{"id":16388,"date":"2024-12-24T19:26:05","date_gmt":"2024-12-24T11:26:05","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=16388"},"modified":"2024-12-24T19:26:05","modified_gmt":"2024-12-24T11:26:05","slug":"xiaobaiyenengkandongai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/xiaobaiyenengkandongai\/","title":{"rendered":"\u5c0f\u767d\u4e5f\u80fd\u770b\u61c2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u77e5\u8bc6\u70b9"},"content":{"rendered":"<h3>\u5927\u6a21\u578b\u5fae\u8c03\u5168\u6d41\u7a0b<\/h3>\n<p><img decoding=\"async\" title=\"\u5c0f\u767d\u4e5f\u80fd\u770b\u61c2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u77e5\u8bc6\u70b9-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/ccec889c14e7ea2.png\" alt=\"\u5c0f\u767d\u4e5f\u80fd\u770b\u61c2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u77e5\u8bc6\u70b9-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u5efa\u8bae\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u4e25\u683c\u6309\u7167\u4ee5\u4e0a\u6d41\u7a0b\u6267\u884c\uff0c\u907f\u514d\u8df3\u6b65\uff0c\u5426\u5219\u53ef\u80fd\u5bfc\u81f4\u65e0\u6548\u52b3\u52a8\u3002\u6bd4\u5982\uff0c\u5982\u679c\u6ca1\u6709\u5145\u5206\u6784\u5efa\u6570\u636e\u96c6\uff0c\u6700\u7ec8\u53d1\u73b0\u5fae\u8c03\u6a21\u578b\u6548\u679c\u4e0d\u4f73\u662f\u6570\u636e\u96c6\u8d28\u91cf\u7684\u95ee\u9898\uff0c\u90a3\u4e48\u524d\u671f\u7684\u52aa\u529b\u5c06\u4ed8\u8bf8\u4e1c\u6d41\uff0c\u4e8b\u500d\u529f\u534a\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u6570\u636e\u96c6\u6536\u96c6\u4e0e\u6574\u7406<\/h3>\n<p>\u6839\u636e\u6570\u636e\u96c6\u7684\u53ef\u83b7\u5f97\u6027\uff0c\u6570\u636e\u96c6\u53ef\u4ee5\u5206\u4e3a\u4e24\u79cd\u7c7b\u578b\uff1a\u516c\u5f00\u5df2\u6709\u7684\u6570\u636e\u96c6\u548c\u96be\u4ee5\u83b7\u53d6\u7684\u6570\u636e\u96c6\u3002<\/p>\n<h4>\u5982\u4f55\u83b7\u53d6\u516c\u5f00\u5df2\u6709\u7684\u6570\u636e\u96c6\uff1f<\/h4>\n<p>\u83b7\u53d6\u516c\u5f00\u5df2\u6709\u7684\u6570\u636e\u96c6\u7684\u6700\u7b80\u5355\u65b9\u5f0f\u662f\u901a\u8fc7\u76f8\u5173\u5f00\u6e90\u5e73\u53f0\u8fdb\u884c\u641c\u7d22\u548c\u4e0b\u8f7d\u3002\u4f8b\u5982\uff1aGitHub\u3001Hugging