{"id":579,"date":"2024-10-09T22:43:42","date_gmt":"2024-10-09T14:43:42","guid":{"rendered":"http:\/\/blog.yuekegu.com\/?p=579"},"modified":"2024-10-09T22:43:42","modified_gmt":"2024-10-09T14:43:42","slug":"%e4%b8%80%e9%94%ae%e8%bd%ac%e6%8d%a2latex%e5%85%ac%e5%bc%8f%ef%bc%8c%e8%bf%99%e6%ac%be%e5%bc%80%e6%ba%90%e5%85%ac%e5%bc%8f%e8%af%86%e5%88%ab%e7%a5%9e%e5%99%a8%e6%af%94mathpix-snip%e6%9b%b4%e9%80%82","status":"publish","type":"post","link":"https:\/\/book.yuekegu.com\/index.php\/2024\/10\/09\/%e4%b8%80%e9%94%ae%e8%bd%ac%e6%8d%a2latex%e5%85%ac%e5%bc%8f%ef%bc%8c%e8%bf%99%e6%ac%be%e5%bc%80%e6%ba%90%e5%85%ac%e5%bc%8f%e8%af%86%e5%88%ab%e7%a5%9e%e5%99%a8%e6%af%94mathpix-snip%e6%9b%b4%e9%80%82\/","title":{"rendered":"\u4e00\u952e\u8f6c\u6362LaTex\u516c\u5f0f\uff0c\u8fd9\u6b3e\u5f00\u6e90\u516c\u5f0f\u8bc6\u522b\u795e\u5668\u6bd4Mathpix Snip\u66f4\u9002\u5408\u4f60"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u53ea\u9700\u8981\u628a\u516c\u5f0f\u56fe\u7247\u7528\u9f20\u6807\u62d6\u52a8\u5230\u5de5\u5177\u5185\uff0c\u5c31\u80fd\u4e00\u952e\u8f6c\u6210 LaTex \u516c\u5f0f\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u5199\u8bba\u6587\u3001\u505a\u7814\u7a76\u65f6\uff0c\u6700\u8ba9\u4f60\u5934\u75bc\u7684\u662f\u4ec0\u4e48\uff1f\u60f3\u5fc5\u516c\u5f0f\u7f16\u8f91\u4f1a\u699c\u4e0a\u6709\u540d\u3002\u90a3\u4e48\u6709\u6ca1\u6709\u4fbf\u6377\u7684\u65b9\u6cd5\u8fdb\u884c\u516c\u5f0f\u7f16\u8f91\u5462\uff1f\u8fd9\u91cc\u63a8\u8350\u4e00\u6b3e\u795e\u5668\uff0c\u5b83\u4f7f\u7528 PyTorch Lightning \u53ef\u5c06&nbsp;LaTeX&nbsp;\u6570\u5b66\u65b9\u7a0b\u7684\u56fe\u50cf\u6620\u5c04\u5230 LaTeX \u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u5b83\u7684\u6548\u679c\u662f\u8fd9\u6837\u7684\uff0c\u8f93\u5165\u4e00\u5f20\u5e26\u516c\u5f0f\u7684\u56fe\u7247\uff0c\u5b83\u80fd\u8f6c\u6362\u6210 LaTeX \u4ee3\u7801\u5f62\u5f0f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/blog_migrate\/ac63895df5758ccbb74990ba2ad11e56.gif\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u800c\u5b83\u7684\u540d\u5b57\u4e5f\u662f\u5f88\u76f4\u63a5\u7684\uff0c\u5c31\u53eb\u505a\u300cImage&nbsp;to LaTex Converter\u300d\uff0c\u628a\u4ea7\u54c1\u529f\u80fd\u5199\u5728\u4e86\u660e\u9762\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/blog_migrate\/c302e0cf8ce4e6aaf5eab1eaca1c3113.