{"id":15716,"date":"2023-10-27T11:12:16","date_gmt":"2023-10-27T03:12:16","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15716"},"modified":"2023-10-27T11:13:31","modified_gmt":"2023-10-27T03:13:31","slug":"ai%e5%9f%ba%e7%a1%80%e8%bd%af%e4%bb%b6%ef%bc%9a%e5%a6%82%e4%bd%95%e8%87%aa%e4%b8%bb%e6%9e%84%e5%bb%ba%e5%a4%a7%e5%b0%8f%e6%a8%a1%e5%9e%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/27\/15716\/","title":{"rendered":"AI\u57fa\u7840\u8f6f\u4ef6\uff1a\u5982\u4f55\u81ea\u4e3b\u6784\u5efa\u5927+\u5c0f\u6a21\u578b\uff1f"},"content":{"rendered":"<div class=\"article-desc\">AI \u57fa\u7840\u8f6f\u4ef6\u4f5c\u4e3a\u5927\u578b AI \u6a21\u578b\u7684\u5e95\u5ea7\uff0c\u627f\u8f7d\u7740\u9876\u5c42\u5927\u6a21\u578b\u7684\u5efa\u8bbe\uff0c\u4e5f\u662f\u5927\u6a21\u578b\u5e94\u7528\u843d\u5730\u7684\u5173\u952e\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u652f\u6301\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u6f14\u8fdb\uff0c\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u57fa\u7840\u8f6f\u4ef6\u4fbf\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u672c\u6587\u5206\u4eab\u4e86\u4e5d\u7ae0\u4e91\u6781DataCanvas\u5982\u4f55\u81ea\u4e3b\u6784\u5efa\u5927 + \u5c0f\u6a21\u578b\u7684\u7ecf\u9a8c\u4e0e\u5fc3\u5f97\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p><img data-dominant-color=\"646360\" data-has-transparency=\"false\" style=\"--dominant-color: #646360;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15733\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/85040b54313ad64ad88764c5faecf8e0490eeb-1.png\" width=\"640\" height=\"358\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/85040b54313ad64ad88764c5faecf8e0490eeb-1.png 640w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/85040b54313ad64ad88764c5faecf8e0490eeb-1-300x168.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/85040b54313ad64ad88764c5faecf8e0490eeb-1-150x84.png 150w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<h2>\u4e00\u3001\u516c\u53f8\u4ecb\u7ecd<\/h2>\n<p><img data-dominant-color=\"f1ebe4\" data-has-transparency=\"false\" style=\"--dominant-color: #f1ebe4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15734\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/41bedea78cf6748ba40714f7b97dc7d62d1f5d-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/41bedea78cf6748ba40714f7b97dc7d62d1f5d-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/41bedea78cf6748ba40714f7b97dc7d62d1f5d-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/41bedea78cf6748ba40714f7b97dc7d62d1f5d-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/41bedea78cf6748ba40714f7b97dc7d62d1f5d-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/41bedea78cf6748ba40714f7b97dc7d62d1f5d-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e5d\u7ae0\u4e91\u6781DataCanvas\u4ee5\u521b\u9020\u667a\u80fd\u63a2\u7d22\u5e73\u53f0\u4e3a\u4f7f\u547d\uff0c\u6000\u63e3\u7740\u52a9\u529b\u5168\u7403\u4f01\u4e1a\u667a\u80fd\u5347\u7ea7\u7684\u613f\u666f\uff0c\u662f\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8f6f\u4ef6\u9886\u57df\u7684\u4f7c\u4f7c\u8005\u3002\u516c\u53f8\u4e13\u6ce8\u4e8e\u81ea\u4e3b\u7814\u53d1\u7684\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8f6f\u4ef6\u4ea7\u54c1\u7cfb\u5217\u548c\u89e3\u51b3\u65b9\u6848\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5168\u9762\u7684\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u670d\u52a1\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5728\u6570\u667a\u5316\u8f6c\u578b\u8fc7\u7a0b\u4e2d\u8f7b\u677e\u5b9e\u73b0\u6a21\u578b\u548c\u6570\u636e\u7684\u53cc\u5411\u8d4b\u80fd\uff0c\u4ee5\u4f4e\u6210\u672c\u9ad8\u6548\u7387\u7684\u65b9\u5f0f\u63d0\u5347\u4f01\u4e1a\u51b3\u7b56\u80fd\u529b\uff0c\u4ece\u800c\u5b9e\u73b0\u4f01\u4e1a\u7ea7 AI \u7684\u89c4\u6a21\u5316\u5e94\u7528\u3002<\/p>\n<h2>\u4e8c\u3001AIFS\uff08AI Foundation Software\uff09<\/h2>\n<p><img data-dominant-color=\"f2ece6\" data-has-transparency=\"false\" style=\"--dominant-color: #f2ece6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15735\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3250a141920cbfc198d09466a8116fa2c19b77-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3250a141920cbfc198d09466a8116fa2c19b77-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3250a141920cbfc198d09466a8116fa2c19b77-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3250a141920cbfc198d09466a8116fa2c19b77-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3250a141920cbfc198d09466a8116fa2c19b77-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3250a141920cbfc198d09466a8116fa2c19b77-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u6211\u4eec\u9700\u8981\u66f4\u9ad8\u6548\u7684\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u5bf9\u5176\u4ed6\u57fa\u7840\u8bbe\u65bd\u548c\u8d44\u6e90\u8fdb\u884c\u7ba1\u7406\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u4e5d\u7ae0\u4e91\u6781DataCanvas\u642d\u5efa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u8f6f\u4ef6\u4f53\u7cfbAIFS\uff08AI Foundation Software\uff09\uff0c\u5305\u62ec\u6a21\u578b\u5de5\u5177\u3001\u5927\u6a21\u578b\u80fd\u529b\u3001\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u5e73\u53f0\u3001\u7b97\u529b\u7ba1\u7406\u56db\u5c42\u3002<\/p>\n<p>\u7b2c\u4e00\u5c42\u662f\u7b97\u529b\u5c42\u3002\u5f53\u524d\u56fd\u4ea7 GPU \u4e5f\u6b63\u5728\u8fc5\u901f\u5d1b\u8d77\uff0c\u534e\u4e3a\u7b49\u5382\u5546\u5728\u5927\u6a21\u578b\u9886\u57df\uff0c\u4ee5\u53ca GPU \u9886\u57df\u53d6\u5f97\u5de8\u5927\u8fdb\u5c55\u3002\u5728\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e0a\uff0c\u6211\u4eec\u6784\u5efa