{"id":3975,"date":"2024-06-28T14:01:00","date_gmt":"2024-06-28T06:01:00","guid":{"rendered":"https:\/\/nullthought.net\/?p=3975"},"modified":"2024-11-07T11:02:56","modified_gmt":"2024-11-07T03:02:56","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%bc%96%e8%af%91%e5%99%a8%ef%bc%9ameta-llm-compiler","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=3975","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u7f16\u8bd1\u5668\uff1aMeta LLM Compiler"},"content":{"rendered":"\n<p>Meta\u53d1\u5e03\u4e86Meta LLM Compiler\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8eMeta Code Llama\u6784\u5efa\u7684\u6a21\u578b\u5bb6\u65cf\uff0c\u5177\u5907\u989d\u5916\u7684\u4ee3\u7801\u4f18\u5316\u548c\u7f16\u8bd1\u5668\u529f\u80fd\u3002\u8fd9\u4e9b\u6a21\u578b\u5728\u4ee3\u7801\u5c3a\u5bf8\u4f18\u5316\u548c\u53cd\u6c47\u7f16\u4efb\u52a1\u4e0a\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>LLM Compiler \u53ef\u4ee5\u6a21\u62df\u7f16\u8bd1\u5668\uff0c\u9884\u6d4b\u4ee3\u7801\u5c3a\u5bf8\u7684\u6700\u4f73\u4f20\u9012\u8def\u5f84\uff0c\u5e76\u8fdb\u884c\u4ee3\u7801\u53cd\u6c47\u7f16\u3002\u5b83\u53ef\u4ee5\u4e3a\u65b0\u7684\u4f18\u5316\u548c\u7f16\u8bd1\u5668\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u9879\u5de5\u4f5c\u8868\u660e\uff0cAI\u6b63\u5728\u5b66\u4e60\u4f18\u5316\u4ee3\u7801\uff0c\u5e76\u53ef\u4ee5\u5e2e\u52a9\u7f16\u8bd1\u5668\u4e13\u5bb6\u8bc6\u522b\u5e94\u7528\u4f18\u5316\u7684\u673a\u4f1a\u3002\u76f8\u4fe1\u8fd9\u9879\u5de5\u4f5c\u53ef\u4ee5\u5bf9\u4ece\u4e2a\u4eba\u5f00\u53d1\u73af\u5883\u4e2d\u7684\u4f18\u5316\u5230\u5305\u542b\u5728LLVM\u7b49\u7f16\u8bd1\u5668\u4e2d\u7684\u5e94\u7528\u4ea7\u751f\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>Meta\u53d1\u5e03\u4e86LLM Compiler 7B\u548c13B\u6a21\u578b\uff0c\u91c7\u7528\u5bbd\u677e\u7684\u8bb8\u53ef\u534f\u8bae\uff0c\u5141\u8bb8\u7528\u4e8e\u7814\u7a76\u548c\u5546\u4e1a\u7528\u9014\uff0c\u5e0c\u671b\u80fd\u4f7f\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u66f4\u5bb9\u6613\u5229\u7528\u8fd9\u4e9b\u6a21\u578b\u8fdb\u884c\u5de5\u4f5c\uff0c\u5e76\u5728\u8fd9\u4e2a\u6781\u5177\u5f71\u54cd\u529b\u7684\u9886\u57df\u63a8\u8fdb\u65b0\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>Meta LLM Compiler\u76f8\u5173\u7684\u7814\u7a76\u8bba\u6587\u4e3a\u300a<a href=\"https:\/\/ai.meta.com\/research\/publications\/meta-large-language-model-compiler-foundation-models-of-compiler-optimization\/\" target=\"_blank\" rel=\"noreferrer noopener\">Meta Large Language Model Compiler: Foundation Models of Compiler Optimization<\/a>\u300b\uff0c\u4ee5\u4e0b\u662f\u8be5\u8bba\u6587\u7684\u5185\u5bb9\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8bba\u6587\u300a<a href=\"https:\/\/ai.meta.com\/research\/publications\/meta-large-language-model-compiler-foundation-models-of-compiler-optimization\/\" target=\"_blank\" rel=\"noreferrer noopener\">Meta Large Language Model Compiler: Foundation Models of Compiler Optimization<\/a>\u300b\u7531Meta AI\u56e2\u961f\u64b0\u5199\uff0c\u63a2\u8ba8\u4e86\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u4ee3\u7801\u548c\u7f16\u8bd1\u5668\u4f18\u5316\u9886\u57df\u7684\u5e94\u7528\u3002\u4e3b\u8981\u4ecb\u7ecd\u4e86Meta LLM Compiler\uff0c\u4e00\u4e2a\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u4ee3\u7801\u4f18\u5316\u4efb\u52a1\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u5957\u4ef6\uff0c\u57fa\u4e8eCode Llama\u6784\u5efa\uff0c\u65e8\u5728\u589e\u5f3a\u5bf9\u7f16\u8bd1\u5668\u4e2d\u95f4\u8868\u793a\uff08IRs\uff09\u3001\u6c47\u7f16\u8bed\u8a00\u548c\u4f18\u5316\u6280\u672f\u7684\u7406\u89e3\u3002\u6a21\u578b\u57285460\u4ebf\u4e2aLLVM-IR\u548c\u6c47\u7f16\u4ee3\u7801\u4ee4\u724c\u7684\u57fa\u7840\u4e0a\u8bad\u7ec3\uff0c\u5e76\u8fdb\u884c\u4e86\u6307\u4ee4\u5fae\u8c03\uff0c\u4ee5\u89e3\u91ca\u7f16\u8bd1\u5668\u884c\u4e3a\u3002\u63d0\u4f9b\u4e867\u4ebf\u548c13\u4ebf\u53c2\u6570\u4e24\u79cd\u578b\u53f7\uff0c\u5c55\u73b0\u4e86\u5176\u5728\u4f18\u5316\u4ee3\u7801\u5c3a\u5bf8\u548c\u4ecex86_64\u548cARM\u6c47\u7f16\u53cd\u6c47\u7f16\u56deLLVM-IR\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u5f15\u8a00<\/h4>\n\n\n\n<p>\u5f53\u524d\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u4ee3\u7801\u548c\u7f16\u8bd1\u5668\u4f18\u5316\u9886\u57df\u7684\u5e94\u7528\u4ecd\u7136\u6709\u9650\u3002\u4e3a\u4e86\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0cMeta\u63a8\u51fa\u4e86LLM Compiler\uff0c\u65e8\u5728\u901a\u8fc7\u5bf9\u4ee3\u7801\u4f18\u5316\u4efb\u52a1\u7684\u4e13\u95e8\u8bad\u7ec3\uff0c\u63d0\u4f9b\u4e00\u4e2a\u5f3a\u5927\u4e14\u53ef\u5e7f\u6cdb\u4f7f\u7528\u7684\u57fa\u7840\u6a21\u578b\u5957\u4ef6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u4e3b\u8981\u8d21\u732e<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u8bbe\u8ba1\u4e0e\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>Code Llama<\/strong>\uff1a\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u5728\u5927\u91cfLLVM-IR\u548c\u6c47\u7f16\u4ee3\u7801\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u589e\u5f3a\u4e86\u5bf9\u7f16\u8bd1\u5668\u4e2d\u95f4\u8868\u793a\u548c\u6c47\u7f16\u8bed\u8a00\u7684\u7406\u89e3\u3002<\/li>\n\n\n\n<li><strong>\u6307\u4ee4\u5fae\u8c03<\/strong>\uff1a\u8fdb\u4e00\u6b65\u5fae\u8c03\u6a21\u578b\uff0c\u4f7f\u5176\u80fd\u591f\u6a21\u62df\u7f16\u8bd1\u5668\u4f18\u5316\u884c\u4e3a\uff0c\u5904\u7406LLVM-IR\u548c\u6c47\u7f16\u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u6807\u5fd7\u8c03\u6574\u548c\u53cd\u6c47\u7f16\u4efb\u52a1<\/strong>\uff1a\u5728\u989d\u5916\u76841640\u4ebf\u4e2a\u4ee4\u724c\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u7f16\u8bd1\u5668\u4f18\u5316\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u8bc4\u4f30<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u4f18\u5316\u6807\u5fd7\u8c03\u6574<\/strong>\uff1aLLM