{"id":42,"date":"2023-05-17T16:52:21","date_gmt":"2023-05-17T08:52:21","guid":{"rendered":"http:\/\/fenxiangma.microinnovator.com\/?p=42"},"modified":"2023-05-17T17:22:56","modified_gmt":"2023-05-17T09:22:56","slug":"gpt-%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b-alpaca-lora-%e6%9c%ac%e5%9c%b0%e5%8c%96%e9%83%a8%e7%bd%b2%e5%ae%9e%e8%b7%b5%e3%80%90%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"http:\/\/www.fenxiangma.net\/index.php\/2023\/05\/17\/gpt-%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b-alpaca-lora-%e6%9c%ac%e5%9c%b0%e5%8c%96%e9%83%a8%e7%bd%b2%e5%ae%9e%e8%b7%b5%e3%80%90%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%ae%9e%e8%b7%b5\/","title":{"rendered":"GPT \u5927\u8bed\u8a00\u6a21\u578b Alpaca-lora \u672c\u5730\u5316\u90e8\u7f72\u5b9e\u8df5\u3010\u5927\u8bed\u8a00\u6a21\u578b\u5b9e\u8df5\u4e00\u3011 | \u4eac\u4e1c\u4e91\u6280\u672f\u56e2\u961f"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u6a21\u578b\u4ecb\u7ecd<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Alpaca \u6a21\u578b\u662f\u65af\u5766\u798f\u5927\u5b66\u7814\u53d1\u7684 LLM\uff08Large Language Model\uff0c\u5927\u8bed\u8a00\uff09\u5f00\u6e90\u6a21\u578b\uff0c\u662f\u4e00\u4e2a\u5728 52K \u6307\u4ee4\u4e0a\u4ece LLaMA 7B\uff08Meta \u516c\u53f8\u5f00\u6e90\u7684 7B\uff09\u6a21\u578b\u5fae\u8c03\u800c\u6765\uff0c\u5177\u6709<strong> 70 \u4ebf<\/strong>\u7684\u6a21\u578b\u53c2\u6570\uff08\u6a21\u578b\u53c2\u6570\u8d8a\u5927\uff0c\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u8d8a\u5f3a\uff0c\u5f53\u7136\u968f\u4e4b\u8bad\u7ec3\u6a21\u578b\u7684\u6210\u672c\u4e5f\u5c31\u8d8a\u9ad8\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LoRA\uff0c\u82f1\u6587\u5168\u79f0 Low-Rank Adaptation of Large Language Models\uff0c\u76f4\u8bd1\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4f4e\u9636\u9002\u5e94<\/strong>\uff0c\u8fd9\u662f\u5fae\u8f6f\u7684\u7814\u7a76\u4eba\u5458\u4e3a\u4e86\u89e3\u51b3\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u800c\u5f00\u53d1\u7684\u4e00\u9879\u6280\u672f\u3002\u5982\u679c\u60f3\u8ba9\u4e00\u4e2a\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u6267\u884c\u7279\u5b9a\u9886\u57df\u5185\u7684\u4efb\u52a1\uff0c\u4e00\u822c\u9700\u8981\u505a fine-tuning\uff0c\u4f46\u662f\u76ee\u524d\u63a8\u7406\u6548\u679c\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u7ef4\u5ea6\u975e\u5e38\u975e\u5e38\u5927\uff0c\u6709\u4e9b\u751a\u81f3\u662f\u4e0a\u5343\u4ebf\u7ef4\uff0c\u5982\u679c\u76f4\u63a5\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e0a\u505a fine-tuning\uff0c\u8ba1\u7b97\u91cf\u4f1a\u975e\u5e38\u7684\u5927\uff0c\u6210\u672c\u4e5f\u4f1a\u975e\u5e38\u7684\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2019LoRA \u7684\u505a\u6cd5\u662f\u51bb\u7ed3\u9884\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u53c2\u6570\uff0c\u7136\u540e\u5728\u6bcf\u4e2a Transformer \u5757\u91cc\u6ce8\u5165\u53ef\u8bad\u7ec3\u7684\u5c42\uff0c\u7531\u4e8e\u4e0d\u9700\u8981\u5bf9\u6a21\u578b\u7684\u53c2\u6570\u91cd\u65b0\u8ba1\u7b97\u68af\u5ea6\uff0c\u6240\u4ee5\uff0c\u4f1a\u5927\u5927\u7684\u51cf\u5c11\u8ba1\u7b97\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6838\u5fc3\u601d\u60f3\u662f\u5728\u539f\u59cb\u9884\u8bad\u7ec3\u6a21\u578b\u589e\u52a0\u4e00\u4e2a\u65c1\u8def\uff0c\u505a\u4e00\u4e2a\u964d\u7ef4\u518d\u5347\u7ef4\u7684\u64cd\u4f5c\u3002\u8bad\u7ec3\u7684\u65f6\u5019\u56fa\u5b9a\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53c2\u6570\uff0c\u53ea\u8bad\u7ec3\u964d\u7ef4\u77e9\u9635 