{"id":21729,"date":"2024-08-12T13:32:38","date_gmt":"2024-08-12T05:32:38","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=21729"},"modified":"2024-08-12T13:32:38","modified_gmt":"2024-08-12T05:32:38","slug":"%e9%bb%91%e5%8c%a3%e5%ad%90%e8%a2%ab%e6%89%93%e5%bc%80%e4%ba%86%ef%bc%81%e8%83%bd%e7%8e%a9%e7%9a%84transformer%e5%8f%af%e8%a7%86%e5%8c%96%e8%a7%a3%e9%87%8a%e5%b7%a5%e5%85%b7%ef%bc%8c%e6%9c%ac%e5%9c%b0","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/08\/12\/21729\/","title":{"rendered":"\u9ed1\u5323\u5b50\u88ab\u6253\u5f00\u4e86\uff01\u80fd\u73a9\u7684Transformer\u53ef\u89c6\u5316\u89e3\u91ca\u5de5\u5177\uff0c\u672c\u5730\u8fd0\u884cGPT-2\u3001\u8fd8\u53ef\u5b9e\u65f6\u63a8\u7406"},"content":{"rendered":"<div><img data-dominant-color=\"0f4879\" data-has-transparency=\"false\" style=\"--dominant-color: #0f4879;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21731\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/22f377582864bf75b58505379dcb018d4f3e90-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/22f377582864bf75b58505379dcb018d4f3e90-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/22f377582864bf75b58505379dcb018d4f3e90-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u90fd 2024 \u5e74\uff0c\u8fd8\u6709\u4eba\u4e0d\u4e86\u89e3 Transformer \u5de5\u4f5c\u539f\u7406\u5417\uff1f\u5feb\u6765\u8bd5\u4e00\u8bd5\u8fd9\u4e2a\u4ea4\u4e92\u5f0f\u5de5\u5177\u5427\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>2017 \u5e74\uff0c\u8c37\u6b4c\u5728\u8bba\u6587\u300aAttention is all you need\u300b\u4e2d\u63d0\u51fa\u4e86 Transformer\uff0c\u6210\u4e3a\u4e86\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u91cd\u5927\u7a81\u7834\u3002\u8be5\u8bba\u6587\u7684\u5f15\u7528\u6570\u5df2\u7ecf\u5c06\u8fd1 13 \u4e07\uff0c\u540e\u6765\u7684 GPT \u5bb6\u65cf\u6240\u6709\u6a21\u578b\u4e5f\u90fd\u662f\u57fa\u4e8e Transformer \u67b6\u6784\uff0c\u53ef\u89c1\u5176\u5f71\u54cd\u4e4b\u5e7f\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e00\u79cd\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0cTransformer \u5728\u4ece\u6587\u672c\u5230\u89c6\u89c9\u7684\u591a\u6837\u4efb\u52a1\u4e2d\u5e7f\u53d7\u6b22\u8fce\uff0c\u5c24\u5176\u662f\u5728\u5f53\u524d\u706b\u70ed\u7684 AI \u804a\u5929\u673a\u5668\u4eba\u9886\u57df\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202408\/11\/080084721daca84fbe8162d2184a813fafb172.