Face\u3001Kaggle\u3001\u9b54\u642d\u7b49\u5e73\u53f0\u90fd\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u5f00\u653e\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u5c1d\u8bd5\u901a\u8fc7\u722c\u866b\u6280\u672f\u4ece\u4e00\u4e9b\u7f51\u7ad9\u83b7\u53d6\u6570\u636e\uff0c\u6bd4\u5982\u8d34\u5427\u3001\u77e5\u4e4e\u3001\u884c\u4e1a\u5782\u76f4\u7f51\u7ad9\u7b49\u3002\u4f7f\u7528\u722c\u866b\u6293\u53d6\u6570\u636e\u901a\u5e38\u9700\u8981\u4e00\u5b9a\u7684\u6280\u672f\u652f\u6301\u548c\u9075\u5faa\u76f8\u5173\u7684\u6cd5\u5f8b\u6cd5\u89c4\u3002<\/p>\n<h4>\u5982\u679c\u6240\u9700\u6570\u636e\u5168\u7f51\u6ca1\u6709\u6216\u96be\u4ee5\u83b7\u5f97\u600e\u4e48\u529e\uff1f<\/h4>\n<p>\u5f53\u73b0\u6709\u7684\u516c\u5f00\u6570\u636e\u96c6\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u65f6\uff0c\u53e6\u4e00\u4e2a\u9009\u62e9\u662f\u81ea\u884c\u6784\u5efa\u6570\u636e\u96c6\u3002\u4f46\u662f\uff0c\u624b\u52a8\u6784\u5efa\u51e0\u767e\u5230\u4e0a\u5343\u6761\u6570\u636e\u96c6\u5f80\u5f80\u65e2\u7e41\u7410\u53c8\u8017\u65f6\u3002\u90a3\u4e48\uff0c\u5982\u4f55\u80fd\u591f\u9ad8\u6548\u5730\u6784\u5efa\u6570\u636e\u96c6\u5462\uff1f\u4ee5\u4e0b\u4ecb\u7ecd\u4e24\u79cd\u5e38\u89c1\u7684\u5feb\u901f\u6784\u5efa\u6570\u636e\u96c6\u7684\u601d\u8def\uff1a<\/p>\n<p><strong>1. \u501f\u52a9\u5927\u6a21\u578b\u5e73\u53f0\u7684\u201c\u6570\u636e\u589e\u5f3a\u201d\u529f\u80fd<\/strong><\/p>\n<p>\u76ee\u524d\u5f88\u591a\u5927\u6a21\u578b\u5e73\u53f0\u63d0\u4f9b\u4e86\u6570\u636e\u589e\u5f3a\u7684\u529f\u80fd\uff0c\u8fd9\u53ef\u4ee5\u6709\u6548\u5730\u5e2e\u52a9\u6211\u4eec\u6269\u5c55\u6570\u636e\u96c6\u3002\u4f8b\u5982\uff0c\u8d28\u8c31\u5f00\u653e\u5e73\u53f0\u3001\u8baf\u98de\u5f00\u653e\u5e73\u53f0\u3001\u706b\u5c71\u5f00\u653e\u5e73\u53f0\u7b49\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u5e73\u53f0\u7684\u589e\u5f3a\u529f\u80fd\uff0c\u5229\u7528\u539f\u59cb\u6570\u636e\u5feb\u901f\u751f\u6210\u66f4\u591a\u6837\u672c\u3002\u5177\u4f53\u64cd\u4f5c\u662f\uff1a\u9996\u5148\uff0c\u624b\u52a8\u51c6\u5907\u5c11\u91cf\uff08\u5982 50 \u6761\uff09\u6570\u636e\uff0c\u5e76\u4e0a\u4f20\u5230\u8fd9\u4e9b\u5e73\u53f0\u3002\u5e73\u53f0\u4f1a\u901a\u8fc7\u6570\u636e\u589e\u5f3a\u6280\u672f\u5bf9\u6570\u636e\u8fdb\u884c\u6269\u5145\uff0c\u5feb\u901f\u5b9e\u73b0\u6570\u636e\u96c6\u7684\u6269\u5927\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u5c0f\u767d\u4e5f\u80fd\u770b\u61c2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u77e5\u8bc6\u70b9-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