A \u4e0e\u5347\u7ef4\u77e9\u9635 B\u3002\u800c\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u7ef4\u5ea6\u4e0d\u53d8\uff0c\u8f93\u51fa\u65f6\u5c06 BA \u4e0e\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u53c2\u6570\u53e0\u52a0\u3002\ufeff<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/17a4f1bb0e2c4577aa2a1e7be80844c9~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=zjIr%2BvdATOJ8xRUSfX5z7lUmM9s%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ufeff\ufeff\u7528\u968f\u673a\u9ad8\u65af\u5206\u5e03\u521d\u59cb\u5316 A\uff0c\u7528 0 \u77e9\u9635\u521d\u59cb\u5316 B\u3002\u8fd9\u6837\u80fd\u4fdd\u8bc1\u8bad\u7ec3\u65f6\uff0c\u65b0\u589e\u7684\u65c1\u8def BA=0\uff0c\u4ece\u800c\u5bf9\u6a21\u578b\u7ed3\u679c\u6ca1\u6709\u5f71\u54cd\u3002\u5728\u63a8\u7406\u65f6\uff0c\u5c06\u5de6\u53f3\u4e24\u90e8\u5206\u7684\u7ed3\u679c\u52a0\u5230\u4e00\u8d77\uff0c\u5373 h=Wx+BAx=(W+BA) x\uff0c\u6240\u4ee5\uff0c\u53ea\u8981\u5c06\u8bad\u7ec3\u5b8c\u6210\u7684\u77e9\u9635\u4e58\u79ef BA \u8ddf\u539f\u672c\u7684\u6743\u91cd\u77e9\u9635 W \u52a0\u5230\u4e00\u8d77\u4f5c\u4e3a\u65b0\u6743\u91cd\u53c2\u6570\u66ff\u6362\u539f\u59cb\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684 W \u5373\u53ef\uff0c\u4e0d\u4f1a\u589e\u52a0\u989d\u5916\u7684\u8ba1\u7b97\u8d44\u6e90\u3002LoRA \u7684\u6700\u5927\u4f18\u52bf\u662f\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb\uff0c\u4f7f\u7528\u7684\u5185\u5b58\u66f4\u5c11\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u6587\u8fdb\u884c\u672c\u5730\u5316\u90e8\u7f72\u5b9e\u8df5\u7684 Alpaca-lora \u6a21\u578b\u5c31\u662f Alpaca \u6a21\u578b\u7684\u4f4e\u9636\u9002\u914d\u7248\u672c\u3002\u672c\u6587\u5c06\u5bf9 Alpaca-lora \u6a21\u578b\u672c\u5730\u5316\u90e8\u7f72\u3001\u5fae\u8c03\u548c\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u5b9e\u8df5\u5e76\u63cf\u8ff0\u76f8\u5173\u6b65\u9aa4\u3002<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">GPU \u670d\u52a1\u5668\u73af\u5883\u90e8\u7f72<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u8fdb\u884c\u90e8\u7f72\u7684 GPU \u670d\u52a1\u5668\u5177\u6709 4 \u5757\u72ec\u7acb\u7684 GPU\uff0c\u578b\u53f7\u662f P40\uff0c\u5355\u4e2a P40 \u7b97\u529b\u76f8\u5f53\u4e8e 60 \u4e2a\u540c\u7b49\u4e3b\u9891 CPU \u7684\u7b97\u529b\u3002\uff08\u4e5f\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u4eac\u4e1c\u4e91 GPU \u7684 P40\uff0c<br>jdcloud.com\/cn\/calculator\/calHost\uff09\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u62ff\u5230 GPU \u670d\u52a1\u5668\u6211\u4eec\u9996\u5148\u5c31\u662f\u5b89\u88c5\u663e\u5361\u9a71\u52a8\u548c CUDA \u9a71\u52a8\uff08\u662f\u663e\u5361\u5382\u5546 NVIDIA \u63a8\u51fa\u7684\u8fd0\u7b97\u5e73\u53f0\u3002 CUDA \u662f\u4e00\u79cd\u7531 NVIDIA \u63a8\u51fa\u7684\u901a\u7528\u5e76\u884c\u8ba1\u7b97\u67b6\u6784\uff0c\u8be5\u67b6\u6784\u4f7f GPU \u80fd\u591f\u89e3\u51b3\u590d\u6742\u7684\u8ba1\u7b97\u95ee\u9898\uff09\u3002\u663e\u5361\u9a71\u52a8\u9700\u8981\u5230 NVIDIA \u7684\u5b98\u65b9\u7f51\u7ad9\u53bb\u67e5\u627e\u76f8\u5e94\u7684\u663e\u5361\u578b\u53f7\u548c\u9002\u914d\u7684 