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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\u7814\u7a76\u9662\u7684\u51e0\u4f4d\u7814\u7a76\u8005\u5f00\u53d1\u4e86<strong>\u4e00\u6b3e\u57fa\u4e8e web \u7684\u5f00\u6e90\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u5de5\u5177\u300cTransformer Explainer\u300d\uff0c\u5e2e\u52a9\u975e\u4e13\u4e1a\u4eba\u58eb\u4e86\u89e3 Transformer \u7684\u9ad8\u7ea7\u6a21\u578b\u7ed3\u6784\u548c\u4f4e\u7ea7\u6570\u5b66\u8fd0\u7b97<\/strong>\u3002\u5982\u4e0b\u56fe 1 \u6240\u793a\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202408\/11\/f35b30721893ae574c1920c8202dd18b928b56.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Transformer Explainer \u901a\u8fc7\u6587\u672c\u751f\u6210\u6765\u89e3\u91ca Transformer \u5185\u90e8\u5de5\u4f5c\u539f\u7406\uff0c\u91c7\u7528\u4e86<strong>\u6851\u57fa\u56fe\u53ef\u89c6\u5316\u8bbe\u8ba1<\/strong>\uff0c\u7075\u611f\u6765\u81ea\u6700\u8fd1\u5c06 Transformer 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\u4e2d\u7684\u590d\u6742\u6982\u5ff5\u3002<\/p>\n<p>\u5728\u529f\u80fd\u4e0a\uff0cTransformer Explainer \u5728\u63d0\u4f9b\u57fa\u4e8e web \u7684\u5b9e\u73b0\u4e4b\u5916\uff0c\u8fd8\u5177\u6709\u5b9e\u65f6\u63a8\u7406\u7684\u529f\u80fd\u3002\u4e0e\u73b0\u6709\u5f88\u591a\u9700\u8981\u81ea\u5b9a\u4e49\u8f6f\u4ef6\u5b89\u88c5\u6216\u7f3a\u4e4f\u63a8\u7406\u529f\u80fd\u7684\u5de5\u5177\u4e0d\u540c\uff0c\u5b83\u96c6\u6210\u4e86\u4e00\u4e2a\u5b9e\u65f6 GPT-2 \u6a21\u578b\uff0c\u4f7f\u7528\u73b0\u4ee3\u524d\u7aef\u6846\u67b6\u5728\u6d4f\u89c8\u5668\u672c\u5730\u8fd0\u884c\u3002\u7528\u6237\u53ef\u4ee5\u4ea4\u4e92\u5f0f\u5730\u8bd5\u9a8c\u81ea\u5df1\u7684\u8f93\u5165\u6587\u672c\uff0c\u5e76\u5b9e\u65f6\u89c2\u5bdf Transformer \u5185\u90e8\u7ec4\u4ef6\u548c\u53c2\u6570\u5982\u4f55\u534f\u540c\u5de5\u4f5c\u4ee5\u9884\u6d4b\u4e0b\u4e00\u4e2a token\u3002<\/p>\n<p>\u5728\u610f\u4e49\u4e0a\uff0cTransformer Explainer \u62d3\u5c55\u4e86\u5bf9\u73b0\u4ee3\u751f\u6210\u5f0f AI \u6280\u672f\u7684\u8bbf\u95ee\uff0c\u4e14\u4e0d\u9700\u8981\u9ad8\u7ea7\u8ba1\u7b97\u8d44\u6e90\u3001\u5b89\u88c5\u6216\u7f16\u7a0b\u6280\u80fd\u3002\u800c\u4e4b\u6240\u4ee5\u9009\u62e9 GPT-2\uff0c\u662f\u56e0\u4e3a\u8be5\u6a21\u578b\u77e5\u540d\u5ea6\u9ad8\u3001\u63a8\u7406\u901f\u5ea6\u5feb\uff0c\u5e76\u4e14\u4e0e GPT-3\u3001GPT-4 \u7b49\u66f4\u9ad8\u7ea7\u7684\u6a21\u578b\u5728\u67b6\u6784\u4e0a\u76f8\u4f3c\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202408\/11\/210dc4c656645b856df16878872de800df1d2f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-jkX913SM\">\n<li