GPU Cloud\uff0c\u53ef\u4ee5\u7edf\u4e00\u7ba1\u7406\u5f02\u6784\u7684 GPU \u8d44\u6e90\uff0c\u5305\u62ec\u82f1\u4f1f\u8fbe\u548c\u56fd\u4ea7 GPU\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u964d\u4f4e\u5de5\u7a0b\u5316\u6210\u672c\uff0c\u5e76\u63d0\u9ad8\u8d44\u6e90\u5229\u7528\u7387\u3002<\/p>\n<p>\u7b2c\u4e8c\u5c42\u4ee5\u516c\u53f8\u81ea\u7814\u7684DingoDB\u591a\u6a21\u5411\u91cf\u6570\u636e\u5e93\u548c\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u5de5\u5177\u4e3a\u4e3b\u3002DingoDB\u662f\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u5fc5\u5907\u8f6f\u4ef6\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5206\u5e03\u5f0f\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5b58\u50a8\u591a\u6a21\u6001\u7684\u4efb\u610f\u5927\u5c0f\u7684\u6570\u636e\uff0c\u5177\u5907\u9ad8\u5e76\u53d1\u3001\u4f4e\u5ef6\u8fdf\u7684\u5b9e\u65f6\u5206\u6790\u80fd\u529b\uff0c\u5904\u7406\u591a\u6a21\u6570\u636e\uff0c\u901a\u8fc7 SQL \u5b9e\u73b0\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684 ETL\u3002\u5728DingoDB\u4e4b\u4e0a\uff0c\u4ea7\u54c1\u63d0\u4f9b\u4e86APS Fast Label\u3001APS LMB\u3001 APS Lab\u3001APS Inference\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u5de5\u5177\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e2a\u5b8c\u6574\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5e73\u53f0\uff0c\u7528\u6237\u53ef\u4ee5\u9ad8\u6548\u5730\u5e94\u5bf9\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u6311\u6218\uff0c\u5feb\u901f\u5b9e\u73b0 AI \u5e94\u7528\u7684\u843d\u5730\u3002<\/p>\n<p>\u7b2c\u4e09\u5c42\u5305\u62ec\u4e5d\u7ae0\u4e91\u6781DataCanvas\u53d1\u5e03\u7684DataCanvas Alaya\u4e5d\u7ae0\u5143\u8bc6\u5927\u6a21\u578b\uff0c\u5176\u652f\u6301\u89c6\u9891\u3001\u56fe\u7247\u3001\u6587\u672c\u7b49\u591a\u79cd\u6570\u636e\u683c\u5f0f\u3002\u6b64\u5916\uff0c\u8fd8\u5177\u5907\u6784\u5efa\u5c0f\u6a21\u578b\u7684\u80fd\u529b\uff0c\u63d0\u4f9b\u5305\u62ec\u7b97\u6cd5\u5e93\u3001\u573a\u666f\u5e93\u3001\u7279\u5f81\u5e93\u548c\u6307\u6807\u5e93\u7684\u201c\u56db\u5e93\u5168\u4e66\u201d\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6784\u5efa\u5927\u6a21\u578b\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u6574\u5957\u6a21\u578b\u6784\u5efa\u5de5\u5177\u2014\u2014LMOPS\uff0c\u5305\u62ec Prompt Manager\uff08\u63d0\u793a\u7ba1\u7406\u5668\uff09\u3001Large Model Training\uff08\u5927\u6a21\u578b\u8bad\u7ec3\uff09\u548c Large Model Serving\uff08\u5927\u6a21\u578b\u670d\u52a1\uff09\u3002<\/p>\n<p><img data-dominant-color=\"f1ebe1\" data-has-transparency=\"false\" style=\"--dominant-color: #f1ebe1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15736\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d9f696f74c6d88fac3c375c8d744f961034710-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d9f696f74c6d88fac3c375c8d744f961034710-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d9f696f74c6d88fac3c375c8d744f961034710-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d9f696f74c6d88fac3c375c8d744f961034710-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d9f696f74c6d88fac3c375c8d744f961034710-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d9f696f74c6d88fac3c375c8d744f961034710-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>AIFS\u662f\u4e00\u6b3e\u884c\u4e1a\u9886\u5148\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u6784\u5efa\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\uff0c\u53ef\u4ee5\u652f\u6301\u5927\u6a21\u578b\u548c\u5c0f\u6a21\u578b\u7684\u6784\u5efa\u3002AIFS \u6db5\u76d6\u4e86\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u7cbe\u8c03\u3001\u538b\u7f29\u3001\u90e8\u7f72\u3001\u63a8\u7406\u548c\u76d1\u63a7\uff0c\u4ee5\u53ca\u5c0f\u6a21\u578b\u7684\u5168\u751f\u547d\u5468\u671f\u8fc7\u7a0b\u3002\u5b83\u652f\u6301\u591a\u79cd\u6a21\u5f0f\u7684\u5efa\u6a21\uff0c\u53ef\u4ee5\u6ee1\u8db3\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u5f00\u53d1\u4eba\u5458\u4ee5\u53ca\u4e1a\u52a1\u4e13\u5bb6\u4e0d\u540c\u7684\u5efa\u6a21\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u6570\u636e\u79d1\u5b66\u5bb6\u53ef\u4ee5\u6309\u7167\u81ea\u5df1\u7684\u5efa\u6a21\u4e60\u60ef\u8fdb\u884c\u5efa\u6a21\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u4ece\u5de5\u7a0b\u7684\u89d2\u5ea6\u53bb\u6784\u5efa\u5927\u6a21\u578b\uff0c\u800c\u4e1a\u52a1\u4e13\u5bb6\u5219\u53ef\u4ee5\u4ece\u4e1a\u52a1\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u5728\u5e73\u53f0\u4e0a\u6784\u5efa\u81ea\u5df1\u7684\u5927\u6a21\u578b\u548c\u5c0f\u6a21\u578b\u3002<\/p>\n<p>\u6b64\u5916\uff0cAIFS \u5e73\u53f0\u4e0a\u7684\u4e0d\u540c\u89d2\u8272\u4eba\u5458\u53ef\u4ee5\u76f8\u4e92\u534f\u4f5c\uff0c\u8f7b\u677e\u5904\u7406\u6570\u636e\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u5f00\u53d1\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u4efb\u4f55\u89c4\u6a21\u7684\u6a21\u578b\u3002\u8fd9\u610f\u5473\u7740\uff0c\u65e0\u8bba\u662f\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u4eba\u5458\u8fd8\u662f\u4e1a\u52a1\u4e13\u5bb6\uff0c\u90fd\u53ef\u4ee5\u5728 AIFS \u5e73\u53f0\u4e0a\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684\u5efa\u6a21\u65b9\u5f0f\uff0c\u5e76\u4e0e\u5176\u4ed6\u89d2\u8272\u4eba\u5458\u534f\u4f5c\uff0c\u5171\u540c\u6784\u5efa\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u3002<\/p>\n<h2>\u4e09\u3001\u6a21\u578b\u6784\u5efa\u5de5\u5177\u94fe<\/h2>\n<p><img data-dominant-color=\"f6ede2\" data-has-transparency=\"false\" style=\"--dominant-color: #f6ede2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15737\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21b17455850f149f1fe224ac33a2d90b40ed6b-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21b17455850f149f1fe224ac33a2d90b40ed6b-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21b17455850f149f1fe224ac33a2d90b40ed6b-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21b17455850f149f1fe224ac33a2d90b40ed6b-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21b17455850f149f1fe224ac33a2d90b40ed6b-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21b17455850f149f1fe224ac33a2d90b40ed6b-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728 AIFS \u4e2d\uff0c\u6709\u4e00\u5957\u5b8c\u6574\u7684\u5de5\u5177\u94fe\uff0c\u65e8\u5728\u8d4b\u80fd\u5927\u6a21\u578b\u548c\u5c0f\u6a21\u578b\u7684\u6784\u5efa\u3002\u9996\u5148\uff0c\u4ece\u6570\u636e\u51c6\u5907\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u6570\u636e\u53ef\u80fd\u5305\u62ec\u901a\u7528\u6570\u636e\u3001\u884c\u4e1a\u6570\u636e\u3001\u79c1\u57df\u6570\u636e\u4ee5\u53ca\u6307\u4ee4\u6570\u636e\u7b49\u3002\u5728\u6570\u636e\u63a5\u5165\u540e\uff0c\u9700\u8981\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u5982\u6570\u636e\u6e05\u6d17\u3001\u6570\u636e\u53d8\u6362\u548c\u6570\u636e\u589e\u5f3a\uff0c\u9488\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u91c7\u53d6\u4e0d\u540c\u7c7b\u578b\u7684\u5904\u7406\u65b9\u5f0f\u3002\u6570\u636e\u5904\u7406\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c\u6570\u636e\u6807\u6ce8\uff0c\u5305\u62ec\u4eba\u5de5\u6807\u6ce8\u548c\u667a\u80fd\u6807\u6ce8\u3002<\/p>\n<p>\u6570\u636e\u51c6\u5907\u5b8c\u6210\u540e\uff0c\u8fdb\u5165\u6a21\u578b\u5f00\u53d1\u9636\u6bb5\u3002\u5728\u6a21\u578b\u5f00\u53d1\u4e2d\uff0c\u9996\u5148\u9700\u8981\u8fdb\u884c\u6a21\u578b\u9009\u578b\uff0c\u5982\u5e38\u89c1\u7684 LLAMA \u6a21\u578b\uff0c\u6700\u8fd1\u5f00\u6e90\u7684 LLAMA2\uff0c\u4ee5\u53ca Falcon \u548c Bloom \u7b49\u3002\u9009\u5b9a\u6a21\u578b\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u524d\u671f\u51c6\u5907\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u53ca\u4f7f\u7528\u9884\u8bad\u7ec3\u6743\u91cd\u8fdb\u884c\u7ee7\u7eed\u8bad\u7ec3\u7b49\u3002<\/p>\n<p>\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\uff0c\u5982\u5bf9\u9f50\u64cd\u4f5c\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u53ef\u80fd\u4f1a\u9762\u4e34 CPU \u8d44\u6e90\u6709\u9650\u7684\u95ee\u9898\uff0c\u6b64\u65f6\u53ef\u4ee5\u5229\u7528\u5f00\u6e90\u7684 PEFT \u5de5\u5177\u8fdb\u884c\u9ad8\u6548\u5fae\u8c03\u3002\u6a21\u578b\u5fae\u8c03\u5bf9\u9f50\u5b8c\u6210\u540e\uff0c\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c\u53ef\u4ee5\u4f7f\u7528\u5982LMS\u8bc4\u4f30\u5de5\u5177\u8fdb\u884c\u8bc4\u4f30\u3002\u5e38\u89c1\u7684\u8bc4\u4f30\u6307\u6807\u5305\u62ec Ceval \u548c MMLU \u7b49\u3002<\/p>\n<p>\u5982\u679c\u73b0\u6709\u7684 Benchmark \u65e0\u6cd5\u6db5\u76d6\u6a21\u578b\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u57fa\u4e8e AIFS \u6784\u5efa\u81ea\u5df1\u7684\u4efb\u52a1\u6216 Benchmark \u8fdb\u884c\u81ea\u5b9a\u4e49\u8bc4\u4f30\u3002\u8bc4\u4f30\u5b8c\u6210\u540e\uff0c\u5c06\u6a21\u578b\u90e8\u7f72\u5230 LMS \u4e2d\uff0c\u8fdb\u884c\u6a21\u578b\u7684\u90e8\u7f72\u548c\u63a8\u7406\u3002\u9996\u5148\uff0c\u53ef\u80fd\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u538b\u7f29\uff0c\u5982\u91cf\u5316\u526a\u679d\u3001\u84b8\u998f\u8f6c\u6362\u7b49\u64cd\u4f5c\u3002\u6a21\u578b\u538b\u7f29\u5b8c\u6210\u540e\uff0c\u8fdb\u884c\u90e8\u7f72\uff0c\u652f\u6301\u5355\u673a\u5355\u5361\u548c\u5355\u673a\u591a\u5361\u7684\u90e8\u7f72\u65b9\u5f0f\u3002<\/p>\n<p>\u6a21\u578b\u4e0a\u7ebf\u540e\uff0c\u9700\u8981\u8fdb\u884c\u6a21\u578b\u670d\u52a1\u7684\u4e0a\u7ebf\uff0c\u4f7f\u7528 Prompt Manager \u8fdb\u884c\u6a21\u578b\u5e94\u7528\u3002<\/p>\n<h3>1\u3001LMB\uff08Large Model Builder\uff09<\/h3>\n<p><img data-dominant-color=\"f1efec\" data-has-transparency=\"false\" style=\"--dominant-color: #f1efec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15738\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24a7dfe94e8582022026559ccb1598104539d2-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24a7dfe94e8582022026559ccb1598104539d2-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24a7dfe94e8582022026559ccb1598104539d2-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24a7dfe94e8582022026559ccb1598104539d2-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24a7dfe94e8582022026559ccb1598104539d2-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24a7dfe94e8582022026559ccb1598104539d2-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>LMB\uff08Large Model Builder\uff09\u662f\u4e00\u6b3e\u4e13\u4e3a AI \u5de5\u7a0b\u5e08\u6253\u9020\u7684\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\u8bad\u7ec3\u5de5\u5177\uff0c\u65e8\u5728\u5e2e\u52a9\u4ed6\u4eec\u5feb\u901f\u6784\u5efa\u8bad\u7ec3\u6d41\u7a0b\u5e76\u5b9e\u73b0\u9ad8\u6548\u7a33\u5b9a\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u3002\u8be5\u5de5\u5177\u5305\u62ec\u6570\u636e\u51c6\u5907\u3001\u5206\u5e03\u5f0f\u8bad\u7ec3\u3001\u65ad\u70b9\u91cd\u8bad\u3001\u4efb\u52a1\u76d1\u63a7\u3001\u6a21\u578b\u8bc4\u4f30\u51e0\u4e2a\u4e3b\u8981\u6a21\u5757\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6a21\u5757\uff0cLMB\u53ef\u4ee5\u6709\u6548\u5730\u5e2e\u52a9 AI \u5de5\u7a0b\u5e08\u5728\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5feb\u901f\u6784\u5efa\u8bad\u7ec3\u6d41\u7a0b\uff0c\u5e76\u5b9e\u73b0\u9ad8\u6548\u7a33\u5b9a\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n<p><img