CUDA \u7248\u672c\uff0c\u4e0b\u8f7d\u5730\u5740\uff1a<br>https:\/\/www.nvidia.com\/Download\/index.aspx \uff0c\u9009\u62e9\u76f8\u5e94\u7684\u663e\u5361\u548c CUDA \u7248\u672c\u5c31\u53ef\u4ee5\u4e0b\u8f7d\u9a71\u52a8\u6587\u4ef6\u5566\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/2194d7fe692c42bc9a5fdb7dcc3ef580~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=Q6YLF5RmXNQ%2FUYJA%2FLpiyfR9shM%3D\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br>\u6211\u4e0b\u8f7d\u7684\u6587\u4ef6\u662f NVIDIA-Linux-x86_64-515.105.01.run\uff0c\u8fd9\u662f\u4e00\u4e2a\u53ef\u6267\u884c\u6587\u4ef6\uff0c\u7528 root \u6743\u9650\u6267\u884c\u5373\u53ef\uff0c\u6ce8\u610f\u5b89\u88c5\u9a71\u52a8\u8fc7\u7a0b\u4e2d\u4e0d\u80fd\u6709\u8fd0\u884c\u7684 nvidia \u8fdb\u7a0b\uff0c\u5982\u679c\u6709\u9700\u8981\u5168\u90e8 kill \u6389\uff0c\u5426\u5219\u4f1a\u5b89\u88c5\u5931\u8d25\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a\ufeff<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/de7204f5f34543d6b806202d3dbb97ea~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=k%2FX3Hyx0E5IftIWuV47nb15hS5Q%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ufeff\ufeff\u7136\u540e\u4e00\u8def next\uff0c\u6ca1\u6709\u62a5\u9519\u7684\u8bdd\u5c31\u5b89\u88c5\u6210\u529f\u5566\u3002\u4e3a\u4e86\u540e\u7eed\u67e5\u770b\u663e\u5361\u8d44\u6e90\u60c5\u51b5\uff0c\u6700\u597d\u8fd8\u662f\u518d\u5b89\u88c5\u4e00\u4e2a\u663e\u5361\u76d1\u63a7\u5de5\u5177\uff0c\u6bd4\u5982 nvitop\uff0c\u7528 pip install nvitop \u5373\u53ef\uff0c\u8fd9\u91cc\u6ce8\u610f\uff0c\u7531\u4e8e\u4e0d\u540c\u670d\u52a1\u5668 python \u7248\u672c\u6709\u5dee\u5f02\uff0c\u6700\u597d\u5b89\u88c5 anaconda \u90e8\u7f72\u81ea\u5df1\u7684\u79c1\u6709 python \u7a7a\u95f4\uff0c\u9632\u6b62\u8fd0\u884c\u65f6\u62a5\u5404\u79cd\u5947\u602a\u7684\u9519\u8bef\uff0c\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1. \u5b89\u88c5 anaconda \u4e0b\u8f7d\u65b9\u5f0f\uff1awget<br>https:\/\/repo.anaconda.com\/archive\/Anaconda3-5.3.0-Linux-x86_64.sh\u3002 \u5b89\u88c5\u547d\u4ee4\uff1a sh&nbsp;Anaconda3-5.3.0-Linux-x86_64.sh \u6bcf\u4e2a\u5b89\u88c5\u6b65\u9aa4\u90fd\u8f93\u5165 \u201cyes\u201d\uff0c\u6700\u540e conda init \u540e\u5b8c\u6210\u5b89\u88c5\uff0c\u8fd9\u6837\u6bcf\u6b21\u8fdb\u5165\u5b89\u88c5\u7528\u6237\u7684 session\uff0c\u90fd\u4f1a\u76f4\u63a5\u8fdb\u5165\u81ea\u5df1\u7684 python \u73af\u5883\u3002\u5982\u679c\u5b89\u88c5\u6700\u540e\u4e00\u6b65\u9009\u62e9 no\uff0c\u5373\u4e0d\u8fdb\u884c conda init\uff0c\u5219\u540e\u7eed\u53ef\u4ee5\u901a\u8fc7 source&nbsp;\/home\/jd_ad_sfxn\/anaconda3\/bin\/activate \u6765\u8fdb\u5165\u5230\u79c1\u6709\u7684 python \u73af\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2. \u5b89\u88c5 setuptools \u63a5\u4e0b\u6765\u9700\u8981\u5b89\u88c5\u6253\u5305\u548c\u5206\u53d1\u5de5\u5177 setuptools\uff0c\u4e0b\u8f7d\u5730\u5740\uff1awget<br>https:\/\/files.pythonhosted.org\/packages\/26\/e5\/9897eee1100b166a61f91b68528cb692e8887300d9cbdaa1a349f6304b79\/setuptools-40.5.0.zip \u5b89\u88c5\u547d\u4ee4\uff1a unzip setuptools-40.5.0.zip cd setuptools-40.5.0\/python setup.py install<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3. \u5b89\u88c5 pip \u4e0b\u8f7d\u5730\u5740\uff1awget<br>https:\/\/files.pythonhosted.org\/packages\/45\/ae\/8a0ad77defb7cc903f09e551d88b443304a9bd6e6f124e75c0fbbf6de8f7\/pip-18.1.tar.gz \u5b89\u88c5\u547d\u4ee4\uff1a tar -xzf pip-18.1.tar.gz cd pip-18.1 python setup.py install<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81f3\u6b64\uff0c\u6f2b\u957f\u7684\u5b89\u88c5\u8fc7\u7a0b\u7ec8\u4e8e\u544a\u4e00\u6bb5\u843d\u4e86\uff0c\u6211\u4eec\u73b0\u5728\u521b\u5efa\u4e00\u4e2a\u79c1\u6709\u7684 python \u7a7a\u95f4\uff0c\u6267\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>conda create -n alpaca python=3.9\nconda activate alpaca<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e\u9a8c\u8bc1\u4e00\u4e0b\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u8bf4\u660e\u5df2\u7ecf\u521b\u5efa\u6210\u529f\u5566\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/d7f53eb875cc4bc483411a836fff5c35~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=qh5GwV0L8HpJnD8D4CqkwNtPEEA%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">\u6a21\u578b\u8bad\u7ec3<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u6587\u5df2\u7ecf\u628a GPU \u670d\u52a1\u5668\u7684\u57fa\u7840\u73af\u5883\u5b89\u88c5\u597d\u4e86\uff0c\u4e0b\u9762\u6211\u4eec\u5c31\u8981\u5f00\u59cb\u6fc0\u52a8\u4eba\u5fc3\u7684\u6a21\u578b\u8bad\u7ec3\u4e86\uff08\u6fc0\u52a8 ing\uff09\uff0c\u5728\u8bad\u7ec3\u4e4b\u524d\u6211\u4eec\u9996\u5148\u9700\u8981\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6\uff0c\u4e0b\u8f7d\u5730\u5740\uff1a<br>https:\/\/github.com\/tloen\/alpaca-lora \uff0c\u6574\u4e2a\u6a21\u578b\u90fd\u662f\u5f00\u6e90\u7684\uff0c\u771f\u597d\uff01\u9996\u5148\u628a\u6a21\u578b\u6587\u4ef6\u4e0b\u8f7d\u5230\u672c\u5730\uff0c\u6267\u884c git clone&nbsp;https:\/\/github.com\/tloen\/alpaca-lora.git .\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u5730\u4f1a\u6709\u6587\u4ef6\u5939 alpaca-lora\uff0c\u7136\u540e cd alpaca-lora \u5230\u6587\u4ef6\u5939\u5185\u90e8\u6267\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install -r requirements.txt<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u4f1a\u6bd4\u8f83\u6162\uff0c\u9700\u8981\u4ece\u7f51\u4e0a\u4e0b\u8f7d\u5927\u91cf\u7684\u4f9d\u8d56\u5305\uff0c\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4e5f\u4f1a\u62a5\u5404\u79cd\u5305\u51b2\u7a81\uff0c\u4f9d\u8d56\u6ca1\u6709\u7b49\u95ee\u9898\uff0c\u8fd9\u5757\u53ea\u80fd\u89c1\u62db\u62c6\u62db\uff0c\u7f3a\u4ec0\u4e48\u88c5\u4ec0\u4e48\uff08\u89e3\u51b3\u5305\u4f9d\u8d56\u548c\u7248\u672c\u51b2\u7a81\u786e\u5b9e\u662f\u4e2a\u5934\u75bc\u7684\u4e8b\u60c5\uff0c\u4e0d\u8fc7\u8fd9\u6b65\u505a\u4e0d\u597d\uff0c\u6a21\u578b\u4e5f\u8dd1\u4e0d\u8d77\u6765\uff0c\u6240\u4ee5\u53ea\u80fd\u8010\u5fc3\u7684\u4e00\u70b9\u4e00\u70b9\u89e3\u51b3\uff09\uff0c\u8fd9\u91cc\u75db\u82e6\u7684\u8fc7\u7a0b\u5c31\u4e0d\u8d58\u8ff0\u4e86\uff0c\u56e0\u4e3a\u4e0d\u540c\u673a\u5668\u53ef\u80fd\u9047\u5230\u7684\u95ee\u9898\u4e5f\u4e0d\u592a\u4e00\u6837\uff0c\u53c2\u8003\u610f\u4e49\u4e0d\u662f\u5f88\u5927\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u5b89\u88c5\u8fc7\u7a0b\u6267\u884c\u5b8c\u6210\uff0c\u5e76\u6ca1\u518d\u6709\u62a5\u9519\u4fe1\u606f\uff0c\u5e76\u63d0\u793a Successful