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/kingyiusuen\/image-to-latex<\/p>\n\n\n\n<p>\u6b64\u524d\uff0c\u5f88\u591a\u4eba\u90fd\u5728\u7528 Mathpix Snip\uff0c\u8fd9\u4e2a\u5de5\u5177\u867d\u7136\u597d\u7528\uff0c\u4f46\u662f\u53ea\u80fd\u63d0\u4f9b 50 \u6b21\u514d\u8d39\u8f6c\u6362\u3002\u4e4b\u540e\uff0c\u4e00\u4f4d\u4e2d\u56fd\u5f00\u53d1\u8005\u4e5f\u521b\u5efa\u4e86\u4e00\u6b3e\u7c7b\u4f3c\u5de5\u5177\u300c<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw%3D%3D&amp;chksm=871a5adeb06dd3c8a666872fb88dc61fedeb86dda10115c288063751d05046a64adb5de272af&amp;idx=2&amp;mid=2650775200&amp;scene=21&amp;sn=4ae30cef70c4c12e10af8ce9cdf8b9d7#wechat_redirect\">Image2LaTeX<\/a>\u300d\uff0c\u7528\u6237\u8f93\u5165\u516c\u5f0f\u622a\u56fe\u5373\u53ef\u4ee5\u81ea\u52a8\u5c06\u5176\u5bf9\u5e94\u7684 LaTex \u6587\u672c\u8f6c\u6362\u51fa\u6765\u3002\u6548\u679c\u4e5f\u867d\u597d\uff0c\u4e0d\u8fc7\u4e5f\u53ea\u662f\u63d0\u4f9b\u4e86 1000 \u6b21\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u516c\u5f0f\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u6b64\u6b21\u9879\u76ee\u7684\u521b\u5efa\u8005\u4e3a\u660e\u5c3c\u82cf\u8fbe\u5927\u5b66\u53cc\u57ce\u5206\u6821\u8ba1\u91cf\u5fc3\u7406\u5b66\u535a\u58eb\u751f King Yiu Suen\uff0c\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff0c\u81f4\u529b\u4e8e\u7814\u7a76\u8bc4\u4f30\u5fc3\u7406\u6d4b\u8bd5\u548c\u6559\u80b2\u8bc4\u4f30\u7684\u7edf\u8ba1\u5b66\u65b9\u6cd5\uff0c\u4ee5\u53ca\u6d4b\u8bd5\u54cd\u5e94\u6570\u636e\u7684\u5efa\u6a21\u3002<\/p>\n\n\n\n<p>\u8be5\u9879\u76ee\u4e3a\u4f55\u80fd\u591f\u4e00\u952e\u8f6c\u6362\u6210 LaTex \u516c\u5f0f\uff1f\u8fd9\u8981\u90fd\u5f97\u76ca\u4e8e\u80cc\u540e\u4f7f\u7528\u7684\u6570\u636e\u96c6\u548c\u6a21\u578b\u3002<\/p>\n\n\n\n<p><strong>\u9879\u76ee\u80cc\u540e\u7684\u6570\u636e\u96c6\u4e0e\u6a21\u578b<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u4e5f\u5bf9\u6253\u9020\u8fc7\u7a0b\u8fdb\u884c\u4e86\u8be6\u7ec6\u7684\u4ecb\u7ecd\u30022016 \u5e74\uff0c\u5728 Yuntian Deng \u7b49\u4f5c\u8005\u5408\u8457\u7684\u4e00\u7bc7 OCR \u4e3b\u9898\u8bba\u6587\u300aWhat You Get Is What You See: A&nbsp;Visual&nbsp;Markup Decompiler\u300b\u4e2d\uff0c\u4ed6\u4eec\u4ecb\u7ecd\u4e86\u53eb\u505a\u300cim2latex-100K\u300d\u7684\u6a21\u578b\uff08\u539f\u59cb\u7248\u672c\u548c\u9884\u5904\u7406\u7248\u672c\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u7531\u5927\u7ea6 100K LaTeX \u6570\u5b66\u65b9\u7a0b\u56fe\u50cf\u7ec4\u6210\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u4f7f\u7528\u8be5\u6570\u636e\u96c6\u8bad\u7ec3\u4e86\u4e00\u4e2a\u6a21\u578b\uff0c\u4f7f\u7528 ResNet-18 \u4f5c\u4e3a\u5177\u6709 2D \u4f4d\u7f6e\u7f16\u7801\u7684\u7f16\u7801\u5668\uff0c\u4f7f\u7528&nbsp;Transformer&nbsp;\u4f5c\u4e3a\u5177\u6709\u4ea4\u53c9\u71b5\u635f\u5931\u7684\u89e3\u7801\u5668\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u300aFull