{"id":383,"date":"2025-11-25T09:11:20","date_gmt":"2025-11-25T01:11:20","guid":{"rendered":"https:\/\/high-flyer.in.suopu.cc\/?p=383"},"modified":"2025-11-25T09:13:54","modified_gmt":"2025-11-25T01:13:54","slug":"cc_cleaner%ef%bc%9a%e4%b8%80%e7%a7%8d%e4%b8%9d%e6%bb%91%e9%ab%98%e6%95%88%e4%b8%94%e6%98%93%e6%89%a9%e5%b1%95%e7%9a%84%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97%e6%b5%81%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/high-flyer.in.suopu.cc\/en\/blog\/383\/","title":{"rendered":"CC_Cleaner\uff1a\u4e00\u79cd\u4e1d\u6ed1\u9ad8\u6548\u4e14\u6613\u6269\u5c55\u7684\u6570\u636e\u6e05\u6d17\u6d41\u7a0b"},"content":{"rendered":"<p>AGI \u662f\u6570\u636e x \u7b97\u6cd5 x \u7b97\u529b\u7684\u5b8c\u7f8e\u5b9e\u8df5\uff0c\u662f\u79d1\u7814 + \u5de5\u7a0b + \u7ec4\u7ec7\u7684\u4f18\u96c5\u827a\u672f\u3002\u800c\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u524d\u7f6e\u9636\u6bb5\uff0c\u5927\u6570\u636e\u7684\u6e05\u6d17\u662f\u6570\u636e\u5904\u7406\u7684\u57fa\u7840\u3002<\/p>\n<p>\u4ee5 Common Crawl \u6570\u636e\u96c6\u4e3a\u4f8b\uff0c\u5b83\u53ef\u4ee5\u8f7b\u677e\u5730\u5728 Amazon \u4e0a\u83b7\u53d6\u5230\uff0c\u662f\u4e00\u4e2a\u514d\u8d39\u7684\u3001\u89c4\u6a21\u8fbe\u5230 PB \u7ea7\u522b\u7684\u7f51\u7edc\u722c\u866b\u6570\u636e\u96c6\uff0c\u5176\u5305\u62ec\u4e86\u8d85\u8fc7 12 \u5e74\u95f4\u6536\u96c6\u5230\u7684\u6570\u636e\uff1a\u539f\u59cb\u7f51\u9875\u6570\u636e\uff08WARC\uff09\u3001\u5143\u6570\u636e\u63d0\u53d6\uff08WAT\uff09\u548c\u6587\u672c\u63d0\u53d6\uff08WET\uff09\u3002\u5982\u4f55\u5bf9\u5e9e\u6742\u7684\u539f\u59cb\u6570\u636e\u8fdb\u884c\u6e05\u6d17\uff0c\u5f97\u5230\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u503c\u5f97\u7814\u7a76\u7684\u95ee\u9898\u3002\u672c\u6587\u5c06\u4e3a\u5927\u5bb6\u4ecb\u7ecd\u5e7b\u65b9\u57fa\u7840\u7814\u7a76\u5b9e\u8df5\u4f18\u5316\u540e\u7684\u6570\u636e\u6e05\u6d17\u6d41\u7a0b: cc_cleaner\u3002<\/p>\n<h2 id=\"\u6982\u8ff0\">summarize<\/h2>\n<p>FaceBook \u5728\u300aCCNet: Extracting High Quality Monolingual Datasets from Web Crawl\u300b\u5de5\u4f5c\u4e2d\u63d0\u51fa\u4e86\u4ece WET \u6570\u636e\u51fa\u53d1\uff0c\u6e05\u6d17\u5f97\u5230\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u7684\u6d41\u7a0b\u3002\u6211\u4eec\u5728\u6b64\u57fa\u7840\u4e0a\u505a\u51fa\u4e86\u4e00\u4e9b\u6539\u8fdb\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u66f4\u4e3a\u7075\u6d3b\u3001\u9ad8\u6548\u3001\u5f3a\u53ef\u62d3\u5c55\u6027\u7684\u6570\u636e\u6e05\u6d17\u6d41\u7a0b\uff0c\u5b9e\u73b0\u4e86\u66f4\u9002\u5408\u8424\u706b\u96c6\u7fa4\u7684 cc_cleaner\uff0c\u5176\u4e3b\u8981\u6d41\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><span class=\"gatsby-resp-image-wrapper\"><a