{"id":39710,"date":"2025-03-28T08:02:47","date_gmt":"2025-03-28T00:02:47","guid":{"rendered":"https:\/\/17aitech.com\/?p=39710"},"modified":"2025-03-28T08:02:47","modified_gmt":"2025-03-28T00:02:47","slug":"%e6%8a%8amla%e5%92%8c%e7%a8%80%e7%96%8f%e6%bf%80%e6%b4%bb%e5%b8%a6%e5%88%b0%e7%ab%af%e4%be%a7%ef%bc%81%e6%b8%af%e7%a7%91%e5%a4%a7%e5%b9%bf%e5%b7%9e%e5%92%8c%e4%bc%a6%e6%95%a6%e5%a4%a7%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39710","title":{"rendered":"\u628aMLA\u548c\u7a00\u758f\u6fc0\u6d3b\u5e26\u5230\u7aef\u4fa7\uff01\u6e2f\u79d1\u5927\u5e7f\u5dde\u548c\u4f26\u6566\u5927\u5b66\u5b66\u9662\u56e2\u961f\u8054\u5408\u53d1\u5e03\u8f6f\u786c\u534f\u540c\u8bbe\u8ba1\u7684\u8fb9\u7f18\u8bed\u8a00\u6a21\u578bPLM"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-27-3\" target=\"_blank\">\u628aMLA\u548c\u7a00\u758f\u6fc0\u6d3b\u5e26\u5230\u7aef\u4fa7\uff01\u6e2f\u79d1\u5927\u5e7f\u5dde\u548c\u4f26\u6566\u5927\u5b66\u5b66\u9662\u56e2\u961f\u8054\u5408\u53d1\u5e03\u8f6f\u786c\u534f\u540c\u8bbe\u8ba1\u7684\u8fb9\u7f18\u8bed\u8a00\u6a21\u578bPLM<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2ef21a7548385802753d45cf394f4d5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2ef21a7548385802753d45cf394f4d5d.png\"><\/a><\/section>\n<section><strong>\u672c\u6587\u7531 PLM \u56e2\u961f\u64b0\u5199\uff0cPLM \u56e2\u961f\u662f\u7531\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u7684\u6821\u957f\u502a\u660e\u9009\u6559\u6388\uff0c\u4f26\u6566\u5927\u5b66\u5b66\u9662\uff08UCL\uff09AI \u4e2d\u5fc3\u6c6a\u519b\u6559\u6388\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u4fe1\u606f\u67a2\u7ebd\u9662\u957f\u9648\u96f7\u6559\u6388\u8054\u5408\u6307\u5bfc\u3002\u7b2c\u4e00\u4f5c\u8005\u9093\u7a0b\u662f\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u7684\u7814\u7a76\u52a9\u7406\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u7aef\u4fa7\u5927\u6a21\u578b\u548c\u9ad8\u6548\u6a21\u578b\u63a8\u7406\uff1b\u53c2\u4e0e\u6210\u5458\u5305\u62ec\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u7684\u5b59\u7f57\u6d0b\u535a\u58eb\uff0c\u66fe\u52c7\u7a0b\u535a\u58eb\uff0c\u59dc\u7eaa\u6587\u7855\u58eb\uff0cUCL \u5434\u6615\u952e\uff0c\u6e2f\u79d1\u5927\u5e7f\u5dde\u7684\u535a\u58eb\u751f\u8096\u5e86\u53d1\u548c\u8d75\u6587\u6b23\uff0c\u6e2f\u79d1\u5927\u7684\u535a\u58eb\u540e\u738b\u5609\u5ddd\u4ee5\u53ca\u9999\u6e2f\u7406\u5de5\u7684\u52a9\u7406\u6559\u6388\uff08\u7814\u7a76\uff09\u674e\u660a\u6d0b\u3002\u901a\u8baf\u4f5c\u8005\u4e3a\u9093\u7a0b\u535a\u58eb\uff0c\u9648\u96f7\u6559\u6388\u548c\u6c6a\u519b\u6559\u6388\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5927\u6a21\u578b\u300c\u5377\u53c2\u6570\u300d\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u8bfe\u9898\u59cb\u7ec8\u5b58\u5728\uff1a\u5982\u4f55\u8ba9\u767e\u4ebf\u7ea7\u80fd\u529b\u7684 