Page Handwriting Recognition via Image to Sequence Extraction\u300bSingh et al. \uff082021\uff09 \u4e2d\u63cf\u8ff0\u7684\u65b9\u6cd5\uff0c\u4e0d\u8fc7\u4f5c\u8005\u53ea\u4f7f\u7528 ResNet up to block 3 \u6765\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u5e76\u4e14\u53bb\u6389\u4e86\u884c\u53f7\u7f16\u7801\uff0c\u56e0\u4e3a\u5b83\u4e0d\u9002\u7528\u4e8e\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/blog_migrate\/7145468fb5dd38659e6e2c11caf0cd2c.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><em>Singh et al. (2021)\u8bba\u6587\u4e2d\u7684\u7cfb\u7edf\u67b6\u6784\u3002<\/em><\/p>\n\n\n\n<p>\u6700\u521d\uff0c\u4f5c\u8005\u4f7f\u7528\u9884\u5904\u7406\u6570\u636e\u96c6\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u56e0\u4e3a\u9884\u5904\u7406\u56fe\u50cf\u88ab\u4e0b\u91c7\u6837\u5230\u539f\u59cb\u5927\u5c0f\u7684\u4e00\u534a\u4ee5\u63d0\u9ad8\u6548\u7387\uff0c\u800c\u4e14\u5206\u7ec4\u5e76\u586b\u5145\u4e3a\u76f8\u4f3c\u7684\u5927\u5c0f\u4ee5\u65b9\u4fbf\u6279\u5904\u7406\u3002\u4f46\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u4e25\u683c\u7684\u9884\u5904\u7406\u88ab\u8bc1\u660e\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u9650\u5236\u3002\u5c3d\u7ba1\u8be5\u6a21\u578b\u53ef\u4ee5\u5728\u6d4b\u8bd5\u96c6\uff08\u5176\u9884\u5904\u7406\u65b9\u5f0f\u4e0e\u8bad\u7ec3\u96c6\u76f8\u540c\uff09\u4e0a\u53d6\u5f97\u5408\u683c\u7684\u6027\u80fd\uff0c\u4f46\u5b83\u5e76\u4e0d\u80fd\u5f88\u597d\u5730\u6cdb\u5316\u5230\u6570\u636e\u96c6\u4e4b\u5916\u7684\u56fe\u50cf\uff0c\u8fd9\u5f88\u53ef\u80fd\u662f\u56e0\u4e3a\u5176\u4ed6\u56fe\u50cf\u8d28\u91cf\u3001\u586b\u5145\u548c\u5b57\u4f53\u5927\u5c0f\u4e0e\u6570\u636e\u96c6\u4e2d\u7684\u56fe\u50cf\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u76f8\u540c\u6570\u636e\u96c6\u5c1d\u8bd5\u89e3\u51b3\u76f8\u540c\u95ee\u9898\u7684\u5176\u4ed6\u4eba\u4e5f\u53d1\u73b0\u4e86\u8fd9\u79cd\u73b0\u8c61\u3002\u4e0b\u56fe\u8fd9\u4f4d\u5f00\u53d1\u8005\u8bd5\u56fe\u4ece\u8bba\u6587\u4e2d\u88c1\u526a\u56fe\u50cf\uff0c\u56fe\u50cf\u4e0e\u6570\u636e\u96c6\u4e2d\u7684\u56fe\u50cf\u5927\u5c0f\u76f8\u4f3c\u3002\u4f46\u5373\u4f7f\u5bf9\u4e8e\u7b80\u5355\u7684\u516c\u5f0f\uff0c\u8f93\u51fa\u4e5f\u4f1a\u5b8c\u5168\u5931\u8d25\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/blog_migrate\/7d8f4ec6052777dc3bfe8eb343f371bb.