{"id":15236,"date":"2023-10-12T19:36:09","date_gmt":"2023-10-12T11:36:09","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15236"},"modified":"2023-10-12T19:38:38","modified_gmt":"2023-10-12T11:38:38","slug":"%e5%9b%bd%e4%ba%a7%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%bc%80%e6%ba%90%e4%b8%80%e5%93%a5%e5%86%8d%e7%99%bb%e5%9c%ba%ef%bc%8c%e6%9c%80%e5%bc%ba%e5%8f%8c%e8%af%adllm%e3%80%8c%e5%85%a8%e5%ae%b6%e6%a1%b6","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/12\/15236\/","title":{"rendered":"\u56fd\u4ea7\u5927\u6a21\u578b\u5f00\u6e90\u4e00\u54e5\u518d\u767b\u573a\uff0c\u6700\u5f3a\u53cc\u8bedLLM\u300c\u5168\u5bb6\u6876\u300d\u7ea7\u5f00\u6e90\uff01340\u4ebf\u53c2\u6570\u8d85\u8d8aLlama2-70B"},"content":{"rendered":"<div class=\"article-desc\">\u5c31\u5728\u521a\u521a\uff0c340\u4ebf\u53c2\u6570\u7684\u56fd\u4ea7\u5927\u6a21\u578b\u609f\u9053\u00b7\u5929\u9e70Aquila2\u5f3a\u52bf\u51b2\u4e0a\u699c\u9996\uff0c\u6210\u4e3a\u6700\u5f3a\u5f00\u6e90\u4e2d\u82f1\u53cc\u8bed\u5927\u6a21\u578b\u3002\u66f4YYDS\u7684\u662f\uff0c\u8fd9\u6b21\u667a\u6e90\u4e0d\u4ec5\u5f00\u6e90\u4e86\u660e\u661f\u6a21\u578b\uff0c\u8fd8\u8d60\u9001\u4e86\u975e\u5e38\u6709\u53e3\u7891\u7684\u6a21\u578b\u5468\u8fb9\uff01<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>\u6700\u5f3a\u4e2d\u82f1\u53cc\u8bed\u5927\u6a21\u578b\uff0c\u5f00\u6e90\u4e86\uff01<\/p>\n<p>\u4eca\u5929\uff0c\u609f\u9053\u00b7\u5929\u9e70Aquila\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u5217\u5df2\u7ecf\u5168\u9762\u5347\u7ea7\u5230Aquila2\uff0c\u5e76\u4e14\u518d\u6dfb\u4e86\u4e00\u4f4d\u91cd\u91cf\u7ea7\u65b0\u6210\u5458\u2014\u2014340\u4ebf\u53c2\u6570\u7684Aquila2-34B\u3002<\/p>\n<p>\u5728\u4ee3\u7801\u751f\u6210\u3001\u8003\u8bd5\u3001\u7406\u89e3\u3001\u63a8\u7406\u3001\u8bed\u8a00\u56db\u4e2a\u7ef4\u5ea6\u768422\u4e2a\u8bc4\u6d4b\u57fa\u51c6\u4e0a\uff0cAquila2-34B\u5f3a\u52bf\u9738\u5360\u4e86\u591a\u4e2a\u699c\u5355TOP 1\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15263\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3772f1f614acf30e1579213aa9e4d496c3ad1a-1.png\" width=\"970\" height=\"1280\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3772f1f614acf30e1579213aa9e4d496c3ad1a-1.png 970w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3772f1f614acf30e1579213aa9e4d496c3ad1a-1-227x300.png 227w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3772f1f614acf30e1579213aa9e4d496c3ad1a-1-776x1024.png 776w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3772f1f614acf30e1579213aa9e4d496c3ad1a-1-768x1013.png 768w\" sizes=\"auto, (max-width: 970px) 100vw, 970px\" \/><\/p>\n<p>\u4e0d\u8fc7\uff0c\u300c\u5168\u9762\u8d85\u8d8aLlama 2\u300d\u8fd9\u6837\u7684\u5b57\u773c\uff0c\u65e9\u5df2\u4e0d\u518d\u662f\u65b0\u95fb\u3002\u76f8\u6bd4\u5206\u6570\uff0c\u4e1a\u5185\u66f4\u770b\u91cd\u7684\u662f\u5927\u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n<p>\u800c\u5728\u8fd9\u4e9b\u5b9e\u9645\u80fd\u529b\u4e0a\uff0cAquilaChat2\u7684\u8868\u73b0\u4f9d\u7136\u5341\u5206\u62a2\u773c\u2014\u2014<\/p>\n<p>\u5b83\u4e0d\u4ec5\u5177\u6709\u8d85\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\u4e5f\u5927\u5927\u63d0\u5347\uff1b\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u8ba9\u5b83\u53ef\u4ee5\u9002\u5e94\u5404\u7c7b\u771f\u5b9e\u5e94\u7528\u573a\u666f\uff0c\u5305\u62ecAI Agent\u3001\u4ee3\u7801\u751f\u6210\u3001\u6587\u732e\u68c0\u7d22\u3002<\/p>\n<p>\u66f4\u60ca\u559c\u7684\u662f\uff0c\u667a\u6e90\u4e0d\u4ec5Aquila2\u6a21\u578b\u7cfb\u5217\u5168\u90e8\u5f00\u6e90\uff0c\u800c\u4e14\u8fd8\u540c\u6b65\u5f00\u6e90\u4e86Aquila2\u7684\u521b\u65b0\u8bad\u7ec3\u7b97\u6cd5\uff0c\u5305\u62ecFlagScale\u6846\u67b6\u548cFlagAttention\u7b97\u5b50\u96c6\uff0c\u4ee5\u53ca\u8bed\u4e49\u5411\u91cf\u6a21\u578bBGE\u7684\u65b0\u7248\u672c\u3002<\/p>\n<p>\u53ef\u4ee5\u8bf4\uff0c\u521b\u65b0\u8bad\u7ec3\u7b97\u6cd5\u548c\u6700\u4f73\u5b9e\u8df5\u540c\u6b65\u5f00\u653e\uff0c\u5728\u884c\u4e1a\u5185\u662f\u53f2\u65e0\u524d\u4f8b\u7684\u3002\u8fd9\u79cd\u5168\u5bb6\u6876\u7ea7\u522b\u7684\u5f00\u6e90\uff0c\u582a\u79f0\u662f\u5927\u6a21\u578b\u5f00\u6e90\u754c\u7684\u4e1a\u754c\u826f\u5fc3\u4e86\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15264\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/616712b8024e53825cd721a6226509a5833a37-1.png\" width=\"1080\" height=\"460\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/616712b8024e53825cd721a6226509a5833a37-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/616712b8024e53825cd721a6226509a5833a37-1-300x128.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/616712b8024e53825cd721a6226509a5833a37-1-1024x436.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/616712b8024e53825cd721a6226509a5833a37-1-768x327.