{"id":176842,"date":"2025-11-16T13:08:24","date_gmt":"2025-11-16T13:08:24","guid":{"rendered":"https:\/\/ktromedia.com\/?p=176842"},"modified":"2025-11-16T13:08:24","modified_gmt":"2025-11-16T13:08:24","slug":"%e7%94%a8%e4%ba%8e%e8%ae%ad%e7%bb%83%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e6%95%b0%e6%8d%ae%e9%9b%86","status":"publish","type":"post","link":"http:\/\/ktromedia.com\/?p=176842","title":{"rendered":"\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6"},"content":{"rendered":"<div id=\"\">\n<p>\u8bed\u8a00\u6a21\u578b\u662f\u4e00\u79cd\u6570\u5b66\u6a21\u578b\uff0c\u5c06\u4eba\u7c7b\u8bed\u8a00\u63cf\u8ff0\u4e3a\u5176\u8bcd\u6c47\u7684\u6982\u7387\u5206\u5e03\u3002\u8981\u8bad\u200b\u200b\u7ec3\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u6765\u5efa\u6a21\u8bed\u8a00\uff0c\u60a8\u9700\u8981\u8bc6\u522b\u8bcd\u6c47\u5e76\u4e86\u89e3\u5176\u6982\u7387\u5206\u5e03\u3002\u60a8\u65e0\u6cd5\u4ece\u65e0\u5230\u6709\u521b\u5efa\u6a21\u578b\u3002\u60a8\u9700\u8981\u4e00\u4e2a\u53ef\u4f9b\u6a21\u578b\u5b66\u4e60\u7684\u6570\u636e\u96c6\u3002<\/p>\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6\u4ee5\u53ca\u5982\u4f55\u4ece\u516c\u5171\u5b58\u50a8\u5e93\u83b7\u53d6\u901a\u7528\u6570\u636e\u96c6\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\u3002<\/p>\n<div id=\"attachment_22433\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><\/p>\n<p id=\"caption-attachment-22433\" class=\"wp-caption-text\">\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6<br \/>\u6444\u5f71\uff1a <a href=\"https:\/\/unsplash.com\/photos\/low-angle-photo-of-white-cathedral-during-daytime-S5x5rrsDixk\">\u7b2c\u4e94\u5929<\/a>\u3002\u4fdd\u7559\u4e00\u4e9b\u6743\u5229\u3002<\/p>\n<\/div>\n<h2>\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u826f\u597d\u6570\u636e\u96c6<\/h2>\n<p>\u4e00\u4e2a\u597d\u7684\u8bed\u8a00\u6a21\u578b\u5e94\u8be5\u5b66\u4e60\u6b63\u786e\u7684\u8bed\u8a00\u7528\u6cd5\uff0c\u6ca1\u6709\u504f\u89c1\u548c\u9519\u8bef\u3002\u4e0e\u7f16\u7a0b\u8bed\u8a00\u4e0d\u540c\uff0c\u4eba\u7c7b\u8bed\u8a00\u7f3a\u4e4f\u6b63\u5f0f\u7684\u8bed\u6cd5\u548c\u53e5\u6cd5\u3002\u5b83\u4eec\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f7f\u5f97\u4e0d\u53ef\u80fd\u5bf9\u6240\u6709\u8bed\u8a00\u53d8\u4f53\u8fdb\u884c\u5206\u7c7b\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u5e94\u8be5\u6839\u636e\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u4e0d\u662f\u6839\u636e\u89c4\u5219\u6765\u5236\u4f5c\u3002<\/p>\n<p>\u4e3a\u8bed\u8a00\u5efa\u6a21\u5efa\u7acb\u6570\u636e\u96c6\u5177\u6709\u6311\u6218\u6027\u3002\u60a8\u9700\u8981\u4e00\u4e2a\u5927\u578b\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u6765\u4ee3\u8868\u8be5\u8bed\u8a00\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u540c\u65f6\uff0c\u5b83\u5fc5\u987b\u662f\u9ad8\u8d28\u91cf\u7684\uff0c\u5448\u73b0\u6b63\u786e\u7684\u8bed\u8a00\u7528\u6cd5\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u5e94\u8be5\u624b\u52a8\u7f16\u8f91\u548c\u6e05\u7406\u6570\u636e\u96c6\uff0c\u4ee5\u6d88\u9664\u6253\u5b57\u9519\u8bef\u3001\u8bed\u6cd5\u9519\u8bef\u548c\u975e\u8bed\u8a00\u5185\u5bb9\uff08\u4f8b\u5982\u7b26\u53f7\u6216 HTML \u6807\u7b7e\uff09\u7b49\u566a\u97f3\u3002<\/p>\n<p>\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u8fd9\u6837\u7684\u6570\u636e\u96c6\u6210\u672c\u9ad8\u6602\uff0c\u4f46\u6709\u51e0\u4e2a\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\u662f\u514d\u8d39\u63d0\u4f9b\u7684\u3002\u5e38\u89c1\u7684\u6570\u636e\u96c6\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u666e\u901a\u722c\u884c<\/strong>\u3002\u8d85\u8fc7 9.5 PB \u4e14\u5185\u5bb9\u591a\u6837\u4e14\u6301\u7eed\u66f4\u65b0\u7684\u6d77\u91cf\u6570\u636e\u96c6\u3002\u5b83\u88ab GPT-3\u3001Llama \u548c T5 \u7b49\u9886\u5148\u6a21\u578b\u6240\u4f7f\u7528\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5b83\u6765\u81ea\u7f51\u7edc\uff0c\u56e0\u6b64\u5305\u542b\u4f4e\u8d28\u91cf\u548c\u91cd\u590d\u7684\u5185\u5bb9\uff0c\u4ee5\u53ca\u504f\u89c1\u548c\u653b\u51fb\u6027\u6750\u6599\u3002\u9700\u8981\u4e25\u683c\u7684\u6e05\u6d01\u548c\u8fc7\u6ee4\u624d\u80fd\u4f7f\u5176\u53d1\u6325\u4f5c\u7528\u3002<\/li>\n<li><strong>C4\uff08\u5de8\u5927\u7684\u5e72\u51c0\u722c\u884c\u8bed\u6599\u5e93\uff09<\/strong>\u3002\u4ece\u7f51\u7edc\u4e0a\u6293\u53d6\u7684 750GB \u6570\u636e\u96c6\u3002\u4e0e Common Crawl \u4e0d\u540c\uff0c\u8be5\u6570\u636e\u96c6\u7ecf\u8fc7\u9884\u5148\u6e05\u7406\u548c\u8fc7\u6ee4\uff0c\u4f7f\u5176\u66f4\u6613\u4e8e\u4f7f\u7528\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u8fd8\u662f\u8981\u9884\u6599\u5230\u6f5c\u5728\u7684\u504f\u89c1\u548c\u9519\u8bef\u3002 T5 \u6a21\u578b\u662f\u5728\u6b64\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\u3002<\/li>\n<li><strong>\u7ef4\u57fa\u767e\u79d1<\/strong>\u3002\u4ec5\u82f1\u6587\u5185\u5bb9\u5c31\u670919GB\u5de6\u53f3\u3002\u5b83\u5f88\u5927\u4f46\u6613\u4e8e\u7ba1\u7406\u3002\u5b83\u6309\u7167\u7ef4\u57fa\u767e\u79d1\u6807\u51c6\u7cbe\u5fc3\u7b56\u5212\u3001\u7ed3\u6784\u5316\u548c\u7f16\u8f91\u3002\u867d\u7136\u5b83\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u5e38\u8bc6\u6027\u77e5\u8bc6\u548c\u9ad8\u5ea6\u7684\u4e8b\u5b9e\u51c6\u786e\u6027\uff0c\u4f46\u5176\u767e\u79d1\u5168\u4e66\u5f0f\u7684\u98ce\u683c\u548c\u8bed\u6c14\u5374\u975e\u5e38\u5177\u4f53\u3002\u4ec5\u5728\u6b64\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6a21\u578b\u8fc7\u5ea6\u62df\u5408\u8fd9\u79cd\u98ce\u683c\u3002<\/li>\n<li><strong>\u7ef4\u57fa\u6587\u672c<\/strong>\u3002\u6e90\u81ea\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u4f18\u8d28\u4e14\u7279\u8272\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u7684\u6570\u636e\u96c6\u3002\u5b58\u5728\u4e24\u4e2a\u7248\u672c\uff1aWikiText-2\uff08\u6765\u81ea\u6570\u767e\u7bc7\u6587\u7ae0\u7684 200 \u4e07\u5b57\uff09\u548c WikiText-103\uff08\u6765\u81ea 28,000 \u7bc7\u6587\u7ae0\u7684 1 \u4ebf\u5b57\uff09\u3002<\/li>\n<li><strong>\u56fe\u4e66\u8bed\u6599\u5e93<\/strong>\u3002\u51e0\u4e2a GB \u7684\u957f\u7bc7\u3001\u5185\u5bb9\u4e30\u5bcc\u3001\u9ad8\u8d28\u91cf\u7684\u4e66\u7c4d\u6587\u672c\u6570\u636e\u96c6\u3002\u5bf9\u4e8e\u5b66\u4e60\u8fde\u8d2f\u7684\u6545\u4e8b\u8bb2\u8ff0\u548c\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u5f88\u6709\u7528\u3002\u7136\u800c\uff0c\u5b83\u5b58\u5728\u5df2\u77e5\u7684\u7248\u6743\u95ee\u9898\u548c\u793e\u4f1a\u504f\u89c1\u3002<\/li>\n<li><strong>\u6869<\/strong>\u3002\u6765\u81ea\u591a\u4e2a\u6765\u6e90\uff08\u5305\u62ec