compeleted\uff0c\u90a3\u4e48\u606d\u559c\u4f60\u5566\uff0c\u4e07\u91cc\u957f\u5f81\u5df2\u7ecf\u8d70\u5b8c\u4e00\u534a\u5566\uff0c\u4f60\u5df2\u7ecf\u79bb\u6210\u529f\u5f88\u8fd1\u4e86\uff0c\u518d\u575a\u6301\u4e00\u4e0b\u4e0b\u5c31\u5f88\u6709\u53ef\u80fd\u6210\u529f\u5566\uff1a\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u4e8e\u6211\u4eec\u7684\u76ee\u6807\u662f\u5bf9\u6a21\u578b\u8fdb\u884c fine-tuning\uff0c\u6240\u4ee5\u6211\u4eec\u5f97\u6709\u4e00\u4e2a fine-tuning \u7684\u76ee\u6807\uff0c\u7531\u4e8e\u539f\u59cb\u6a21\u578b\u5bf9\u4e2d\u6587\u652f\u6301\u5e76\u4e0d\u597d\uff0c\u6240\u4ee5\u6211\u4eec\u7684\u76ee\u6807\u5c31\u6709\u4e86\uff0c\u7528\u4e2d\u6587\u8bed\u6599\u5e93\u8ba9\u6a21\u578b\u66f4\u597d\u7684\u652f\u6301\u4e2d\u6587\uff0c\u8fd9\u4e2a\u793e\u533a\u4e5f\u7ed9\u6211\u51c6\u5907\u597d\u4e86\uff0c\u6211\u4eec\u76f4\u63a5\u4e0b\u8f7d\u4e2d\u6587\u7684\u8bed\u6599\u5e93\u5c31\u597d\u4e86\uff0c\u5728\u672c\u5730\u6267\u884c wget<br>https:\/\/github.com\/LC1332\/Chinese-alpaca-lora\/blob\/main\/data\/trans_chinese_alpaca_data.json?raw=true \uff0c\u5c06\u540e\u9762\u6a21\u578b\u8bad\u7ec3\u7528\u5230\u7684\u8bed\u6599\u5e93\u4e0b\u8f7d\u5230 alpaca-lora \u6839\u76ee\u5f55\u4e0b\uff08\u540e\u9762\u65b9\u4fbf\u4f7f\u7528\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bed\u6599\u5e93\u7684\u5185\u5bb9\u5c31\u662f\u5f88\u591a\u7684\u4e09\u5143\u7ec4\uff08instruction,input,output\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff09\uff0cinstruction \u5c31\u662f\u6307\u4ee4\uff0c\u8ba9\u6a21\u578b\u505a\u4ec0\u4e48\u4e8b\uff0cinput \u5c31\u662f\u8f93\u5165\uff0coutput \u662f\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u6839\u636e\u6307\u4ee4\u548c\u8f93\u5165\uff0c\u8bad\u7ec3\u6a21\u578b\u5e94\u8be5\u8f93\u51fa\u4ec0\u4e48\u4fe1\u606f\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u66f4\u597d\u7684\u9002\u5e94\u4e2d\u6587\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/7cbd570d334f430eb752e3209dad72f1~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=O2zGKInmdhPAkRVtSwMpT1HECEs%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ufeff\ufeff\u597d\u7684\uff0c\u5230\u73b0\u5728\u4e3a\u6b62\uff0c\u4e07\u91cc\u957f\u5f81\u5df2\u7ecf\u8d70\u5b8c 2\/3 \u4e86\uff0c\u522b\u7740\u6025\u8bad\u7ec3\u6a21\u578b\uff0c\u6211\u4eec\u73b0\u5728\u9a8c\u8bc1\u4e00\u4e0b GPU \u73af\u5883\u548c CUDA \u7248\u672c\u4fe1\u606f\uff0c\u8fd8\u8bb0\u5f97\u4e4b\u524d\u6211\u4eec\u5b89\u88c5\u7684 nvitop \u561b\uff0c\u73b0\u5728\u5c31\u7528\u4e0a\u4e86\uff0c\u5728\u672c\u5730\u76f4\u63a5\u6267\u884c nvitop\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u770b\u5230 GPU \u73af\u5883\u548c CUDA \u7248\u672c\u4fe1\u606f\u4e86\uff0c\u5982\u4e0b\u56fe\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/a81d86708af644908872cef2aed547a7~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=BOdL%2Fq7bBXoizU2MLLVzHBv7jms%3D\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br>\u5728\u8fd9\u91cc\u6211\u4eec\u80fd\u591f\u770b\u5230\u6709\u51e0\u5757\u663e\u5361\uff0c\u9a71\u52a8\u7248\u672c\u548c CUDA \u7248\u672c\u7b49\u4fe1\u606f\uff0c\u5f53\u7136\u6700\u91cd\u8981\u7684\u6211\u4eec\u8fd8\u80fd\u770b\u5230 GPU \u8d44\u6e90\u7684\u5b9e\u65f6\u4f7f\u7528\u60c5\u51b5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u600e\u4e48\u8fd8\u6ca1\u5230\u6a21\u578b\u8bad\u7ec3\u5462\uff0c\u522b\u7740\u6025\u5440\uff0c\u8fd9\u5c31\u6765\u5566\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u5148\u5230\u6839\u76ee\u5f55\u4e0b\u7136\u540e\u6267\u884c\u8bad\u7ec3\u6a21\u578b\u547d\u4ee4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u662f\u5355\u4e2a GPU\uff0c\u90a3\u4e48\u6267\u884c\u547d\u4ee4\u5373\u53ef\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python finetune.py \\\n    --base_model 'decapoda-research\/llama-7b-hf' \\\n    --data_path 'trans_chinese_alpaca_data.json' \\\n    --output_dir '.