/be183c183ac7779.png\" alt=\"\u5c0f\u767d\u4e5f\u80fd\u770b\u61c2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u77e5\u8bc6\u70b9-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>2. \u5229\u7528\u5927\u6a21\u578b\u751f\u6210\u6570\u636e<\/strong><\/p>\n<p>\u53e6\u4e00\u79cd\u9ad8\u6548\u7684\u65b9\u5f0f\u662f\u501f\u52a9\u5927\u6a21\u578b\u751f\u6210\u6570\u636e\u3002\u9996\u5148\uff0c\u51c6\u5907\u5c11\u91cf\uff08\u4f8b\u5982\u51e0\u5341\u6761\uff09\u6570\u636e\u5e76\u4f5c\u4e3a\u793a\u4f8b\u8f93\u5165\u7ed9\u5927\u6a21\u578b\u3002\u5927\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u8fd9\u4e9b\u793a\u4f8b\u751f\u6210\u76f8\u4f3c\u7684\u6570\u636e\u5185\u5bb9\u3002\u4e3a\u4e86\u786e\u4fdd\u751f\u6210\u6570\u636e\u7684\u8d28\u91cf\uff0c\u5efa\u8bae\u5728\u7b2c\u4e00\u8f6e\u751f\u6210\u65f6\u4e0d\u8981\u4e00\u6b21\u751f\u6210\u8fc7\u591a\uff0c\u5efa\u8bae\u5148\u751f\u6210 20 \u6761\u6570\u636e\u5e76\u4ed4\u7ec6\u5ba1\u67e5\uff0c\u627e\u51fa\u5927\u6a21\u578b\u53ef\u80fd\u72af\u7684\u5e38\u89c1\u9519\u8bef\u3002\u7136\u540e\uff0c\u5c06\u8fd9\u4e9b\u9519\u8bef\u793a\u4f8b\u53cd\u9988\u7ed9\u5927\u6a21\u578b\uff0c\u6539\u8fdb\u751f\u6210\u6548\u679c\u3002<\/p>\n<pre>\u793a\u4f8bPrompt\uff1a\r\n\u53c2\u7167\u4ee5\u4e0b\u793a\u4f8b\uff0c\u8f93\u51fa20\u4e2a\u7c7b\u4f3c\u7684\u201c\u8fd1\u671f\u8fd0\u6c14\u201d\u95ee\u9898\u3002\u8bf7\u6ce8\u610f\uff0c\u8bed\u8a00\u8981\u751f\u6d3b\u5316\u3001\u4e0d\u8981\u8fc7\u4e8e\u5938\u5f20\uff0c\u907f\u514d\u4f7f\u7528\u8bf8\u5982\u201c\u5728\u6d3b\u52a8\u4e2d\u201d\u3001\u201c\u5728\u6bd4\u8d5b\u4e2d\u201d\u7b49\u5b9a\u8bed\u6216\u72b6\u8bed\uff0c\u8bed\u53e5\u5c3d\u91cf\u7b80\u6d01\uff0c\u907f\u514d\u591a\u4f59\u4fee\u9970\u3002\u793a\u4f8b\uff1a\r\n\u6211\u8fd9\u4e2a\u5b63\u5ea6\u987a\u5229\u5417\uff1f\r\n\u6211\u8fd9\u4e2a\u5b63\u5ea6\u4f1a\u53d1\u8d22\u5417\uff1f\r\n\u6700\u8fd1\u6709\u54ea\u4e9b\u4e8b\u60c5\u5728\u7b49\u7740\u6211\uff1f\r\n\u6700\u8fd1\u4f1a\u53d1\u751f\u4ec0\u4e48\u4e8b\u60c5\uff1f\r\n\u8fd1\u671f\u6211\u80fd\u5426\u88ab\u5e78\u8fd0\u4e4b\u795e\u5782\u9752\uff1f<\/pre>\n<p>&nbsp;<\/p>\n<h4>\u6570\u636e\u6e05\u6d17\u4e0e\u5fae\u8c03\u6570\u636e\u96c6\u6784\u5efa<\/h4>\n<p>\u539f\u59cb\u6570\u636e\u96c6\u901a\u5e38\u5e76\u4e0d\u7b26\u5408\u6a21\u578b\u8bad\u7ec3\u7684\u8981\u6c42\uff0c\u56e0\u6b64\u9700\u8981\u5bf9\u5176\u8fdb\u884c\u6e05\u7406\u548c\u5904\u7406\uff0c\u4f7f\u5176\u7b26\u5408\u6a21\u578b\u5b66\u4e60\u7684\u683c\u5f0f\u3002\u5728\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u5fae\u8c03\u6570\u636e\u96c6\u901a\u5e38\u91c7\u7528 