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Aquila2\u6a21\u578b\u5168\u7cfb\u5f00\u6e90\u5730\u5740\uff1a<\/p>\n<p>https:\/\/github.com\/FlagAI-Open\/Aquila2<\/p>\n<p>https:\/\/model.baai.ac.cn\/<\/p>\n<p>https:\/\/huggingface.co\/BAAI<\/p>\n<h4>\u6700\u5f3a\u4e2d\u82f1\u53cc\u8bed\u5927\u6a21\u578b\uff0c\u5f00\u6e90\uff01<\/h4>\n<p>22\u9879\u7efc\u5408\u6392\u540d\u9886\u5148\uff0c\u4ec5\u51ed1\/2\u7684\u53c2\u6570\u91cf\u548c2\/3\u7684\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u5c31\u8d85\u8d8a\u4e86Llama2-70B\u548c\u5176\u4f59\u5f00\u6e90\u57fa\u5ea7\u6a21\u578b\uff0cAquila2-34B\u662f\u600e\u6837\u505a\u5230\u7684\uff1f<\/p>\n<p>\u8fd9\u80cc\u540e\uff0c\u5f53\u7136\u8981\u5f52\u529f\u4e8e\u667a\u6e90\u591a\u5e74\u79ef\u7d2f\u7684\u9ad8\u8d28\u91cf\u8bed\u6599\u3002\u7ecf\u8fc7\u8fd9\u4e9b\u8bed\u6599\u9884\u8bad\u7ec3\u540e\u7684\u6a21\u578b\uff0c\u7efc\u5408\u80fd\u529b\u5341\u5206\u5f3a\u5927\uff0c\u8d85\u8d8a\u4e86\u901a\u4e49\u5343\u95ee\u548cLlama 2\u3002<\/p>\n<p>\u67b6\u6784\u5347\u7ea7\u3001\u7b97\u6cd5\u521b\u65b0\u3001\u6570\u636e\u8fed\u4ee3\uff0c\u4e5f\u4f7fAquila2\u5728\u4e2d\u82f1\u6587\u7efc\u5408\u80fd\u529b\u65b9\u9762\u8fdb\u4e00\u6b65\u7a81\u7834\u3002<\/p>\n<p>\u800cAquila2\u57fa\u5ea7\u6a21\u578b\uff0c\u4e3aAquilaChat2\u5bf9\u8bdd\u6a21\u578b\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u57fa\u7840\u3002<\/p>\n<p>\u7ecf\u8fc7\u9ad8\u8d28\u91cf\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\u8bad\u7ec3\u4e4b\u540e\uff0cAquilaChat2-34B\u4e00\u8dc3\u800c\u6210\u4e3a<strong>\u5f53\u4eca\u6700\u5f3a\u7684\u5f00\u6e90\u4e2d\u82f1\u53cc\u8bed\u5bf9\u8bdd\u6a21\u578b<\/strong>\uff0c \u4e3b\u89c2\u53ca\u5ba2\u89c2\u8bc4\u6d4b\u7ed3\u679c\uff0c\u90fd\u505a\u5230\u4e86\u5168\u9762\u9886\u5148\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15265\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/538e3e5759e6e8854ac007799e1e02df4945d6-1.png\" width=\"1080\" height=\"625\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/538e3e5759e6e8854ac007799e1e02df4945d6-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/538e3e5759e6e8854ac007799e1e02df4945d6-1-300x174.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/538e3e5759e6e8854ac007799e1e02df4945d6-1-1024x593.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/538e3e5759e6e8854ac007799e1e02df4945d6-1-768x444.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>SFT\u6a21\u578b\u8bc4\u6d4b\u7ed3\u679c<\/p>\n<p>\u5e76\u4e14\uff0cAquilaChat2-34B\u5448\u73b0\u51fa\u4e86\u51e0\u4e2a\u6709\u8da3\u7684\u7279\u70b9\u2014\u2014\u5b83\u4e0d\u4ec5\u5177\u5907\u4e30\u5bcc\u7684\u4e2d\u6587\u4e16\u754c\u539f\u751f\u77e5\u8bc6\uff0c\u5e76\u4e14\u63d0\u4f9b\u7684\u56de\u7b54\u66f4\u52a0\u51c6\u786e\u5168\u9762\u3001\u5bcc\u6709\u4eba\u60c5\u5473\u3002<\/p>\n<p>\u5bf9\u4e8e\u4e2d\u6587\u4e16\u754c\u7684\u638c\u63e1\uff0cAquilaChat2-34B\u751a\u81f3\u53ef\u4ee5\u5b8c\u7206GPT-4\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15266\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e984d3f049c3e521e2d93619ebb54aed704c69-1.png\" width=\"1080\" height=\"221\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e984d3f049c3e521e2d93619ebb54aed704c69-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e984d3f049c3e521e2d93619ebb54aed704c69-1-300x61.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e984d3f049c3e521e2d93619ebb54aed704c69-1-1024x210.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e984d3f049c3e521e2d93619ebb54aed704c69-1-768x157.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5bf9\u4e8e\u300c\u5982\u4f55\u7528\u87ba\u4e1d\u9489\u7092\u897f\u7ea2\u67ff\u300d\u8fd9\u6837\u7684\u95ee\u9898\uff0cAquilaChat2-34B\u7acb\u523b\u806a\u660e\u5730\u731c\u5230\uff0c\u7528\u6237\u5e94\u8be5\u662f\u60f3\u95ee\u300c\u897f\u7ea2\u67ff\u7092\u9e21\u86cb\u300d\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cGPT-4\u53ea\u80fd\u7406\u89e3\u5230\u300c\u87ba\u72ee\u7c89\u7092\u897f\u7ea2\u67ff\u300d\u8fd9\u4e00\u5c42\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15267\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/05e2d6882beba79ea93525928470ff5d74aead-1.png\" width=\"1080\" height=\"464\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/05e2d6882beba79ea93525928470ff5d74aead-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/05e2d6882beba79ea93525928470ff5d74aead-1-300x129.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/05e2d6882beba79ea93525928470ff5d74aead-1-1024x440.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/05e2d6882beba79ea93525928470ff5d74aead-1-768x330.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5982\u679c\u95ee\u5927\u6a21\u578b\u300c\u7814\u7a76\u4ec0\u4e48\u4e13\u4e1a\u7684\u5927\u5b66\u751f\u5bb9\u6613\u627e\u5230\u5de5\u4f5c\u65f6\uff0c\u5206\u6790\u5355\u4f4d\u662f\u4ec0\u4e48\u300d\uff0cGPT-4\u7684\u56de\u7b54\u5c31\u5f88\u7b80\u5355\u7c97\u66b4\u2014\u2014\u4e13\u4e1a\u3002<\/p>\n<p>\u800cAquilaChat2-34B\u5219\u5bcc\u6709\u6d1e\u89c1\u5730\u8868\u793a\uff0c\u5206\u6790\u5355\u4f4d\u53ef\u4ee5\u662f\u884c\u4e1a\u3001\u516c\u53f8\u7c7b\u578b\u3001\u804c\u7ea7\u3001\u5730\u57df\u3001\u85aa\u8d44\u6c34\u5e73\u3001\u4e13\u4e1a\u5339\u914d\u5ea6\u7b49\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15268\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/737ab6a80d22a58992369276c5f8ead3da240c-1.png\" width=\"1080\" height=\"308\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/737ab6a80d22a58992369276c5f8ead3da240c-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/737ab6a80d22a58992369276c5f8ead3da240c-1-300x86.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/737ab6a80d22a58992369276c5f8ead3da240c-1-1024x292.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/737ab6a80d22a58992369276c5f8ead3da240c-1-768x219.