data-id=\"ld70c578-X2ilF7fW\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2408.04619<\/li>\n<li data-id=\"ld70c578-2KiZXFBj\">GitHub \u5730\u5740\uff1ahttp:\/\/poloclub.github.io\/transformer-explainer\/<\/li>\n<li data-id=\"ld70c578-KdTYloWe\">\u5728\u7ebf\u4f53\u9a8c\u5730\u5740\uff1ahttps:\/\/t.co\/jyBlJTMa7m<\/li>\n<\/ul>\n<p><img data-dominant-color=\"1b2031\" data-has-transparency=\"false\" style=\"--dominant-color: #1b2031;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21732\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/98a6b9b691da2f12b36081f8c7afc3654d936e.jpg\" width=\"740\" height=\"500\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/98a6b9b691da2f12b36081f8c7afc3654d936e.jpg 740w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/98a6b9b691da2f12b36081f8c7afc3654d936e-300x203.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/98a6b9b691da2f12b36081f8c7afc3654d936e-150x101.jpg 150w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/p>\n<p>\u65e2\u7136\u652f\u6301\u81ea\u5df1\u8f93\u5165\uff0c\u673a\u5668\u4e4b\u5fc3\u4e5f\u8bd5\u7528\u4e86\u4e00\u4e0b\u300cwhat a beautiful day\u300d\uff0c\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202408\/11\/f71828b56471b4775c9399aa2285301962fdb9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5bf9\u4e8e Transformer Explainer\uff0c\u4e00\u4f17\u7f51\u53cb\u7ed9\u51fa\u4e86\u5f88\u9ad8\u7684\u8bc4\u4ef7\u3002\u6709\u4eba\u8868\u793a\uff0c\u8fd9\u662f\u975e\u5e38\u9177\u7684\u4ea4\u4e92\u5f0f\u5de5\u5177\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/11\/24a085a24d49de4049d797ff0f06fce225dc1b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6709\u4eba\u79f0\u81ea\u5df1\u4e00\u76f4\u5728\u7b49\u5f85\u4e00\u4e2a\u76f4\u89c2\u7684\u5de5\u5177\u6765\u89e3\u91ca\u81ea\u6ce8\u610f\u529b\u548c\u4f4d\u7f6e\u7f16\u7801\uff0c\u5c31\u662f Transformer Explainer \u4e86\u3002\u5b83\u4f1a\u662f\u4e00\u4e2a\u6539\u53d8\u6e38\u620f\u89c4\u5219\u7684\u5de5\u5177\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/11\/415b121025e74d1d4bb454dedd47abdc52f1da.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8fd8\u6709\u4eba\u505a\u51fa\u4e86\u4e2d\u8bd1\u7248\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202408\/11\/31fbe66742cd6c229f86493916afb151a6c141.