{"id":4419,"date":"2024-03-21T17:33:49","date_gmt":"2024-03-21T09:33:49","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=4419"},"modified":"2024-04-20T14:20:29","modified_gmt":"2024-04-20T06:20:29","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e3%80%91%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%ad%e7%9a%84%e4%b8%80%e4%ba%9bfaq","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/note-deep-learning\/4419\/","title":{"rendered":"\u3010\u6df1\u5ea6\u5b66\u4e60\u7b14\u8bb0\u3011\u5927\u6a21\u578b\u4e2d\u7684\u4e00\u4e9bFAQ"},"content":{"rendered":"\n<p>\u5f00\u4e00\u4e2a\u65b0\u5751\uff0c\u8fd9\u4e2a\u5751\u4e3b\u8981\u7528\u6765\u603b\u7ed3\u4e00\u4e9bFAQ\u548c\u9047\u5230\u7684\u4e00\u4e9b\u6709\u8da3\u7684\u7ed3\u8bba\u3002\u4f1a\u6162\u6162\u7684\u6301\u7eed\u66f4\u65b0\u3002<\/p>\n\n\n\n<p>\u770b\u5230\u65b0\u7684\u8bba\u6587\u4e5f\u4f1a\u66f4\u65b0\u5df2\u6709\u7684FAQ\u3002\u6240\u4ee5\u5176\u5b9e\u4e5f\u4e0d\u90fd\u662f\u589e\u91cf\u66f4\u65b0\u3002<\/p>\n\n\n\n<p>\u56e0\u4e3a\u6211\u4f1a\u5728notion\u5148\u8bb0\uff0c\u6709\u65f6\u95f4\u4e86\u518d\u6574\u7406\u5230\u535a\u5ba2\u4e0a\uff0c\u6240\u4ee5\u5927\u6982\u7387\u5f88\u4e45\u66f4\u4e00\u6b21\uff0c\u4e00\u6b21\u66f4\u5f88\u591a\u3002\u56e0\u6b64\uff1a<\/p>\n\n\n\n<p><strong>\u6709\u4eba\u50ac\u66f4\u8bf7\u63091\uff0c\u6709\u4eba\u63d0\u95ee\u8bf7\u63092\uff0c\u6709\u4eba\u8ba8\u8bba\u8bf7\u6309\u5c71\uff0c\u6709\u4eba\u642c\u8fd0\u8bf7\u76f4\u63a5\u62e8110\uff01\uff01<\/strong><\/p>\n\n\n\n<p>LLM\u66f4\u65b0\u592a\u5feb\u4e86\uff0c\u5b9e\u9645\u4e0a\u6211\u662f\u5f88\u5e0c\u671b\u6709\u4eba\u8ddf\u6211\u4e00\u8d77\u8ba8\u8bba\u4e00\u8d77\u6210\u957f\u7684~\u5feb\u6765<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6700\u8fd1\u66f4\u65b0\u65f6\u95f4\uff1a2024.04.20<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-1-alibirope\">1.ALiBi\u548cRoPE\u7684\u533a\u522b\uff1f\u6709\u4ec0\u4e48\u6027\u80fd\u4f18\u52a3\u5462\uff1f<\/h2>\n\n\n\n<p>\u76ee\u524d\u90fd\u8bf4AliBi\u7684\u5916\u63a8\u6027\u8981\u597d\u4e00\u4e9b\uff0c\u6709\u4e00\u4e9b\u5b9e\u9a8c\uff08eg\uff1aALiBi\u81ea\u5df1\u7684\u8bba\u6587\uff09\u4e5f\u786e\u5b9e\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002\u4f46\u662fBloom\u7684\u8bba\u6587\u4e5f\u8bf4RoPE\u6bd4Alibi\u7684\u6548\u679c\u66f4\u597d\u4e00\u70b9\u3002<\/p>\n\n\n\n<p>\u767e\u5ddd\u57287b\u548c13b\u4e0a\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u4f4d\u7f6e\u7f16\u7801\uff0c\u7531\u4e8e\u4e0d\u5177\u6709\u53ef\u6bd4\u6027\uff0c\u4e5f\u6ca1\u6709\u4ec0\u4e48\u786e\u5207\u7684\u4fe1\u606f\u6765\u8bc1\u660e\u8fd9\u4e00\u70b9\u3002\u4e0d\u8fc7\u4e00\u4e9b\u4fe1\u606f\u6765\u770b\uff0c\u4f3c\u4e4e\u4ed6\u4eec\u66f4\u76f8\u4fe1ALiBi\u5177\u6709\u826f\u597d\u7684\u5916\u63a8\u6027\u3002<\/p>\n\n\n\n<p>\u4f46\u662fBTLM-3B-8K(<a