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h4>\u63a8\u7406\u8d85\u8d8aLlama 2\uff0c\u4ec5\u6b21\u4e8eGPT-4<\/h4>\n<p>\u6211\u4eec\u80fd\u5728\u54ea\u4e00\u5e74\u5b9e\u73b0AGI\uff0c\u662f\u5982\u4eca\u4e1a\u5185\u76f8\u5f53\u70ed\u95e8\u7684\u8bdd\u9898\u3002<\/p>\n<p>\u5982\u4f55\u5b9e\u73b0AGI\u5462\uff1f\u8fd9\u5176\u4e2d\u6700\u5173\u952e\u7684\uff0c\u5c31\u662f\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u5728\u8bc4\u6d4b\u57fa\u51c6Integrated Reasoning Dataset\uff08IRD\uff09\u4e0a\uff0c\u5341\u51e0\u4e2a\u5f53\u7ea2\u6a21\u578b\u5728\u5f52\u7eb3\u63a8\u7406\u3001\u6f14\u7ece\u63a8\u7406\u3001\u6eaf\u56e0\u63a8\u7406\u548c\u56e0\u679c\u63a8\u7406\u7ef4\u5ea6\u4e0a\u7684\u7ed3\u679c\u548c\u8fc7\u7a0b\u7684\u51c6\u786e\u6027\u4e0a\uff0c\u8fdb\u884c\u4e86\u5168\u9762\u6bd4\u62fc\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0cAquilaChat2-34B\u5728IRD\u8bc4\u6d4b\u57fa\u51c6\u4e2d\u6392\u540d\u7b2c\u4e00\uff0c\u8d85\u8d8a\u4e86LLama2-70B-Chat\u3001GPT-3.5\u7b49\u6a21\u578b\uff0c\u4ec5\u6b21\u4e8eGPT-4\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15269\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/53999b559a40c32f4a30015aebdb2e7b37946b-1.png\" width=\"1080\" height=\"615\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/53999b559a40c32f4a30015aebdb2e7b37946b-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/53999b559a40c32f4a30015aebdb2e7b37946b-1-300x171.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/53999b559a40c32f4a30015aebdb2e7b37946b-1-1024x583.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/53999b559a40c32f4a30015aebdb2e7b37946b-1-768x437.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>SFT\u6a21\u578b\u5728IRD\u6570\u636e\u96c6\u4e0a\u7684\u8bc4\u6d4b\u7ed3\u679c<\/p>\n<h4>\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\uff0c\u6269\u81f316K<\/h4>\n<p>\u957f\u6587\u672c\u8f93\u5165\uff0c\u662f\u884c\u4e1a\u73b0\u5728\u8feb\u5207\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p>\u80fd\u591f\u63a5\u6536\u591a\u5c11\u6587\u672c\u8f93\u5165\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86\u5927\u6a21\u578b\u6709\u591a\u5927\u7684\u5185\u5b58\uff0c\u5b83\u548c\u53c2\u6570\u91cf\u4e00\u8d77\uff0c\u5171\u540c\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u5e94\u7528\u6548\u679c\u3002<\/p>\n<p>\u5bf9\u6b64\uff0c\u667a\u6e90\u4ee5Aquila2-34B\u4e3a\u57fa\u5ea7\uff0c\u7ecf\u8fc7\u4f4d\u7f6e\u7f16\u7801\u5185\u63d2\u6cd5\u5904\u7406\uff0c\u5e76\u572820W\u6761\u4f18\u8d28\u957f\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u96c6\u4e0a\u505a\u4e86SFT\uff0c\u76f4\u63a5\u5c06\u6a21\u578b\u7684\u6709\u6548\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u6269\u5c55\u81f316K\u3002<\/p>\n<p>\u5728LongBench\u7684\u56db\u9879\u4e2d\u82f1\u6587\u957f\u6587\u672c\u95ee\u7b54\u3001\u957f\u6587\u672c\u603b\u7ed3\u4efb\u52a1\u7684\u8bc4\u6d4b\u6548\u679c\u663e\u793a\uff0cAquilaChat2-34B-16K\u5904\u4e8e\u5f00\u6e90\u957f\u6587\u672c\u6a21\u578b\u7684\u9886\u5148\u6c34\u5e73\uff0c\u5df2\u7ecf\u63a5\u8fd1GPT-3.5\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15270\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/95c6368890c921016512896742ecfdcdc062d9-1.png\" width=\"1080\" height=\"347\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/95c6368890c921016512896742ecfdcdc062d9-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/95c6368890c921016512896742ecfdcdc062d9-1-300x96.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/95c6368890c921016512896742ecfdcdc062d9-1-1024x329.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/95c6368890c921016512896742ecfdcdc062d9-1-768x247.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u957f\u6587\u672c\u7406\u89e3\u4efb\u52a1\u8bc4\u6d4b<\/p>\n<p>\u53e6\u5916\uff0c\u6211\u4eec\u90fd\u77e5\u9053\uff0c\u5927\u6a21\u578b\u666e\u904d\u5b58\u5728\u7740\u957f\u5ea6\u5916\u5ef6\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u8fd9\u4e2a\u95ee\u9898\u4e25\u91cd\u5236\u7ea6\u4e86\u5927\u6a21\u578b\u7684\u957f\u6587\u672c\u80fd\u529b\u3002<\/p>\n<p>\u667a\u6e90\u8054\u5408\u5317\u5927\u56e2\u961f\uff0c\u5bf9\u591a\u4e2a\u8bed\u8a00\u6a21\u578b\u5904\u7406\u8d85\u957f\u6587\u672c\u7684\u6ce8\u610f\u529b\u5206\u5e03\u505a\u4e86\u53ef\u89c6\u5316\u5206\u6790\u3002\u4ed6\u4eec\u53d1\u73b0\uff1a\u6240\u6709\u8bed\u8a00\u6a21\u578b\u5747\u5b58\u5728\u56fa\u5b9a\u7684\u76f8\u5bf9\u4f4d\u7f6e\u74f6\u9888\uff0c\u4e14\u663e\u8457\u5c0f\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u667a\u6e90\u56e2\u961f\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86NLPE\uff08Non-Linearized Position Embedding\uff0c\u975e\u7ebf\u6027\u4f4d\u7f6e\u7f16\u7801\uff09\u65b9\u6cd5\uff0c\u5728RoPE\u65b9\u6cd5\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u8c03\u6574\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u3001\u7ea6\u675f\u6700\u5927\u76f8\u5bf9\u957f\u5ea6\uff0c\u6765\u63d0\u5347\u6a21\u578b\u5916\u5ef6\u80fd\u529b\u3002<\/p>\n<p>\u5728\u4ee3\u7801\u3001\u4e2d\u82f1\u6587Few-Shot Leaning\u3001\u7535\u5b50\u4e66\u7b49\u591a\u4e2a\u9886\u57df\u7684\u6587\u672c\u7eed\u5199\u5b9e\u9a8c\u663e\u793a\uff0cNLPE\u53ef\u4ee5\u5c064K\u7684Aquila2-34B\u6a21\u578b\u5916\u5ef6\u523032K\u957f\u5ea6\uff0c\u4e14\u7eed\u5199\u6587\u672c\u7684\u8fde\u8d2f\u6027\u8fdc\u597d\u4e8eDynamic-NTK\u3001\u4f4d\u7f6e\u63d2\u503c\u7b49\u65b9\u6cd5\u3002<\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5728\u957f\u5ea6\u4e3a5K\uff5e15K\u7684HotpotQA\u30012WikiMultihopQA\u7b49\u6570\u636e\u96c6\u4e0a\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u6d4b\u8bd5\u663e\u793a\uff0c\u7ecf\u8fc7NLPE\u5916\u5ef6\u7684AquilaChat2-7B\uff082K\uff09\u51c6\u786e\u7387\u4e3a17.2%\uff0c\u800cDynamic-NTK\u5916\u5ef6\u7684AquilaChat2-7B\u51c6\u786e\u7387\u4ec5\u4e3a0.4%\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15271\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/84ceb76106e0673a72667313f0d28df18529c8-1.png\" width=\"1080\" height=\"559\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/84ceb76106e0673a72667313f0d28df18529c8-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/84ceb76106e0673a72667313f0d28df18529c8-1-300x155.