Compiler\u5728\u4f18\u5316\u4ee3\u7801\u5c3a\u5bf8\u65b9\u9762\u8fbe\u5230\u4e86\u81ea\u52a8\u8c03\u4f18\u641c\u7d22\u768477%\u7684\u4f18\u5316\u6f5c\u529b\uff0c\u5e76\u663e\u8457\u4f18\u4e8eCode Llama\u548cGPT-4 Turbo\u3002<\/li>\n\n\n\n<li><strong>\u53cd\u6c47\u7f16\u4efb\u52a1<\/strong>\uff1a\u5728\u5c06x86_64\u548cARM\u6c47\u7f16\u4ee3\u7801\u53cd\u6c47\u7f16\u56deLLVM-IR\u65f6\uff0c\u6a21\u578b\u7684\u51c6\u786e\u6027\u8fbe\u5230\u4e8614%\u7684\u5b8c\u5168\u5339\u914d\u7387\uff0c\u663e\u793a\u51fa\u8f83\u9ad8\u7684\u53cd\u6c47\u7f16\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5b9e\u7528\u6027\u548c\u53ef\u6269\u5c55\u6027<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u4e867\u4ebf\u548c13\u4ebf\u53c2\u6570\u7684\u6a21\u578b\uff0c\u4f9b\u5b66\u672f\u7814\u7a76\u4eba\u5458\u548c\u884c\u4e1a\u5b9e\u8df5\u8005\u8fdb\u4e00\u6b65\u5f00\u53d1\u548c\u4f18\u5316\u4f7f\u7528\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u5728\u7f16\u8bd1\u5668\u4f18\u5316\u4efb\u52a1\u4e0a\u7684\u51fa\u8272\u8868\u73b0\uff0c\u4e3a\u672a\u6765\u5728\u4ee3\u7801\u4f18\u5316\u9886\u57df\u7684\u7814\u7a76\u548c\u5e94\u7528\u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u5177\u4f53\u5b9e\u73b0<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u8fc7\u7a0b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u901a\u8fc7\u4e24\u4e2a\u9636\u6bb5\u7684\u8bad\u7ec3\uff0c\u9996\u5148\u5728\u65e0\u6807\u7b7e\u7684\u7f16\u8bd1\u5668\u4e2d\u95f4\u8868\u793a\u548c\u6c47\u7f16\u4ee3\u7801\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u5728\u5b9a\u5236\u7684\u7f16\u8bd1\u5668\u6a21\u62df\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\u3002<\/li>\n\n\n\n<li>\u5728\u6240\u6709\u8bad\u7ec3\u9636\u6bb5\u4fdd\u7559\u4e8615%\u7684\u524d\u4e00\u9636\u6bb5\u6570\u636e\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u65b0\u7684\u4f18\u5316\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u7684\u540c\u65f6\uff0c\u4fdd\u7559\u57fa\u7840\u6a21\u578b\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u6807\u5fd7\u8c03\u6574<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4efb\u52a1\u63cf\u8ff0\uff1a\u7ed9\u5b9a\u672a\u4f18\u5316\u7684LLVM-IR\uff0c\u6a21\u578b\u751f\u6210\u4f18\u5316\u6807\u5fd7\u5217\u8868\uff0c\u5e76\u9884\u6d4b\u4f18\u5316\u540e\u7684\u4ee3\u7801\u5c3a\u5bf8\u548c\u751f\u6210\u7684\u4ee3\u7801\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\uff1a\u4ece4.5\u767e\u4e07\u4e2a\u672a\u4f18\u5316\u7684IR\u4e2d\u751f\u6210\uff0c\u901a\u8fc7\u5927\u89c4\u6a21\u968f\u673a\u641c\u7d22\u627e\u5230\u6700\u4f73\u4f18\u5316\u6807\u5fd7\u5217\u8868\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u53cd\u6c47\u7f16\u4efb\u52a1<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4efb\u52a1\u63cf\u8ff0\uff1a\u6a21\u578b\u4ece\u6c47\u7f16\u4ee3\u7801\u751f\u6210\u5bf9\u5e94\u7684LLVM-IR\uff0c\u5e76\u8fdb\u884c\u8f6e\u56de\u6d4b\u8bd5\uff0c\u9a8c\u8