{"id":10374,"date":"2026-07-19T22:21:10","date_gmt":"2026-07-19T14:21:10","guid":{"rendered":"https:\/\/infernews.com\/blog\/tabfm-tabular-foundation-model-is-a-pretrained-tabular-foundation-model-develope\/"},"modified":"2026-07-19T22:21:10","modified_gmt":"2026-07-19T14:21:10","slug":"tabfm-tabular-foundation-model-is-a-pretrained-tabular-foundation-model-develope","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/tabfm-tabular-foundation-model-is-a-pretrained-tabular-foundation-model-develope\/","title":{"rendered":"Google \u958b\u6e90\u8868\u683c\u57fa\u790e\u6a21\u578b TabFM\uff1a\u96f6\u6a23\u672c\u8655\u7406\u6df7\u5408\u6b04\u4f4d\u8cc7\u6599"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-1c7f429c15b1.jpg\" alt=\"Repository image for google-research\/tabfm\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u719f\u6089\u8868\u683c\u8cc7\u6599\u5206\u6790\u7684\u4eba\u4f86\u8aaa\uff0c\u6bcf\u6b21\u63db\u8cc7\u6599\u96c6\u5c31\u5f97\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\uff0c\u662f\u4e00\u500b\u9577\u671f\u5b58\u5728\u7684\u75db\u9ede\u3002TabFM \u60f3\u89e3\u6c7a\u7684\u5c31\u662f\u9019\u500b\u5361\u4f4d\uff1a\u900f\u904e in-context learning\uff0c\u628a\u8a13\u7df4\u8cc7\u6599\u7576\u4f5c\u300c\u4e0a\u4e0b\u6587\u300d\u76f4\u63a5\u9935\u9032\u6a21\u578b\uff0c\u7701\u6389\u9010\u500b\u8cc7\u6599\u96c6\u505a\u53c3\u6578\u8a13\u7df4\u7684\u6b65\u9a5f\uff0c\u652f\u63f4\u6578\u503c\u8207\u985e\u5225\u6df7\u5408\u6b04\u4f4d\u7684\u96f6\u6a23\u672c\u5206\u985e\u8207\u8ff4\u6b78\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u5c6c\u65bc\u6a21\u578b\u8207\u6846\u67b6\u6df7\u5408\u6027\u8cea\u7684\u958b\u6e90\u5de5\u5177\uff0c\u4ee5 scikit-learn \u98a8\u683c\u7684 API \u5448\u73fe\uff0c\u56e0\u6b64\u719f\u6089 <code>fit<\/code>\u3001<code>predict<\/code>\u3001<code>predict_proba<\/code> \u7684\u4eba\u53ef\u4ee5\u5e7e\u4e4e\u7121\u75db\u5730\u63a5\u5165\u3002\u5b83\u63d0\u4f9b v1.0.0 \u9810\u8a13\u7df4\u6b0a\u91cd\uff0c\u4f7f\u7528\u8005\u53ef\u9078\u64c7 JAX\uff08\u542b Flax 0.12.7 \u7684 <code>flax.nnx<\/code> API\uff09\u6216 PyTorch\uff08torch 2.12.1\uff09\u4f5c\u70ba\u5f8c\u7aef\uff0c\u6b0a\u91cd\u6703\u81ea\u52d5\u5f9e Hugging Face Hub \u4e0b\u8f09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8207\u50b3\u7d71\u76e3\u7763\u5f0f\u8868\u683c\u6a21\u578b\u76f8\u6bd4\uff0cTabFM \u7684\u5dee\u7570\u5728\u65bc\u300c\u5373\u6642\u9810\u6e2c\u3001\u4e0d\u9700\u8981\u518d\u8a13\u7df4\u300d\u9019\u500b\u53d6\u5411\uff0c\u7279\u5225\u9069\u5408\u5feb\u901f\u539f\u578b\u8a2d\u8a08\u6216\u8cc7\u6599\u96c6\u983b\u7e41\u8b8a\u52d5\u7684\u5834\u666f\uff1b\u4e0d\u904e\u5b83\u7684\u5be6\u969b\u6548\u679c\u4ecd\u53d6\u6c7a\u65bc\u9810\u8a13\u7df4\u6b0a\u91cd\u5c0d\u76ee\u6a19\u9818\u57df\u7684\u8986\u84cb\u7a0b\u5ea6\u3002\u4e2d\u5c0f\u578b\u8cc7\u6599\u5718\u968a\u3001\u9700\u8981\u8655\u7406\u591a\u7a2e\u8868\u683c\u6b04\u4f4d\u985e\u578b\u7684\u7814\u7a76\u8005\uff0c\u4ee5\u53ca\u60f3\u7528\u7d71\u4e00\u4ecb\u9762\u540c\u6642\u8dd1\u5206\u985e\u8207\u8ff4\u6b78\u4efb\u52d9\u7684\u4eba\uff0c\u8f03\u5bb9\u6613\u5f9e\u4e2d\u53d7\u60e0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6548\u80fd\u65b9\u9762\uff0c\u7531\u65bc\u539f\u6587\u63d0\u4f9b\u7684\u8a55\u6e2c\u7d30\u7bc0\u6709\u9650\uff0c\u96e3\u4ee5\u65b7\u8a00\u5b83\u5728\u6240\u6709\u57fa\u6e96\u4e0a\u7684\u5f37\u5f31\uff1b\u63a1\u7528 