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/84ceb76106e0673a72667313f0d28df18529c8-1-1024x530.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/84ceb76106e0673a72667313f0d28df18529c8-1-768x398.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>NLPE\u4e0e\u4e3b\u6d41Dynamic-NTK\u5916\u5ef6\u65b9\u6cd5\u5728SFT\u6a21\u578b\u4e0a\u7684\u80fd\u529b\u5bf9\u6bd4<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15272\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/97ddd19788eb7a285e95252fc8355379a032ae-1.png\" width=\"1080\" height=\"380\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/97ddd19788eb7a285e95252fc8355379a032ae-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/97ddd19788eb7a285e95252fc8355379a032ae-1-300x106.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/97ddd19788eb7a285e95252fc8355379a032ae-1-1024x360.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/97ddd19788eb7a285e95252fc8355379a032ae-1-768x270.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>NLPE\u4e0e\u4e3b\u6d41Dynamic-NTK\u5916\u5ef6\u65b9\u6cd5\u5728Base\u6a21\u578b\u4e0a\u7684\u80fd\u529b\u5bf9\u6bd4\uff08ppl\u503c\u8d8a\u4f4e\u8d8a\u597d\uff09<\/p>\n<p>\u540c\u65f6\uff0c\u667a\u6e90\u56e2\u8fd8\u5f00\u53d1\u4e86\u9002\u914d\u957f\u6587\u672c\u63a8\u7406\u7684\u5206\u6bb5\u5f0fAttention\u7b97\u5b50PiecewiseAttention\uff0c\u6765\u9ad8\u6548\u5730\u652f\u6301NLPE\u7b49\u9762\u5411Attention Map\u7684\u4f18\u5316\u7b97\u6cd5\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u663e\u5b58\u5360\u7528\u3001\u63d0\u5347\u8fd0\u7b97\u901f\u5ea6\u3002<\/p>\n<h5>\u6cdb\u5316\u80fd\u529b\u8d85\u5f3a\uff0c\u7edd\u4e0d\u300c\u9ad8\u5206\u4f4e\u80fd\u300d<\/h5>\n<p>\u8bf4\u8d77\u6765\uff0c\u8bb8\u591a\u5927\u6a21\u578b\u867d\u7136\u5728\u6807\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4e00\u5230\u5b9e\u9645\u5e94\u7528\u7684\u65f6\u5019\u5374\u6293\u778e\u4e86\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cAquila2\u6a21\u578b\u5728\u8003\u8bd5\u4e0a\u6210\u7ee9\u4f18\u5f02\uff0c\u5728\u771f\u5b9e\u5e94\u7528\u573a\u666f\u7684\u8868\u73b0\u53c8\u5982\u4f55\u5462\uff1f<\/p>\n<p>\u8981\u77e5\u9053\uff0c\u5927\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u4e3e\u4e00\u53cd\u4e09\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15273\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b3ee16499894f2e13c5988fcdb0e5b99bfc2e1-1.png\" width=\"1080\" height=\"725\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b3ee16499894f2e13c5988fcdb0e5b99bfc2e1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b3ee16499894f2e13c5988fcdb0e5b99bfc2e1-1-300x201.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b3ee16499894f2e13c5988fcdb0e5b99bfc2e1-1-1024x687.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b3ee16499894f2e13c5988fcdb0e5b99bfc2e1-1-768x516.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0cLLM\u5728\u8bad\u7ec3\u6570\u636e\u4e4b\u5916\uff0c\u4f9d\u7136\u80fd\u591f\u6709\u6548\u5e94\u5bf9\u6ca1\u6709\u89c1\u8fc7\u7684\u4efb\u52a1\uff0c\u7ed9\u51fa\u51c6\u786e\u7684\u54cd\u5e94\u3002<\/p>\n<p>\u82e5\u662f\u8fd9\u4e2a\u5927\u6a21\u578b\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u9ad8\u5206\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u8868\u73b0\u5f88\u5dee\uff0c\u4e5f\u5c31\u662f\u64c5\u957f\u8003\u9898\u4f46\u4e0d\u5584\u4e8e\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\uff0c\u662f\u300c\u9ad8\u5206\u4f4e\u80fd\u300d\u7684\u8868\u73b0\u3002<\/p>\n<p>\u4e3a\u4e86\u8bc4\u4f30Aquila2\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u667a\u6e90\u56e2\u961f\u4ece\u4e09\u4e2a\u771f\u5b9e\u5e94\u7528\u573a\u666f\u4e0b\u5bf9\u5176\u8fdb\u884c\u4e86\u9a8c\u8bc1\u3002<\/p>\n<h4>AI\u667a\u80fd\u4f53\u5728\u300c\u6211\u7684\u4e16\u754c\u300d\u81ea\u4e3b\u601d\u8003<\/h4>\n<p>\u901a\u7528\u667a\u80fd\u4f53\uff0c\u80fd\u591f\u5728\u5f00\u653e\u5f0f\u7684\u73af\u5883\u4e2d\u5b66\u4e60\u591a\u79cd\u4efb\u52a1\uff0c\u662f\u6a21\u578b\u91cd\u8981\u80fd\u529b\u7684\u4f53\u73b0\u3002<\/p>\n<p>\u4e00\u63d0\u5230\u667a\u80fd\u4f53\u4efb\u52a1\u7684\u6d4b\u8bd5\uff0c\u6211\u4eec\u80fd\u60f3\u5230\u7684\u6700\u5e38\u89c1\u7684\u5f00\u653e\u4e16\u754c\u6e38\u620f\uff0c\u5f53\u7136\u5c31\u662f\u300c\u6211\u7684\u4e16\u754c\u300d\u4e86\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u7740\u65e0\u9650\u751f\u6210\u7684\u590d\u6742\u4e16\u754c\u548c\u5927\u91cf\u5f00\u653e\u7684\u4efb\u52a1\uff0c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e30\u5bcc\u7684\u4ea4\u4e92\u63a5\u53e3\u3002<\/p>\n<p>\u4eca\u5e743\u6708\uff0c\u667a\u6e90\u56e2\u961f\u66fe\u63d0\u51fa\u4e86\u5728\u65e0\u4e13\u5bb6\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u9ad8\u6548\u89e3\u51b3\u300c\u6211\u7684\u4e16\u754c\u300d\u591a\u4efb\u52a1\u7684\u65b9\u6cd5\u2014\u2014Plan4MC\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15274\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21815f75231d76ae741891949b5d29e351338a-1.png\" width=\"1080\" height=\"403\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21815f75231d76ae741891949b5d29e351338a-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21815f75231d76ae741891949b5d29e351338a-1-300x112.