bc1\u751f\u6210\u7684IR\u7684\u6b63\u786e\u6027\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\uff1a\u4ece\u76f8\u540c\u7684\u6570\u636e\u96c6\u751f\u6210\u7684\u6c47\u7f16\u4ee3\u7801\u548cIR\u5bf9\uff0c\u8fdb\u884c\u4f18\u5316\u540e\u518d\u8fdb\u884c\u6c47\u7f16\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u8bc4\u4ef7\u4e0e\u8ba8\u8bba<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u57fa\u51c6\u6d4b\u8bd5<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5728MiBench\u6d4b\u8bd5\u96c6\u4e0a\u7684\u6027\u80fd\u8bc4\u4f30\u663e\u793a\uff0cLLM Compiler\u5728\u4f18\u5316\u6807\u5fd7\u8c03\u6574\u548c\u53cd\u6c47\u7f16\u4efb\u52a1\u4e0a\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u6bd4\u8f83\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u5728\u7f16\u8bd1\u5668\u6a21\u62df\u4efb\u52a1\u548c\u4e0b\u4e00\u4e2a\u4ee4\u724c\u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4e5f\u7ecf\u8fc7\u4e86\u5168\u9762\u8bc4\u4f30\uff0c\u5c55\u793a\u4e86\u5176\u5728\u591a\u79cd\u4efb\u52a1\u4e0a\u7684\u9002\u7528\u6027\u548c\u6027\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5c40\u9650\u6027<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\u5e8f\u5217\u7684\u957f\u5ea6\u9650\u5236\uff1a\u5c3d\u7ba1LLM Compiler\u652f\u630116k\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4f46\u4e00\u4e9b\u7a0b\u5e8f\u4ee3\u7801\u53ef\u80fd\u8fdc\u8d85\u8fd9\u4e00\u957f\u5ea6\u3002<\/li>\n\n\n\n<li>\u8f93\u51fa\u51c6\u786e\u6027\uff1a\u5efa\u8bae\u4f7f\u7528\u8005\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5bf9\u6a21\u578b\u7684\u8f93\u51fa\u8fdb\u884c\u4e25\u683c\u6d4b\u8bd5\uff0c\u786e\u4fdd\u4f18\u5316\u548c\u53cd\u6c47\u7f16\u7ed3\u679c\u7684\u6b63\u786e\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e94\u3001\u603b\u7ed3<\/h4>\n\n\n\n<p>Meta LLM Compiler\u901a\u8fc7\u589e\u5f3a\u5bf9\u7f16\u8bd1\u5668\u4e2d\u95f4\u8868\u793a\u548c\u6c47\u7f16\u8bed\u8a00\u7684\u7406\u89e3\uff0c\u4e3a\u4ee3\u7801\u548c\u7f16\u8bd1\u5668\u4f18\u5316\u4efb\u52a1\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\u3002\u8fd9\u4e00\u5de5\u4f5c\u4e0d\u4ec5\u5c55\u793a\u4e86LLMs\u5728\u4ee3\u7801\u4f18\u5316\u9886\u57df\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u8fd8\u4e3a\u672a\u6765\u7684\u7814\u7a76\u548c\u5f00\u53d1\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u6a21\u578b\u7684\u516c\u5f00\u53d1\u5e03\u548c\u8be6\u7ec6\u7684\u6027\u80fd\u8bc4\u4f30\u4e3a\u5b66\u672f\u7814\u7a76\u8005\u548c\u884c\u4e1a\u5b9e\u8df5\u8005\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u8d44\u6e90\u548c\u53c2\u8003\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Hugging Face \u4ed3\u5e93 \u27a1\ufe0f <a href=\"https:\/\/huggingface.co\/collections\/facebook\/llm-compiler-667c5b05557fe99a9edd25cb\" target=\"_blank\" 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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