AI \u8dd1\u8fdb\u624b\u673a\u3001\u5d4c\u5165\u8bbe\u5907\u3001\u5b9e\u73b0\u4e07\u7269\u4e92\u8054\uff1f<strong>\u5185\u5b58\u5899\u3001\u7b97\u529b\u5899\u3001I\/O \u5899<\/strong>\u8fd9\u4e09\u5ea7\u8fb9\u7f18\u8bbe\u5907\u7684\u300c\u5927\u5c71\u300d\u4ee4\u8bb8\u591a\u5927\u6a21\u578b\u94e9\u7fbd\u800c\u5f52\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u502a\u660e\u9009\u6821\u957f\u548c\u9648\u96f7\u6559\u6388\u8054\u5408 UCL \u6c6a\u519b\u6559\u6388\u56e2\u961f\u4ee5\u53ca\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u56e2\u961f\u8054\u5408\u63d0\u51fa PLM\uff08Peripheral Language Model\uff09\uff0c\u901a\u8fc7\u7b97\u6cd5 &#8211; \u7cfb\u7edf\u534f\u540c\u8bbe\u8ba1\uff0c\u9009\u62e9\u4e86\u9002\u5408\u8fb9\u7f18\u8bbe\u5907\u7684\u6a21\u578b\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>PLM \u662f\u9996\u4e2a\u7ed3\u5408 MLA \u6ce8\u610f\u529b\u673a\u5236\u4e0e ReLU2 \u6fc0\u6d3b FFN \u7684\u67b6\u6784\u3002\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0cPLM \u7684\u8868\u73b0\u4f18\u4e8e\u73b0\u6709\u5728\u516c\u5f00\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u6027\u80fd\u63a5\u8fd1\u5229\u7528 18T tokens \u8bad\u7ec3\u7684 Qwen2.5-1.5B \u6a21\u578b\uff0c\u540c\u65f6\u4fdd\u6301\u6700\u4f4e\u6fc0\u6d3b\u53c2\u6570\u6570\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0cPLM \u5728\u901a\u7528\u77e5\u8bc6\u7406\u89e3\uff08ARC\uff09\u3001\u6570\u5b66\uff08GSM8K\uff09\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5728\u4ee3\u7801\u80fd\u529b\u8bc4\u6d4b\uff08HumanEval\uff09\u57fa\u51c6\u4e0a\u66f4\u662f\u4ee5 64.6 \u5206\u4f4d\u5c45\u699c\u9996\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c78c2b31b181590bdc9c08c60d672b23.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c78c2b31b181590bdc9c08c60d672b23.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u9879\u76ee\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2503.12167<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u7f51\u7ad9\uff1ahttps:\/\/www.project-plm.com<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/plm-team\/PLM<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\u5730\u5740\uff1aHugging Face: https:\/\/huggingface.co\/PLM-Team<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56e2\u961f\u8fd8\u5c06\u6a21\u578b\u9002\u914d\u81f3\u591a\u79cd\u8fb9\u7f18\u8bbe\u5907\uff0c\u5728 Snapdragon \u7b49\u82af\u7247\u4e0a\u5c55\u73b0\u51fa\u4f18\u4e8e\u540c\u5c42\u6570\u6a21\u578b\u7684\u541e\u5410\u4f18\u52bf\u3002PLM \u56e2\u961f\u4e0d\u4ec5\u5f00\u6e90\u6a21\u578b\u6743\u91cd\uff0c\u8fd8\u63d0\u4f9b\u4e86\u4ece\u67b6\u6784\u8bbe\u8ba1\u5230\u90e8\u7f72\u7684\u5b8c\u6574\u6280\u672f\u62a5\u544a\uff0c\u5e76\u8ba1\u5212\u9010\u6b65\u5f00\u6e90\u8bad\u7ec3\u6570\u636e\u96c6\u53ca\u76f8\u5173\u4ee3\u7801\u811a\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-63a77fb2e3a3af9a6f37bc48805adad3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-63a77fb2e3a3af9a6f37bc48805adad3.png\"><\/a><\/section>\n<section><strong>\u5256\u6790 PLM\uff1a1+1 \u80fd\u5426\u5927\u4e8e 2\uff1f<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-684837aad1246a657049751bd4dd3deb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-684837aad1246a657049751bd4dd3deb.png\"><\/a><\/section>\n<section><strong>\u6838\u5fc3\u6a21\u5757\u4e00\uff1aMulti-head Latent Attention\uff08MLA\uff09\u2014\u2014 \u628a KV \u7f13\u5b58\u538b\u7f29\u5230\u6781\u81f4<\/strong><\/section>\n<section><\/section>\n<section>PLM \u91c7\u7528\u4e86 Deepseek \u63d0\u51fa\u7684 MLA\uff08Multi-Head Latent Attention\uff09\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5e76\u9996\u6b21\u5c06\u5176\u5e94\u7528\u4e8e 2B \u53c2\u6570\u4ee5\u4e0b\u7684\u6a21\u578b\u4e2d\u3002\u4e3a\u9002\u5e94\u7aef\u4fa7\u7cfb\u7edf\u7684\u9700\u6c42\uff0cPLM \u5bf9 Deepseek \u7684 MLA \u8fdb\u884c\u4e86\u9002\u5ea6\u4f18\u5316\uff0c\u53bb\u9664\u4e86\u8bad\u7ec3\u9636\u6bb5\u7528\u4e8e\u964d\u4f4e\u6210\u672c\u7684 Q \u77e9\u9635\u538b\u7f29\u8fc7\u7a0b\uff0c\u540c\u65f6\u4fdd\u7559\u4e86 KV \u77e9\u9635\u7684 512 \u7ef4\u5ea6\u3002\u6b64\u5916\uff0cPLM \u901a\u8fc7\u89e3\u8026\u7684\u4f4d\u7f6e\u7f16\u7801\u673a\u5236\uff0c\u786e\u4fdd\u4e86\u6a21\u578b\u5bf9\u957f\u7a0b\u4f9d\u8d56\u4fe1\u606f\u7684\u6709\u6548\u6355\u6349\u3002<\/section>\n<section><\/section>\n<section><strong>\u6838\u5fc3\u6a21\u5757\u4e8c\uff1a\u5e73\u65b9 ReLU \u6fc0\u6d3b \u2014\u2014 \u8ba9\u8ba1\u7b97\u300c\u7a00\u758f\u5316\u300d<\/strong><\/section>\n<section><\/section>\n<section>PLM \u901a\u8fc7\u53bb\u9664\u95e8\u63a7\u673a\u5236\u7b80\u5316\u4e86\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff0c\u4ece\u800c\u6709\u6548\u964d\u4f4e\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u5185\u5b58\u6d88\u8017\u3002\u4f20\u7edf SwiGLU \u6fc0\u6d3b\u51fd\u6570\u5bfc\u81f4 MLP \u5c42\u8ba1\u7b97\u5bc6\u96c6\uff0c\u800c PLM \u91c7\u7528\u4e86 ReLU\u00b2 \u4f5c\u4e3a\u66ff\u4ee3\u3002ReLU\u00b2 \u662f\u4e00\u79cd\u5728\u6027\u80fd\u548c\u7a00\u758f\u6027\u4e4b\u95f4\u5b9e\u73b0\u6700\u4f18\u5e73\u8861\u7684\u6fc0\u6d3b\u51fd\u6570\uff0c\u7279\u522b\u9002\u5408\u7a00\u758f\u8ba1\u7b97\u573a\u666f\u3002\u5176\u5b9a\u4e49\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f66f54507affdfc0c0cc2ce6a20c48a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f66f54507affdfc0c0cc2ce6a20c48a0.png\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u8bbe\u8ba1\u4f7f\u5f97 MLP \u5c42\u6fc0\u6d3b\u7a00\u758f\u5ea6\u8fbe\u5230 