\/lora-alpaca-zh'<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u662f\u591a\u4e2a GPU\uff0c\u5219\u6267\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>WORLD_SIZE=2 CUDA_VISIBLE_DEVICES=0,1 torchrun \\\n--nproc_per_node=2 \\\n--master_port=1234 \\\nfinetune.py \\\n--base_model 'decapoda-research\/llama-7b-hf' \\\n--data_path 'trans_chinese_alpaca_data.json' \\\n--output_dir '.\/lora-alpaca-zh'<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u53ef\u4ee5\u770b\u5230\u8fdb\u5ea6\u6761\u5728\u8d70\uff0c\u8bf4\u660e\u6a21\u578b\u5df2\u7ecf\u542f\u52a8\u6210\u529f\u5566\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/8aeec3fa59424cbabaecfbca4597bf6f~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=KLpu5GYgCnjNiLNq5R45sIpDQMQ%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ufeff\ufeff\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u8fed\u4ee3\u4e00\u5b9a\u6570\u91cf\u7684\u6570\u636e\u5c31\u4f1a\u6253\u5370\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u4f1a\u8f93\u51fa\u635f\u5931\u7387\uff0c\u5b66\u4e60\u7387\u548c\u4ee3\u4fe1\u606f\uff0c\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u5f53 loss \u6ce2\u52a8\u8f83\u5c0f\u65f6\uff0c\u6a21\u578b\u5c31\u4f1a\u6536\u655b\uff0c\u6700\u7ec8\u8bad\u7ec3\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u7528\u7684\u662f 2 \u5757 GPU \u663e\u5361\u8fdb\u884c\u8bad\u7ec3\uff0c\u603b\u5171\u8bad\u7ec3\u4e86 1904 \u5206\u949f\uff0c\u4e5f\u5c31\u662f 31.73 \u4e2a\u5c0f\u65f6\uff0c\u6a21\u578b\u5c31\u6536\u655b\u4e86\uff0c\u6a21\u578b\u8bad\u7ec3\u662f\u4e2a\u6f2b\u957f\u7684\u8fc7\u7a0b\uff0c\u6240\u4ee5\u5728\u8bad\u7ec3\u7684\u65f6\u5019\u6211\u4eec\u53ef\u4ee5\u9002\u5f53\u7684\u653e\u677e\u4e00\u4e0b\uff0c\u505a\u70b9\u5176\u4ed6\u7684\u4e8b\u60c5\uff1a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/2f08648abf2e42399f73dda3cdf67d34~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=ZwmpCudQq7KvxBzRCiU1WK44xgU%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">\u6a21\u578b\u63a8\u7406<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u8bad\u7ec3\u597d\u540e\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u6d4b\u8bd5\u4e00\u4e0b\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u679c\u4e86\uff0c\u7531\u4e8e\u6211\u4eec\u662f\u591a\u4e2a GPU \u663e\u5361\uff0c\u6240\u4ee5\u60f3\u628a\u6a21\u578b\u53c2\u6570\u52a0\u8f7d\u5230\u591a\u4e2a GPU \u4e0a\uff0c\u8fd9\u6837\u4f1a\u4f7f\u6a21\u578b\u63a8\u7406\u7684\u66f4\u5feb\uff0c\u9700\u8981\u4fee\u6539<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">generate.py \u6587\u4ef6\uff0c\u6dfb\u52a0\u4e0b\u9762\u8fd9\u6837\u5373\u53ef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/f1f0c49f4426421b9e284fc2013fc270~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=jyNnwnMiMD6E7TtevfAd7X3YFYQ%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e\u6211\u4eec\u628a\u670d\u52a1\u542f\u8d77\u6765\uff0c\u770b\u770b\u6548\u679c\uff0c\u6839\u76ee\u5f55\u6267\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python generate.py --base_model \"decapoda-research\/llama-7b-hf\" \\\n--lora_weights '.