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u539f\u59cb\u6570\u636e\u96c6\u5e76\u5728\u6570\u636e\u5904\u7406 pipeline \u4e2d\u5305\u542b\u4e86\u56fe\u50cf\u589e\u5f3a\uff08\u4f8b\u5982\u968f\u673a\u7f29\u653e\u3001\u9ad8\u65af\u566a\u58f0\uff09\u4ee5\u589e\u52a0\u6837\u672c\u7684\u591a\u6837\u6027\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u6ca1\u6709\u6309\u5927\u5c0f\u5bf9\u56fe\u50cf\u8fdb\u884c\u5206\u7ec4\uff0c\u800c\u662f\u8fdb\u884c\u4e86\u5747\u5300\u91c7\u6837\u5e76\u5c06\u5b83\u4eec\u586b\u5145\u4e3a\u6279\u6b21\u4e2d\u6700\u5927\u56fe\u50cf\u7684\u5927\u5c0f\uff0c\u4ee5\u4fbf\u6a21\u578b\u5fc5\u987b\u5b66\u4e60\u5982\u4f55\u9002\u5e94\u4e0d\u540c\u7684\u586b\u5145\u5927\u5c0f\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5728\u4f7f\u7528\u6570\u636e\u96c6\u4e2d\u9047\u5230\u7684\u5176\u4ed6\u95ee\u9898\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u4e9b LaTex \u4ee3\u7801\u751f\u6210\u4e86\u89c6\u89c9\u4e0a\u76f8\u540c\u7684\u8f93\u51fa\uff0c\u6bd4\u5982 left(\u548c &nbsp;right)\uff0c\u770b\u8d77\u6765\u4e0e (\u548c)) \u4e00\u6837\uff0c\u56e0\u6b64\u505a\u4e86\u89c4\u8303\u5316\u5904\u7406\uff1b<\/li>\n\n\n\n<li>\u4e00\u4e9b LaTex \u4ee3\u7801\u7528\u6765\u6dfb\u52a0\u7a7a\u95f4\uff0c\u6bd4\u5982 &nbsp;vspace{2px}\u548c &nbsp;hspace{0.3mm})\u3002\u4f46\u662f\uff0c\u95f4\u8ddd\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\u4e5f\u5f88\u96be\u5224\u65ad\u3002\u6b64\u5916\uff0c\u8868\u8ff0\u76f8\u540c\u95f4\u8ddd\u6709\u5f88\u591a\u65b9\u6cd5\uff0c\u6bd4\u5982 1 cm = 10 mm\u3002\u6700\u540e\uff0c\u4f5c\u8005\u6bd4\u5e0c\u671b\u6a21\u578b\u5728\u7a7a\u767d\u56fe\u50cf\u4e0a\u751f\u6210\u4ee3\u7801\uff0c\u56e0\u6b64\u5220\u9664\u4e86\u8fd9\u4e9b\u7a7a\u767d\u56fe\u50cf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u8be5\u9879\u76ee\u4e5f\u6709\u4e00\u4e9b\u53ef\u80fd\u9700\u8981\u6539\u8fdb\u7684\u5730\u65b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u66f4\u597d\u5730\u6570\u636e\u6e05\u7406\uff08\u6bd4\u5982\u5220\u9664\u95f4\u8ddd\u547d\u4ee4\uff09<\/li>\n\n\n\n<li>\u5c3d\u53ef\u80fd\u591a\u5730\u8bad\u7ec3\u6a21\u578b\uff08\u7531\u4e8e\u65f6\u95f4\u539f\u56e0\uff0c\u53ea\u8bad\u7ec3\u4e86 15 \u4e2a epoch \u7684\u6a21\u578b\uff0c\u4f46\u662f\u9a8c\u8bc1\u635f\u5931\u4f9d\u7136\u4e0b\u964d\uff09<\/li>\n\n\n\n<li>\u4f7f\u7528\u96c6\u675f\u641c\u7d22\uff08\u53ea\u5b9e\u73b0\u4e86\u8d2a\u5a6a\u641c\u7d22\uff09<\/li>\n\n\n\n<li>\u4f7f\u7528\u66f4\u5927\u7684\u6a21\u578b\uff08\u6bd4\u5982 ResNet-34 \u800c\u4e0d\u662f ResNet-18\uff09<\/li>\n\n\n\n<li>\u8fdb\u884c\u4e00\u4e9b\u8d85\u53c2\u6570\u8c03\u4f18<\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u4f7f\u7528\u7684\u662f Google