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21815f75231d76ae741891949b5d29e351338a-1-1024x382.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/21815f75231d76ae741891949b5d29e351338a-1-768x287.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Plan4MC\u901a\u8fc7\u5185\u5728\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u8bad\u7ec3\u667a\u80fd\u4f53\u7684\u57fa\u672c\u6280\u80fd\u3002<\/p>\n<p>\u7136\u540e\uff0c\u667a\u80fd\u4f53\u5229\u7528\u5927\u6a21\u578bAquilaChat2\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5b8c\u6210\u4efb\u52a1\u89c4\u5212\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15275\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/46fff82055662d8bb6e3611ccfd1e984326fd1-1.gif\" width=\"256\" height=\"160\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u6bd4\u5982\uff0c\u5f53\u667a\u80fd\u4f53\u6536\u5230\u300c\u4f10\u6728\u5e76\u5236\u4f5c\u5de5\u4f5c\u53f0\u653e\u5728\u9644\u8fd1\u300d\u7684\u4efb\u52a1\u540e\uff0c\u5c31\u4f1a\u4e0eAquilaChat2\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\u4ea4\u4e92\u3002<\/p>\n<p>\u9996\u5148\uff0c\u667a\u80fd\u4f53\u660e\u786e\u81ea\u5df1\u7684\u4e3b\u4efb\u52a1\u662f\u2014\u2014\u5efa\u9020\u5de5\u4f5c\u53f0\uff0c\u7531\u6b64\u8f93\u5165prompt\uff0c\u5305\u62ec\u300c\u5f53\u524d\u73af\u5883\u72b6\u6001\u300d\u3001\u300c\u9700\u8981\u5b8c\u6210\u7684\u4efb\u52a1\u300d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15276\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c73261c6180f95df022266cef62ca97de05b8c-1.gif\" width=\"1079\" height=\"607\" \/><\/p>\n<p>\u7136\u540eAquilaChat2\u6536\u5230\u547d\u4ee4\u540e\uff0c\u4fbf\u5f00\u59cb\u505a\u51fa\u53cd\u9988\uff0c\u544a\u8bc9\u667a\u80fd\u4f53\u300c\u4e0b\u4e00\u6b65\u4f7f\u7528\u4ec0\u4e48\u6280\u80fd\u300d\uff0c\u540c\u65f6\u8fd8\u786e\u5b9a\u4e86\u4e0b\u4e00\u4e2a\u5b50\u4efb\u52a1\u4e3a\uff1a\u5bfb\u627e\u9644\u8fd1\u7684\u6728\u5934\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15277\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/210937474cf8f4a874c802b9f16045649e71ec-1.gif\" width=\"1079\" height=\"607\" \/><\/p>\n<p>\u667a\u80fd\u4f53\u627e\u5230\u6728\u5934\u540e\uff0c\u4e0b\u4e00\u4e2a\u5b50\u4efb\u52a1\u4fbf\u662f\u4f10\u6728\u3002\u7ee7\u7eed\u5c06\u73af\u5883\u4fe1\u606f\u4f5c\u4e3a\u8f93\u5165\uff0c\u7531\u6b64\uff0cAquilaChat2\u7ed9\u51fa\u4e86\u4e0b\u4e2a\u6280\u80fd\u540d\u79f0\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15278\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/247adb2245e000ee2921964f6b786c54011ea0-1.gif\" width=\"1079\" height=\"607\" \/><\/p>\n<p>\u4ee5\u6b64\u5f80\u590d\uff0c\u667a\u80fd\u4f53\u7ee7\u7eed\u63a8\u8fdb\u81ea\u5df1\u671d\u7740\u603b\u76ee\u6807\u65b9\u5411\uff0c\u4e0eAquilaChat2\u8fdb\u884c\u4ea4\u4e92\uff0c\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u5c31\u8fd9\u6837\uff0c\u5728AquilaChat2\u7684\u5e2e\u52a9\u4e0b\uff0c\u667a\u80fd\u4f53\u642d\u51fa\u4e86\u5b8c\u7f8e\u7684\u5de5\u4f5c\u53f0\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15279\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/87ff18027fdff7ccf4f234aa3ebd64a8840b1f-1.gif\" width=\"1079\" height=\"607\" \/><\/p>\n<h4>Aquila2+BGE2\uff0c\u590d\u6742\u6587\u732e\u4e5f\u80fd\u68c0\u7d22<\/h4>\n<p>\u590d\u6742\u6587\u732e\u7684\u68c0\u7d22\uff0c\u8ba9\u4e0d\u5c11\u79d1\u7814\u5de5\u4f5c\u8005\u5934\u79c3\u3002<\/p>\n<p>\u57fa\u4e8e\u4f20\u7edf\u5411\u91cf\u5e93\u7684\u68c0\u7d22\u65b9\u5f0f\uff0c\u5927\u6a21\u578b\u80fd\u591f\u5728\u4e00\u4e9b\u7b80\u5355\u95ee\u9898\u4e0a\u8868\u73b0\u51fa\u8272\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5f53\u9762\u5bf9\u590d\u6742\u3001\u9700\u8981\u6df1\u5ea6\u7406\u89e3\u7684\u95ee\u9898\u65f6\uff0c\u5b83\u7684\u80fd\u529b\u5c31\u5f88\u6709\u9650\u3002<\/p>\n<p>\u667a\u6e90\u5c06Aqiula2\u4e0e\u5f00\u6e90\u7684\u8bed\u4e49\u5411\u91cf\u6a21\u578bBGE2\u7ed3\u5408\uff0c\u5f7b\u5e95\u89e3\u51b3\u4e86\u8fd9\u4e00\u5927\u96be\u9898\u3002<\/p>\n<p>\u5f53\u4f60\u60f3\u8981\u68c0\u7d22\u67d0\u4f4d\u4f5c\u8005\uff0c\u5173\u4e8e\u67d0\u4e2a\u4e3b\u9898\u7684\u8bba\u6587\u65f6\uff0c\u53c8\u6216\u8005\u8981\u6c42\u5927\u6a21\u578b\u9488\u5bf9\u4e00\u4e2a\u4e3b\u9898\u7684\u591a\u7bc7\u8bba\u6587\u7684\u751f\u6210\u603b\u7ed3\u6587\u672c\uff0c\u5c31\u4e0d\u662f\u96be\u9898\u4e86\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15280\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d3d4f4655f1221461fd17360899205b179701b-1.png\" width=\"379\" height=\"133\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d3d4f4655f1221461fd17360899205b179701b-1.png 379w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d3d4f4655f1221461fd17360899205b179701b-1-300x105.png 300w\" sizes=\"auto, (max-width: 