AIpaca \u683c\u5f0f\u8fdb\u884c\u6784\u5efa\u3002<\/p>\n<h5>AIpaca \u683c\u5f0f\u7b80\u4ecb<\/h5>\n<p>AIpaca \u683c\u5f0f\u5177\u6709\u7b80\u5355\u7684\u7ed3\u6784\uff0c\u7279\u522b\u9002\u7528\u4e8e\u6587\u672c\u751f\u6210\u3001\u7ffb\u8bd1\u3001\u603b\u7ed3\u7b49\u4efb\u52a1\uff0c\u5c24\u5176\u662f\u5355\u8f6e\u4efb\u52a1\u5bfc\u5411\u7684\u6307\u4ee4\u5fae\u8c03\u3002\u4ee5\u4e0b\u662f\u5176\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n<ul>\n<li>instruction: \u4efb\u52a1\u6307\u4ee4\uff0c\u7c7b\u4f3c\u4e8e\u7528\u6237\u7684\u8f93\u5165\uff08\u5fc5\u586b\u9879\uff09\uff0c\u660e\u786e\u544a\u8bc9\u6a21\u578b\u8981\u505a\u4ec0\u4e48\u3002<\/li>\n<li>input: \u4efb\u52a1\u6240\u9700\u7684\u8f93\u5165\u5185\u5bb9\u3002\u901a\u5e38\u5728\u4efb\u52a1\u5f00\u653e\u5f0f\u6216\u4e0d\u9700\u8981\u660e\u786e\u8f93\u5165\u65f6\uff0c\u53ef\u4ee5\u4e3a\u7a7a\u5b57\u7b26\u4e32\u3002<\/li>\n<li>output: \u7ed9\u5b9a\u6307\u4ee4\u548c\u8f93\u5165\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u9700\u8981\u751f\u6210\u7684\u671f\u671b\u8f93\u51fa\uff0c\u5373\u53c2\u8003\u7b54\u6848\uff08\u5fc5\u586b\u9879\uff09\u3002<\/li>\n<li>system: \u53ef\u4ee5\u89c6\u4f5c\u6a21\u578b\u7684\u9884\u5148 Prompt\uff0c\u7528\u4e8e\u8bbe\u7f6e\u6a21\u578b\u7684\u884c\u4e3a\uff0c\u901a\u5e38\u662f\u5bf9\u6a21\u578b\u7684\u4e00\u4e9b\u521d\u59cb\u63d0\u793a\uff08\u9009\u586b\u9879\uff09\u3002<\/li>\n<li>history: \u5386\u53f2\u5bf9\u8bdd\u4fe1\u606f\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5efa\u7acb\u4e0a\u4e0b\u6587\u5173\u7cfb\u3002\u5728\u591a\u8f6e\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u5386\u53f2\u5bf9\u8bdd\u751f\u6210\u56de\u7b54\uff08\u9009\u586b\u9879\uff09\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u4f8b\u5982\uff0cAIpaca \u6570\u636e\u683c\u5f0f\u5982\u4e0b\uff1a<\/p>\n<pre>[\r\n\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\"instruction\":\u00a0\"\u7528\u2018\u68a6\u60f3\u2019\u3001\u2018\u575a\u6301\u2019\u548c\u2018\u6210\u529f\u2019\u8fd9\u4e09\u4e2a\u8bcd\u7ec4\u6210\u4e00\u4e2a\u53e5\u5b50\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\"input\":\u00a0\"\",\r\n\u00a0\u00a0\u00a0\u00a0\"output\":\u00a0\"\u53ea\u6709\u575a\u6301\u8ffd\u9010\u68a6\u60f3\uff0c\u624d\u80fd\u6700\u7ec8\u53d6\u5f97\u6210\u529f\u3002\"\r\n\u00a0\u00a0},\r\n\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\"instruction\":\u00a0\"\u5bf9\u300a\u4e09\u56fd\u6f14\u4e49\u300b\u505a\u4e00\u4e2a\u7b80\u77ed\u7684\u4ecb\u7ecd\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\"input\":\u00a0\"\",\r\n\u00a0\u00a0\u00a0\u00a0\"output\":\u00a0\"\u300a\u4e09\u56fd\u6f14\u4e49\u300b\u662f\u4e2d\u56fd\u53e4\u5178\u56db\u5927\u540d\u8457\u4e4b\u4e00\uff0c\u63cf\u5199\u4e86\u4ece\u4e1c\u6c49\u672b\u5e74\u5230\u897f\u664b\u521d\u5e74\u8fd1\u767e\u5e74\u7684\u5386\u53f2\uff0c\u8bb2\u8ff0\u4e86\u4e1c\u6c49\u672b\u5e74\u7684\u7fa4\u96c4\u5272\u636e\u6df7\u6218\u53ca\u9b4f\u3001\u8700\u3001\u5434\u4e09\u56fd\u4e4b\u95f4\u7684\u653f\u6cbb\u548c\u519b\u4e8b\u6597\u4e89\uff0c\u5851\u9020\u4e86\u4e00\u6279\u82f1\u96c4\u4eba\u7269\u3002\"\r\n\u00a0\u00a0}\r\n]<\/pre>\n<p>&nbsp;<\/p>\n<h5>\u6570\u636e\u96c6\u6784\u5efa\u65b9\u6cd5<\/h5>\n<p>\u4e3a\u4e86\u5236\u4f5c\u5fae\u8c03\u6570\u636e\u96c6\uff0c\u901a\u5e38\u6211\u4eec\u9700\u8981\u5c06\u6570\u636e\u8f6c\u6362\u4e3a\u7b26\u5408 AIpaca \u683c\u5f0f\u7684 JSON \u6587\u4ef6\u3002\u4ee5\u4e0b\u662f\u5e38\u89c1\u7684\u4e24\u79cd\u6570\u636e\u96c6\u5236\u4f5c\u65b9\u6cd5\uff1a<\/p>\n<ol>\n<li>\u624b\u52a8\u6784\u5efa\u6570\u636e\u96c6\uff1a\u6574\u7406\u597d\u6240\u9700\u7684\u6570\u636e\u5e76\u6309\u7167 AIpaca \u683c\u5f0f\u6784\u5efa\uff0c\u53ef\u4ee5\u901a\u8fc7\u7f16\u5199 Python \u4ee3\u7801\u624b\u52a8\u6784\u5efa\u6570\u636e\u96c6\u3002\u8fd9\u79cd\u65b9\u6cd5\u9002\u7528\u4e8e\u7b80\u5355\u7684\u573a\u666f\u548c\u5c0f\u89c4\u6a21\u6570\u636e\u96c6\u3002<\/li>\n<li>\u5229\u7528\u5927\u6a21\u578b\u81ea\u52a8\u5316\u6784\u5efa\uff1a\u901a\u8fc7\u8c03\u7528\u5927\u6a21\u578b\u63a5\u53e3\u6765\u81ea\u52a8\u751f\u6210\u6570\u636e\u96c6\u3002\u8fd9\u79cd\u65b9\u6cd5\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u5c24\u5176\u662f\u5f53\u4efb\u52a1\u7684\u6307\u4ee4\u548c\u8f93\u51fa\u6a21\u5f0f\u6bd4\u8f83\u56fa\u5b9a\u65f6\u3002<\/li>\n<\/ol>\n<h5>\u5b8c\u6574\u6570\u636e\u96c6\u683c\u5f0f<\/h5>\n<p>\u5b8c\u6574\u7684 AIpaca \u683c\u5f0f\u5982\u4e0b\u6240\u793a\uff0c\u5305\u542b\u4e86\u4efb\u52a1\u7684\u6307\u4ee4\u3001\u8f93\u5165\u3001\u8f93\u51fa\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u53ca\u5386\u53f2\u5bf9\u8bdd\u4fe1\u606f\uff1a<\/p>\n<pre>[\r\n\u00a0\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0\"instruction\":\u00a0\"\u4eba\u7c7b\u6307\u4ee4\uff08\u5fc5\u586b\uff09\",\r\n\u00a0\u00a0\u00a0\u00a0\"input\":\u00a0\"\u4eba\u7c7b\u8f93\u5165\uff08\u9009\u586b\uff09\",\r\n\u00a0\u00a0\u00a0\u00a0\"output\":\u00a0\"\u6a21\u578b\u56de\u7b54\uff08\u5fc5\u586b\uff09\",\r\n\u00a0\u00a0\u00a0\u00a0\"system\":\u00a0\"\u7cfb\u7edf\u63d0\u793a\u8bcd\uff08\u9009\u586b\uff09\",\r\n\u00a0\u00a0\u00a0\u00a0\"history\":\u00a0[\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0[\"\u7b2c\u4e00\u8f6e\u6307\u4ee4\uff08\u9009\u586b\uff09\",\u00a0\"\u7b2c\u4e00\u8f6e\u56de\u7b54\uff08\u9009\u586b\uff09\"],\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0[\"\u7b2c\u4e8c\u8f6e\u6307\u4ee4\uff08\u9009\u586b\uff09\",\u00a0\"\u7b2c\u4e8c\u8f6e\u56de\u7b54\uff08\u9009\u586b\uff09\"]\r\n\u00a0\u00a0\u00a0\u00a0]\r\n\u00a0\u00a0}\r\n]<\/pre>\n<p>\u8be5\u683c\u5f0f\u5e2e\u52a9\u6a21\u578b\u5b66\u4e60\u4ece\u6307\u4ee4\u5230\u8f93\u51fa\u7684\u6620\u5c04\u5173\u7cfb\uff0c\u7c7b\u4f3c\u4e8e\u7ed9\u6a21\u578b\u63d0\u4f9b\u4e86\u7ec3\u4e60\u9898\uff0cinstruction + input = \u95ee\u9898\uff0coutput = \u7b54\u6848\u3002<\/p>\n<h3>\u5e95\u5ea7\u6a21\u578b\u9009\u578b<\/h3>\n<ol>\n<li>\u6a21\u578b\u7c7b\u578b\u9009\u62e9\uff1a\u6839\u636e\u4efb\u52a1\u9700\u6c42\u9009\u62e9\u57fa\u7840\u6a21\u578b\uff0c\u5982 GPT\u3001LLaMA\u3001\u6216 BERT \u7b49\u3002<\/li>\n<li>\u89c4\u6a21\u548c\u53c2\u6570\uff1a\u51b3\u5b9a\u6a21\u578b\u5927\u5c0f\uff08\u5982 7B\u300113B \u6216 65B \u53c2\u6570\u89c4\u6a21\uff09\uff0c\u8003\u8651\u8ba1\u7b97\u8d44\u6e90\u3001\u8bad\u7ec3\u65f6\u95f4\u548c\u63a8\u7406\u901f\u5ea6\u3002<\/li>\n<li>\u5f00\u6e90 vs \u5546\u4e1a\u6a21\u578b\uff1a\u5206\u6790\u662f\u5426\u9700\u8981\u9009\u62e9\u5f00\u6e90\u6a21\u578b\uff08\u5982 LLaMA\u3001Falcon\uff09\u6216\u5546\u4e1a\u95ed\u6e90\u6a21\u578b\uff08\u5982 OpenAI GPT \u7cfb\u5217\uff09\u3002<\/li>\n<li>\u7528\u6d4b\u8bd5\u6570\u636e\uff0c\u5728\u9009\u62e9\u7684\u591a\u4e2a\u6a21\u578b\u4e2d\uff0c\u505a\u5bf9\u6bd4\u6d4b\u8bd5\uff0c\u627e\u51fa\u6700\u5408\u9002\u7684\u3002<\/li>\n<\/ol>\n<h3>\u6a21\u578b\u53c2\u6570\u8bf4\u660e<\/h3>\n<p><img