data-dominant-color=\"f3dbc1\" data-has-transparency=\"false\" style=\"--dominant-color: #f3dbc1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15739\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f2a1dfc5935c460d6bc9746454a41739d84f1d-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f2a1dfc5935c460d6bc9746454a41739d84f1d-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f2a1dfc5935c460d6bc9746454a41739d84f1d-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f2a1dfc5935c460d6bc9746454a41739d84f1d-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f2a1dfc5935c460d6bc9746454a41739d84f1d-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f2a1dfc5935c460d6bc9746454a41739d84f1d-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>LMB\u7684\u529f\u80fd\u67b6\u6784\u4ece\u4e0b\u5230\u4e0a\u5206\u4e3a\u51e0\u4e2a\u5c42\u6b21\u3002\u9996\u5148\u662f GPU Cloud\uff0c\u8fd9\u662f AIFS \u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u7684\u6700\u540e\u4e00\u5c42\uff0c\u4e5f\u662f\u62b9\u5e73\u57fa\u7840\u8bbe\u65bd\u7684\u5173\u952e\u7ec4\u4ef6\u3002\u5728 GPU Cloud \u4e4b\u4e0a\uff0c\u5b9e\u73b0\u4e86\u4e00\u5c42\u5206\u5e03\u5f0f\u4efb\u52a1\u8c03\u5ea6\uff0c\u5305\u62ec\u5f02\u6784\u7b97\u529b\u7684\u7edf\u4e00\u7ba1\u7406\u548c\u8c03\u5ea6\u3001\u8d44\u6e90\u7f16\u6392\u3001\u73af\u5883\u5206\u53d1\u3001\u4efb\u52a1\u5206\u53d1\u4ee5\u53ca\u4efb\u52a1\u76d1\u63a7\u7b49\u529f\u80fd\u3002\u518d\u5f80\u4e0a\uff0c\u6709\u4e00\u952e\u5f0f\u5206\u5e03\u5f0f\u8bad\u7ec3\u73af\u5883\uff0c\u652f\u6301\u591a\u79cd\u6d41\u884c\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u73af\u5883\u9884\u7f6e\uff0c\u5982 DeepSpeed\u3001Megatron \u548c FSDP \u7b49\u3002<\/p>\n<p>\u6b64\u5916\uff0cLMB\u8fd8\u63d0\u4f9b\u4e86\u591a\u79cd\u5e76\u884c\u65b9\u5f0f\u3001\u68af\u5ea6\u7d2f\u79ef\u3001\u6df7\u5408\u7cbe\u5ea6\u7b49\u9ad8\u6548\u7b56\u7565\uff0c\u6db5\u76d6\u4e86\u5305\u62ec\u65ad\u70b9\u3001\u91cd\u65b0\u542f\u52a8\u7b49\u529f\u80fd\u3002\u53ef\u89c6\u5316\u7684 FromScratch \u754c\u9762\uff0c\u8ba9\u7528\u6237\u80fd\u591f\u8f7b\u677e\u6784\u5efa\u81ea\u5df1\u7684\u5927\u6a21\u578b\u3002\u65e0\u8bba\u662f\u4e1a\u52a1\u4eba\u5458\u8fd8\u662f\u5de5\u7a0b\u5f00\u53d1\u4eba\u5458\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e2a\u754c\u9762\u9009\u62e9\u6240\u9700\u7684\u6a21\u578b\u3001\u6570\u636e\uff0c\u4ee5\u53ca\u9ad8\u7ea7\u6216\u7b80\u6d01\u6a21\u5f0f\u7b49\u53c2\u6570\uff0c\u8fdb\u884c\u8bad\u7ec3\u3002\u8bad\u7ec3\u6210\u529f\u540e\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u901a\u8fc7\u53ef\u89c6\u5316\u8bc4\u4f30\u529f\u80fd\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n<h3>2\u3001LMT\uff08Large Model Tuning\uff09<\/h3>\n<p><img data-dominant-color=\"f3f0ed\" data-has-transparency=\"false\" style=\"--dominant-color: #f3f0ed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15740\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/31ae76a932fa15975334343a2f45fcf5c4c919-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/31ae76a932fa15975334343a2f45fcf5c4c919-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/31ae76a932fa15975334343a2f45fcf5c4c919-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/31ae76a932fa15975334343a2f45fcf5c4c919-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/31ae76a932fa15975334343a2f45fcf5c4c919-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/31ae76a932fa15975334343a2f45fcf5c4c919-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>LMT\uff0c\u5373Large Model Tuning\uff0c\u5927\u6a21\u578b\u5fae\u8c03\u5de5\u5177\uff0c\u4e3b\u8981\u5e2e\u52a9 AI \u5de5\u7a0b\u5e08\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6a21\u578b\u7684\u7ee7\u7eed\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u8bc4\u4f30\u7b49\u5de5\u4f5c\u3002\u901a\u8fc7\u53ef\u89c6\u5316\u754c\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u8bbe\u5b9a\u79c1\u57df\u6570\u636e\u3001\u9884\u8bad\u7ec3\u6a21\u578b\u4ee5\u53ca\u76f8\u5e94\u7684\u8bad\u7ec3\u53c2\u6570\uff0c\u8fdb\u884c\u8bb0\u5fc6\u8bad\u7ec3\uff0c\u5e76\u4e14\u53ef\u4ee5\u9009\u62e9\u6027\u6269\u5145\u8bcd\u8868\uff0c\u907f\u514d\u707e\u96be\u6027\u9057\u5fd8\uff0c\u63d0\u9ad8\u6a21\u578b\u63a8\u7406\u7cbe\u5ea6\u3002<\/p>\n<p>\u5728\u6a21\u578b\u5fae\u8c03\u65b9\u9762\uff0cLMT \u652f\u6301\u4e13\u5bb6\u6a21\u5f0f\u8fdb\u884c\u8bbe\u8ba1\uff0c\u540c\u65f6\u4e5f\u63d0\u4f9b\u7b80\u6d01\u6a21\u5f0f\u3002\u901a\u8fc7\u4e13\u5bb6\u6a21\u5f0f\uff0c\u7528\u6237\u53ef\u4ee5\u5b9e\u73b0\u4e00\u952e\u5f0f\u7684\u9ad8\u6548 PEF\u6307\u4ee4\u5fae\u8c03\uff0c\u5305\u62ec LoRA \u7b49\u591a\u79cdPEFF \u65b9\u6cd5\u4ee5\u53ca\u53ef\u89c6\u5316\u7684 RLHF \u8bad\u7ec3\u3002<\/p>\n<p>\u5bf9\u4e8e\u6a21\u578b\u8bc4\u4f30\uff0cLMT \u652f\u6301\u5f00\u6e90\u7684 Benchmark \u81ea\u52a8\u8bc4\u4f30\uff0c\u7528\u6237\u4e5f\u53ef\u4ee5\u8fdb\u884c\u81ea\u5b9a\u4e49\u8bc4\u4f30\u3002\u7528\u6237\u6309\u7167\u5e73\u53f0\u89c4\u8303\u6784\u5efa\u6570\u636e\u96c6\uff0c\u8bbe\u5b9a\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5c31\u53ef\u4ee5\u8fdb\u884c\u4e00\u4e9b\u81ea\u5b9a\u4e49\u8bc4\u4f30\u3002\u540c\u65f6\uff0c\u7528\u6237\u4e5f\u53ef\u4ee5\u624b\u52a8\u8fdb\u884c\u4e13\u5bb6\u8bc4\u4f30\u3002\u6700\u540e\uff0cLMT \u53ef\u4ee5\u5c06\u81ea\u5b9a\u4e49\u6a21\u578b\u548c\u5f00\u6e90\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u751f\u6210\u4e00\u4e2a\u8bc4\u4f30\u6548\u679c\u7684 