{"id":5316,"date":"2023-12-01T15:20:00","date_gmt":"2023-12-01T07:20:00","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=5316"},"modified":"2024-12-09T15:38:14","modified_gmt":"2024-12-09T07:38:14","slug":"understand-feature-store","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/understand-feature-store","title":{"rendered":"\u4e86\u89e3\u7279\u5fb5\u5132\u5b58\uff1a\u9ad8\u6548\u7387\u6a5f\u5668\u5b78\u7fd2\u7684\u95dc\u9375"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u96a8\u8457\u6a5f\u5668\u5b78\u7fd2 (ML) \u9818\u57df\u7684\u5feb\u901f\u767c\u5c55\uff0c\u7279\u5fb5\u5132\u5b58\u5df2\u6210\u70ba ML \u7ba1\u9053\u4e2d\u7684\u95dc\u9375\u5143\u4ef6\u3002\u7279\u5fb5\u5132\u5b58\u662f\u4e00\u500b\u96c6\u4e2d\u5f0f\u5132\u5b58\u5eab\uff0c\u5728\u5132\u5b58\u3001\u7ba1\u7406\u548c\u5b58\u53d6\u7279\u5fb5\uff08\u5c0d\u65bc\u5efa\u7acb\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u81f3\u95dc\u91cd\u8981\u7684\u7d93\u904e\u8655\u7406\u548c\u8f49\u63db\u7684\u8cc7\u6599\uff09\u65b9\u9762\u767c\u63ee\u95dc\u9375\u4f5c\u7528\u3002\u8b93\u6211\u5011\u4e00\u8d77\u6df1\u5165\u7814\u7a76\u7279\u5fb5\u5132\u5b58\u7684\u6982\u5ff5\uff0c\u63a2\u7d22\u5b83\u5011\u7684\u597d\u8655\u3001\u529f\u80fd\u4ee5\u53ca\u5b83\u5011\u5982\u4f55\u5fb9\u5e95\u6539\u8b8a ML \u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-1\"><strong>\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7279\u5fb5\u5132\u5b58\u7684\u6f14\u8b8a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5fb5\u5132\u5b58\u89e3\u6c7a\u4e86\u6a5f\u5668\u5b78\u7fd2\u751f\u547d\u9031\u671f\u4e2d\u7684\u4e00\u500b\u4e3b\u8981\u6311\u6230\uff1a\u7ba1\u7406\u548c\u5354\u8abf\u7279\u5fb5\u5275\u5efa\u3001\u6a21\u578b\u8a13\u7df4\u548c\u9810\u6e2c\u7684\u5404\u500b\u968e\u6bb5\u3002\u9019\u9805\u6311\u6230\u7d93\u5e38\u88ab\u5ffd\u8996\uff0c\u53ef\u80fd\u6703\u5c0e\u81f4\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u6548\u7387\u4f4e\u4e0b\u548c\u4e0d\u4e00\u81f4\u3002\u7279\u5fb5\u5132\u5b58\u63d0\u4f9b\u4e86\u4e00\u7a2e\u89e3\u6c7a\u65b9\u6848\uff0c\u78ba\u4fdd\u7279\u5fb5\u7684\u4e00\u81f4\u6027\u548c\u7c21\u5316\u7684\u53ef\u5b58\u53d6\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 ML \u7684\u80cc\u666f\u4e0b\uff0c\u7279\u5fb5\u662f\u7d93\u904e\u8f49\u63db\u7684\u8cc7\u6599\u7247\u6bb5\uff0c\u9019\u4e9b\u8cc7\u6599\u8f38\u5165\u5230 ML \u6a21\u578b\u4e2d\u4ee5\u9032\u884c\u9810\u6e2c\u6216\u6c7a\u7b56\u3002\u9019\u4e9b\u529f\u80fd\u7684\u54c1\u8cea\u548c\u7ba1\u7406\u76f4\u63a5\u5f71\u97ff\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u6709\u6548\u6027\u548c\u6e96\u78ba\u6027\u3002\u5982\u679c\u6c92\u6709\u9069\u7576\u7684\u7ba1\u7406\uff0c\u529f\u80fd\u53ef\u80fd\u6703\u8b8a\u5f97\u4e0d\u4e00\u81f4\uff0c\u5c0e\u81f4\u6a21\u578b\u4e0d\u53ef