BookCorpus\uff09\u7684 825GB \u7cbe\u9009\u6570\u636e\u96c6\u3002\u5b83\u6df7\u5408\u4e86\u4e0d\u540c\u7684\u6587\u672c\u7c7b\u578b\uff08\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u6e90\u4ee3\u7801\u548c\u5b66\u672f\u8bba\u6587\uff09\uff0c\u63d0\u4f9b\u4e86\u4e13\u4e3a\u591a\u5b66\u79d1\u63a8\u7406\u800c\u8bbe\u8ba1\u7684\u5e7f\u6cdb\u4e3b\u9898\u8986\u76d6\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u591a\u6837\u6027\u5bfc\u81f4\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u3001\u5185\u5bb9\u91cd\u590d\u548c\u5199\u4f5c\u98ce\u683c\u4e0d\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<h2>\u83b7\u53d6\u6570\u636e\u96c6<\/h2>\n<p>\u60a8\u53ef\u4ee5\u5728\u7ebf\u641c\u7d22\u8fd9\u4e9b\u6570\u636e\u96c6\u5e76\u5c06\u5b83\u4eec\u4e0b\u8f7d\u4e3a\u538b\u7f29\u6587\u4ef6\u3002\u4f46\u662f\uff0c\u60a8\u9700\u8981\u4e86\u89e3\u6bcf\u4e2a\u6570\u636e\u96c6\u7684\u683c\u5f0f\u5e76\u7f16\u5199\u81ea\u5b9a\u4e49\u4ee3\u7801\u6765\u8bfb\u53d6\u5b83\u4eec\u3002<\/p>\n<p>\u6216\u8005\uff0c\u5728 Hugging Face \u5b58\u50a8\u5e93\u4e2d\u641c\u7d22\u6570\u636e\u96c6\uff1a <a href=\"https:\/\/huggingface.co\/datasets\">https:\/\/huggingface.co\/datasets<\/a>\u3002\u8be5\u5b58\u50a8\u5e93\u63d0\u4f9b\u4e86\u4e00\u4e2a Python \u5e93\uff0c\u53ef\u8ba9\u60a8\u4f7f\u7528\u6807\u51c6\u5316\u683c\u5f0f\u5b9e\u65f6\u4e0b\u8f7d\u548c\u8bfb\u53d6\u6570\u636e\u96c6\u3002<\/p>\n<div id=\"attachment_22431\" style=\"width: 710px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" aria-describedby=\"caption-attachment-22431\" class=\"wp-image-22431\" src=\"https:\/\/ktromedia.com\/wp-content\/uploads\/2025\/11\/\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6.png\" alt=\"\" width=\"700\" height=\"416\"  \/><\/p>\n<p id=\"caption-attachment-22431\" class=\"wp-caption-text\">\u62e5\u62b1\u4eba\u8138\u6570\u636e\u96c6\u5b58\u50a8\u5e93<\/p>\n<\/div>\n<p>\u8ba9\u6211\u4eec\u4ece Hugging Face \u4e0b\u8f7d WikiText-2 \u6570\u636e\u96c6\uff0c\u8fd9\u662f\u9002\u5408\u6784\u5efa\u8bed\u8a00\u6a21\u578b\u7684\u6700\u5c0f\u6570\u636e\u96c6\u4e4b\u4e00\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6915bbe631297241997302\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>import random from datasets import load_dataset dataset = load_dataset(&#8220;wikitext&#8221;, &#8220;wikitext-2-raw-v1&#8243;) print(f&#8221;Size of the dataset: {len(dataset)}&#8221;) # \u6253\u5370\u4e00\u4e9b\u6837\u672c n = 5 while n > 0: idx = random.randint(0, len(dataset)-1) text = dataset[idx][&#8220;text&#8221;].strip() \u5982\u679c\u662f\u6587\u672c\u800c\u4e0d\u662f text.startswith(&#8220;=&#8221;): print(f&#8221;{idx}: {text}&#8221;) n -= 1<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u8fdb\u53e3 <\/span><span class=\"crayon-e\">\u968f\u673a\u7684<\/span><\/p>\n<p><span class=\"crayon-e\">\u4ece <\/span><span class=\"crayon-e\">\u6570\u636e\u96c6 <\/span><span class=\"crayon-e\">\u8fdb\u53e3 <\/span><span class=\"crayon-e\">\u52a0\u8f7d\u6570\u636e\u96c6<\/span><\/p>\n<p><span