LeaderBoard\u3002<\/p>\n<p>\u7b80\u800c\u8a00\u4e4b\uff0cLMT\u53ef\u4ee5\u4e3a\u6574\u4e2a\u5927\u6a21\u578b\u8c03\u6574\u6d41\u7a0b\u63d0\u4f9b\u652f\u6301\uff0c\u4ece\u6570\u636e\u51c6\u5907\u5230\u7ee7\u7eed\u8bad\u7ec3\uff0c\u5230\u6307\u4ee4\u7cbe\u8c03\uff0c\u518d\u5230\u4eba\u5de5\u5bf9\u9f50\u3001RLHF\uff0c\u6700\u7ec8\u751f\u6210\u4e00\u4e2a final model\u3002<\/p>\n<p><img data-dominant-color=\"ece3d9\" data-has-transparency=\"false\" style=\"--dominant-color: #ece3d9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15741\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/29f70f840cab5959c7a774e86c937ae7ab1fb1-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/29f70f840cab5959c7a774e86c937ae7ab1fb1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/29f70f840cab5959c7a774e86c937ae7ab1fb1-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/29f70f840cab5959c7a774e86c937ae7ab1fb1-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/29f70f840cab5959c7a774e86c937ae7ab1fb1-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/29f70f840cab5959c7a774e86c937ae7ab1fb1-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>LMT\u4e0eLMB \u6709\u76f8\u4f3c\u7684\u5e95\u5c42\u67b6\u6784\uff0c\u6bd4\u5982 GPU Cloud\u3002\u4e0e LMB\u76f8\u6bd4\uff0cPEFT \u5728\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\u65f6\u7684\u8d44\u6e90\u9700\u6c42\u6ca1\u6709\u90a3\u4e48\u9ad8\uff0c\u4f46\u5b83\u4ecd\u7136\u9700\u8981\u4e00\u4e9b\u5f3a\u5927\u7684\u786c\u4ef6\u8bbe\u65bd\uff0c\u56e0\u6b64\u5728\u5e95\u5c42\u4e5f\u9700\u8981\u6709\u4e00\u4e2a GPU Cloud \u8fd9\u6837\u7684\u7b97\u529b\u652f\u6301\uff0c\u6765\u5e73\u8861\u6280\u672f\u8bbe\u65bd\u7684\u6295\u5165\u6210\u672c\u3002<\/p>\n<p>\u518d\u5f80\u4e0a\u7684\u67b6\u6784\u4e0e LMB \u76f8\u4f3c\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e00\u952e\u5f0f\u5206\u5e03\u5f0f\u8bad\u7ec3\u73af\u5883\uff0c\u5305\u62ecDeepSpeed\u3001Megatron\u3001MosaicML\u7b49\u591a\u79cd\u5206\u5e03\u5f0f\u8bad\u7ec3\u73af\u5883\uff0c\u4ee5\u53ca\u56fe\u4f18\u5316\u3001\u68af\u5ea6\u7d2f\u79ef\u7b49\u5173\u952e\u8981\u7d20\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u67b6\u6784\u4e2d\uff0c\u5165\u53e3\u662f\u6570\u636e\u7ba1\u7406\uff0c\u5305\u62ec\u6570\u636e\u6807\u6ce8\u548c SFT \u6570\u636e\u589e\u5f3a\u3002\u4f8b\u5982\uff0c\u4f01\u4e1a\u5ba2\u6237\u5b89\u88c5\u4e86 LMT \u540e\uff0c\u53ef\u4ee5\u7ba1\u7406\u79c1\u57df\u6570\u636e\uff0c\u5e76\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c SFT \u6570\u636e\u589e\u5f3a\u3002SFT \u6570\u636e\u589e\u5f3a\u6709\u5f88\u591a\u65b9\u5f0f\uff0c\u6bd4\u5982\u4f7f\u7528\u6211\u4eec\u7684 self instruct \u5de5\u5177\u8fdb\u884c\u6570\u636e\u84b8\u998f\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6a21\u578b\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u8bb8\u591a\u5f00\u6e90\u7684\u5927\u578b\u6a21\u578b\u90fd\u662f\u57fa\u4e8e\u82f1\u6587\u7684\uff0c\u6709\u4e9b\u53ef\u80fd\u4f1a\u652f\u6301\u591a\u8bed\u8a00\uff0c\u4f46\u4e2d\u6587\u7684\u652f\u6301\u76f8\u5bf9\u8f83\u5c11\uff0c\u56e0\u6b64\u9700\u8981\u5bf9\u8fd9\u4e9b\u6a21\u578b\u8fdb\u884c\u8bcd\u8868\u6269\u5145\u3002\u6211\u4eec\u7684\u8bcd\u8868\u6269\u5145\u6709\u4e24\u79cd\u65b9\u5f0f\uff1a\u4e00\u79cd\u662f\u5728\u6539\u53d8 embedding \u5c42\u540e\u518d\u8fdb\u884c PFT\u8bad\u7ec3\uff0c\u7b2c\u4e8c\u79cd\u662f\u4f7f\u7528\u4e2d\u82f1\u5e73\u8861\u6570\u636e\u8fdb\u884c\u5168\u91cf\u5fae\u8c03\u3002<\/p>\n<p>\u5728\u5b8c\u6210\u8bad\u7ec3\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c SFT\uff0c\u53ef\u4ee5\u901a\u8fc7\u5168\u91cf\u5fae\u8c03\u6216 PEFT \u5fae\u8c03\u6765\u5b9e\u73b0\u3002\u5728\u8fdb\u884c\u4eba\u5de5\u5bf9\u9f50\uff08\u5982 RLHF\uff09\u4e4b\u524d\uff0c\u9700\u8981\u5148\u8bad\u7ec3\u51fa\u5956\u52b1\u6a21\u578b\uff0c\u518d\u901a\u8fc7\u5956\u52b1\u6a21\u578b\u8bad\u7ec3 SFT \u6a21\u578b\uff0c\u4ee5\u83b7\u5f97\u6700\u7ec8\u7684\u6a21\u578b\u3002\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u8f93\u51fa\u4e00\u4e2a train revert \u62a5\u544a\uff0c\u4ee5\u5e2e\u52a9\u5927\u5bb6\u4e86\u89e3\u5956\u52b1\u6a21\u578b\u5728\u8bad\u7ec3 SFT \u8fc7\u7a0b\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<p>\u6700\u540e\uff0cLMT\u7684\u67b6\u6784\u8fd8\u5305\u62ec\u4e00\u4e2a\u4efb\u52a1\u7ba1\u7406\u7cfb\u7edf\uff0c\u53ef\u4ee5\u76d1\u63a7\u548c\u8c03\u5ea6\u6240\u6709\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u8bc4\u4f30\u4efb\u52a1\u548c\u4e09\u4e2a\u9636\u6bb5\u7684\u8bad\u7ec3\u4efb\u52a1\u3002<\/p>\n<h3>3\u3001LMS\uff08Large Model Serving\uff09<\/h3>\n<p><img data-dominant-color=\"f5f1eb\" data-has-transparency=\"false\" style=\"--dominant-color: #f5f1eb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15742\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b13871b71628ad69ba89121eb5830c17515a47-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b13871b71628ad69ba89121eb5830c17515a47-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b13871b71628ad69ba89121eb5830c17515a47-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b13871b71628ad69ba89121eb5830c17515a47-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b13871b71628ad69ba89121eb5830c17515a47-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b13871b71628ad69ba89121eb5830c17515a47-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>LMS\uff08Large Model Serving\uff09\uff0c\u5373\u5927\u6a21\u578b\u8fd0\u884c\u5de5\u5177\u3002\u6240\u8c13\u8fd0\u884c\u5de5\u5177\uff0c\u5c31\u662f\u5728\u6a21\u578b\u8bad\u7ec3\u548c\u5bf9\u9f50\uff08\u5982\u4eba\u5de5\u5bf9\u9f50\uff09\u5b8c\u6210\u540e\uff0c\u8981\u901a\u8fc7Prompt Manager \u6d88\u8d39\u6a21\u578b\uff0c\u56e0\u6b64\u9700\u8981\u5c06\u6a21\u578b\u63d0\u4f9b\u4e3a\u4e00\u9879\u670d\u52a1\uff0c\u5e76\u901a\u8fc7 HTTP API \u6216 SDK \u8fdb\u884c\u8bbf\u95ee\u3002LMS \u4e3b\u8981\u9762\u5411\u5de5\u7a0b\u6280\u672f\u4eba\u5458\uff0c\u65e8\u5728\u5e2e\u52a9\u4ed6\u4eec\u5feb\u901f\u3001\u9ad8\u8d28\u91cf\u5730\u4ea4\u4ed8\u5927\u6a21\u578b\uff0c\u540c\u65f6\u964d\u4f4e\u8fd0\u7ef4\u548c\u8fd0\u8425\u6210\u672c\u3002<\/p>\n<p>\u5728 LMS \u7684\u529f\u80fd\u6d41\u7a0b\u4e2d\uff0c\u9996\u5148\u6d89\u53ca\u5230\u6a21\u578b\u7ba1\u7406\u3002\u542f\u52a8\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u5bfc\u5165\u6a21\u578b\uff0c\u652f\u6301\u901a\u8fc7\u754c\u9762\u64cd\u4f5c\u548c\u547d\u4ee4\u64cd\u4f5c\u5b8c\u6210\u5bfc\u5165\u3002\u6210\u529f\u5bfc\u5165\u6a21\u578b\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c\u6a21\u578b\u538b\u7f29\uff0c\u5982\u91cf\u5316\u548c\u526a\u679d\u64cd\u4f5c\u3002\u63a5\u7740\u8fdb\u884c\u6a21\u578b\u8bc4\u4f30\uff0c\u8bc4\u4f30\u5b8c\u6210\u540e\u8fdb\u884c\u90e8\u7f72\uff0c\u5c06\u6a21\u578b\u4e0a\u7ebf\u4e3a\u4e00\u4e2a\u670d\u52a1\u3002<\/p>\n<p>\u5728\u670d\u52a1\u4e0a\u7ebf\u540e\uff0c\u53ef\u4ee5\u5bf9\u670d\u52a1\u8fdb\u884c\u76d1\u63a7\uff0c\u5305\u62ec\u670d\u52a1\u8c03\u7528\u6b21\u6570\u3001\u8c03\u7528\u6210\u529f\u7387\uff0c\u4ee5\u53ca\u8c03\u7528\u6d88\u8017\u7684\u603b\u65f6\u957f\u548c\u5e73\u5747\u65f6\u957f\u7b49\u6307\u6807\u3002\u540c\u65f6\uff0c\u8fd8\u9700\u8981\u76d1\u63a7\u8d44\u6e90\u6d88\u8017\u60c5\u51b5\uff0c\u4f8b\u5982 CPU \u8d44\u6e90\u3001GPU \u8d44\u6e90\uff08\u5c24\u5176\u662fGPU \u8d44\u6e90\u7684\u5229\u7528\u7387\u3001\u663e\u5b58\u5360\u7528\u7387\uff09\u4ee5\u53ca\u5185\u5b58\u5360\u7528\u7387\u7b49\u8d44\u6e90\u6307\u6807\u3002\u901a\u8fc7\u8fd9\u4e9b\u76d1\u63a7\uff0c\u786e\u4fdd\u5927\u6a21\u578b\u670d\u52a1\u7684\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"f2e8dd\" data-has-transparency=\"false\" style=\"--dominant-color: #f2e8dd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15743\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e3211fa59bd804c0bb41777fac6aaeaec60d3d-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e3211fa59bd804c0bb41777fac6aaeaec60d3d-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e3211fa59bd804c0bb41777fac6aaeaec60d3d-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e3211fa59bd804c0bb41777fac6aaeaec60d3d-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e3211fa59bd804c0bb41777fac6aaeaec60d3d-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e3211fa59bd804c0bb41777fac6aaeaec60d3d-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c06\u6df1\u5165\u63a2\u8ba8 LMS \u7684\u67b6\u6784\u3002\u53c2\u89c1\u4e0a\u56fe\uff0c\u5de6\u4fa7\u662f\u6a21\u578b\u7ba1\u7406 Model Store \u6a21\u5757\u3002\u5728 Model Store \u4e2d\uff0c\u53ef\u4ee5\u5bf9\u5df2\u5bfc\u5165\u7684\u6a21\u578b\u8fdb\u884c\u5168\u65b9\u4f4d\u7ba1\u7406\uff0c\u5982\u7f16\u8f91\u5143\u4fe1\u606f\u3001\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u7b49\u3002\u6a21\u578b\u8bc4\u4f30\u6db5\u76d6\u4e86\u81ea\u52a8\u8bc4\u4f30\u548c\u81ea\u5b9a\u4e49\u8bc4\u4f30\u7b49\u591a\u4e2a\u65b9\u9762\u3002\u5728\u5bf9\u6a21\u578b\u8fdb\u884c\u538b\u7f29\u4e4b\u540e\uff0c\u53ef\u4ee5\u5c06\u5176\u90e8\u7f72\u5e76\u4e0a\u7ebf\u3002\u5f53\u7136\uff0c\u4e5f\u53ef\u4ee5\u5728\u5bfc\u5165\u6a21\u578b\u540e\u76f4\u63a5\u5728 Model Service \u4e2d\u4e0a\u7ebf\uff0c\u8df3\u8fc7\u8bc4\u4f30\u73af\u8282\u3002<\/p>\n<p>\u5728 Model Service \u4e2d\uff0c\u642d\u5efa\u4e00\u4e2a\u590d\u6742\u4e14\u5b8c\u5584\u7684\u5bf9\u5916\u6a21\u578b\u670d\u52a1\u67b6\u6784\uff0c\u5305\u62ec REST API\u3001gRPC \u53ca\u5176\u5b83 API\u3002\u8fd9\u4e9b API \u53ef\u4f9b Prompt Manager \u8c03\u7528\uff0c\u540c\u65f6\u4e5f\u652f\u6301\u5ba2\u6237\u7b2c\u4e09\u65b9\u4e1a\u52a1\u7cfb\u7edf\u76f4\u63a5\u8bbf\u95ee\u3002\u5728 Model Service \u4e2d\uff0c\u9996\u5c42\u4e3a Server \u7684 Gateway\uff0c\u4e3b\u8981\u8d1f\u8d23\u8def\u7531\u4e0d\u540c\u6a21\u578b\u3002\u5f53\u67d0\u4e2a\u6a21\u578b\u5b9e\u4f8b\u9762\u4e34\u538b\u529b\u8f83\u5927\u6216\u5ef6\u8fdf\u8f83\u9ad8\u65f6\uff0c\u4f1a\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u8fdb\u884c\u5b9e\u4f8b\u4f38\u7f29\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a\u6a21\u578b\u5b9e\u4f8b\u4e2d\uff0c\u6709\u4e24\u4e2a\u5173\u952e\u8981\u7d20\uff1a\u4ea4\u4e92\u5f0f\u63a8\u7406\u8bb0\u5fc6\u548c kernel \u7ea7\u52a0\u901f\u3002\u4ea4\u4e92\u5f0f\u63a8\u7406\u8bb0\u5fc6\u7528\u4e8e\u5904\u7406\u4e0e\u5927\u578b\u6a21\u578b\u7684\u591a\u8f6e\u4ea4\u4e92\u3002\u4f8b\u5982\uff0c\u5411\u5927\u6a21\u578b\u8be2\u95ee\u63a8\u8350\u98df\u8c31\uff0c\u7528\u6237\u53ef\u80fd\u9700\u8981\u4e0e\u6a21\u578b\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\uff0c\u800c\u5927\u6a21\u578b\u9700\u8981\u4fdd\u5b58\u5386\u53f2\u4f1a\u8bdd\uff0c\u4ee5\u4fdd\u6301\u4e0a\u4e0b\u6587\u3002\u4ea4\u4e92\u5f0f\u63a8\u7406\u8bb0\u5fc6\u5c31\u662f\u7528\u6765\u7f13\u5b58\u5386\u53f2\u95ee\u8bdd\uff0c\u4ee5\u4fbf\u5728\u7b2c\u4e8c\u6b21\u5bf9\u8bdd\u65f6\u51cf\u5c11 GPU \u63a8\u7406\u5ef6\u8fdf\uff0c\u63d0\u9ad8\u6a21\u578b\u670d\u52a1\u901f\u5ea6\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u5173\u952e\u8981\u7d20\u662f kernel \u7ea7\u52a0\u901f\u3002\u719f\u6089\u5e95\u5c42\u5f00\u53d1\u7684\u4eba\u5458\u5e94\u8be5\u90fd\u77e5\u9053\uff0c\u5728\u8c03\u7528\u6a21\u578b\u5e95\u5c42 API \u65f6\uff0c\u53ef\u80fd\u4f1a\u591a\u6b21\u8c03\u7528 kernel\u3002\u901a\u8fc7 kernel \u7ea7\u52a0\u901f\uff0c\u53ef\u4ee5\u5bf9 kernel \u8fdb\u884c\u5408\u5e76\u64cd\u4f5c\uff08\u628a\u51e0\u6b21\u8bf7\u6c42\u7ec4\u6210\u4e00\u4e2atensor\uff09\uff0c\u4ee5\u53ca\u64cd\u4f5c\u5408\u5e76\uff08\u628a\u4e24\u6b21kernel\u64cd\u4f5c\u5408\u5e76\u6210\u4e00\u6b21\u64cd\u4f5c\uff09\uff0c\u4ece\u800c\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n<p>\u5728\u6d88\u8d39\u6a21\u578b\u65f6\uff0c\u53ef\u4ee5\u501f\u52a9 Prompt Manager \u8bbf\u95ee\u77e5\u8bc6\u5e93\uff0c\u83b7\u53d6\u76f8\u5173\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u518d\u8bbf\u95ee\u5927\u6a21\u578b\u3002<\/p>\n<h3>4\u3001Prompt Manager<\/h3>\n<p><img data-dominant-color=\"eee9e1\" data-has-transparency=\"false\" style=\"--dominant-color: #eee9e1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15744\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d4982379379d232c37d980f047660cf12b158d-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d4982379379d232c37d980f047660cf12b158d-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d4982379379d232c37d980f047660cf12b158d-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d4982379379d232c37d980f047660cf12b158d-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d4982379379d232c37d980f047660cf12b158d-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d4982379379d232c37d980f047660cf12b158d-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Prompt Manager\u662f\u4e00\u4e2a\u63d0\u793a\u8bcd\u8bbe\u8ba1\u548c\u6784\u5efa\u5de5\u5177\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u521b\u5efa\u66f4\u4f18\u79c0\u7684\u63d0\u793a\u8bcd\uff0c\u5f15\u5bfc\u5927\u6a21\u578b\u751f\u6210\u66f4\u52a0\u51c6\u786e\u3001\u53ef\u9760\u4e14\u7b26\u5408\u9884\u671f\u7684\u8f93\u51fa\u5185\u5bb9\u3002\u8be5\u5de5\u5177\u53ef\u4ee5\u540c\u65f6\u9762\u5411\u6280\u672f\u4eba\u5458\u548c\u975e\u6280\u672f\u4eba\u5458\uff0c\u4e3a\u6280\u672f\u4eba\u5458\u63d0\u4f9b\u5f00\u53d1\u5de5\u5177\u5305\uff0c\u540c\u65f6\u4e5f\u4e3a\u975e\u6280\u672f\u4eba\u5458\u63d0\u4f9b\u76f4\u89c2\u6613\u7528\u7684\u4eba\u673a\u4ea4\u4e92\u64cd\u4f5c\u6a21\u5f0f\u3002<\/p>\n<p>\u5728 Prompt Manager \u4e2d\uff0c\u5305\u542b\u4e86\u51e0\u4e2a\u6838\u5fc3\u8981\u7d20\uff1a\u573a\u666f\u7ba1\u7406\u3001\u6a21\u677f\u7ba1\u7406\u3001\u63d0\u793a\u8bcd\u5f00\u53d1\u4ee5\u53ca\u63d0\u793a\u8bcd\u5e94\u7528\u3002\u8fd9\u4e9b\u8981\u7d20\u5171\u540c\u6784\u6210\u4e86 Prompt Manager \u7684\u529f\u80fd\u4f53\u7cfb\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u5168\u65b9\u4f4d\u7684\u652f\u6301\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u597d\u5730\u5229\u7528\u5927\u6a21\u578b\u751f\u6210\u6240\u9700\u7684\u8f93\u51fa\u5185\u5bb9\u3002<\/p>\n<p><img data-dominant-color=\"eee7e0\" data-has-transparency=\"false\" style=\"--dominant-color: #eee7e0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15745\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a57fd1151b59ad6c71e2916b6021d1c576968e-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a57fd1151b59ad6c71e2916b6021d1c576968e-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a57fd1151b59ad6c71e2916b6021d1c576968e-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a57fd1151b59ad6c71e2916b6021d1c576968e-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a57fd1151b59ad6c71e2916b6021d1c576968e-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a57fd1151b59ad6c71e2916b6021d1c576968e-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e0a\u56fe\u5c55\u793a\u4e86 Prompt Manager \u7684\u529f\u80fd\u67b6\u6784\u3002\u81ea\u4e0b\u800c\u4e0a\u6765\u4ecb\u7ecd\uff0c\u9996\u5148\uff0c\u5728\u5e95\u5c42\uff0cPrompt Manager\u53ef\u4ee5\u7ba1\u7406\u5927\u6a21\u578b\u670d\u52a1\u3002\u901a\u8fc7 LMS \u90e8\u7f72\u7684\u6a21\u578b\u5bf9\u5916\u63d0\u4f9b\u7684\u63a5\u53e3\u53ef\u4ee5\u914d\u7f6e\u5230 Prompt Manager \u4e2d\uff0c\u4f9b\u63d0\u793a\u5de5\u7a0b\u4f7f\u7528\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u4e0e\u5176\u5b83\u5de5\u5177\uff08\u5982DingoDB\u3001\u641c\u7d22\u5f15\u64ce\u7b49\uff09\u8fdb\u884c\u96c6\u6210\u3002<\/p>\n<p>\u5728\u63d0\u793a\u5de5\u7a0b\u65b9\u9762\uff0c\u5305\u62ec single prompt\u3001multiple prompt \u548c prompt flow \u7b49\u5f00\u53d1\u65b9\u5f0f\u3002\u5047\u8bbe\u4f01\u4e1a\u5185\u90e8\u6709\u4e00\u4e2a\u4e1a\u52a1\u9700\u8981\u591a\u6b21\u8bbf\u95ee\u5927\u6a21\u578b\uff0c\u53ef\u4ee5\u91c7\u7528\u4e24\u79cd\u65b9\u5f0f\uff1a\u7b2c\u4e00\u79cd\u662f\u5728\u4e1a\u52a1\u7cfb\u7edf\u4e2d\u5c06\u6574\u4e2a\u6d41\u7a0b\u4e32\u8d77\u6765\uff0c\u6bcf\u6b21\u4e0e\u5927\u6a21\u578b\u7684\u4ea4\u4e92\u540e\uff0c\u518d\u8fdb\u884c\u4e1a\u52a1\u5904\u7406\uff1b\u7b2c\u4e8c\u79cd\u65b9\u5f0f\u662f\u5c06\u6574\u4e2a\u6d41\u7a0b\u5c01\u88c5\u6210\u4e00\u4e2a prompt flow\uff0c\u8fd9\u6837\u5728\u7b2c\u4e00\u6b21\u8bbf\u95ee\u5927\u6a21\u578b\u5e76\u83b7\u53d6\u7ed3\u679c\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c\u76f8\u5e94\u5904\u7406\uff0c\u7136\u540e\u5c06\u7ed3\u679c\u4f20\u9012\u7ed9\u7b2c\u4e8c\u6b21\u8bbf\u95ee\u5927\u6a21\u578b\uff0c\u4ee5 flow \u7684\u5f62\u5f0f\u5c55\u73b0\u6574\u4e2a\u8fc7\u7a0b\u3002<\/p>\n<p>\u6b64\u5916\uff0cPrompt Manager\u8fd8\u63d0\u4f9b\u4e86\u6a21\u677f\u573a\u666f\u3001\u89d2\u8272\u5b9a\u4e49\uff08\u5982\u534f\u4f5c\u4f5c\u5bb6\u3001\u7a0b\u5e8f\u5458\u7b49\uff09\u3001prompt\u5f00\u53d1\uff08\u5305\u62ec\u5355\u4e2a prompt \u548c\u591a\u4e2a prompt \u5f00\u53d1\u65b9\u5f0f\uff09\u7b49\u529f\u80fd\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u53ef\u4ee5\u5c06 prompt\uff08\u65e0\u8bba\u662f prompt flow\u3001single prompt \u8fd8\u662f multiple prompt\uff09\u63d0\u4f9b\u4e3a\u4e00\u4e2a prompt \u670d\u52a1\uff0c\u4f9b\u6a21\u578b\u6d88\u8d39\u3002\u8fd9\u6837\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u5bf9\u5916\u5f00\u653e\u63a5\u53e3\u6216 SDK \u76f4\u63a5\u8bbf\u95ee prompt \u670d\u52a1\u3002<\/p>\n<h2>\u56db\u3001DataCanvas\u00a0APS\u00a0\u673a\u5668\u5b66\u4e60\u5e73\u53f0<\/h2>\n<p><img data-dominant-color=\"eaeae7\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeae7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15746\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/15a4a113934b71f7696956f5143270a800b965-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/15a4a113934b71f7696956f5143270a800b965-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/15a4a113934b71f7696956f5143270a800b965-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/15a4a113934b71f7696956f5143270a800b965-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/15a4a113934b71f7696956f5143270a800b965-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/15a4a113934b71f7696956f5143270a800b965-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>DataCanvas APS\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u4eba\u5458\u548c\u4e1a\u52a1\u4e13\u5bb6\u63d0\u4f9b\u4e00\u6574\u5957\u5de5\u5177\uff0c\u4ee5\u4fbf\u81ea\u4e3b\u8f7b\u677e\u5730\u5904\u7406\u591a\u6e90\u5f02\u6784\u6570\u636e\uff0c\u5e76\u5feb\u901f\u3001\u9ad8\u6548\u5730\u5f00\u53d1\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u4efb\u4f55\u89c4\u6a21\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u6253\u901a\u4f01\u4e1a\u7ea7\u5927\u6a21\u578b\u548c\u5c0f\u6a21\u578b\u5e94\u7528\u7684\u6700\u540e\u4e00\u516c\u91cc\u3002<\/p>\n<p>\u6b64\u5916\uff0cDataCanvas APS\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u8fd8\u5177\u5907\u6a21\u578b\u7ba1\u7406\u529f\u80fd\uff0c\u6784\u5efa\u4e86\u667a\u80fd\u5e94\u7528\u5de5\u5177\u5305\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u6a21\u578b\u670d\u52a1\u3002<\/p>\n<p><img data-dominant-color=\"ebe6e2\" data-has-transparency=\"false\" style=\"--dominant-color: #ebe6e2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15747\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3641bf46b166856ac7139ad43375681525b41-1.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3641bf46b166856ac7139ad43375681525b41-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3641bf46b166856ac7139ad43375681525b41-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3641bf46b166856ac7139ad43375681525b41-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3641bf46b166856ac7139ad43375681525b41-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3641bf46b166856ac7139ad43375681525b41-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>DataCanvas APS\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u7684\u5173\u952e\u7279\u6027\u5305\u62ec\uff1a\u5f02\u6784\u591a\u5f15\u64ce\u878d\u5408\u67b6\u6784\uff1b\u652f\u6301\u5927\u6570\u636e\u5206\u6790\uff1b\u5168\u5206\u4f4d\u7684\u5f00\u653e\u5f0f\uff1b\u9ad8\u6027\u80fd\u5206\u5e03\u5f0f\u8bad\u7ec3\u89e3\u51b3\u65b9\u6848\uff1b\u6a21\u578b\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\uff1b\u9886\u5148\u7684\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\uff08AutoML\uff09\u6280\u672f\u3002<\/p>\n<p>\u8be5\u5e73\u53f0\u5b9e\u73b0\u4e86\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u5f00\u53d1\u4eba\u5458\u548c\u4e1a\u52a1\u4e13\u5bb6\u4e09\u4f4d\u4e00\u4f53\u7684\u878d\u5408\u5efa\u6a21\u65b9\u5f0f\uff0c\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u63d0\u4f9b\u4e86\u53cb\u597d\u7684\u7f16\u7801\u5efa\u6a21\u73af\u5883\uff0c\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u63d0\u4f9b\u53ef\u89c6\u5316\u7684\u62d6\u62fd\u5efa\u6a21\u5de5\u5177\uff0c\u800c\u5bf9\u4e8e\u4e1a\u52a1\u5206\u6790\u5e08\uff0c\u5373\u4f7f\u4ed6\u4eec\u5bf9\u4ee3\u7801\u4e0d\u751a\u4e86\u89e3\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u81ea\u52a8\u5efa\u6a21\u5de5\u5177\u8fdb\u884c\u6a21\u578b\u6784\u5efa\u3002\u4e09\u4e2a\u89d2\u8272\u53ef\u4ee5\u8de8\u56e2\u961f\u3001\u8de8\u9879\u76ee\u8fdb\u884c\u5408\u4f5c\uff0c\u5b9e\u73b0\u9ad8\u6548\u7684\u6a21\u578b\u5f00\u53d1\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15716\" class=\"pvc_stats total_only  \" data-element-id=\"15716\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>AI \u57fa\u7840\u8f6f\u4ef6\u4f5c\u4e3a\u5927\u578b AI \u6a21\u578b\u7684\u5e95\u5ea7\uff0c\u627f\u8f7d\u7740\u9876\u5c42\u5927\u6a21\u578b\u7684\u5efa\u8bbe\uff0c\u4e5f\u662f\u5927\u6a21\u578b\u5e94\u7528\u843d\u5730\u7684\u5173\u952e\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u652f\u6301\u5927\u6a21 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15716\" class=\"pvc_stats total_only  \" data-element-id=\"15716\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":15717,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[877],"class_list":["post-15716","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-ai-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15716","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=15716"}],"version-history":[{"count":2,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15716\/revisions"}],"predecessor-version":[{"id":15748,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15716\/revisions\/15748"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/15717"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=15716"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=15716"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=15716"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}