\u9760\u4e14\u96e3\u4ee5\u7dad\u8b77\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-2\"><strong>\u7279\u5fb5\u5b58\u5132\u7684\u6838\u5fc3\u9762<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-3\"><strong>1. \u96c6\u4e2d\u7ba1\u7406<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e2d\u592e\u4e2d\u5fc3\uff1a<\/strong>\u7279\u5fb5\u5132\u5b58\u5145\u7576\u7279\u5fb5\u8cc7\u6599\u7684\u4e2d\u592e\u5132\u5b58\u5eab\uff0c\u4fc3\u9032\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u4e00\u81f4\u6027\u548c\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>\u5c0d\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u5f71\u97ff\uff1a<\/strong>\u9019\u7a2e\u96c6\u4e2d\u5f0f\u65b9\u6cd5\u63d0\u9ad8\u4e86\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u8cea\u91cf\uff0c\u78ba\u4fdd\u529f\u80fd\u5f97\u5230\u4e00\u81f4\u7684\u7ba1\u7406\u548c\u90e8\u7f72\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-4\"><strong>2. \u53ef\u767c\u73fe\u6027\u548c\u53ef\u8a2a\u554f\u6027<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6613\u65bc\u5b58\u53d6\uff1a<\/strong>\u529f\u80fd\u5546\u5e97\u63d0\u4f9b\u4f7f\u7528\u8005\u4ecb\u9762\u548c API\uff0c\u4ee5\u4fbf\u76f4\u63a5\u700f\u89bd\u3001\u641c\u5c0b\u548c\u5b58\u53d6\u529f\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u4fc3\u9032\u5354\u4f5c\uff1a<\/strong>\u5b83\u5011\u900f\u904e\u4f7f\u529f\u80fd\u6613\u65bc\u5b58\u53d6\u548c\u53ef\u91cd\u8907\u4f7f\u7528\u4f86\u5be6\u73fe\u8cc7\u6599\u79d1\u5b78\u5bb6\u4e4b\u9593\u7684\u7121\u7e2b\u5354\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-5\"><strong>3. \u4e00\u81f4\u6027\u548c\u54c1\u8cea\u4fdd\u8b49<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d71\u4e00\u7279\u5fb5\u5de5\u7a0b\uff1a<\/strong>\u7279\u5fb5\u5132\u5b58\u78ba\u4fdd\u8a13\u7df4\u548c\u63a8\u7406\u968e\u6bb5\u4f7f\u7528\u76f8\u540c\u7684\u65b9\u6cd5\u548c\u8a08\u7b97\uff0c\u5f9e\u800c\u6e1b\u5c11\u5dee\u7570\u3002<\/li>\n\n\n\n<li><strong>\u7dad\u8b77\u6a19\u6e96\uff1a<\/strong>\u5b83\u5011\u5728\u7dad\u8b77\u8cc7\u6599\u54c1\u8cea\u548c\u6cbb\u7406\u6a19\u6e96\u65b9\u9762\u767c\u63ee\u8457\u81f3\u95dc\u91cd\u8981\u7684\u4f5c\u7528\uff0c\u9019\u5c0d\u65bc\u53ef\u9760\u7684\u6a5f\u5668\u5b78\u7fd2\u5efa\u6a21\u81f3\u95dc\u91cd\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-6\"><strong>Databricks \u7279\u5fb5\u5132\u5b58\uff1a\u6df1\u5165\u4e86\u89e3<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Databricks \u7279\u5fb5\u5132\u5b58\u5728 Databricks \u751f\u614b\u7cfb\u7d71\u4e2d\u63d0\u4f9b\u4e86\u6574\u5408\u89e3\u6c7a\u65b9\u6848\uff0c\u5c24\u5176\u5728\u7279\u5fb5\u53ef\u767c\u73fe\u6027\u3001\u6cbf\u8972\u8ffd\u8e64\u4ee5\u53ca\u8207\u6a21\u578b\u8a55\u5206\u548c\u670d\u52d9\u7684\u7121\u7e2b\u6574\u5408\u7b49\u65b9\u9762\u8868\u73fe\u51fa\u8272\u3002\u5b83\u662f\u7279\u5fb5\u5132\u5b58\u5982\u4f55\u63d0\u9ad8 