class=\"crayon-v\">\u6570\u636e\u96c6<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u52a0\u8f7d\u6570\u636e\u96c6<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u7ef4\u57fa\u6587\u672c\u201d<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201ctietext-2-raw-V1\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">\u201c\u6570\u636e\u96c6\u7684\u5927\u5c0f\uff1a{len(\u6570\u636e\u96c6)}\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-p\"># \u6253\u5370\u4e00\u4e9b\u6837\u672c<\/span><\/p>\n<p><span class=\"crayon-v\">n<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">5<\/span><\/p>\n<p><span class=\"crayon-st\">\u5c3d\u7ba1<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">n<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">><\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">idx<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u968f\u673a\u7684<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7ea6\u4f1a<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u4f26<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6570\u636e\u96c6<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u6587\u672c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6570\u636e\u96c6<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-v\">idx<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8220;text&#8221;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u6761<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-st\">\u5982\u679c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u6587\u672c <\/span><span class=\"crayon-st\">\u548c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-st\">\u4e0d\u662f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6587\u672c<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u5f00\u59cb\u4e8e<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201d=<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">\u201c{idx}\uff1a{\u6587\u672c}\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">n<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">-=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">1<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6915bbe6312b2729227242\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>\u6570\u636e\u96c6\u5927\u5c0f\uff1a 36718 31776\uff1a\u5bc6\u82cf\u91cc\u5dde\u4e09\u5c94\u53e3\u4ee5\u4e0a\u7684\u6c34\u6e90\u5411\u4e0a\u6e38\u5ef6\u4f38\u5f97\u6bd4&#8230; 29504\uff1a\u963f\u62c9\u4e00\u8bcd\u7684\u533a\u57df\u53d8\u4f53\u51fa\u73b0\u5728\u5f02\u6559\u5f92\u548c\u57fa\u7763\u6559\u7684\u524d@-@\u4e2d&#8230; 19866\uff1aPokiri\uff08\u82f1\u8bed\uff1aRogue\uff09\u662f\u4e00\u90e8 2006 \u5e74\u5370\u5ea6\u6cf0\u5362\u56fa\u8bed@-@ \u8bed\u8a00\u52a8\u4f5c\u7535\u5f71\uff0c&#8230; 27397\uff1a\u7b2c\u4e00\u4e2a\u9762\u7c89\u5382\u660e\u5c3c\u82cf\u8fbe\u5dde\u4e8e 1823 \u5e74\u5728\u65af\u5185\u7075\u5821\u5efa\u6210&#8230; 10523\uff1a\u97f3\u4e50\u754c\u6ce8\u610f\u5230\u4e86\u51ef\u91cc\u7684\u6210\u529f\u3002\u5979\u5728\u8fd9\u6b21\u6bd4\u8d5b\u4e2d\u83b7\u5f97\u4e86\u4e24\u4e2a\u5956\u9879&#8230;<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p>\u6570\u636e\u96c6\u5927\u5c0f\uff1a36718<\/p>\n<p>31776\uff1a\u5bc6\u82cf\u91cc\u6cb3\u4e09\u5c94\u53e3\u4ee5\u4e0a\u7684\u6e90\u5934\u5411\u4e0a\u6e38\u5ef6\u4f38\u5f97\u6bd4&#8230;&#8230;<\/p>\n<p>29504\uff1a\u963f\u62c9\u8fd9\u4e2a\u8bcd\u7684\u5730\u533a\u53d8\u4f53\u51fa\u73b0\u5728\u5f02\u6559\u5f92\u548c\u57fa\u7763\u6559\u7684\u9884@-@\u4e2d&#8230;&#8230;<\/p>\n<p>19866: Pokiri\uff08\u82f1\u8bed\uff1aRogue\uff09\u662f\u4e00\u90e8 2006 \u5e74\u5370\u5ea6\u6cf0\u5362\u56fa\u8bed\u52a8\u4f5c\u7247\uff0c&#8230;<\/p>\n<p>27397\uff1a\u660e\u5c3c\u82cf\u8fbe\u5dde\u7b2c\u4e00\u5bb6\u9762\u7c89\u5382\u5efa\u4e8e 1823 \u5e74\uff0c\u4f4d\u4e8e\u65af\u5185\u6797\u5821\uff0c\u4f5c\u4e3a&#8230;<\/p>\n<p>10523\uff1a\u97f3\u4e50\u754c\u6ce8\u610f\u5230\u51ef\u91cc\u7684\u6210\u529f\u3002\u5979\u5728\u8fd9\u6b21\u6bd4\u8d5b\u4e2d\u83b7\u5f97\u4e86\u4e24\u4e2a\u5956\u9879&#8230;<\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u5982\u679c\u60a8\u8fd8\u6ca1\u6709\u5b89\u88c5 Hugging Face \u6570\u636e\u96c6\u5e93\uff0c\u8bf7\u5b89\u88c5\uff1a<\/p>\n<p>\u5f53\u60a8\u7b2c\u4e00\u6b21\u8fd0\u884c\u6b64\u4ee3\u7801\u65f6\uff0c <code>load_dataset()<\/code> \u5c06\u6570\u636e\u96c6\u4e0b\u8f7d\u5230\u60a8\u7684\u672c\u5730\u8ba1\u7b97\u673a\u3002\u786e\u4fdd\u6709\u8db3\u591f\u7684\u78c1\u76d8\u7a7a\u95f4\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u5927\u578b\u6570\u636e\u96c6\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6570\u636e\u96c6\u4e0b\u8f7d\u5230 <code>~\/.cache\/huggingface\/datasets<\/code>\u3002<\/p>\n<p>\u6240\u6709\u62e5\u62b1\u8138\u90e8\u6570\u636e\u96c6\u90fd\u9075\u5faa\u6807\u51c6\u683c\u5f0f\u3002\u8fd9 <code>dataset<\/code> \u5bf9\u8c61\u662f\u4e00\u4e2a\u53ef\u8fed\u4ee3\u5bf9\u8c61\uff0c\u5176\u4e2d\u6bcf\u4e2a\u9879\u76ee\u90fd\u662f\u4e00\u4e2a\u5b57\u5178\u3002\u5bf9\u4e8e\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\uff0c\u6570\u636e\u96c6\u901a\u5e38\u5305\u542b\u6587\u672c\u5b57\u7b26\u4e32\u3002\u5728\u6b64\u6570\u636e\u96c6\u4e2d\uff0c\u6587\u672c\u5b58\u50a8\u5728 <code>\"text\"<\/code> \u94a5\u5319\u3002<\/p>\n<p>\u4e0a\u9762\u7684\u4ee3\u7801\u4ece\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u4e86\u4e00\u4e9b\u5143\u7d20\u3002\u60a8\u5c06\u770b\u5230\u4e0d\u540c\u957f\u5ea6\u7684\u7eaf\u6587\u672c\u5b57\u7b26\u4e32\u3002<\/p>\n<h2>\u6570\u636e\u96c6\u540e\u5904\u7406<\/h2>\n<p>\u5728\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u4e4b\u524d\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u540e\u5904\u7406\u4ee5\u6e05\u7406\u6570\u636e\u3002\u8fd9\u5305\u62ec\u91cd\u65b0\u683c\u5f0f\u5316\u6587\u672c\uff08\u526a\u5207\u957f\u5b57\u7b26\u4e32\u3001\u7528\u5355\u4e2a\u7a7a\u683c\u66ff\u6362\u591a\u4e2a\u7a7a\u683c\uff09\u3001\u5220\u9664\u975e\u8bed\u8a00\u5185\u5bb9\uff08HTML \u6807\u7b7e\u3001\u7b26\u53f7\uff09\u4ee5\u53ca\u5220\u9664\u4e0d\u9700\u8981\u7684\u5b57\u7b26\uff08\u6807\u70b9\u7b26\u53f7\u5468\u56f4\u7684\u591a\u4f59\u7a7a\u683c\uff09\u3002\u5177\u4f53\u5904\u7406\u53d6\u51b3\u4e8e\u6570\u636e\u96c6\u4ee5\u53ca\u60a8\u5e0c\u671b\u5982\u4f55\u5411\u6a21\u578b\u5448\u73b0\u6587\u672c\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u8bad\u7ec3\u4ec5\u5904\u7406\u5c0f\u5199\u5b57\u6bcd\u7684\u5c0f\u578b BERT \u98ce\u683c\u6a21\u578b\uff0c\u60a8\u53ef\u4ee5\u51cf\u5c11\u8bcd\u6c47\u91cf\u5e76\u7b80\u5316\u5206\u8bcd\u5668\u3002\u8fd9\u662f\u4e00\u4e2a\u63d0\u4f9b\u540e\u5904\u7406\u6587\u672c\u7684\u751f\u6210\u5668\u51fd\u6570\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6915bbe6312bc275236601\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>def wikitext2_dataset(): dataset = load_dataset(&#8220;wikitext&#8221;, &#8220;wikitext-2-raw-v1&#8221;) \u6570\u636e\u96c6\u4e2d\u7684\u9879\u76ee\uff1atext = item[&#8220;text&#8221;].strip() if not text or text.startswith(&#8220;=&#8221;): continue # \u8df3\u8fc7\u7a7a\u884c\u6216\u6807\u9898\u884c yield text.lower() # \u751f\u6210\u6587\u672c\u7684\u5c0f\u5199\u7248\u672c<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u5b9a\u4e49 <\/span><span class=\"crayon-e\">\u7ef4\u57fa\u6587\u672c2_\u6570\u636e\u96c6<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u6570\u636e\u96c6<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u52a0\u8f7d\u6570\u636e\u96c6<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u7ef4\u57fa\u6587\u672c\u201d<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201ctietext-2-raw-V1\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-st\">\u4e3a\u4e86<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u7269\u54c1 <\/span><span class=\"crayon-st\">\u5728<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6570\u636e\u96c6<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u6587\u672c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u7269\u54c1<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8220;text&#8221;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u6761<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-st\">\u5982\u679c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-st\">\u4e0d\u662f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u6587\u672c <\/span><span class=\"crayon-st\">\u6216\u8005<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6587\u672c<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u5f00\u59cb\u4e8e<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201d=<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">            <\/span><span class=\"crayon-st\">\u7ee7\u7eed<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-p\"># \u8df3\u8fc7\u7a7a\u884c\u6216\u6807\u9898\u884c<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-e\">\u5c48\u670d <\/span><span class=\"crayon-v\">\u6587\u672c<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u964d\u4f4e<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-p\"># \u751f\u6210\u6587\u672c\u7684\u5c0f\u5199\u7248\u672c<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u521b\u5efa\u826f\u597d\u7684\u540e\u5904\u7406\u529f\u80fd\u662f\u4e00\u95e8\u827a\u672f\u3002\u5b83\u5e94\u8be5\u63d0\u9ad8\u6570\u636e\u96c6\u7684\u4fe1\u566a\u6bd4\uff0c\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\uff0c\u540c\u65f6\u4fdd\u7559\u5904\u7406\u8bad\u7ec3\u6a21\u578b\u53ef\u80fd\u9047\u5230\u7684\u610f\u5916\u8f93\u5165\u683c\u5f0f\u7684\u80fd\u529b\u3002<\/p>\n<h2>\u8fdb\u4e00\u6b65\u9605\u8bfb<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u60a8\u53ef\u80fd\u4f1a\u53d1\u73b0\u6709\u7528\u