GPU \u7248\u672c\u6642\u63a8\u7406\u901f\u5ea6\u6703\u660e\u986f\u63d0\u5347\uff0c\u4f46 CPU \u74b0\u5883\u4ea6\u53ef\u904b\u884c\u3002\u9700\u6ce8\u610f\u6b64\u9805\u76ee\u4e26\u975e Google \u5b98\u65b9\u652f\u63f4\u7522\u54c1\uff0c\u5b9a\u4f4d\u504f\u5411\u7814\u7a76\u539f\u578b\uff0c\u6b63\u5f0f\u90e8\u7f72\u524d\u61c9\u81ea\u884c\u8a55\u4f30\u7a69\u5b9a\u6027\u8207\u8cc7\u6599\u5408\u898f\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u96f6\u6a23\u672c\u63a8\u8ad6<\/strong>\uff1a\u7121\u9700\u5728\u81ea\u5df1\u8cc7\u6599\u4e0a\u8a13\u7df4\u53c3\u6578\uff0c\u9760 in-context learning \u5373\u6642\u7522\u751f\u9810\u6e2c<\/li>\n<li><strong>scikit-learn \u76f8\u5bb9 API<\/strong>\uff1a\u53ef\u7528\u719f\u6089\u7684 <code>fit<\/code>\u3001<code>predict<\/code>\u3001<code>predict_proba<\/code> \u6d41\u7a0b\u63a5\u5165<\/li>\n<li><strong>\u6df7\u5408\u6b04\u4f4d\u652f\u63f4<\/strong>\uff1a\u540c\u6642\u8655\u7406\u6578\u503c\u8207\u985e\u5225\u7279\u5fb5\uff0c\u514d\u53bb\u984d\u5916\u524d\u8655\u7406\u8a2d\u8a08<\/li>\n<li><strong>\u96d9\u5f8c\u7aef\u9078\u64c7<\/strong>\uff1a\u53ef\u4f9d\u74b0\u5883\u9700\u6c42\u5728 JAX\uff08Flax\uff09\u8207 PyTorch \u4e4b\u9593\u5207\u63db<\/li>\n<li><strong>\u958b\u6e90\u4f46\u975e\u5b98\u65b9\u7522\u54c1<\/strong>\uff1a\u5b9a\u4f4d\u70ba\u7814\u7a76\u6027\u8cea\uff0c\u90e8\u7f72\u524d\u5b9c\u81ea\u884c\u9a57\u8b49\u6548\u679c\u8207\u5408\u898f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/research.google\/blog\/introducing-tabfm-a-zero-shot-foundation-model-for-tabular-data\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/google-research\/tabfm\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/google\/tabfm-1.0.0-pytorch\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u500b\u5c08\u9580\u70ba\u8868\u683c\u8cc7\u6599\u8a2d\u8a08\u7684\u57fa\u790e\u6a21\u578b\uff0c\u7531 Google Research \u958b\u6e90\uff0c\u7121\u9700\u8a13\u7df4\u5373\u53ef\u505a\u5206\u985e\u8207\u8ff4\u6b78\uff0c\u5c0d\u65bc\u5e38\u7528 scikit-learn \u7684\u5718\u968a\u7279\u5225\u53cb\u5584\u3002<\/p>\n","protected":false},"author":8,"featured_media":10373,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,178,137,152,76,199],"tags":[],"class_list":["post-10374","post","type-post","status-publish","format-standard","hentry","category-133","category-google","category-api","category-python","category-76","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10374","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10374"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10374\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10373"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10374"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10374"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}