class=\"gatsby-resp-image-link\" href=\"https:\/\/hfai-static.high-flyer.cn\/static\/694fd5e008f5fb1f3745bedb4655888f\/302a4\/01.png\" target=\"_blank\" rel=\"noopener\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-384\" title=\"96a3be3cf272e017046d37\" src=\"http:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/96a3be3cf272e017046d37.png\" alt=\"96a3be3cf272e017046d37\" width=\"650\" height=\"396\" srcset=\"https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/96a3be3cf272e017046d37.png 650w, https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/96a3be3cf272e017046d37-300x183.png 300w, https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/96a3be3cf272e017046d37-150x91.png 150w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/><\/a><\/span><\/p>\n<p>\u76f8\u8f83\u4e8e cc_net\uff0c\u5e7b\u65b9 cc_cleaner \u5177\u6709\u4ee5\u4e0b\u4f18\u70b9\/\u7279\u70b9\uff1a<\/p>\n<ol>\n<li>\u66f4\u4e3a\u5b8c\u6574\u7684\u6d41\u7a0b\n<ul>\n<li>\u76f8\u8f83\u4e8e\u4ece WET \u51fa\u53d1\u7684 cc_net\uff0c\u5e7b\u65b9 cc_cleaner \u4ece\u539f\u59cb\u7684 WARC \u6587\u4ef6\u51fa\u53d1\uff0c\u63d0\u4f9b\u4e86\u66f4\u52a0\u5b8c\u6574\u7684\u6570\u636e pipeline<\/li>\n<\/ul>\n<\/li>\n<li>\u6269\u5c55\u6027\u66f4\u9ad8\u3001\u6d41\u7a0b\u914d\u7f6e\u5316\n<ul>\n<li>\u6570\u636e\u6e05\u6d17\u6b65\u9aa4\u4e2d\u7684\u7b97\u6cd5\u3001\u6a21\u578b\u5747\u53ef\u8fdb\u884c\u914d\u7f6e\uff08\u5982\u56fe\u6240\u793a\uff09\uff0c\u91c7\u7528\u6a21\u5757\u5316\u65b9\u6848\uff0c\u7528\u6237\u8981\u81ea\u5b9a\u4e49\u7b97\u6cd5\u4e5f\u53ea\u9700\u7ee7\u627f\u539f\u6709\u51fd\u6570\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u914d\u7f6e\u6587\u4ef6\u5373\u53ef\u5b9a\u4e49\u6574\u4e2a\u6570\u636e\u6e05\u6d17\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<li>\u4efb\u52a1\u6d41\u7a0b\u65e0\u611f\u77e5\n<ul>\n<li>\u9002\u914d\u4e86\u8424\u706b\u96c6\u7fa4\uff0c\u4efb\u52a1\u88ab\u6253\u65ad\u91cd\u542f\u4e4b\u540e\uff0c\u4e0d\u4f1a\u91cd\u590d\u5904\u7406\u6570\u636e\uff0c\u65e0\u9700\u989d\u5916\u5f02\u5e38\u5904\u7406<\/li>\n<li>\u81ea\u52a8\u8fdb\u884c\u4efb\u52a1\u5206\u914d\uff0c\u80fd\u65b9\u4fbf\u5730\u8fdb\u884c\u6c34\u5e73\u6269\u5bb9<\/li>\n<\/ul>\n<\/li>\n<li>\u901f\u5ea6\u66f4\u5feb\n<ul>\n<li>\u57fa\u4e8e\u9ad8\u901f\u6587\u4ef6\u7cfb\u7edf 3fs\uff08\u9ad8\u8fbe 7TB\/s \u8bfb\u53d6\uff0c500GB\/s \u5199\u5165\uff09\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u6587\u4ef6\u5904\u7406\u7684\u6548\u7387<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2 id=\"\u6587\u672c\u9884\u5904\u7406\">\u6587\u672c\u9884\u5904\u7406<\/h2>\n<p>\u4e0d\u540c\u4e8e cc_net\uff0c\u6211\u4eec\u7684 cc_cleaner \u4ece\u539f\u59cb\u7684 warc \u6570\u636e\u5f00\u59cb\u505a\u5904\u7406\uff0c\u901a\u8fc7 URL \u8fc7\u6ee4\u3001\u6587\u672c\u62bd\u53d6\u4e24\u6b65\u4e4b\u540e\uff0c\u751f\u6210\u5bf9\u5e94\u7684 WET \u6587\u4ef6\u3002\u5176\u4e2d URL \u8fc7\u6ee4\u6211\u4eec\u4f7f\u7528\u4e86\u4e00\u4e2a\u5305\u542b 4.6M \u4e2a\u57df\u540d\u7684\u9ed1\u540d\u5355\uff0c\u53bb\u9664\u4e86\u5305\u542b\u6b3a\u8bc8\/\u8272\u60c5\u5185\u5bb9\u7684\u7f51\u9875\u3002<\/p>\n<p>\u6e05\u6d17\u4e4b\u540e\u7684 WET \u6587\u4ef6\u5728\u4e4b\u540e\u6d41\u7a0b\u7684\u4f7f\u7528\u4e2d\u5e76\u4e0d\u65b9\u4fbf\uff0c\u4e3a\u4e86\u66f4\u5feb\u3001\u66f4\u65b9\u4fbf\u5730\u5904\u7406\u6570\u636e\uff0c\u6211\u4eec\u4e3a\u6bcf\u4e00\u4e2a WET \u6587\u4ef6\u751f\u6210\u4e86\u5bf9\u5e94\u7684 meta \u6587\u4ef6\uff0c\u7528\u4e8e\u5b58\u50a8 WET \u7684\u4fe1\u606f\u6458\u8981\uff0c\u5176\u4e2d\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\u539f\u7f51\u9875 URL<\/li>\n<li>\u6807\u9898<\/li>\n<li>\u5bf9\u5e94 WET \u6587\u4ef6\u8def\u5f84<\/li>\n<li>Data index\uff08\u6307\u660e\u8be5 meta \u5bf9\u5e94\u7684\u6587\u4ef6\u5185\u5bb9\u4f4d\u7f6e\u3001\u957f\u5ea6\u7b49\uff09<\/li>\n<li>\u2026<\/li>\n<\/ol>\n<p>\u53ef\u4ee5\u770b\u5230\uff0cmeta \u6587\u4ef6\u662f WET \u7684\u7d22\u5f15\uff0c\u901a\u8fc7\u66f4\u65b0 meta \u4e2d\u7684\u5185\u5bb9\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u539f\u59cb WET \u6587\u4ef6\u7684\u4fee\u6539\u3001\u5220\u9664\u7b49\u64cd\u4f5c\u3002\u5728\u751f\u6210 meta \u6587\u4ef6\u65f6\uff0c\u6211\u4eec\u4f1a\u987a\u4fbf\u751f\u6210\u6587\u672c\u7684 minhash \u7528\u4e8e\u53bb\u91cd\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u6587\u672c\uff0c\u4f1a\u751f\u6210\u4e00\u4e2a 128 \u4f4d\u7684 int64 hash \u503c\u3002<\/p>\n<p><span class=\"gatsby-resp-image-wrapper\"><a class=\"gatsby-resp-image-link\" href=\"https:\/\/hfai-static.high-flyer.cn\/static\/3852bf13bb8ac36df58f504a168c1418\/0f79a\/02.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"alignnone size-full wp-image-385\" title=\"a2ef406e2c2351e0b9e849\" src=\"http:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/a2ef406e2c2351e0b9e849.png\" alt=\"a2ef406e2c2351e0b9e849\" width=\"650\" height=\"464\" srcset=\"https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/a2ef406e2c2351e0b9e849.png 650w, https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/a2ef406e2c2351e0b9e849-300x214.png 300w, https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/a2ef406e2c2351e0b9e849-150x107.png 150w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/><\/a><\/span><\/p>\n<p><center>\u751f\u6210\u51fa\u6765\u7684 meta<\/center>&nbsp;<\/p>\n<h2 id=\"\u53bb\u91cd\">\u53bb\u91cd<\/h2>\n<p>\u5bf9\u4e8e\u6587\u672c\u9884\u5904\u7406\u4e2d\u751f\u6210\u7684\u6bcf\u4e00\u4e2a meta \u6587\u4ef6\uff0c\u6709\u4e00\u4e2a 128 \u4f4d\u7684 int64 hash \u503c\uff0c\u6211\u4eec\u5229\u7528\u8fd9\u4e2a hash \u503c\u8fdb\u884c\u53bb\u91cd\u3002\u53e6\u5916\uff0ccc_cleaner \u7684\u9884\u5904\u7406\u5185\u7f6e\u4e86\u6309\u884c\u53bb\u91cd\u7684\u529f\u80fd\uff0c\u5f00\u542f\u540e\u5c06\u5728\u5904\u7406 meta \u65f6\u5c31\u628a\u91cd\u590d\u7684\u884c\u63d0\u524d\u53bb\u6389\u3002<\/p>\n<p>\u5bf9\u4e8e url page \u7684\u53bb\u91cd\uff0c\u9996\u5148\u6309\u7167\u53bb\u91cd\u7387\u8981\u6c42\u5bf9 128 \u4f4d hash \u8fdb\u884c\u5206\u5757\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u5757 hash \u7684\u53bb\u91cd\u90fd\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u4efb\u52a1\uff0c\u53ef\u4ee5\u5e76\u884c\u8fdb\u884c\u64cd\u4f5c\u3002cc_cleaner \u4f1a\u5c06\u6bcf\u4e00\u5757 hash \u6309\u7167\u8d44\u6e90\u603b\u91cf\u518d\u6b21\u8fdb\u884c\u5206\u914d\uff08\u4f8b\u5982 10 \u8282\u70b9 * 256 \u6838\uff0c\u5c31\u6a21 2560 \u8fdb\u884c\u4e8c\u6b21\u5206\u7247\uff09\uff0c\u4ece\u524d\u5411\u540e\u904d\u5386\u6570\u636e\uff0chash \u76f8\u540c\u7684\u6570\u636e\u8ba4\u4e3a\u662f\u91cd\u590d\u7684\uff0c\u5e76\u8bb0\u5f55\u91cd\u590d\u6570\u636e index\u3002\u4e4b\u540e\u5c06\u6bcf\u5757\u4e2d\u8bb0\u5f55\u7684\u91cd\u590d index \u4ece meta \u4e2d\u5220\u9664\uff0c\u751f\u6210\u65b0\u7684 meta\uff0c\u5c31\u5b9e\u73b0\u4e86\u5168\u5c40\u7684\u53bb\u91cd\u3002<\/p>\n<h2 id=\"\u8bed\u8a00\u5206\u7c7b\">\u8bed\u8a00\u5206\u7c7b<\/h2>\n<p>\u8bed\u8a00\u5206\u7c7b\u662f\u5bf9 WET \u6570\u636e\u4f7f\u7528\u8bed\u8a00\u5206\u7c7b\u5668\u8fdb\u884c\u5206\u7c7b\uff0ccc_cleaner \u5185\u7f6e\u4e86 cc_net \u4f7f\u7528\u7684 fastText \u5206\u7c7b\u5668\uff0c\u7528\u6237\u4e5f\u53ef\u4ee5\u6307\u5b9a\u5176\u4ed6\u7684\u5206\u7c7b\u5668\u3002\u901a\u8fc7\u904d\u5386 meta \u53ef\u4ee5\u8bfb\u53d6\u5230\u539f\u59cb\u7684\u7f51\u9875\u5185\u5bb9\uff0c\u5bf9\u7f51\u9875\u5185\u5bb9\u8fdb\u884c lid \u6253\u5206\u540e\uff0c\u4fdd\u7559\u5f97\u5206\u6700\u9ad8\u4e14\u5927\u4e8e 0.5 \u7684 3 \u4e2a\u5206\u7c7b\uff0c\u8bb0\u5f55\u8fdb meta\u3002\u5982\u679c\u6ca1\u6709\u8bed\u8a00\u5f97\u5206\u8d85\u8fc7 0.5\uff0c\u90a3\u8fd9\u4e2a\u6570\u636e\u5c06\u4f1a\u88ab\u4e22\u5f03\u3002<\/p>\n<h2 id=\"\u8d28\u91cf\u6e05\u6d17\">\u8d28\u91cf\u6e05\u6d17<\/h2>\n<p>\u5728\u62bd\u53d6\u6587\u672c\u6570\u636e\u3001\u53bb\u91cd\u5e76\u786e\u5b9a\u4e86\u7f51\u9875\u6570\u636e\u7684\u8bed\u8a00\u4e4b\u540e\uff0c\u4ecd\u7136\u9700\u8981\u5bf9\u6587\u672c\u8fdb\u884c\u4e00\u5b9a\u7684\u6e05\u6d17\u6765\u63d0\u9ad8\u8d28\u91cf\uff0c\u79f0\u4e3a\u8d28\u91cf\u6e05\u6d17\u3002\u5e7b\u65b9 cc_cleaner \u5185\u7f6e\u4e86 cc_net \u4f7f\u7528\u7684 perplexity\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u9ad8\u8d28\u91cf\u6570\u636e\u4e0a\u8bad\u7ec3\u597d\u7684\u6253\u5206\u5668\uff0c\u7528\u6765\u5bf9 tokenize \u4e4b\u540e\u7684\u6570\u636e\u8fdb\u884c\u56f0\u60d1\u5ea6\u6253\u5206\u3002<\/p>\n<p><span class=\"gatsby-resp-image-wrapper\"><a class=\"gatsby-resp-image-link\" href=\"https:\/\/hfai-static.high-flyer.cn\/static\/f0247370b08b8f898b99ec43a404a0c8\/1b853\/03.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"alignnone size-full wp-image-386\" title=\"e45ee7ce7e88149af8dd20\" src=\"http:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/e45ee7ce7e88149af8dd20.png\" alt=\"e45ee7ce7e88149af8dd20\" width=\"592\" height=\"388\" srcset=\"https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/e45ee7ce7e88149af8dd20.png 592w, https:\/\/high-flyer.in.suopu.cc\/wp-content\/uploads\/2025\/11\/e45ee7ce7e88149af8dd20-300x197.png 300w, 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