90.9%\uff0c\u6574\u4f53\u8ba1\u7b97\u91cf\u51cf\u5c11 26%\u3002\u6b64\u5916\uff0c<strong>\u4ece\u786c\u4ef6\u89d2\u5ea6\u51fa\u53d1\uff0c\u96f6\u503c\u6fc0\u6d3b\u80fd\u591f\u89e6\u53d1\u6307\u4ee4\u7ea7\u4f18\u5316<\/strong>\u3002\u8fd9\u4e00\u8bbe\u8ba1\u7406\u5ff5\u6210\u529f\u5730\u5c06\u6a21\u578b\u4e0e\u7cfb\u7edf\u7684\u8054\u5408\u4f18\u5316\u6574\u5408\u5230\u5927\u8bed\u8a00\u6a21\u578b\u67b6\u6784\u4e2d\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bad\u7ec3\u7b56\u7565\uff1a\u5145\u5206\u5229\u7528\u5f00\u6e90\u6570\u636e<\/strong><\/section>\n<section><strong>\u4e09\u9636\u6bb5\u953b\u9020 PLM-1.8B<\/strong><\/section>\n<section><\/section>\n<section>PLM \u56e2\u961f\u7cbe\u5fc3\u8bbe\u8ba1\u4e86\u4e00\u6761\u8bad\u7ec3\u6d41\u6c34\u7ebf\uff0c\u4ec5\u4f7f\u7528\u672a\u7cbe\u7ec6\u8bbe\u8ba1\u4e0e\u914d\u6bd4\u7684 2.48B \u9884\u8bad\u7ec3\u6570\u636e\uff0cPLM \u6027\u80fd\u5c31\u8fbe\u5230\u4f01\u4e1a\u7ea7\u6c34\u5e73\u3002\u6240\u6709\u8bad\u7ec3\u6570\u636e\u5747\u6765\u81ea\u5f00\u6e90\u793e\u533a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c32d604334d33b1db119ecbd37de583b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c32d604334d33b1db119ecbd37de583b.png\"><\/a><\/section>\n<section><strong>\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a3a28562803336456566c9550b234203.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a3a28562803336456566c9550b234203.png\"><\/a><\/section>\n<section>\u7b2c\u4e00\u9636\u6bb5\u7d2f\u8ba1\u7ea6 1.65T \u7684 Token\u3002\u8fd9\u4e2a\u9636\u6bb5\u4e2d\uff0c\u5b66\u4e60\u7387\u662f\u5c5e\u4e8e\u9884\u70ed\u548c\u7a33\u5b9a\u7684\u9636\u6bb5\uff0c\u6a21\u578b\u7684 Loss \u4e5f\u5728 2.3 \u9644\u8fd1\u6709\u6536\u655b\u8d8b\u52bf\u3002\u7b2c\u4e8c\u9636\u6bb5\u7d2f\u8ba1\u7ea6 550B \u7684 Token\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6a21\u578b\u7684 Loss \u968f\u7740\u5b66\u4e60\u7684\u8870\u51cf\u5feb\u901f\u4e0b\u964d\u3002\u7b2c\u4e09\u9636\u6bb5\u7d2f\u8ba1\u7ea6 280B \u7684 Token\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u9636\u6bb5\u91cc\uff0c\u4fdd\u6301\u7b2c\u4e8c\u9636\u6bb5\u7684\u6700\u5c0f\u5b66\u4e60\u7387\u8bad\u7ec3\uff0c\u6a21\u578b\u8fdb\u884c\u6700\u540e\u7684\u9ad8\u8d28\u91cf\u77e5\u8bc6\u5438\u6536\uff0c\u76f4\u5230 loss \u9010\u6e10\u6536\u655b\u3002\u6574\u4e2a\u9884\u8bad\u7ec3\u4e2d\uff0c\u59cb\u7ec8\u4fdd\u6301\u4e2d\u82f1\u6570\u636e\u6bd4\u4f8b 5:2\u3002 \u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a15ef836185bfabc48a1c6b2c74462cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a15ef836185bfabc48a1c6b2c74462cc.png\"><\/a><\/section>\n<section><strong>SFT \u9636\u6bb5<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u76d1\u7763\u5fae\u8c03\u6570\u636e\u9075\u5faa\u300c\u7531\u6d45\u5165\u6df1\u300d\u7684\u6570\u636e\u51c6\u5907\u65b9\u6cd5\uff0c\u4ee5\u6e10\u8fdb\u7684\u65b9\u5f0f\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\u8fc7\u7a0b\u3002PLM \u7684 SFT \u8bad\u7ec3\u5206\u4e3a\u57fa\u672c\u6307\u4ee4\u5fae\u8c03\u548c\u9ad8\u96be\u5ea6\u6307\u4ee4\u5fae\u8c03\u3002\u4e0b\u9762\u662f\u5404\u4e2a\u9636\u6bb5\u7684\u63d0\u5347\u6548\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c3d5b16d11f41fd8900d0483c7f818f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c3d5b16d11f41fd8900d0483c7f818f0.png\"><\/a><\/section>\n<section><strong>\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>PLM \u5728\u504f\u597d\u8bad\u7ec3\u9636\u6bb5\u6cbf\u7528\u4e86\u56e2\u961f\u5148\u524d\u63d0\u51fa\u7684 ARIES \u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ee5\u89e3\u51b3\u7ecf\u8fc7\u4e00\u822c\u7684\u5bf9\u9f50\u5b66\u4e60\u4f1a\u7ecf\u591a\u8f6e\u81ea\u6211\u6539\u8fdb\u540e\uff0c\u6027\u80fd\u4f1a\u663e\u8457\u4e0b\u964d\u7684\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-349e99e7c3ed3c456f54ef5153182e3a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-349e99e7c3ed3c456f54ef5153182e3a.png\"><\/a><\/section>\n<section><strong>\u6027\u80fd\u5b9e\u6d4b\uff1a\u771f\u7684\u53ef\u4ee5<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>PLM \u91c7\u7528\u72ec\u7279\u7684\u6a21\u578b\u67b6\u6784\uff0c\u5bf9\u6bd4\u7684\u57fa\u7ebf\u6a21\u578b\u6db5\u76d6\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684 2B \u53c2\u6570\u91cf\u7ea7\u6a21\u578b\uff0c\u5177\u4f53\u5bf9\u6bd4\u5982\u4e0b\u3002\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6859981765346204f67f27d0090aca2d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6859981765346204f67f27d0090aca2d.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u8868\u660e\uff0cPLM \u8868\u73b0\u9887\u5177\u7ade\u4e89\u529b\uff0c\u5e73\u5747\u5206\uff0857.29\uff09\u4f4d\u5217\u7b2c\u4e09\uff0c\u4ec5\u6b21\u4e8e Qwen2.5-1.5B\uff0859.25\uff09\u548c Yulan-Mini-2.4B\uff0857.51\uff09\u3002PLM-1.8B \u5728 HumanEval \u4e2d\u83b7\u5f97\u4e86\u6240\u6709\u6a21\u578b\u4e2d\u7684\u6700\u9ad8\u5206\uff0c\u5728 ARC-C\u3001ARC-E\u3001MBPP \u548c BoolQ \u4e2d\u6392\u540d\u7b2c\u4e8c\uff0c\u7565\u900a\u4e8e\u884c\u4e1a\u9886\u5148\u7684 Qwen2.5-1.5B\uff0c\u9700\u6307\u51fa\u7684\u662f\uff0cQwen \u7cfb\u5217\u4f7f\u7528\u4e86 18T \u95ed\u6e90\u8bed\u6599\u5e93\u3002<\/section>\n<section><\/section>\n<section>\u53e6\u4e00\u65b9\u9762\uff0c\u4e0e Yulan-Mini-2.4B \u76f8\u6bd4\uff0cPLM-1.8B \u5728\u7f16\u7801\u548c\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u65d7\u9f13\u76f8\u5f53\u3002\u6b64\u5916\uff0cPLM \u4ec5\u5305\u542b 1.8B \u53c2\u6570\u548c 32 \u5c42\uff08Yulan-Mini \u4e3a 56 \u5c42\uff09\uff0c\u63a8\u7406\u5ef6\u8fdf\u4f1a\u8f83\u4f4e\u3002\u7efc\u4e0a\u6240\u8ff0\uff0cPLM-1.8B \u5728\u57fa\u672c\u77e5\u8bc6\u7406\u89e3\u3001\u7f16\u7801\u548c\u7b80\u5355\u63a8\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u5f3a\u52b2\u4e14\u53ef\u9760\uff0c\u662f\u4e00\u6b3e\u503c\u5f97\u5173\u6ce8\u7684\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ebe83d8f904921e46e30493d52827ae9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ebe83d8f904921e46e30493d52827ae9.png\"><\/a><\/section>\n<section><strong>\u573a\u666f\u5b9e\u6d4b\uff1a\u4ece\u670d\u52a1\u5668\u5230\u6811\u8393\u6d3e\uff0c\u5168\u573a\u666f\u901a\u5403<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u9664\u4e86\u57fa\u672c\u7684\u6a21\u578b\u80fd\u529b\u8bc4\u4f30\uff0cPLM \u56e2\u961f\u8fd8\u5728\u5728 5 \u7c7b\u786c\u4ef6\u5e73\u53f0\u5b8c\u6210\u90e8\u7f72\u9a8c\u8bc1\uff0c\u5e76\u7ed9\u51fa\u4e86\u5b9e\u9645\u7684\u541e\u5410\u91cf\u6570\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-79ecffd373dce86004216d7683dce802.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-79ecffd373dce86004216d7683dce802.png\"><\/a><\/section>\n<section>\u6587\u7ae0\u5168\u9762\u8bc4\u4f30\u4e86\u4e0d\u540c\u786c\u4ef6\u5e73\u53f0\u548c\u91cf\u5316\u7ea7\u522b\u7684\u5404\u79cd\u8fb9\u7f18\u5927\u5c0f LLM \u7684\u63a8\u7406\u5ef6\u8fdf\uff0c\u5305\u62ec\u9ad8\u6027\u80fd GPU\uff08NVIDIA A10\u3001Orin NX\uff09\u3001Apple \u7684 M3 \u82af\u7247\u3001Qualcomm \u7684 Snapdragon 8 Gen 3 \u548c BCM2712 \u7b49\u5d4c\u5165\u5f0f\u7cfb\u7edf\u3002<\/section>\n<section><\/section>\n<section>\u8bc4\u4f30\u6570\u636e\u63ed\u793a\u4e86\u51e0\u4e2a\u663e\u8457\u7279\u5f81\uff1a<strong>MLA \u7684\u786e\u589e\u52a0\u4e86\u8ba1\u7b97\u91cf\uff0cReLU2 \u7684\u786e\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u63a8\u7406\u901f\u5ea6\uff0c\u6a21\u578b\u5c42\u6570\u4f1a\u663e\u8457\u5f71\u54cd\u7aef\u4fa7\u8bbe\u5907\u4e0a\u63a8\u7406\u7684\u901f\u5ea6\u3002<\/strong><\/section>\n<section><\/section>\n<section>PLM \u56e2\u961f\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u4e9b\u5173\u952e\u70b9\u6070\u597d\u89e6\u53ca\u4e86\u7aef\u4fa7\u8ba1\u7b97\u4e2d\u6700\u9700\u8981\u5173\u6ce8\u7684\u5185\u5b58\u3001\u7b97\u529b\u548c I\/O \u4e09\u4e2a\u6838\u5fc3\u7ef4\u5ea6\u3002PLM \u56e2\u961f\u901a\u8fc7\u6a21\u578b\u4e0e\u786c\u4ef6\u7684\u534f\u540c\u8bbe\u8ba1\uff0c\u5728\u8fd9\u4e00\u9886\u57df\u5c55\u73b0\u4e86\u5176\u72ec\u7279\u7684\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section>\u7b97\u6cd5\u5c42\u9762\uff0cPLM \u505a\u5230\u4e86\u7a00\u758f\u6027\u4e0e\u4f4e\u79e9\u7684\u5e73\u8861\uff1aMLA \u538b\u7f29 KV \u7f13\u5b58\uff0cReLU\u00b2 \u6fc0\u6d3b\u524a\u51cf\u8ba1\u7b97\uff0c\u4e8c\u8005\u4e92\u8865\u7a81\u7834\u5185\u5b58 &#8211; \u7b97\u529b\u74f6\u9888\u3002\u7cfb\u7edf\u5c42\u9762\uff0cPLM \u6df1\u5ea6\u9002\u914d TVM\u3001llama.cpp \u7b49\u6846\u67b6\uff0c\u5b9e\u73b0\u9ad8\u6548\u7684\u91cf\u5316\u4e0e\u7f16\u8bd1\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section><strong>\u7406\u89e3 PLM \u7684 MLA \u548c\u7a00\u758f\u6fc0\u6d3b<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9645\u63a2\u7d22\u4e2d\uff0cMLA \u7684\u5f15\u5165\u4f1a\u663e\u8457\u589e\u52a0\u8ba1\u7b97\u91cf\u3002\u7136\u800c\uff0cPLM \u901a\u8fc7\u820d\u5f03 Q \u77e9\u9635\u7684\u4f4e\u79e9\u538b\u7f29\u6765\u964d\u4f4e\u63a8\u7406\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u5e76\u7ed3\u5408\u7a00\u758f\u6fc0\u6d3b\u51fd\u6570\uff0c\u6210\u529f\u907f\u514d\u4e86 MiniCPM3 \u5728\u9884\u586b\u5145\u6216\u89e3\u7801\u9636\u6bb5\u7684\u4f4e\u6548\u95ee\u9898\uff0c\u4ece\u800c\u5728\u7279\u5b9a\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u660e\u663e\u4f18\u52bf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b3d5c9cecd76dc3da6e09165d31a49a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b3d5c9cecd76dc3da6e09165d31a49a1.png\"><\/a><\/section>\n<section>PLM \u56e2\u961f\u5728\u8f83\u957f\u6587\u672c\u5e8f\u5217\u4e0a\u8bc4\u4f30\u4e86\u5176\u6a21\u578b\u6027\u80fd\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u5e8f\u5217\u957f\u5ea6\u8fbe\u5230\u4e00\u5b9a\u9608\u503c\u540e\uff0cPLM \u7684\u8868\u73b0\u4f18\u4e8e\u540c\u6df1\u5ea6\u7684 GQA \u6a21\u578b Fox\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u5c3d\u7ba1 MLA \u589e\u52a0\u4e86\u8ba1\u7b97\u8d1f\u8f7d\uff0c\u5176\u5bf9\u7f13\u5b58\u5229\u7528\u7387\u3001\u63a8\u7406\u6548\u7387\u548c\u5185\u5b58\u6d88\u8017\u7684\u4f18\u5316\uff0c\u4f7f\u5f97 PLM \u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5c55\u73b0\u51fa\u9ad8\u6548\u3001\u4f4e\u5ef6\u8fdf\u7684\u6027\u80fd\uff0c\u4e3a\u5b9e\u9645\u5e94\u7528\u63d0\u4f9b\u4e86\u663e\u8457\u4f18\u52bf\u3002<\/section>\n<section>\u00a0 \u00a0 \u00a0 \u00a0<\/section>\n<section>\u518d\u6765\u770b PLM \u7684\u7a00\u758f\u5316\u8bbe\u8ba1\uff0c\u5728\u8fb9\u7f18\u6a21\u578b\u4e2d\u5c55\u73b0\u51fa\u4e86\u66f4\u9ad8\u7684\u666e\u9002\u6027\u4e0e\u9ad8\u6548\u6027\u3002\u4ece\u7cfb\u7edf\u89d2\u5ea6\u6765\u770b\uff0c\u96f6\u8ba1\u7b97\u5df2\u88ab\u9ad8\u5ea6\u4f18\u5316\uff0c\u4f7f\u5f97\u7a00\u758f\u5316\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u7684\u90e8\u7f72\u5e26\u6765\u663e\u8457\u6027\u80fd\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u7531\u4e8e\u8fb9\u7f18\u8bbe\u5907\u7684\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\uff0c\u6a21\u578b\u901a\u5e38\u65e0\u6cd5\u5b8c\u5168\u52a0\u8f7d\u5230 GPU \u6216 RAM\uff0c\u9700\u8981 OffLoad 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