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5c55\u793a\u5730\u5740\uff1ahttp:\/\/llm-viz-cn.iiiai.com\/llm<\/p>\n<p>\u8fd9\u91cc\u4e0d\u7981\u60f3\u5230\u4e86\u53e6\u4e00\u4f4d\u79d1\u666e\u754c\u7684\u5927\u725b Karpathy\uff0c\u5b83\u4e4b\u524d\u5199\u4e86\u5f88\u591a\u5173\u4e8e\u590d\u73b0 GPT-2 \u7684\u6559\u7a0b\uff0c\u5305\u62ec\u300c\u7eaf C \u8bed\u8a00\u624b\u6413 GPT-2\uff0c\u524d OpenAI\u3001\u7279\u65af\u62c9\u9ad8\u7ba1\u65b0\u9879\u76ee\u706b\u4e86\u300d\u3001\u300cKarpathy \u6700\u65b0\u56db\u5c0f\u65f6\u89c6\u9891\u6559\u7a0b\uff1a\u4ece\u96f6\u590d\u73b0 GPT-2\uff0c\u901a\u5bb5\u8fd0\u884c\u5373\u641e\u5b9a\u300d\u7b49\u3002\u5982\u4eca\u6709\u4e86 Transformer \u5185\u90e8\u539f\u7406\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u770b\u8d77\u6765\u4e24\u8005\u642d\u914d\u4f7f\u7528\uff0c\u5b66\u4e60\u6548\u679c\u4f1a\u66f4\u4f73\u3002<\/p>\n<h4>Transformer Explainer \u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<\/h4>\n<p>Transformer Explainer \u53ef\u89c6\u5316\u5c55\u793a\u4e86\u57fa\u4e8e Transformer \u7684 GPT-2 \u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\u662f\u5982\u4f55\u5904\u7406\u6587\u672c\u8f93\u5165\u5e76\u9884\u6d4b\u4e0b\u4e00\u4e2a token \u7684\u3002\u524d\u7aef\u4f7f\u7528\u4e86 Svelte \u548c D3 \u5b9e\u73b0\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\uff0c\u540e\u7aef\u5219\u5229\u7528 ONNX runtime \u548c HuggingFace \u7684 Transformers \u5e93\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c GPT-2 \u6a21\u578b\u3002<\/p>\n<p>\u8bbe\u8ba1 Transformer Explainer \u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u4e2a\u4e3b\u8981\u7684\u6311\u6218\u662f\u5982\u4f55\u7ba1\u7406\u5e95\u5c42\u67b6\u6784\u7684\u590d\u6742\u6027\uff0c\u56e0\u4e3a\u540c\u65f6\u5c55\u793a\u6240\u6709\u7ec6\u8282\u4f1a\u8ba9\u4eba\u6293\u4e0d\u4f4f\u91cd\u70b9\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u8005\u5341\u5206\u6ce8\u610f\u4e24\u4e2a\u5173\u952e\u7684\u8bbe\u8ba1\u539f\u5219\u3002<\/p>\n<p>\u9996\u5148\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u591a\u7ea7\u62bd\u8c61\u6765\u964d\u4f4e\u590d\u6742\u6027\u3002\u4ed6\u4eec\u5c06\u5de5\u5177\u8fdb\u884c\u7ed3\u6784\u5316\u8bbe\u8ba1\uff0c\u4ee5\u4e0d\u540c\u7684\u62bd\u8c61\u5c42\u6b21\u5448\u73b0\u4fe1\u606f\u3002\u8fd9\u8ba9\u7528\u6237\u80fd\u591f\u4ece\u9ad8\u5c42\u6982\u89c8\u5f00\u59cb\uff0c\u5e76\u6839\u636e\u9700\u8981\u9010\u6b65\u6df1\u5165\u4e86\u89e3\u7ec6\u8282\uff0c\u4ece\u800c\u907f\u514d\u4fe1\u606f\u8fc7\u8f7d\u3002\u5728\u6700\u9ad8\u5c42\uff0c\u5de5\u5177\u5c55\u793a\u4e86\u5b8c\u6574\u7684\u5904\u7406\u6d41\u7a0b\uff1a\u4ece\u63a5\u6536\u7528\u6237\u63d0\u4f9b\u7684\u6587\u672c\u4f5c\u4e3a\u8f93\u5165\uff08\u56fe 