7684\u8d44\u6e90\uff1a<\/p>\n<h2>\u6982\u62ec<\/h2>\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u4e86\u89e3\u4e86\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6\u4ee5\u53ca\u5982\u4f55\u4ece\u516c\u5171\u5b58\u50a8\u5e93\u83b7\u53d6\u901a\u7528\u6570\u636e\u96c6\u3002\u8fd9\u53ea\u662f\u6570\u636e\u96c6\u63a2\u7d22\u7684\u8d77\u70b9\u3002\u8003\u8651\u5229\u7528\u73b0\u6709\u7684\u5e93\u548c\u5de5\u5177\u6765\u4f18\u5316\u6570\u636e\u96c6\u52a0\u8f7d\u901f\u5ea6\uff0c\u8fd9\u6837\u5b83\u5c31\u4e0d\u4f1a\u6210\u4e3a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u74f6\u9888\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u8bed\u8a00\u6a21\u578b\u662f\u4e00\u79cd\u6570\u5b66\u6a21\u578b\uff0c\u5c06\u4eba\u7c7b\u8bed\u8a00\u63cf\u8ff0\u4e3a\u5176\u8bcd\u6c47\u7684\u6982\u7387\u5206\u5e03\u3002\u8981\u8bad\u200b\u200b\u7ec3\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u6765\u5efa\u6a21\u8bed\u8a00\uff0c\u60a8\u9700\u8981\u8bc6\u522b\u8bcd\u6c47\u5e76\u4e86\u89e3\u5176\u6982\u7387\u5206\u5e03\u3002\u60a8\u65e0\u6cd5\u4ece\u65e0\u5230\u6709\u521b\u5efa\u6a21\u578b\u3002\u60a8\u9700\u8981\u4e00\u4e2a\u53ef\u4f9b\u6a21\u578b\u5b66\u4e60\u7684\u6570\u636e\u96c6\u3002 \u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6\u4ee5\u53ca\u5982\u4f55\u4ece\u516c\u5171\u5b58\u50a8\u5e93\u83b7\u53d6\u901a\u7528\u6570\u636e\u96c6\u3002 \u8ba9\u6211\u4eec\u5f00\u59cb\u5427\u3002 \u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6\u6444\u5f71\uff1a \u7b2c\u4e94\u5929\u3002\u4fdd\u7559\u4e00\u4e9b\u6743\u5229\u3002 \u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u826f\u597d\u6570\u636e\u96c6 \u4e00\u4e2a\u597d\u7684\u8bed\u8a00\u6a21\u578b\u5e94\u8be5\u5b66\u4e60\u6b63\u786e\u7684\u8bed\u8a00\u7528\u6cd5\uff0c\u6ca1\u6709\u504f\u89c1\u548c\u9519\u8bef\u3002\u4e0e\u7f16\u7a0b\u8bed\u8a00\u4e0d\u540c\uff0c\u4eba\u7c7b\u8bed\u8a00\u7f3a\u4e4f\u6b63\u5f0f\u7684\u8bed\u6cd5\u548c\u53e5\u6cd5\u3002\u5b83\u4eec\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f7f\u5f97\u4e0d\u53ef\u80fd\u5bf9\u6240\u6709\u8bed\u8a00\u53d8\u4f53\u8fdb\u884c\u5206\u7c7b\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u5e94\u8be5\u6839\u636e\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u4e0d\u662f\u6839\u636e\u89c4\u5219\u6765\u5236\u4f5c\u3002 \u4e3a\u8bed\u8a00\u5efa\u6a21\u5efa\u7acb\u6570\u636e\u96c6\u5177\u6709\u6311\u6218\u6027\u3002\u60a8\u9700\u8981\u4e00\u4e2a\u5927\u578b\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u6765\u4ee3\u8868\u8be5\u8bed\u8a00\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u540c\u65f6\uff0c\u5b83\u5fc5\u987b\u662f\u9ad8\u8d28\u91cf\u7684\uff0c\u5448\u73b0\u6b63\u786e\u7684\u8bed\u8a00\u7528\u6cd5\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u5e94\u8be5\u624b\u52a8\u7f16\u8f91\u548c\u6e05\u7406\u6570\u636e\u96c6\uff0c\u4ee5\u6d88\u9664\u6253\u5b57\u9519\u8bef\u3001\u8bed\u6cd5\u9519\u8bef\u548c\u975e\u8bed\u8a00\u5185\u5bb9\uff08\u4f8b\u5982\u7b26\u53f7\u6216 HTML \u6807\u7b7e\uff09\u7b49\u566a\u97f3\u3002 \u4ece\u5934\u5f00\u59cb\u521b\u5efa\u8fd9\u6837\u7684\u6570\u636e\u96c6\u6210\u672c\u9ad8\u6602\uff0c\u4f46\u6709\u51e0\u4e2a\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\u662f\u514d\u8d39\u63d0\u4f9b\u7684\u3002\u5e38\u89c1\u7684\u6570\u636e\u96c6\u5305\u62ec\uff1a 