Colab\uff0c\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\uff0c\u56e0\u6b64\u5e76\u6ca1\u6709\u505a\u5230\u4ee5\u4e0a\u8fd9\u4e9b\u3002<\/p>\n\n\n\n<p><strong>\u9879\u76ee\u7684\u4f7f\u7528\u4e0e\u90e8\u7f72<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5728\u9879\u76ee\u8bbe\u7f6e\u65b9\u9762\uff1a\u9996\u5148\u4f60\u9700\u8981\u5c06\u8be5\u9879\u76ee\u514b\u9686\u5230\u8ba1\u7b97\u673a\uff0c\u5e76\u5c06\u547d\u4ee4\u884c\u653e\u7f6e\u5230\u5e93\u6587\u4ef6\u5939\u4e2d\uff1a\n \ngit clone https:\/\/github.com\/kingyiusuen\/image-to-latex.git\ncd image-to-latex\n \n# \u7136\u540e\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a venv \u7684\u865a\u62df\u73af\u5883\u5e76\u5b89\u88c5\u6240\u9700\u7684\u8f6f\u4ef6\u5305\uff1a\n \nmake venv\nmake install-dev\n \n# \u5728\u6570\u636e\u9884\u5904\u7406\u65b9\u9762\uff1a\u6267\u884c\u5982\u4e0b\u547d\u4ee4\u4e0b\u8f7d im2latex-100k \u6570\u636e\u96c6\u5e76\u8fdb\u884c\u6240\u6709\u9884\u5904\u7406\u4efb\u52a1\uff08\u56fe\u50cf\u88c1\u526a\u53ef\u80fd\u9700\u8981\u4e00\u4e2a\u5c0f\u65f6\uff09\uff1a\n \npython scripts\/prepare_data.py\n \n# \u5728\u6a21\u578b\u8bad\u7ec3\u65b9\u9762\uff1a\u542f\u52a8\u8bad\u7ec3 session \u7684\u547d\u4ee4\u5982\u4e0b\uff1a\n \npython scripts\/run_experiment.py trainer.gpus=1 data.batch_size=32\n \n# \u4f60\u53ef\u4ee5\u5728 conf\/config.yaml \u4e2d\u4fee\u6539\u914d\u7f6e\uff0c\u4e5f\u53ef\u4ee5\u5728\u547d\u4ee4\u884c\u4e2d\u4fee\u6539\u3002\n \n# \u5728\u5b9e\u9a8c\u8ddf\u8e2a\u65b9\u9762\uff1a\u6700\u4f73\u6a21\u578b checkpoint \u5c06\u81ea\u52a8\u4e0a\u4f20\u5230 Weights &amp; Biases (W&amp;B)\uff08\u5728\u8bad\u7ec3\u5f00\u59cb\u524d\u4f60\u9700\u8981\u5148\u8fdb\u884c\u6ce8\u518c\u6216\u767b\u5f55 W&amp;B \uff09\u3002\u5982\u4e0b\u662f\u4ece W&amp;B \u4e0b\u8f7d\u8bad\u7ec3\u6a21\u578b checkpoint \u7684\u793a\u4f8b\u547d\u4ee4\uff1a\n \npython scripts\/download_checkpoint.py RUN_PATH\n \n# \u5c06 RUN_PATH \u66ff\u6362\u4e3a\u8fd0\u884c\u7684\u8def\u5f84\uff0c\u8fd0\u884c\u8def\u5f84\u683c\u5f0f\u4e3a &lt; entity>\/&lt;project>\/&lt;run_id>\u3002\u5982\u679c\u4f60\u60f3\u67e5\u627e\u7279\u5b9a\u5b9e\u9a8c\u8fd0\u884c\u7684\u8fd0\u884c\u8def\u5f84\uff0c\u8bf7\u8f6c\u5230 dashboard \u4e2d\u7684 Overview \u9009\u9879\u5361\u8fdb\u884c\u67e5\u770b\u3002\n \n# \u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5982\u4e0b\u547d\u4ee4\u4e0b\u8f7d\u6700\u4f73\u8fd0\u884c\uff1a\n \npython scripts\/download_checkpoint.py kingyiusuen\/image-to-latex\/1w1abmg1\n \n# checkpoint \u5c06\u88ab\u4e0b\u8f7d\u5230\u9879\u76ee\u76ee\u5f55\u4e0b\u4e00\u4e2a\u540d\u4e3a artifacts \u7684\u6587\u4ef6\u5939\u4e2d\u3002\n \n# \u6d4b\u8bd5\u548c\u6301\u7eed\u96c6\u6210\u65b9\u9762\uff1a\u4ee5\u4e0b\u5de5\u5177\u53ef\u7528\u4e8e