1A\uff09\uff0c\u5c06\u5176\u5d4c\u5165\uff0c\u7ecf\u8fc7\u591a\u4e2a Transformer \u5757\u5904\u7406\uff0c\u518d\u5230\u4f7f\u7528\u5904\u7406\u540e\u7684\u6570\u636e\u6765\u5bf9\u6700\u6709\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u8fdb\u884c\u6392\u5e8f\u3002<\/p>\n<p>\u4e2d\u95f4\u64cd\u4f5c\uff0c\u5982\u6ce8\u610f\u529b\u77e9\u9635\u7684\u8ba1\u7b97\uff08\u56fe 1C\uff09\uff0c\u8fd9\u5728\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u88ab\u6298\u53e0\u8d77\u6765\uff0c\u4ee5\u4fbf\u76f4\u89c2\u5730\u663e\u793a\u8ba1\u7b97\u7ed3\u679c\u7684\u91cd\u8981\u6027\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u5c55\u5f00\uff0c\u901a\u8fc7\u52a8\u753b\u5e8f\u5217\u67e5\u770b\u5176\u63a8\u5bfc\u8fc7\u7a0b\u3002\u7814\u7a76\u8005\u91c7\u7528\u4e86\u4e00\u81f4\u7684\u89c6\u89c9\u8bed\u8a00\uff0c\u6bd4\u5982\u5806\u53e0\u6ce8\u610f\u529b\u5934\u548c\u6298\u53e0\u91cd\u590d\u7684 Transformer \u5757\uff0c\u4ee5\u5e2e\u52a9\u7528\u6237\u8bc6\u522b\u67b6\u6784\u4e2d\u7684\u91cd\u590d\u6a21\u5f0f\uff0c\u540c\u65f6\u4fdd\u6301\u6570\u636e\u7684\u7aef\u5230\u7aef\u6d41\u7a0b\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u4ea4\u4e92\u6027\u589e\u5f3a\u7406\u89e3\u548c\u53c2\u4e0e\u3002 \u6e29\u5ea6\u53c2\u6570\u5728\u63a7\u5236 Transformer \u7684\u8f93\u51fa\u6982\u7387\u5206\u5e03\u4e2d\u81f3\u5173\u91cd\u8981\uff0c\u5b83\u4f1a\u5f71\u54cd\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u7684\u786e\u5b9a\u6027\uff08\u4f4e\u6e29\u65f6\uff09\u6216\u968f\u673a\u6027\uff08\u9ad8\u6e29\u65f6\uff09\u3002\u4f46\u662f\u73b0\u6709\u5173\u4e8e Transformers \u7684\u6559\u80b2\u8d44\u6e90\u5f80\u5f80\u5ffd\u89c6\u4e86\u8fd9\u4e00\u65b9\u9762\u3002\u7528\u6237\u73b0\u5728\u80fd\u591f\u4f7f\u7528\u8fd9\u4e2a\u65b0\u5de5\u5177\u5b9e\u65f6\u8c03\u6574\u6e29\u5ea6\u53c2\u6570\uff08\u56fe 1B\uff09\uff0c\u5e76\u53ef\u89c6\u5316\u5176\u5728\u63a7\u5236\u9884\u6d4b\u786e\u5b9a\u6027\u4e2d\u7684\u5173\u952e\u4f5c\u7528\uff08\u56fe 2\uff09\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202408\/11\/c5dbf23577175aedd2015255700fa12c319a28.