href=\"http:\/\/arxiv.org\/abs\/2309.11568\">http:\/\/arxiv.org\/abs\/2309.11568<\/a>)\u7684\u5b9e\u9a8c\u4e5f\u8bf4\u660e\uff0cALiBi\u53ea\u6709\u5728\u6a21\u578b\u8bad\u7ec3\u7684\u6bd4\u8f83\u5dee\u7684\u60c5\u51b5\u4e0b\uff08\u5c11\u91cftoken\uff09\u624d\u4f1a\u589e\u52a0\u6a21\u578b\u7684\u5916\u63a8\u6027\uff0c\u4f46\u662f\u5bf9\u4e8e\u7cbe\u7ec6\u8bad\u7ec3\u7684\u6a21\u578b\u6765\u8bf4\uff0c\u5e76\u4e0d\u4f1a\u5177\u5907\u591a\u4e48\u597d\u7684\u5916\u63a8\u6027\u3002\u4f46\u662fALiBi\u7684loss\u786e\u5b9e\u4f1a\u4f4e\u4e00\u4e9b\uff08\u76f8\u540cTFLOP\u7684\u60c5\u51b5\u4e0b\uff0c\u4f1a\u4f4e1%\u5de6\u53f3\uff09\u3002<\/p>\n\n\n\n<p>Meta\u7684\u4e00\u7bc7\u8bba\u6587(<a href=\"http:\/\/arxiv.org\/abs\/2306.15595\">http:\/\/arxiv.org\/abs\/2306.15595<\/a> )\u8ba4\u4e3a\uff0cRoPE\u4f1a\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u963b\u6b62\u6ce8\u610f\u529b\u4e4b\u95f4\u7684\u8fdc\u7a0b\u4ea4\u4e92\uff0c\u4f46\u662f\u4e5f\u63d0\u51fa\u4e86\u4e00\u4e9b\u6539\u8fdb\u6765\u7f13\u89e3\u8fd9\u4e2a\u95ee\u9898\uff08increasing the \u201cbase frequency b\u201d of ROPE from 10, 000 to 500, 000\uff09\u3002RoPE\u5728\u8fdc\u7aef\u5f15\u5165\u4e86\u8f83\u5927\u7684\u9707\u8361\uff0c\u8fd9\u5bf9\u4e8e\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u662f\u4e0d\u5229\u7684\uff08<a href=\"http:\/\/arxiv.org\/abs\/2309.16039\">http:\/\/arxiv.org\/abs\/2309.16039<\/a> and <a href=\"http:\/\/arxiv.org\/abs\/2212.10554\">http:\/\/arxiv.org\/abs\/2212.10554<\/a> \uff09\u3002<\/p>\n\n\n<div class=\"wp-block-image is-resized\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"265\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-1024x265.png\" alt=\"\" class=\"wp-image-4420\" style=\"width:504px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-1024x265.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-300x78.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-768x199.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image.png 1128w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u4f3c\u4e4e\u4fee\u6539\u540e\u7684RoPE\u4f3c\u4e4e\u6548\u679c\u4e0d\u9519\u3002\u4e0d\u8fc7\u6ca1\u6709\u5bf9\u6bd4ALiBi<\/figcaption><\/figure><\/div>\n\n<div class=\"wp-block-image is-resized\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"636\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-1.png\" alt=\"\" class=\"wp-image-4421\" style=\"width:420px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-1.png 940w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-1-300x203.