lint \u4ee3\u7801\u5e93\uff1a\n \n# isort\uff1a\u5bf9 Python \u811a\u672c\u4e2d\u7684 import \u8bed\u53e5\u8fdb\u884c\u6392\u5e8f\u548c\u683c\u5f0f\u5316\uff1b\n \n# black\uff1a\u9075\u5faa PEP8 \u7684\u4ee3\u7801\u683c\u5f0f\u5316\u7a0b\u5e8f\uff1b\n \n# flake8\uff1a\u5728 Python \u811a\u672c\u4e2d\u62a5\u544a\u98ce\u683c\u95ee\u9898\u7684\u4ee3\u7801\u68c0\u67e5\u5668\uff1b\n \n# mypy\uff1a\u5728 Python \u811a\u672c\u4e2d\u6267\u884c\u9759\u6001\u7c7b\u578b\u68c0\u67e5\u3002\n \n \n# \u4f7f\u7528\u4e0b\u9762\u7684\u547d\u4ee4\u6765\u8fd0\u884c\u6240\u6709\u7684\u68c0\u67e5\u548c\u683c\u5f0f\u5316\u7a0b\u5e8f\uff1a\n \nmake lint\n \n# \u5728\u90e8\u7f72\u65b9\u9762\uff1a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u901a\u8fc7\u521b\u5efa\u7684 API \u8fdb\u884c\u9884\u6d4b\uff0c\u542f\u52a8\u548c\u8fd0\u884c\u670d\u52a1\u5668\u547d\u4ee4\u5982\u4e0b\uff1a\n \nmake api\n \n# \u8981\u8fd0\u884c Streamlit \u5e94\u7528\u7a0b\u5e8f\uff0c\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u7ec8\u7aef\u7a97\u53e3\uff1a\n \nmake streamlit\n \n# \u5e94\u7528\u7a0b\u5e8f\u5e94\u8be5\u5728\u6d4f\u89c8\u5668\u4e2d\u81ea\u52a8\u6253\u5f00\uff0c\u4f60\u4e5f\u53ef\u901a\u8fc7 http:\/\/localhost:8501 \/ \u8fdb\u884c\u67e5\u770b\u3002\u60f3\u8ba9\u8fd9\u4e2a\u5e94\u7528\u7a0b\u5e8f\u8fd0\u884c\uff0c\u4f60\u8fd8\u9700\u8981\u4e0b\u8f7d\u5b9e\u9a8c\u8fd0\u884c\u7684\u5de5\u4ef6\uff0c\u542f\u52a8\u5e76\u8fd0\u884c API\u3002\n \n# \u4e3a API \u521b\u5efa\u4e00\u4e2a Docker \u6620\u50cf\uff1a\n \nmake docker<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u53ea\u9700\u8981\u628a\u516c\u5f0f\u56fe\u7247\u7528\u9f20\u6807\u62d6\u52a8\u5230\u5de5\u5177\u5185\uff0c\u5c31\u80fd\u4e00\u952e\u8f6c\u6210 LaTex \u516c\u5f0f\u3002 \u5199\u8bba\u6587\u3001\u505a\u7814\u7a76\u65f6\uff0c\u6700\u8ba9\u4f60\u5934\u75bc\u7684\u662f\u4ec0\u4e48\uff1f\u60f3\u5fc5\u516c\u5f0f\u7f16\u8f91\u4f1a\u699c\u4e0a\u6709\u540d\u3002\u90a3\u4e48\u6709\u6ca1\u6709\u4fbf\u6377\u7684\u65b9\u6cd5\u8fdb\u884c\u516c\u5f0f\u7f16\u8f91\u5462\uff1f\u8fd9\u91cc\u63a8\u8350\u4e00\u6b3e\u795e\u5668\uff0c\u5b83\u4f7f\u7528 PyTorch Lightning \u53ef\u5c06&nbsp;LaTeX&nbsp;\u6570\u5b66\u65b9\u7a0b\u7684\u56fe\u50cf\u6620\u5c04\u5230 LaTeX \u4ee3\u7801\u3002 \u5b83\u7684\u6548\u679c\u662f\u8fd9\u6837\u7684\uff0c\u8f93\u5165\u4e00\u5f20\u5e26\u516c\u5f0f\u7684\u56fe\u7247\uff0c\u5b83\u80fd\u8f6c\u6362\u6210 LaTeX \u4ee3\u7801\u5f62\u5f0f\uff1a \u800c\u5b83\u7684\u540d\u5b57\u4e5f\u662f\u5f88\u76f4\u63a5\u7684\uff0c\u5c31\u53eb\u505a\u300cImage&nbsp;to