\/lora-alpaca-zh' \\\n--load_8bit<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d.\/lora-alpaca-zh \u76ee\u5f55\u4e0b\u7684\u6587\u4ef6\uff0c\u5c31\u662f\u6211\u4eec\u521a\u521a fine tuning \u6a21\u578b\u8bad\u7ec3\u7684\u53c2\u6570\u6240\u5728\u4f4d\u7f6e\uff0c\u542f\u52a8\u670d\u52a1\u7684\u65f6\u5019\u628a\u5b83\u52a0\u8f7d\u5230\u5185\u5b58\uff08\u8fd9\u4e2a\u5185\u5b58\u6307\u7684\u662f GPU \u5185\u5b58\uff09\u91cc\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6210\u529f\uff0c\u90a3\u4e48\u6700\u7ec8\u4f1a\u8f93\u51fa\u76f8\u5e94\u7684 IP \u548c Port \u4fe1\u606f\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/9425d9c750704752ac4f08bbef541150~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=UVDs0N53Qj36%2F54pRAny55HM4M8%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ufeff\ufeff\u6211\u4eec\u53ef\u4ee5\u7528\u6d4f\u89c8\u5668\u8bbf\u95ee\u4e00\u4e0b\u770b\u770b\uff0c\u5982\u679c\u80fd\u770b\u5230\u9875\u9762\uff0c\u5c31\u8bf4\u660e\u670d\u52a1\u5df2\u7ecf\u542f\u52a8\u6210\u529f\u5566\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/c2bbe756735f4c85b1cf50ee44c90182~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=w9NCBmpMShwsv4F4Nq08s3NmWUQ%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6fc0\u52a8 ing\uff0c\u8d39\u4e86\u4e5d\u725b\u4e8c\u864e\u4e4b\u529b\uff0c\u7ec8\u4e8e\u6210\u529f\u5566\uff01\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u4e3a\u6211\u4eec\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u8bf4\u4e2d\u6587\uff0c\u6240\u4ee5\u6211\u4eec\u6d4b\u8bd5\u4e00\u4e0b\u5bf9\u4e2d\u6587\u7684\u7406\u89e3\uff0c\u770b\u770b\u6548\u679c\u600e\u4e48\u6837\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/d19f5d6d5d834c88b5ea3149eb03af32~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=FaDcCzz%2BVsNJTiM0nQCyN8ys%2B%2Bc%3D\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/3822cf85e7134493af626d0d6c8a956b~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=zcsRuYjCmWS6FjmDMEo3VF8YLQw%3D\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ufeff\ufeff<br>\u7b80\u5355\u7684\u95ee\u9898\uff0c\u8fd8\u662f\u80fd\u7ed9\u51fa\u7b54\u6848\u7684\uff0c\u4f46\u662f\u9488\u5bf9\u7a0d\u5fae\u590d\u6742\u4e00\u70b9\u7684\u95ee\u9898\uff0c\u867d\u7136\u80fd\u591f\u7406\u89e3\u4e2d\u6587\uff0c\u4f46\u662f\u5e76\u6ca1\u6709\u7528\u4e2d\u6587\u8fdb\u884c\u56de\u7b54\uff0c\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u8fd8\u662f\u4e0d\u592a\u7a33\u5b9a\u554a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u63a8\u7406\u7684\u65f6\u5019\u6211\u4eec\u4e5f\u53ef\u4ee5\u76d1\u63a7\u4e00\u4e0b GPU \u7684\u53d8\u5316\uff0c\u53ef\u4ee5\u770b\u5230 GPU \u8d1f\u8f7d\u662f\u6bd4\u8f83\u9ad8\u7684\uff0c\u8bf4\u660e GPU \u5728\u8fdb\u884c\u5927\u91cf\u7684\u8ba1\u7b97\u6765\u5b8c\u6210\u63a8\u7406\u3002\ufeff<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/1737a45d768c4b1c80e86f43a5862e92~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1684897109&amp;x-signature=NKS2crN%2B%2FaTF%2F4KeGWZvsuZXUv8%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">\u603b\u7ed3<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">1. \u6548\u679c\u95ee\u9898\uff1a\u7531\u4e8e\u8bed\u6599\u5e93\u4e0d\u591f\u4e30\u5bcc\uff0c\u6240\u4ee5\u76ee\u524d\u7528\u793e\u533a\u63d0\u4f9b\u7684\u8bed\u6599\u5e93\u8bad\u7ec3\u7684\u6548\u679c\u5e76\u4e0d\u662f\u5f88\u597d\uff0c\u5bf9\u4e2d\u6587\u7684\u7406\u89e3\u529b\u6709\u9650\uff0c\u5982\u679c\u60f3\u8bad\u7ec3\u51fa\u80fd\u591f\u6267\u884c\u7279\u5b9a\u9886\u57df\u7684\u4efb\u52a1\uff0c\u5219\u9700\u8981\u5927\u91cf\u7684\u8bed\u6599\u652f\u6301\uff0c\u540c\u65f6\u8bad\u7ec3\u65f6\u95f4\u4e5f\u4f1a\u66f4\u957f\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2. \u63a8\u7406\u65f6\u95f4\u95ee\u9898\uff1a\u7531\u4e8e\u76ee\u524d\u90e8\u7f72\u7684 GPU \u670d\u52a1\u5668\u6709 4 \u5757 GPU\uff0c\u80fd\u591f\u6267\u884c\u7684\u6709 3 \u5757\uff0c\u57fa\u4e8e 3 \u5757 GPU\uff0c\u5728\u63a8\u7406\u7684\u65f6\u5019\u8fd8\u662f\u6bd4\u8f83\u5403\u529b\u7684\uff0c\u6267\u884c\u4e00\u6b21\u4ea4\u4e92\u9700\u8981\u5927\u6982 30s-1min\uff0c\u5982\u679c\u8fbe\u5230 chatGPT \u90a3\u6837\u5b9e\u65f6\u8fd4\u56de\uff0c\u5219\u9700\u8981\u5927\u91cf\u7684\u7b97\u529b\u8fdb\u884c\u652f\u6301\uff0c\u53ef\u4ee5\u53cd\u63a8\uff0cchatGPT \u540e\u53f0\u80af\u5b9a\u662f\u6709\u5927\u96c6\u7fa4\u7b97\u529b\u652f\u6301\u7684\uff0c\u6240\u4ee5\u5982\u679c\u60f3\u505a\u6210\u670d\u52a1\uff0c\u6210\u672c\u6295\u5165\u662f\u9700\u8981\u8003\u91cf\u7684\u4e00\u4e2a\u95ee\u9898\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3. \u4e2d\u6587\u4e71\u7801\u95ee\u9898\uff1a\u5728 input \u4e3a\u4e2d\u6587\u7684\u65f6\u5019\uff0c\u6709\u65f6\u5019\u8fd4\u56de\u7ed3\u679c\u4f1a\u4e71\u7801\uff0c\u6000\u7591\u8ddf\u5207\u8bcd\u6709\u5173\uff0c\u7531\u4e8e\u4e2d\u6587\u7684\u7f16\u7801\u95ee\u9898\uff0c\u4e2d\u6587\u4e0d\u50cf\u82f1\u6587\u4ee5\u7a7a\u683c\u533a\u5206\uff0c\u6240\u4ee5\u53ef\u80fd\u4f1a\u6709\u4e00\u5b9a\u7684\u4e71\u7801\u60c5\u51b5\u4ea7\u751f\uff0c\u8c03\u7528 open AI \u7684 API \u4e5f\u4f1a\u6709\u8fd9\u79cd\u60c5\u51b5\uff0c\u540e\u9762\u770b\u770b\u793e\u533a\u662f\u5426\u6709\u76f8\u5e94\u89e3\u51b3\u529e\u6cd5\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4. \u6a21\u578b\u9009\u62e9\u95ee\u9898\uff1a\u7531\u4e8e\u76ee\u524d GPT \u793e\u533a\u6bd4\u8f83\u6d3b\u8dc3\uff0c\u6a21\u578b\u7684\u4ea7\u751f\u548c\u53d8\u5316\u4e5f\u662f\u65e5\u65b0\u6708\u5f02\uff0c\u7531\u4e8e\u65f6\u95f4\u4ed3\u4fc3\uff0c\u76ee\u524d\u53ea\u8c03\u7814\u4e86 alpaca-lora \u6a21\u578b\u7684\u672c\u5730\u5316\u90e8\u7f72\uff0c\u540e\u9762\u9488\u5bf9\u5b9e\u9645\u843d\u5730\u7684\u5e94\u7528\u5e94\u8be5\u4e5f\u4f1a\u6709\u66f4\u597d\u7684\u66f4\u4f4e\u6210\u672c\u7684\u843d\u5730\u65b9\u6848\uff0c\u9700\u8981\u6301\u7eed\u8ddf\u8fdb\u793e\u533a\u7684\u53d1\u5c55\uff0c\u9009\u62e9\u5408\u9002\u7684\u5f00\u6e90\u65b9\u6848\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4eac\u4e1c\u4e91 P40 \u578b\u53f7 GPU \u7684\u3010ChatGLM \u8bed\u8a00\u6a21\u578b\u3011\u5b9e\u8df5\u7bc7\u8be6\u89c1<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/my.oschina.net\/u\/4090830\/blog\/8695561\n<\/div><\/figure>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\uff1aBeyond_luo<\/p>\n\n\n\n<p 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