379px) 100vw, 379px\" \/><\/p>\n<p>\u4e3e\u4e2a\u6817\u5b50\uff0c\u8ba9Aqiula2\u7ed9\u51faMirella Lapata\u6240\u8457\u5173\u4e8e\u300c\u603b\u7ed3\u300d\u7684\u8bba\u6587\u3002<\/p>\n<p>Aqiula2\u7acb\u9a6c\u7ed9\u51fa\u4e86\u7b26\u5408\u8981\u6c42\u7684\u590d\u6742\u6587\u732e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15281\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/27f0d9983dbce336c71657ff7ffb3ec62a39e1-1.gif\" width=\"960\" height=\"1280\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>Aquila2+BGE2\u6587\u732e\u68c0\u7d22\u573a\u666f\u590d\u6742\u67e5\u8be2\u793a\u4f8b<\/p>\n<h4>AquilaSQL\uff1a\u6700\u4f18\u300c\u6587\u672c-SQL\u8bed\u8a00\u300d\u751f\u6210\u6a21\u578b<\/h4>\n<p>\u800cAquilaSQL\uff0c\u5219\u53ef\u4ee5\u5145\u5f53\u300c\u7ffb\u8bd1\u5458\u300d\uff0c\u5c06\u7528\u6237\u53d1\u51fa\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u51c6\u786e\u7ffb\u8bd1\u4e3a\u5408\u683c\u7684SQL\u67e5\u8be2\u8bed\u53e5\u3002<\/p>\n<p>\u8fd9\u6837\uff0c\u6570\u636e\u67e5\u8be2\u5206\u6790\u7684\u95e8\u69db\uff0c\u5c31\u5927\u5927\u964d\u4f4e\u4e86\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u57fa\u4e8eAquilaSQL\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\uff0c\u5c06\u5176\u5ac1\u63a5\u81f3\u672c\u5730\u77e5\u8bc6\u5e93\u3001\u751f\u6210\u672c\u5730\u67e5\u8be2SQL\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u8fd8\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u6570\u636e\u5206\u6790\u6027\u80fd\uff0c\u8ba9\u6a21\u578b\u4e0d\u4ec5\u8fd4\u56de\u67e5\u8be2\u7ed3\u679c\uff0c\u66f4\u80fd\u8fdb\u4e00\u6b65\u751f\u6210\u5206\u6790\u7ed3\u8bba\u3001\u56fe\u8868\u7b49\u3002<\/p>\n<p>Aquila\u57fa\u5ea7\u6a21\u578b\u672c\u8eab\u5c31\u5177\u6709\u4f18\u79c0\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0cAquilaSQL\u7ecf\u8fc7\u4e86SQL\u8bed\u6599\u7684\u7ee7\u7eed\u9884\u8bad\u7ec3\u548cSFT\u4e24\u9636\u6bb5\u8bad\u7ec3\uff0c\u6700\u7ec8\u4ee567.3%\u51c6\u786e\u7387\uff0c\u8d85\u8fc7\u300c\u6587\u672c-SQL\u8bed\u8a00\u751f\u6210\u6a21\u578b\u300d\u6392\u884c\u699cCspider\u4e0a\u7684SOTA\u6a21\u578b\uff0c\u800c\u672a\u7ecfSQL\u8bed\u6599\u5fae\u8c03\u7684GPT4\u6a21\u578b\u3002\u51c6\u786e\u7387\u4ec5\u4e3a30.8%\u3002<\/p>\n<p>\u5728\u4e0b\u56fe\u4e2d\uff0c\u6211\u4eec\u8ba9AquilaSQL\u4ece\u8eab\u9ad8\uff08height\uff09\u3001\u6536\u5165\uff08income\uff09\u548c\u4f4d\u7f6e\uff08location\uff09\u4e09\u4e2a\u6570\u636e\u8868\u4e2d\uff0c\u7b5b\u9009\u300c\u5c45\u4f4f\u5728\u5317\u4eac\u7684\u6536\u5165\u5927\u4e8e1000\u7684\u4eba\u5e73\u5747\u8eab\u9ad8\u300d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15282\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b482a7d0526e7a91e2a662e1396c4bd91d9c83-1.png\" width=\"1080\" height=\"323\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b482a7d0526e7a91e2a662e1396c4bd91d9c83-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b482a7d0526e7a91e2a662e1396c4bd91d9c83-1-300x90.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b482a7d0526e7a91e2a662e1396c4bd91d9c83-1-1024x306.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b482a7d0526e7a91e2a662e1396c4bd91d9c83-1-768x230.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>AquilaSQL\u5f00\u6e90\u4ed3\u5e93\u5730\u5740\uff1ahttps:\/\/github.com\/FlagAI-Open\/FlagAI\/tree\/master\/examples\/Aquila\/Aquila-sql<\/p>\n<p>AquilaSQL\u987a\u5229\u5730\u751f\u6210\u4e86\u591a\u8868\u67e5\u8be2\u8bed\u53e5\uff0c\u5b8c\u6210\u4e86\u8fd9\u4e2a\u590d\u6742\u67e5\u8be2\u4efb\u52a1\u3002<\/p>\n<h4>\u300c\u5168\u5bb6\u6876\u300d\u7ea7\u522b\u5f00\u6e90\uff0c\u4e1a\u754c\u826f\u5fc3<\/h4>\n<p>\u4e00\u4e2a\u51b7\u77e5\u8bc6\u662f\uff0c\u867d\u7136Llama2\u4e5f\u5f00\u6e90\uff0c\u4f46\u5b83\u7684\u5546\u7528\u8bb8\u53ef\u534f\u8bae\uff0c\u5bf9\u4e2d\u6587\u7528\u6237\u5e76\u4e0d\u90a3\u4e48\u53cb\u597d\u3002<\/p>\n<p>\u800c\u4e14\uff0cLlama2\u4e0d\u4ec5\u5728\u4e2d\u6587\u5546\u7528\u4e0a\u8bbe\u9650\uff0c\u8fde\u5bf9\u5546\u7528\u7684\u6708\u6d3b\u90fd\u6709\u9650\u5236\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15283\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c4ea314788146da5832949d8fc2a580faaf2d6-1.png\" width=\"1043\" height=\"229\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c4ea314788146da5832949d8fc2a580faaf2d6-1.png 1043w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c4ea314788146da5832949d8fc2a580faaf2d6-1-300x66.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c4ea314788146da5832949d8fc2a580faaf2d6-1-1024x225.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c4ea314788146da5832949d8fc2a580faaf2d6-1-768x169.png 768w\" sizes=\"auto, (max-width: 1043px) 100vw, 1043px\" \/><\/p>\n<p>Llama 