LaTex Converter\u300d\uff0c\u628a\u4ea7\u54c1\u529f\u80fd\u5199\u5728\u4e86\u660e\u9762\u4e0a\u3002 \u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/kingyiusuen\/image-to-latex \u6b64\u524d\uff0c\u5f88\u591a\u4eba\u90fd\u5728\u7528 Mathpix Snip\uff0c\u8fd9\u4e2a\u5de5\u5177\u867d\u7136\u597d\u7528\uff0c\u4f46\u662f\u53ea\u80fd\u63d0\u4f9b 50 \u6b21\u514d\u8d39\u8f6c\u6362\u3002\u4e4b\u540e\uff0c\u4e00\u4f4d\u4e2d\u56fd\u5f00\u53d1\u8005\u4e5f\u521b\u5efa\u4e86\u4e00\u6b3e\u7c7b\u4f3c\u5de5\u5177\u300cImage2LaTeX\u300d\uff0c\u7528\u6237\u8f93\u5165\u516c\u5f0f\u622a\u56fe\u5373\u53ef\u4ee5\u81ea\u52a8\u5c06\u5176\u5bf9\u5e94\u7684 LaTex \u6587\u672c\u8f6c\u6362\u51fa\u6765\u3002\u6548\u679c\u4e5f\u867d\u597d\uff0c\u4e0d\u8fc7\u4e5f\u53ea\u662f\u63d0\u4f9b\u4e86 1000 \u6b21\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u516c\u5f0f\u7684\u80fd\u529b\u3002 \u6b64\u6b21\u9879\u76ee\u7684\u521b\u5efa\u8005\u4e3a\u660e\u5c3c\u82cf\u8fbe\u5927\u5b66\u53cc\u57ce\u5206\u6821\u8ba1\u91cf\u5fc3\u7406\u5b66\u535a\u58eb\u751f King Yiu Suen\uff0c\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff0c\u81f4\u529b\u4e8e\u7814\u7a76\u8bc4\u4f30\u5fc3\u7406\u6d4b\u8bd5\u548c\u6559\u80b2\u8bc4\u4f30\u7684\u7edf\u8ba1\u5b66\u65b9\u6cd5\uff0c\u4ee5\u53ca\u6d4b\u8bd5\u54cd\u5e94\u6570\u636e\u7684\u5efa\u6a21\u3002 \u8be5\u9879\u76ee\u4e3a\u4f55\u80fd\u591f\u4e00\u952e\u8f6c\u6362\u6210 LaTex \u516c\u5f0f\uff1f\u8fd9\u8981\u90fd\u5f97\u76ca\u4e8e\u80cc\u540e\u4f7f\u7528\u7684\u6570\u636e\u96c6\u548c\u6a21\u578b\u3002 \u9879\u76ee\u80cc\u540e\u7684\u6570\u636e\u96c6\u4e0e\u6a21\u578b \u4f5c\u8005\u4e5f\u5bf9\u6253\u9020\u8fc7\u7a0b\u8fdb\u884c\u4e86\u8be6\u7ec6\u7684\u4ecb\u7ecd\u30022016 \u5e74\uff0c\u5728 Yuntian Deng \u7b49\u4f5c\u8005\u5408\u8457\u7684\u4e00\u7bc7 OCR \u4e3b\u9898\u8bba\u6587\u300aWhat You Get [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-579","post","type-post","status-publish","format-standard","hentry","category-python"],"_links":{"self":[{"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/posts\/579","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/comments?post=579"}],"version-history":[{"count":0,"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/posts\/579\/revisions"}],"wp:attachment":[{"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/media?parent=579"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/categories?post=579"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/book.yuekegu.com\/index.php\/wp-json\/wp\/v2\/tags?post=579"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}