/index.php?rest_route=\/wp\/v2\/posts\/343\/revisions\/882"}],"wp:attachment":[{"href":"https:\/\/tensorzen.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=343"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tensorzen.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=343"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tensorzen.blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=343"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}