2\u5546\u4e1a\u534f\u8bae\u660e\u786e\u8868\u793a\u4e0d\u5141\u8bb8\u82f1\u6587\u4ee5\u5916\u7684\u5546\u4e1a<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cAquila\u5728\u5168\u7403\u8303\u56f4\u5185\u90fd\u53ef\u5546\u7528\u2014\u2014\u65e2\u4e0d\u50cfLlama2\u90a3\u6837\u9650\u5236\u91cd\u91cd\uff0c\u4e5f\u4e0d\u50cf\u5176\u4ed6\u53ef\u5546\u7528\u6a21\u578b\u4e00\u6837\u9700\u8981\u586b\u8868\u767b\u8bb0\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5f88\u591a\u6a21\u578b\u56e2\u961f\u5728\u5f00\u6e90\u65f6\uff0c\u5e76\u4e0d\u4f1a\u5f00\u6e90\u6a21\u578b\u8bad\u7ec3\u7684\u8d85\u53c2\u3001\u4f18\u5316\u65b9\u6848\u7b49\u5173\u952e\u6570\u636e\u3002\u800cAquila2\u6b64\u6b21\u5374\u662f\u5168\u90e8\u5f00\u6e90\u521b\u65b0\u8bad\u7ec3\u7b97\u6cd5\uff0cBGE\u3001FlagScale\u3001FlagAttention\uff0c\u90fd\u5168\u90e8\u5206\u4eab\u7ed9\u4e86\u5f00\u53d1\u8005\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u5957\u5de5\u5177\uff0c\u5f00\u53d1\u8005\u5c31\u4ee5\u8f7b\u677e\u590d\u73b0Aquila2\u4e86\u3002<\/p>\n<p>\u8fd9\u79cd\u53f2\u65e0\u524d\u4f8b\u7684\u300c\u5168\u5bb6\u6876\u300d\u5f00\u6e90\uff0c\u7b80\u76f4\u662f\u5927\u6a21\u578b\u5f00\u6e90\u754c\u7684YYDS\uff01<\/p>\n<p>\u4e4b\u6240\u4ee5\u6beb\u65e0\u4fdd\u7559\u5730\u5f00\u6e90\u8bad\u7ec3\u5de5\u5177\u548c\u7b97\u6cd5\uff0c\u662f\u57fa\u4e8e\u667a\u6e90\u975e\u76c8\u5229\u673a\u6784\u7684\u5b9a\u4f4d\u2014\u2014\u901a\u8fc7\u5f7b\u5e95\u3001\u5168\u9762\u7684\u5f00\u6e90\u5206\u4eab\uff0c\u4fc3\u8fdb\u5168\u7403\u5927\u6a21\u578b\u751f\u6001\u7684\u7e41\u8363\u3002<\/p>\n<h4>\u65b0\u4e00\u4ee3\u8bed\u4e49\u5411\u91cf\u6a21\u578bBGE2<\/h4>\n<p>BGE\uff08BAAI General Embedding\uff09\u662f\u667a\u6e90\u5728\u4eca\u5e748\u6708\u5168\u65b0\u5f00\u6e90\u7684\u8bed\u4e49\u5411\u91cf\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u6b21\uff0c\u65b0\u4e00\u4ee3BGE2\u4e5f\u5c06\u968f\u7740Aquila2\u540c\u6b65\u5f00\u6e90\u3002<\/p>\n<p>BGE2\u4e2d\u7684BGE-LLM Embedder\u6a21\u578b\u96c6\u6210\u4e86\u300c\u77e5\u8bc6\u68c0\u7d22\u300d\u3001\u300c\u8bb0\u5fc6\u68c0\u7d22\u300d\u3001\u300c\u793a\u4f8b\u68c0\u7d22\u300d\u3001\u300c\u5de5\u5177\u68c0\u7d22\u300d\u56db\u5927\u80fd\u529b\u3002<\/p>\n<p>\u5b83\u9996\u6b21\u5b9e\u73b0\u4e86\u5355\u4e00\u8bed\u4e49\u5411\u91cf\u6a21\u578b\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u8981\u68c0\u7d22\u8bc9\u6c42\u7684\u5168\u9762\u8986\u76d6\u3002<\/p>\n<p>\u7ed3\u5408\u5177\u4f53\u7684\u4f7f\u7528\u573a\u666f\uff0cBGE-LLM Embedder\u5c06\u663e\u8457\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u3001\u957f\u671f\u8bb0\u5fc6\u3001\u6307\u4ee4\u8ddf\u968f\u3001\u5de5\u5177\u4f7f\u7528\u7b49\u91cd\u8981\u9886\u57df\u7684\u8868\u73b0\u3002<\/p>\n<h4>\u9ad8\u6548\u5e76\u884c\u8bad\u7ec3\u6846\u67b6FlagScale<\/h4>\n<p>FlagScale\u662fAquila2-34B\u4f7f\u7528\u7684\u9ad8\u6548\u5e76\u884c\u8bad\u7ec3\u6846\u67b6\uff0c\u80fd\u591f\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u8bed\u8a00\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u529f\u80fd\u3002<\/p>\n<p>\u5f97\u76ca\u4e8e\u667a\u6e90\u56e2\u961f\u7684\u5206\u4eab\uff0c\u5927\u6a21\u578b\u5f00\u53d1\u8005\u4fbf\u53ef\u4ee5\u901a\u8fc7FlagScale\u9879\u76ee\u83b7\u53d6Aquila2\u6a21\u578b\u7684\u8bad\u7ec3\u914d\u7f6e\u3001\u4f18\u5316\u65b9\u6848\u548c\u8d85\u53c2\u6570\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15284\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b263712790a35d47cc2972ac00860496e5446d-1.png\" width=\"1080\" height=\"421\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b263712790a35d47cc2972ac00860496e5446d-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b263712790a35d47cc2972ac00860496e5446d-1-300x117.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b263712790a35d47cc2972ac00860496e5446d-1-1024x399.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b263712790a35d47cc2972ac00860496e5446d-1-768x299.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>FlagScale\u5f00\u6e90\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/FlagOpen\/FlagScale<\/p>\n<p>\u56e0\u6b64\uff0c\u667a\u6e90\u4e5f\u6210\u4e3a\u300c\u56fd\u5185\u9996\u4e2a\u300d\u5b8c\u6574\u5f00\u6e90\u8bad\u7ec3\u4ee3\u7801\u548c\u8d85\u53c2\u6570\u7684\u5927\u6a21\u578b\u56e2\u961f\u3002<\/p>\n<p>FlagScale\u662f\u5728Megatron-LM\u57fa\u7840\u4e0a\u6269\u5c55\u800c\u6765\uff0c\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u529f\u80fd\u589e\u5f3a\uff0c\u5305\u62ec\u5206\u5e03\u5f0f\u4f18\u5316\u5668\u72b6\u6001\u91cd\u5207\u5206\u3001\u7cbe\u786e\u5b9a\u4f4d\u8bad\u7ec3\u95ee\u9898\u6570\u636e\uff0c\u4ee5\u53ca\u53c2\u6570\u5230Huggingface\u8f6c\u6362\u7b49\u3002<\/p>\n<p>\u7ecf\u8fc7\u5b9e\u6d4b\uff0cAquila2\u8bad\u7ec3\u541e\u5410\u91cf\u548cGPU\u5229\u7528\u7387\u5747\u8fbe\u5230\u4e1a\u754c\u9886\u5148\u6c34\u5e73\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15285\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f30c266017a965bb6f13727db18e9e2347f478-1.png\" width=\"1080\" height=\"286\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f30c266017a965bb6f13727db18e9e2347f478-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f30c266017a965bb6f13727db18e9e2347f478-1-300x79.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f30c266017a965bb6f13727db18e9e2347f478-1-1024x271.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f30c266017a965bb6f13727db18e9e2347f478-1-768x203.