decoding=\"async\" title=\"\u5c0f\u767d\u4e5f\u80fd\u770b\u61c2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u77e5\u8bc6\u70b9-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/1b41ce104a5d392.png\" alt=\"\u5c0f\u767d\u4e5f\u80fd\u770b\u61c2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u77e5\u8bc6\u70b9-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>\u7075\u9b42\u4e94\u95ee<\/h3>\n<h5>\u4e00\u3001\u4ec0\u4e48\u662f\u5fae\u8c03\uff1f<\/h5>\n<p>\u5fae\u8c03 \uff08Fine-tuning\uff09 \u662f\u6307\u5728\u4e00\u4e2a\u5df2\u7ecf\u9884\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u65b0\u7684\u6570\u636e\u96c6\u5bf9\u5176\u8fdb\u4e00\u6b65\u8bad\u7ec3\u7684\u8fc7\u7a0b\u3002\u8fd9\u4e9b\u9884\u8bad\u7ec3\u6a21\u578b\u901a\u5e38\u5df2\u7ecf\u5728\u5927\u578b\u6570\u636e\u96c6\u4e0a\u5b66\u4e60\u5230\u4e86\u4e30\u5bcc\u7684\u7279\u5f81\u548c\u77e5\u8bc6\uff0c\u5177\u5907\u4e00\u5b9a\u7684\u901a\u7528\u80fd\u529b\u3002\u5fae\u8c03\u7684\u6838\u5fc3\u76ee\u6807\u662f\u5c06\u8fd9\u4e9b\u901a\u7528\u77e5\u8bc6\u8fc1\u79fb\u5230\u4e00\u4e2a\u65b0\u7684\u3001\u66f4\u5177\u4f53\u7684\u4efb\u52a1\u6216\u9886\u57df\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\u3002<\/p>\n<h5>\u4e8c\u3001\u4e3a\u4ec0\u4e48\u8981\u5fae\u8c03\uff1f<\/h5>\n<p>1. \u8282\u7701\u8ba1\u7b97\u8d44\u6e90<\/p>\n<p>\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e00\u4e2a\u5927\u578b\u6a21\u578b\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\uff0c\u6210\u672c\u975e\u5e38\u9ad8\u3002\u5fae\u8c03\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u4f5c\u4e3a\u8d77\u70b9\uff0c\u53ea\u9700\u5bf9\u65b0\u6570\u636e\u96c6\u8fdb\u884c\u8f83\u5c11\u7684\u8bad\u7ec3\uff0c\u5c31\u80fd\u53d6\u5f97\u826f\u597d\u6548\u679c\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\u548c\u65f6\u95f4\u3002<\/p>\n<p>2. \u63d0\u5347\u6a21\u578b\u6027\u80fd<\/p>\n<p>\u9884\u8bad\u7ec3\u6a21\u578b\u867d\u7136\u5177\u6709\u901a\u7528\u80fd\u529b\uff0c\u4f46\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u53ef\u80fd\u8868\u73b0\u4e0d\u4f73\u3002\u5fae\u8c03\u901a\u8fc7\u7279\u5b9a\u9886\u57df\u6570\u636e\u5bf9\u6a21\u578b\u53c2\u6570\u8fdb\u884c\u8c03\u6574\uff0c\u4f7f\u5176\u66f4\u52a0\u64c5\u957f\u5904\u7406\u76ee\u6807\u4efb\u52a1\uff0c\u4ece\u800c\u63d0\u9ad8\u51c6\u786e\u7387\u548c\u6548\u7387\u3002<\/p>\n<p>3. \u9002\u5e94\u65b0\u9886\u57df<