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-1-768x520.png 768w\" sizes=\"(max-width: 940px) 100vw, 940px\" \/><figcaption class=\"wp-element-caption\">RoPE\u5728\u8fdc\u7aef\u5177\u6709\u8f83\u5927\u7684\u9707\u52a8<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-2\">2.\u6743\u91cd\u8870\u51cf\uff1f\u5c42\u6b63\u5219\u5316\uff1f<\/h2>\n\n\n\n<p>\u6743\u91cd\u8870\u51cf\uff08weight decay\uff09\u548c Layer Normalization\uff08LayerNorm\uff09\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u6b63\u5219\u5316\u6280\u672f\uff0c\u5b83\u4eec\u7684\u76ee\u7684\u548c\u4f5c\u7528\u65b9\u5f0f\u7565\u6709\u4e0d\u540c\u3002<\/p>\n\n\n\n<ol>\n<li><strong>\u6743\u91cd\u8870\u51cf\uff1a<\/strong> \u6743\u91cd\u8870\u51cf\u662f\u4e00\u79cd\u901a\u8fc7\u4fee\u6539\u635f\u5931\u51fd\u6570\u6765\u7ea6\u675f\u6a21\u578b\u53c2\u6570\u7684\u6b63\u5219\u5316\u65b9\u6cd5\u3002\u5b83\u7684\u4e3b\u8981\u76ee\u7684\u662f\u9632\u6b62\u8fc7\u62df\u5408\uff0c\u901a\u8fc7\u5bf9\u6a21\u578b\u7684\u6743\u91cd\u53c2\u6570\u6dfb\u52a0 L2 \u6b63\u5219\u5316\u9879\uff0c\u9f13\u52b1\u6743\u91cd\u53c2\u6570\u7684\u503c\u8d8b\u5411\u4e8e\u8f83\u5c0f\u7684\u503c\uff0c\u4ece\u800c\u964d\u4f4e\u6a21\u578b\u7684\u590d\u6742\u6027\u3002\u6743\u91cd\u8870\u51cf\u6709\u52a9\u4e8e\u4f7f\u4e0d\u540c\u7684\u6743\u91cd\u66f4\u5747\u5300\uff0c\u51cf\u5c11\u4e86\u6a21\u578b\u5bf9\u67d0\u4e9b\u7279\u5b9a\u53c2\u6570\u7684\u8fc7\u5ea6\u4f9d\u8d56\uff0c\u964d\u4f4e\u4e86\u6a21\u578b\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u566a\u58f0\u654f\u611f\u6027\u3002<\/li>\n\n\n\n<li><strong>Layer Normalization\uff1a<\/strong> Layer Normalization \u662f\u4e00\u79cd\u5f52\u4e00\u5316\u6280\u672f\uff0c\u901a\u5e38\u7528\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u6bcf\u4e2a\u5c42\u3002\u5b83\u7684\u4e3b\u8981\u76ee\u7684\u662f\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u6539\u5584\u68af\u5ea6\u4f20\u64ad\uff0c\u4ee5\u53ca\u51cf\u5c11\u8bad\u7ec3\u4e2d\u7684\u5185\u90e8\u534f\u53d8\u91cf\u504f\u79fb\uff08Internal Covariate Shift\uff09\u95ee\u9898\u3002LayerNorm \u5c06\u6bcf\u4e2a\u5c42\u7684\u8f93\u5165\u8fdb\u884c\u5747\u503c\u548c\u65b9\u5dee\u7684\u5f52\u4e00\u5316\uff0c\u4f7f\u5f97\u6bcf\u4e2a\u7279\u5f81\u7ef4\u5ea6\u90fd\u6709\u76f8\u4f3c\u7684\u7edf\u8ba1\u7279\u6027\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u7f51\u7edc\u7684\u8bad\u7ec3\u548c\u6cdb\u5316\u3002LayerNorm \u4e0d\u662f\u4e3a\u4e86\u51cf\u5c0f\u53c2\u6570\u7684\u503c\uff0c\u800c\u662f\u4e3a\u4e86\u4f7f\u6bcf\u4e00\u5c42\u7684\u8f93\u51fa\u4fdd\u6301\u66f4\u7a33\u5b9a\u7684\u5206\u5e03\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u901a\u5e38\u53ef\u4ee5\u540c\u65f6\u4f7f\u7528\u6743\u91cd\u8870\u51cf\u548c Layer Normalization \u6765\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002\u5b83\u4eec\u6709\u4e0d\u540c\u7684\u4f5c\u7528\u548c\u6548\u679c\uff0c\u53ef\u4ee5\u534f\u540c\u5de5\u4f5c\u4ee5\u6539\u5584\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u6743\u91cd\u8870\u51cf\u4e3b\u8981\u7528\u4e8e\u51cf\u5c0f\u53c2\u6570\u7684\u503c\uff0c\u964d\u4f4e\u8fc7\u62df\u5408\u98ce\u9669\uff0c\u800c Layer Normalization \u4e3b\u8981\u7528\u4e8e\u52a0\u901f\u8bad\u7ec3\u548c\u6539\u5584\u68af\u5ea6\u4f20\u64ad\uff0c\u63d0\u9ad8\u7f51\u7edc\u7684\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>(2024.01.26\u66f4)<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">3.attention\u4e2d\uff0c\u4e3a\u4ec0\u4e48\u9700\u8981Wq\u3001Wk\u3001Wv\uff1f\u65e2\u7136\u662fself-attention\uff0c\u76f4\u63a5x*x\u4e0d\u5c31\u884c\u4e86\uff1f<\/h1>\n\n\n\n<p>\u5047\u5982\u76f4\u63a5\u7528&nbsp;x\u548c&nbsp;x&nbsp;\u505ascale-dot\u5c31\u4f1a\u5230\u5f97\u4e00\u4e2a\u5bf9\u79f0\u77e9\u9635\uff0c\u591a\u6837\u6355\u6349\u6ce8\u610f\u529b\u7684\u80fd\u529b\u5c31\u4f1a\u53d7\u9650\uff0c&nbsp;i\u548cj&nbsp;\u4f4d\u7f6e\u4e4b\u95f4\u7684\u524d\u540e\u5411\u6ce8\u610f\u529b\u5c31\u4f1a\u53d8\u5f97\u4e00\u6837(matrix[i][j]==matrix[j][i])\uff0c\u800c\u6211\u4eec\u4e00\u822c\u671f\u671b\u4e24\u4e2atoken\u5728\u4e00\u53e5\u8bdd\u4e2d\u5148\u540e\u987a\u5e8f\u4e5f\u80fd\u53cd\u6620\u4e00\u5b9a\u7684\u4e0d\u540c\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u6700\u91cd\u8981\u7684\uff0c\u8fd9\u4e2a\u5bf9\u79f0\u77e9\u9635\u7684\u5bf9\u89d2\u7ebf\u4e0a\u7684\u503c\u4e00\u5b9a\u662f\u672c\u884c\u6700\u5927\u7684\uff0c\uff08\u4fee\u6b63\uff1a\u8fd9\u91cc\u5e76\u4e0d\u4e00\u5b9a\u662f\u6700\u5927\u7684\uff0c\u800c\u662f<strong>\u5927\u6982\u7387\u662f\u6700\u5927\u7684<\/strong>\uff09\uff0c\u8fd9\u6837&nbsp;softmax\u540e\u5bf9\u89d2\u7ebf\u4e0a\u7684\u6ce8\u610f\u529b\u4e00\u5b9a\u672c\u884c\u6700\u5927\uff0c\u4e5f\u5c31\u662f\u4e0d\u8bba\u4efb\u4f55\u4f4d\u7f6e\u4efb\u4f55\u642d\u914d\uff0c\u6bcf\u4e2atoken\u7684\u6ce8\u610f\u529b\u51e0\u4e4e\u5168\u5728\u81ea\u5df1\u8eab\u4e0a\uff0c\u8fd9\u6837\u8