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6b64\u5916\uff0c\u7528\u6237\u53ef\u4ee5\u4ece\u63d0\u4f9b\u7684\u793a\u4f8b\u4e2d\u9009\u62e9\u6216\u8f93\u5165\u81ea\u5df1\u7684\u6587\u672c\uff08\u56fe 1A\uff09\u3002\u652f\u6301\u81ea\u5b9a\u4e49\u8f93\u5165\u6587\u672c\u53ef\u4ee5\u8ba9\u7528\u6237\u66f4\u6df1\u5165\u53c2\u4e0e\uff0c\u901a\u8fc7\u5206\u6790\u6a21\u578b\u5728\u4e0d\u540c\u6761\u4ef6\u4e0b\u7684\u884c\u4e3a\uff0c\u5e76\u6839\u636e\u4e0d\u540c\u7684\u6587\u672c\u8f93\u5165\u5bf9\u81ea\u5df1\u7684\u5047\u8bbe\u8fdb\u884c\u4ea4\u4e92\u5f0f\u6d4b\u8bd5\uff0c\u589e\u5f3a\u4e86\u7528\u6237\u7684\u53c2\u4e0e\u611f\u3002<\/p>\n<p>\u90a3\u5728\u5b9e\u9645\u4e2d\u6709\u54ea\u4e9b\u5e94\u7528\u573a\u666f\u5462\uff1f<\/p>\n<p>Rousseau \u6559\u6388\u6b63\u5728\u5bf9\u81ea\u7136\u8bed\u8a00\u5904\u7406\u8bfe\u7a0b\u7684\u8bfe\u7a0b\u5185\u5bb9\u8fdb\u884c\u73b0\u4ee3\u5316\u6539\u9020\uff0c\u4ee5\u7a81\u51fa\u751f\u6210\u5f0f AI \u7684\u6700\u65b0\u8fdb\u5c55\u3002\u5979\u6ce8\u610f\u5230\uff0c\u4e00\u4e9b\u5b66\u751f\u5c06\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u89c6\u4e3a\u6349\u6478\u4e0d\u900f\u7684\u300c\u9b54\u6cd5\u300d\uff0c\u800c\u53e6\u4e00\u4e9b\u5b66\u751f\u5219\u5e0c\u671b\u4e86\u89e3\u8fd9\u4e9b\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u4f46\u4e0d\u786e\u5b9a\u4ece\u4f55\u5165\u624b\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5979\u5f15\u5bfc\u5b66\u751f\u4f7f\u7528 Transformer Explainer\uff0c\u8be5\u5de5\u5177\u63d0\u4f9b\u4e86 Transformer \u7684\u4e92\u52a8\u6982\u89c8\uff08\u56fe 1\uff09\uff0c\u9f13\u52b1\u5b66\u751f\u79ef\u6781\u8fdb\u884c\u5b9e\u9a8c\u548c\u5b66\u4e60\u3002\u5979\u7684\u73ed\u7ea7\u6709 300 \u591a\u540d\u5b66\u751f\uff0c\u800c Transformer Explainer \u80fd\u591f\u5b8c\u5168\u5728\u5b66\u751f\u7684\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\uff0c\u65e0\u9700\u5b89\u88c5\u8f6f\u4ef6\u6216\u7279\u6b8a\u786c\u4ef6\uff0c\u8fd9\u662f\u4e00\u4e2a\u663e\u8457\u7684\u4f18\u52bf\uff0c\u6d88\u9664\u4e86\u5b66\u751f\u5bf9\u7ba1\u7406\u8f6f\u4ef6\u6216\u786c\u4ef6\u8bbe\u7f6e\u7684\u62c5\u5fe7\u3002<\/p>\n<p>\u8be5\u5de5\u5177\u901a\u8fc7\u52a8\u753b\u548c\u4e92\u52a8\u7684\u53ef\u9006\u62bd\u8c61\uff08\u56fe 1C\uff09\uff0c\u5411\u5b66\u751f\u4ecb\u7ecd\u4e86\u590d\u6742\u7684\u6570\u5b66\u8fd0\u7b97\uff0c\u5982\u6ce8\u610f\u529b\u8ba1\u7b97\u3002\u8fd9\u79cd\u65b9\u6cd5\u5e2e\u52a9\u5b66\u751f\u65e2\u83b7\u5f97\u4e86\u5bf9\u64cd\u4f5c\u7684\u9ad8\u5c42\u6b21\u7406\u89e3\uff0c\u53c8\u80fd\u6df1\u5165\u4e86\u89e3\u4ea7\u751f\u8fd9\u4e9b\u7ed3\u679c\u7684\u5e95\u5c42\u7ec6\u8282\u3002<\/p>\n<p>Rousseau \u6559\u6388\u8fd8\u610f\u8bc6\u5230\uff0cTransformer \u7684\u6280\u672f\u80fd\u529b\u548c\u5c40\u9650\u6027\u6709\u65f6\u4f1a\u88ab\u62df\u4eba\u5316\uff08\u4f8b\u5982\uff0c\u5c06\u6e29\u5ea6\u53c2\u6570\u89c6\u4e3a\u300c\u521b\u9020\u529b\u300d\u63a7\u5236\uff09\u3002\u901a\u8fc7\u9f13\u52b1\u5b66\u751f\u5b9e\u9a8c\u6e29\u5ea6\u6ed1\u5757\uff08\u56fe 1B\uff09\uff0c\u5979\u5411\u5b66\u751f\u5c55\u793a\u4e86\u6e29\u5ea6\u5b9e\u9645\u4e0a\u662f\u5982\u4f55\u4fee\u6539\u4e0b\u4e00\u4e2a\u8bcd\u5143\u7684\u6982\u7387\u5206\u5e03\uff08\u56fe 2\uff09\uff0c\u4ece\u800c\u63a7\u5236\u9884\u6d4b\u7684\u968f\u673a\u6027\uff0c\u5728\u786e\u5b9a\u6027\u548c\u66f4\u5177\u521b\u9020\u6027\u7684\u8f93\u51fa\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5f53\u7cfb\u7edf\u53ef\u89c6\u5316 token \u5904\u7406\u6d41\u7a0b\u65f6\uff0c\u5b66\u751f\u4eec\u53ef\u4ee5\u770b\u5230\u8fd9\u91cc\u5e76\u6ca1\u6709\u4efb\u4f55\u6240\u8c13\u7684\u300c\u9b54\u6cd5\u300d\u2014\u2014 \u65e0\u8bba\u8f93\u5165\u6587\u672c\u662f\u4ec0\u4e48\uff08\u56fe 1A\uff09\uff0c\u6a21\u578b\u90fd\u9075\u5faa\u4e00\u4e2a\u5b9a\u4e49\u660e\u786e\u7684\u64cd\u4f5c\u987a\u5e8f\uff0c\u4f7f\u7528 Transformer \u67b6\u6784\uff0c\u4e00\u6b21\u53ea\u91c7\u6837\u4e00\u4e2a token\uff0c\u7136\u540e\u91cd\u590d\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n<h4>\u672a\u6765\u5de5\u4f5c<\/h4>\n<p>\u7814\u7a76\u8005\u4eec\u6b63\u5728\u589e\u5f3a\u5de5\u5177\u7684\u4ea4\u4e92\u5f0f\u89e3\u91ca\u6765\u6539\u5584\u5b66\u4e60\u4f53\u9a8c\u3002\u540c\u65f6\uff0c\u4ed6\u4eec\u8fd8\u5728\u901a\u8fc7 WebGPU \u63d0\u5347\u63a8\u7406\u901f\u5ea6\uff0c\u5e76\u901a\u8fc7\u538b\u7f29\u6280\u672f\u6765\u51cf\u5c0f\u6a21\u578b\u7684\u5927\u5c0f\u3002\u4ed6\u4eec\u8fd8\u8ba1\u5212\u8fdb\u884c\u7528\u6237\u7814\u7a76\uff0c\u6765\u8bc4\u4f30 Transformer Explainer \u7684\u6548\u80fd\u548c\u53ef\u7528\u6027\uff0c\u89c2\u5bdf AI \u65b0\u624b\u3001\u5b66\u751f\u3001\u6559\u80b2\u8005\u548c\u4ece\u4e1a\u8005\u5982\u4f55\u4f7f\u7528\u8be5\u5de5\u5177\uff0c\u5e76\u6536\u96c6\u4ed6\u4eec\u5e0c\u671b\u652f\u6301\u7684\u989d\u5916\u529f\u80fd\u7684\u53cd\u9988\u610f\u89c1\u3002<\/p>\n<p>\u8fd8\u5728\u7b49\u4ec0\u4e48\uff0c\u4f60\u4e5f\u4e0a\u624b\u4f53\u9a8c\u4e00\u4e0b\uff0c\u6253\u7834\u5bf9 Transformer \u7684\u300c\u9b54\u6cd5\u300d\u5e7b\u60f3\uff0c\u771f\u6b63\u4e86\u89e3\u8fd9\u80cc\u540e\u7684\u539f\u7406\u5427\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_21729\" class=\"pvc_stats total_only  \" data-element-id=\"21729\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 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