\/p>\n<p>\u901a\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5f88\u597d\u5730\u7406\u89e3\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u7279\u5f81\uff0c\u800c\u5fae\u8c03\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u9002\u914d\u65b0\u9886\u57df\uff0c\u4f7f\u5176\u66f4\u597d\u5730\u5904\u7406\u7279\u5b9a\u4efb\u52a1\u4e2d\u7684\u6570\u636e\u3002<\/p>\n<h5>\u4e09\u3001\u5fae\u8c03\u5f97\u5230\u7684\u662f\u4ec0\u4e48\uff1f<\/h5>\n<p>\u5fae\u8c03\u5f97\u5230\u7684\u662f\u4e00\u4e2a\u7ecf\u8fc7\u4f18\u5316\u548c\u8c03\u6574\u540e\u7684\u6a21\u578b\u3002\u8fd9\u4e2a\u6a21\u578b\u57fa\u4e8e\u539f\u59cb\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u7ed3\u6784\uff0c\u4f46\u4ed6\u7684\u53c2\u6570\u5df2\u7ecf\u66f4\u65b0\uff0c\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u65b0\u4efb\u52a1\u6216\u9886\u57df\u9700\u6c42\u3002<\/p>\n<p>\u4e3e\u4f8b\u8bf4\u660e\uff1a<\/p>\n<p>\u5047\u8bbe\u6709\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u56fe\u50cf\u5206\u7c7b\u6a21\u578b\uff0c\u53ef\u4ee5\u8bc6\u522b\u5e38\u89c1\u7269\u4f53\u3002\u5982\u679c\u9700\u8981\u8bc6\u522b\u7279\u5b9a\u7c7b\u578b\u7684\u82b1\u6735\uff0c\u53ef\u4ee5\u7528\u5305\u542b\u5404\u79cd\u82b1\u6735\u56fe\u7247\u548c\u6807\u7b7e\u7684\u65b0\u6570\u636e\u96c6\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u7ecf\u8fc7\u5fae\u8c03\u540e\uff0c\u6a21\u578b\u7684\u53c2\u6570\u4f1a\u66f4\u65b0\uff0c\u4ece\u800c\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u8fd9\u4e9b\u82b1\u6735\u7c7b\u578b\u3002<\/p>\n<h5>\u56db\u3001\u5982\u4f55\u628a\u5fae\u8c03\u597d\u7684\u6a21\u578b\u8fdb\u884c\u751f\u4ea7\u4f7f\u7528\uff1f<\/h5>\n<p>1. \u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883<\/p>\n<p>\u5c06\u6a21\u578b\u96c6\u6210\u5230\u7f51\u7ad9\u3001\u79fb\u52a8\u5e94\u7528\u6216\u5176\u4ed6\u7cfb\u7edf\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u6a21\u578b\u670d\u52a1\u5668\u6216\u4e91\u670d\u52a1\u8fdb\u884c\u90e8\u7f72\uff0c\u5982 TensorFlow Serving\u3001TorchServe \u6216 Hugging Face \u63d0\u4f9b\u7684 API\u3002<\/p>\n<p>2. \u63a8\u7406\u4efb\u52a1<\/p>\n<p>\u5c06\u5fae\u8c03\u540e\u7684\u6a21\u578b\u7528\u4e8e\u63a8\u7406\uff0c\u6bd4\u5982\u7ed9\u5b9a\u8f93\u5165\u8fdb\u884c\u9884\u6d4b\u6216\u5206\u6790\u7ed3\u679c\u3002<\/p>\n<p>3. 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