fdd\u80cc\u4e86Transformer\u7528\u6765\u6355\u6349\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u521d\u8877\u3002\u6240\u4ee5\u4e58\u4e0aWk\u3001Wq\u3001Wv\u540e\u6709\u4e09\u4e2a\u597d\u5904\uff1a<\/p>\n\n\n\n<ul>\n<li>\u589e\u52a0\u4e86\u53c2\u6570\u91cf\uff0c\u589e\u52a0\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u52a0\u5165\u4e86\u4e0d\u540c\u7684\u7ebf\u6027\u53d8\u6362\u76f8\u5f53\u4e8e\u5bf9x\u505a\u4e86\u4e0d\u540c\u7684\u6295\u5f71\uff0c\u5c06\u5411\u91cfx\u6295\u5f71\u5230\u4e0d\u540c\u7a7a\u95f4\uff0c\u589e\u52a0\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4e0d\u8981\u90a3\u4e48hard\u3002<\/li>\n\n\n\n<li>\u5141\u8bb8\u67d0\u4e2atoken\u5bf9\u5176\u4ed6\u4f4d\u7f6etoken\u7684\u6ce8\u610f\u529b\u5927\u4e8e\u5bf9\u81ea\u5df1\u7684\u6ce8\u610f\u529b\uff0c\u624d\u80fd\u66f4\u597d\u7684\u6355\u6349\u5168\u5c40\u4f4d\u7f6e\u7684\u6ce8\u610f\u529b<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\uff082024.04.20\u66f4\uff09<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">4.\u4e3a\u4ec0\u4e48\u9700\u8981\u591a\u5934\uff1f\u591a\u5934\u7684\u76ee\u7684\u662f\u4ec0\u4e48?<\/h1>\n\n\n\n<p><a href=\"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/note-deep-learning\/4002\/\" data-type=\"post\" data-id=\"4002\">\u8be6\u89c1\u672c\u6587<\/a><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">5.Flash Attention\u7684\u4f5c\u7528\uff0c\u51e0\u4e2a\u7248\u672c\u4e4b\u95f4\u7684\u533a\u522b\u662f\u4ec0\u4e48\uff1f<\/h1>\n\n\n\n<p>\u5148\u8bf4\u533a\u522b\uff1a<\/p>\n\n\n\n<p>FA1:<\/p>\n\n\n\n<p>from: <a href=\"https:\/\/arxiv.org\/abs\/2205.14135\">https:\/\/arxiv.org\/abs\/2205.14135<\/a><\/p>\n\n\n\n<p>flash attention\u4e3b\u8981\u662f\u5c06QKVO\u8ba1\u7b97\u62c6\u5757\u62ff\u5230\u4e86SRAM\u4e2d\uff08\u7c7b\u4f3c\u4e8ecpu\u7684cache\uff0c\u76f8\u6bd4memory\u5177\u6709\u66f4\u5feb\u7684\u541e\u5410\uff09\uff0c\u4f7f\u7528online safe softmax\uff08\u4e5f\u5c31\u662f\u4e0d\u9700\u8981\u5b8c\u6574\u901a\u4fe1\uff0c\u53ea\u901a\u4fe1\u51e0\u4e2a\u503c\uff08max(x)\u548c\u6307\u6570\u548c\uff09\uff0c\u5c31\u53ef\u4ee5\u7b49\u4ef7\u4e8e\u6b63\u5e38\u7684\u5168\u5458softmax\uff0c\u8be6\u89c1https:\/\/www.zhihu.com\/question\/611236756\/answer\/3132304304\uff09\u3002<\/p>\n\n\n\n<p>\u5728\u53cd\u5411\u4f20\u64ad\u65f6\uff0c\u91cd\u65b0\u8ba1\u7b97Q*KT\u548csoftmax\uff0c\u4f7f\u5f97\u6574\u4f53\u8fd0\u7b97\u90fd\u5728SRAM\u4e4b\u5185\uff0c\u964d\u4f4e\u4e86HBM\u8bbf\u95ee\u6b21\u6570\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8ba1\u7b97\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>FA2\uff1a<\/p>\n\n\n\n<p>from: <a href=\"https:\/\/arxiv.org\/abs\/2307.08691\">https:\/\/arxiv.org\/abs\/2307.08691<\/a><\/p>\n\n\n\n<p>\u7531\u4e8eGPU\u5177\u5907\u5355\u72ec\u7684\u77e9\u9635\u8fd0\u7b97\u5355\u5143\uff08\u4ee5A100 GPU\u4e3a\u4f8b\uff0c\u5176FP16\/BF16\u77e9\u9635\u4e58\u6cd5\u7684\u6700\u5927\u7406\u8bba\u541e\u5410\u91cf\u4e3a312 TFLOPs\/s\uff0c\u4f46FP32\u975e\u77e9\u9635\u4e58\u6cd5\u4ec5\u670919.5 TFLOPs\/s\uff0c\u77e9\u9635\u5355\u5143\u7684\u8fd0\u7b97\u901f\u5ea6\u662f\u975e\u77e9\u9635\u8fd0\u7b97\u901f\u5ea6\u768416x\uff09\uff0c\u56e0\u6b64\u5982\u679c\u53ef\u4ee5\u7ee7\u7eed\u51cf\u5c11\u975e\u77e9\u9635\u8fd0\u7b97\uff0c\u5c31\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u8ba1\u7b97\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\u7528\u9014\u5f88\u660e\u663e\u662f\u52a0\u5feb\u8ba1\u7b97\u3002FA\u76f8\u6bd4\u5176\u4ed6\u7684\u201c\u52a0\u901f\u201d\u65b9\u6848\uff0c\u629b\u5f03\u4e86\u522b\u4eba\u4e00\u76f4\u4f7f\u7528\u7684\u964d\u4f4e\u6a21\u578bTFlops\u7684\u601d\u8def\uff0c\u6539\u4e3a\u901a\u8fc7\u63d0\u5347TFlops\u964d\u4f4e\u541e\u5ea6\u3002\u6709\u6548\u7684\u5bf9\u6a21\u578b\u7684\u8bad\u7ec3\u8fdb\u884c\u4e86\u52a0\u901f\u3002\u540c\u65f6\u7531\u4e8e\u51cf\u5c11\u4e86\u4e2d\u95f4\u6fc0\u6d3b\u503c\u7684\u7f13\u5b58\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u8fd8\u53ef\u4ee5\u8282\u7701\u8bad\u7ec3\u548c\u63a8\u7406\u4e2d\u7684\u663e\u5b58\u5360\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f00\u4e00\u4e2a\u65b0\u5751\uff0c\u8fd9\u4e2a\u5751\u4e3b\u8981\u7528\u6765\u603b\u7ed3\u4e00\u4e9bFAQ\u548c\u9047\u5230\u7684\u4e00\u4e9b\u6709\u8da3\u7684\u7ed3\u8bba\u3002\u4f1a\u6162\u6162\u7684\u6301\u7eed\u66f4\u65b0\u3002 \u770b\u5230\u65b0\u7684\u8bba\u6587\u4e5f\u4f1a [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[9],"tags":[],"views":12086,"_links":{"self":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4419"}],"collection":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/comments?post=4419"}],"version-history":[{"count":6,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4419\/revisions"}],"predecessor-version":[{"id":4535,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4419\/revisions\/4535"}],"wp:attachment":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/media?parent=4419"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/categories?post=4419"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/tags?post=4419"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}