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WikiText-103\uff08\u6765\u81ea 28,000 \u7bc7\u6587\u7ae0\u7684 1 \u4ebf\u5b57\uff09\u3002 \u56fe\u4e66\u8bed\u6599\u5e93\u3002\u51e0\u4e2a GB \u7684\u957f\u7bc7\u3001\u5185\u5bb9\u4e30\u5bcc\u3001\u9ad8\u8d28\u91cf\u7684\u4e66\u7c4d\u6587\u672c\u6570\u636e\u96c6\u3002\u5bf9\u4e8e\u5b66\u4e60\u8fde\u8d2f\u7684\u6545\u4e8b\u8bb2\u8ff0\u548c\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u5f88\u6709\u7528\u3002\u7136\u800c\uff0c\u5b83\u5b58\u5728\u5df2\u77e5\u7684\u7248\u6743\u95ee\u9898\u548c\u793e\u4f1a\u504f\u89c1\u3002 \u6869\u3002\u6765\u81ea\u591a\u4e2a\u6765\u6e90\uff08\u5305\u62ec BookCorpus\uff09\u7684 825GB \u7cbe\u9009\u6570\u636e\u96c6\u3002\u5b83\u6df7\u5408\u4e86\u4e0d\u540c\u7684\u6587\u672c\u7c7b\u578b\uff08\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u6e90\u4ee3\u7801\u548c\u5b66\u672f\u8bba\u6587\uff09\uff0c\u63d0\u4f9b\u4e86\u4e13\u4e3a\u591a\u5b66\u79d1\u63a8\u7406\u800c\u8bbe\u8ba1\u7684\u5e7f\u6cdb\u4e3b\u9898\u8986\u76d6\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u591a\u6837\u6027\u5bfc\u81f4\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u3001\u5185\u5bb9\u91cd\u590d\u548c\u5199\u4f5c\u98ce\u683c\u4e0d\u4e00\u81f4\u3002 \u83b7\u53d6\u6570\u636e\u96c6 \u60a8\u53ef\u4ee5\u5728\u7ebf\u641c\u7d22\u8fd9\u4e9b\u6570\u636e\u96c6\u5e76\u5c06\u5b83\u4eec\u4e0b\u8f7d\u4e3a\u538b\u7f29\u6587\u4ef6\u3002\u4f46\u662f\uff0c\u60a8\u9700\u8981\u4e86\u89e3\u6bcf\u4e2a\u6570\u636e\u96c6\u7684\u683c\u5f0f\u5e76\u7f16\u5199\u81ea\u5b9a\u4e49\u4ee3\u7801\u6765\u8bfb\u53d6\u5b83\u4eec\u3002 \u6216\u8005\uff0c\u5728 Hugging Face \u5b58\u50a8\u5e93\u4e2d\u641c\u7d22\u6570\u636e\u96c6\uff1a https:\/\/huggingface.co\/datasets\u3002\u8be5\u5b58\u50a8\u5e93\u63d0\u4f9b\u4e86\u4e00\u4e2a Python \u5e93\uff0c\u53ef\u8ba9\u60a8\u4f7f\u7528\u6807\u51c6\u5316\u683c\u5f0f\u5b9e\u65f6\u4e0b\u8f7d\u548c\u8bfb\u53d6\u6570\u636e\u96c6\u3002 \u62e5\u62b1\u4eba\u8138\u6570\u636e\u96c6\u5b58\u50a8\u5e93 \u8ba9\u6211\u4eec\u4ece Hugging<\/p>\n","protected":false},"author":1,"featured_media":176843,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[42],"tags":[],"class_list":{"0":"post-176842","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6 - Ktromedia<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/ktromedia.com\/?p=176842\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6 - Ktromedia\" \/>\n<meta property=\"og:description\" content=\"\u8bed\u8a00\u6a21\u578b\u662f\u4e00\u79cd\u6570\u5b66\u6a21\u578b\uff0c\u5c06\u4eba\u7c7b\u8bed\u8a00\u63cf\u8ff0\u4e3a\u5176\u8bcd\u6c47\u7684\u6982\u7387\u5206\u5e03\u3002\u8981\u8bad\u200b\u200b\u7ec3\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u6765\u5efa\u6a21\u8bed\u8a00\uff0c\u60a8\u9700\u8981\u8bc6\u522b\u8bcd\u6c47\u5e76\u4e86\u89e3\u5176\u6982\u7387\u5206\u5e03\u3002\u60a8\u65e0\u6cd5\u4ece\u65e0\u5230\u6709\u521b\u5efa\u6a21\u578b\u3002\u60a8\u9700\u8981\u4e00\u4e2a\u53ef\u4f9b\u6a21\u578b\u5b66\u4e60\u7684\u6570\u636e\u96c6\u3002 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