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>FlagScale\u8bad\u7ec3\u541e\u5410\u91cf\u4e0eGPU\u5229\u7528\u7387<\/p>\n<p>\u6b64\u5916\uff0cFlagScale\u8fd8\u91c7\u7528\u4e86\u591a\u79cd\u5e76\u884c\u6280\u672f\uff0c\u5982\u6570\u636e\u5e76\u884c\u3001\u5f20\u91cf\u5e76\u884c\u548c1F1B\u6d41\u6c34\u7ebf\u5e76\u884c\u7b49\uff0c\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5e76\u4f7f\u7528BF16\u8fdb\u884c\u6df7\u5408\u7cbe\u5ea6\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u5728\u6027\u80fd\u4f18\u5316\u65b9\u9762\uff0cFlagScale\u91c7\u7528\u4e86FlashAttn V2\u3001\u8ba1\u7b97\u4e0e\u901a\u4fe1\u91cd\u53e0\u3001\u68af\u5ea6\u7d2f\u79ef\u7b49\u6280\u672f\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<p>\u672a\u6765\uff0cFlagScale\u5c06\u7ee7\u7eed\u4fdd\u6301\u4e0e\u4e0a\u6e38\u9879\u76eeMegatron-LM\u6700\u65b0\u4ee3\u7801\u540c\u6b65\uff0c\u5f15\u5165\u66f4\u591a\u5b9a\u5236\u529f\u80fd\uff0c\u878d\u5408\u6700\u65b0\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e0e\u63a8\u7406\u6280\u672f\u4ee5\u53ca\u4e3b\u6d41\u5927\u6a21\u578b\u3001\u652f\u6301\u5f02\u6784AI\u786c\u4ef6\u3002<\/p>\n<p>\u8fd9\u6837\u5c31\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u901a\u7528\u3001\u4fbf\u6377\u3001\u9ad8\u6548\u7684\u5206\u5e03\u5f0f\u5927\u6a21\u578b\u8bad\u7ec3\u63a8\u7406\u6846\u67b6\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u89c4\u6a21\u548c\u9700\u6c42\u7684\u6a21\u578b\u8bad\u7ec3\u4efb\u52a1\u3002<\/p>\n<h4>\u5f00\u6e90\u7b97\u5b50\u96c6FlagAttention<\/h4>\n<p>\u53e6\u5916\uff0cFlagAttention\u662f\u9996\u4e2a\u652f\u6301\u957f\u6587\u672c\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u4f7f\u7528Triton\u8bed\u8a00\u5f00\u53d1\u7684\u5b9a\u5236\u5316\u9ad8\u6027\u80fdAttention\u5f00\u6e90\u7b97\u5b50\u96c6\u3002<\/p>\n<p>\u9488\u5bf9\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u9700\u6c42\uff0c\u5bf9Flash Attention\u7cfb\u5217\u7684Memory Efficient Attention\u7b97\u5b50\u8fdb\u884c\u6269\u5c55\u3002<\/p>\n<p>\u76ee\u524d\u5df2\u5b9e\u73b0\u5206\u6bb5\u5f0fAttention\u7b97\u5b50\u2014\u2014PiecewiseAttention\uff0c\u5df2\u7ecf\u9002\u914d\u4e86\u56fd\u4ea7\u82af\u7247\u5929\u6570\uff0c\u540e\u7eed\u8fd8\u4f1a\u9002\u914d\u66f4\u591a\u5f02\u6784\u82af\u7247\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15286\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52c946589e27990d51817224dfad29a969bf4f-1.png\" width=\"1080\" height=\"418\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52c946589e27990d51817224dfad29a969bf4f-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52c946589e27990d51817224dfad29a969bf4f-1-300x116.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52c946589e27990d51817224dfad29a969bf4f-1-1024x396.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52c946589e27990d51817224dfad29a969bf4f-1-768x297.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>FlagAttention\u5f00\u6e90\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/FlagOpen\/FlagAttention<\/p>\n<p>PiecewiseAttention\u4e3b\u8981\u89e3\u51b3\u4e86\u5e26\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801Transformer\u6a21\u578b\uff08Roformer\uff09\u7684\u5916\u63a8\u95ee\u9898\u3002<\/p>\n<p>\u5927\u6a21\u578b\u63a8\u7406\u65f6\u7684\u5e8f\u5217\u957f\u5ea6\u8d85\u51fa\u8bad\u7ec3\u65f6\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u65f6\uff0c\u8ddd\u79bb\u8f83\u8fdc\u7684token\u4e4b\u95f4\u7684Attention\u6743\u91cd\u5f02\u5e38\u589e\u9ad8\u3002<\/p>\n<p>\u800cFlash Attention\u5bf9Attention Score\u7684\u8ba1\u7b97\u91c7\u7528\u5206\u6bb5\u5f0f\u7684\u5904\u7406\u65f6\u65e0\u6cd5\u505a\u5230\u9ad8\u6548\u5b9e\u73b0\uff0c\u56e0\u6b64\u667a\u6e90\u56e2\u961f\u81ea\u7814\u4e86\u5206\u6bb5\u5f0fPiecewiseAttention\u7b97\u5b50\uff0c\u5927\u6a21\u578b\u5f00\u53d1\u8005\u53ef\u5229\u7528\u8be5\u5f00\u6e90\u7b97\u5b50\u5b9e\u73b0\u66f4\u52a0\u7075\u6d3b\u7684\u524d\u5904\u7406\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0cPiecewiseAttention\u6709\u4ee5\u4e0b\u51e0\u4e2a\u7279\u70b9\uff1a<\/p>\n<p><strong>&#8211; \u901a\u7528\u6027\uff1a<\/strong>\u5bf9\u4f7f\u7528\u5206\u6bb5\u5f0f\u8ba1\u7b97Attention\u7684\u6a21\u578b\u5177\u6709\u901a\u7528\u6027\uff0c\u53ef\u4ee5\u8fc1\u79fb\u81f3Aquila\u4e4b\u5916\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p><strong>&#8211; \u6613\u7528\u6027\uff1a<\/strong>FlagAttention\u57fa\u4e8eTriton\u8bed\u8a00\u5b9e\u73b0\u5e76\u63d0\u4f9bPyTorch\u63a5\u53e3\uff0c\u6784\u5efa\u548c\u5b89\u88c5\u8fc7\u7a0b\u76f8\u6bd4CUDA C\u5f00\u53d1\u7684Flash Attention\u66f4\u52a0\u4fbf\u6377\u3002<\/p>\n<p><strong>&#8211; \u6269\u5c55\u6027\uff1a<\/strong>\u540c\u6837\u5f97\u76ca\u4e8eTriton\u8bed\u8a00\uff0cFlagAttention\u7b97\u6cd5\u672c\u8eab\u7684\u4fee\u6539\u548c\u6269\u5c55\u95e8\u69db\u8f83\u4f4e\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u4fbf\u6377\u5730\u5728\u6b64\u4e4b\u4e0a\u62d3\u5c55\u66f4\u591a\u65b0\u529f\u80fd\u3002<\/p>\n<p>\u672a\u6765\uff0cFlagAttention\u9879\u76ee\u4e5f\u5c06\u7ee7\u7eed\u9488\u5bf9\u5927\u6a21\u578b\u7814\u7a76\u7684\u9700\u6c42\uff0c\u652f\u6301\u5176\u4ed6\u529f\u80fd\u6269\u5c55\u7684Attention\u7b97\u5b50\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u7b97\u5b50\u6027\u80fd\uff0c\u5e76\u9002\u914d\u66f4\u591a\u5f02\u6784AI\u786c\u4ef6\u3002<\/p>\n<h4>\u5f00\u53d1\u8005\u6307\u5357\uff1a\u5feb\u901f\u4e0a\u624bAquila2<\/h4>\n<p>Aquila2\u6a21\u578b\u6743\u91cd&amp;\u4ee3\u7801\u4ed3\u5e93\uff1a<\/p>\n<p>\u4f7f\u7528\u65b9\u5f0f\u4e00\uff08\u63a8\u8350\uff09\uff1a\u901a\u8fc7FlagAI\u52a0\u8f7dAquila2\u7cfb\u5217\u6a21\u578b<\/p>\n<p>https:\/\/github.com\/FlagAI-Open\/Aquila2<\/p>\n<p>\u4f7f\u7528\u65b9\u5f0f\u4e8c\uff1a\u901a\u8fc7FlagOpen\u6a21\u578b\u4ed3\u5e93\u5355\u72ec\u4e0b\u8f7d\u6743\u91cd<\/p>\n<p>https:\/\/model.baai.ac.cn\/<\/p>\n<p>\u4f7f\u7528\u65b9\u5f0f\u4e09\uff1a\u901a\u8fc7Hugging 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