ML \u5de5\u4f5c\u6d41\u7a0b\u7684\u6548\u7387\u548c\u6e96\u78ba\u6027\u7684\u4e00\u500b\u5178\u578b\u7bc4\u4f8b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-6\"><strong>Databricks \u7279\u5fb5\u5eab\u7684\u4e3b\u8981\u512a\u9ede<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ef\u767c\u73fe\u6027\uff1a<\/strong>\u63d0\u4f9b\u76f4\u89ba\u7684\u4f7f\u7528\u8005\u4ecb\u9762\u4f86\u5c0b\u627e\u73fe\u6709\u529f\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u6cbf\u8972\u8ffd\u8e64\uff1a<\/strong>\u8ffd\u8e64\u7279\u5fb5\u8868\u4e2d\u8cc7\u6599\u7684\u8d77\u6e90\u548c\u61c9\u7528\u3002<\/li>\n\n\n\n<li><strong>\u8207\u6a21\u578b\u8a55\u5206\u6574\u5408\uff1a<\/strong>\u4fc3\u9032\u6a21\u578b\u5728\u5404\u500b\u8a55\u5206\u968e\u6bb5\u7684\u81ea\u52d5\u7279\u5fb5\u6aa2\u7d22\u3002<\/li>\n\n\n\n<li><strong>\u6642\u9593\u9ede\u67e5\u627e\uff1a<\/strong>\u70ba\u6642\u9593\u654f\u611f\u7684\u61c9\u7528\u7a0b\u5f0f\u63d0\u4f9b\u5f37\u5927\u7684\u652f\u6301\uff0c\u9019\u5c0d\u65bc\u67d0\u4e9b\u6a5f\u5668\u5b78\u7fd2\u7528\u4f8b\u4f86\u8aaa\u662f\u4e00\u500b\u95dc\u9375\u65b9\u9762\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-8\"><strong>\u63a2\u7d22 Hopsworks\uff1aPython \u539f\u751f\u7279\u5fb5\u5b58\u5132<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hopsworks \u4f5c\u70ba\u4e00\u500b\u7121\u4f3a\u670d\u5668\u3001Python \u539f\u751f\u529f\u80fd\u5b58\u5132\uff0c\u63d0\u4f9b\u4e86\u4e00\u7d44\u5c08\u9580\u91dd\u5c0d Python \u7528\u6236\u7684\u7368\u7279\u529f\u80fd\u3002\u5b83\u5c07 Python \u7684\u9748\u6d3b\u6027\u8207\u5c08\u7528\u7279\u5fb5\u5132\u5b58\u7684\u7a69\u5065\u6027\u7d50\u5408\u5728\u4e00\u8d77\uff0c\u4f7f\u5176\u6210\u70ba\u8a31\u591a ML \u5f9e\u696d\u8005\u7684\u6709\u5438\u5f15\u529b\u7684\u9078\u64c7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-7\"><strong>Hopsworks \u7684\u7368\u7279\u7522\u54c1<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ee5 Python \u70ba\u4e2d\u5fc3\u7684\u8a2d\u8a08\uff1a<\/strong>Hopsworks \u5c08\u70ba Python \u4f7f\u7528\u8005\u91cf\u8eab\u5b9a\u5236\uff0c\u7c21\u5316\u4e86\u7279\u5fb5\u5132\u5b58\u8207\u73fe\u6709\u57fa\u65bc Python \u7684 ML \u5de5\u4f5c\u6d41\u7a0b\u7684\u6574\u5408\u3002<\/li>\n\n\n\n<li><strong>\u96d9\u8cc7\u6599\u5eab\u7cfb\u7d71\uff1a<\/strong>\u6709\u6548\u7ba1\u7406\u6b77\u53f2\u548c\u5373\u6642\u7279\u5fb5\u6578\u64da\uff0c\u9019\u662f\u52d5\u614b\u6a5f\u5668\u5b78\u7fd2\u61c9\u7528\u7a0b\u5f0f\u7684\u95dc\u9375\u8981\u6c42\u3002<\/li>\n\n\n\n<li><strong>API\u652f\u63f4\uff1a<\/strong>\u63d0\u4f9b\u4e00\u5957\u5168\u9762\u7684API\uff0c\u7c21\u5316\u8207\u5404\u7a2eML\u7ba1\u9053\u7684\u96c6\u6210\uff0c\u4e26\u78ba\u4fdd\u8cc7\u6599\u7684\u4e00\u81f4\u6027\u548c\u5b89\u5168\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-10\"><strong>Snowflake \u7684\u7279\u5fb5\u5132\u5b58\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake \u7684\u7279\u5fb5\u5132\u5b58\u6982\u5ff5\u5f37\u8abf\u4e86\u5176\u5728\u7ba1\u7406\u6574\u500b ML \u7279\u5fb5\u751f\u547d\u9031\u671f\u4e2d\u7684\u6838\u5fc3\u4f5c\u7528\u3002\u9019\u7a2e\u65b9\u6cd5\u56e0\u5176\u5c0d\u66f4\u5ee3\u6cdb\u7684 Snowflake \u751f\u614b\u7cfb\u7d71\u4e2d\u7684\u529f\u80fd\u3001\u512a\u52e2\u548c\u6574\u5408\u80fd\u529b\u7684\u95dc\u6ce8\u800c\u7279\u5225\u5f15\u4eba\u6ce8\u76ee\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-8\"><strong>Snowflake\u7279\u5fb5\u5eab\u8981\u9ede<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ML \u4e2d\u7684\u6838\u5fc3\u89d2\u8272\uff1a<\/strong>\u5f37\u8abf\u7ba1\u7406 ML \u529f\u80fd\u7684\u6574\u500b\u751f\u547d\u9031\u671f\u7684\u91cd\u8981\u6027\u3002<\/li>\n\n\n\n<li><strong>\u529f\u80fd\uff1a<\/strong>\u5c08\u6ce8\u65bc\u5728\u7279\u5fb5\u5de5\u7a0b\u4e2d\u5be6\u73fe\u8cc7\u6599\u7684\u8f38\u5165\u3001\u8ffd\u8e64\u548c\u6cbb\u7406\u3002<\/li>\n\n\n\n<li><strong>\u512a\u9ede\uff1a<\/strong>\u7a81\u986f\u7279\u5fb5\u91cd\u8907\u4f7f\u7528\u3001\u4e00\u81f4\u6027\u548c\u5cf0\u503c\u6a21\u578b\u6548\u80fd\u7684\u512a\u52e2\u3002<\/li>\n\n\n\n<li><strong>\u8207 Snowflake \u6574\u5408\uff1a<\/strong>\u63d0\u4f9b Python API \u548c SQL \u63a5\u53e3\uff0c\u78ba\u4fdd\u6a21\u578b\u8a13\u7df4\u548c\u63a8\u7406\u4e2d\u4f7f\u7528\u7684\u529f\u80fd\u5177\u6709\u55ae\u4e00\u4e8b\u5be6\u4f86\u6e90\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-12\"><strong>\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7279\u5fb5\u5132\u5b58\u7684\u672a\u4f86<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96a8\u8457\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u7684\u4e0d\u65b7\u767c\u5c55\u548c\u767c\u5c55\uff0c\u7279\u5fb5\u5132\u5b58\u7684\u91cd\u8981\u6027\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u660e\u986f\u3002\u5b83\u5011\u63d0\u4f9b\u4e86\u4e00\u7a2e\u7d50\u69cb\u5316\u4e14\u9ad8\u6548\u7684\u65b9\u6cd5\u4f86\u8655\u7406\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7279\u5fb5\u7ba1\u7406\u7684\u8907\u96dc\u6027\u3002\u5728 Databricks\u3001Hopsworks \u548c Snowflake \u7b49\u5e73\u53f0\u7684\u5f15\u9818\u4e0b\uff0c\u7279\u5fb5\u5132\u5b58\u5c07\u6210\u70ba\u8cc7\u6599\u79d1\u5b78\u5bb6\u548c\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b\u5de5\u5177\u7bb1\u4e2d\u7684\u6a19\u6e96\u5143\u4ef6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h3-9\"><strong>\u7279\u5fb5\u5132\u5b58\u5c0d\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u7684\u5f71\u97ff<\/strong><\/h3>\n\n\n\n<p 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