{"id":6132,"date":"2024-12-26T17:13:36","date_gmt":"2024-12-26T08:13:36","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6132"},"modified":"2025-09-26T15:18:29","modified_gmt":"2025-09-26T06:18:29","slug":"mlflow_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/mlflow_glossary\/","title":{"rendered":"\u3010\u6700\u65b0\u7248\u3011MLflow\u306e\u771f\u9ac4\uff1a\u5b9f\u9a13\u7ba1\u7406\u304b\u3089MLOps\u5b9f\u8df5\u307e\u3067\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>MLflow\u306e\u57fa\u672c\u6982\u5ff5\u304b\u3089\u5fdc\u7528\u5206\u91ce\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u5c06\u6765\u5c55\u671b\u307e\u3067\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002MLflow\u3092\u6df1\u304f\u7406\u89e3\u3057\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u3084\u7814\u7a76\u306b\u5f79\u7acb\u3066\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>MLflow\u306f\u4eca\u3084\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u4e00\u8cab\u3057\u3066\u652f\u63f4\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001MLOps\u6226\u7565\u306e\u4e2d\u5fc3\u7684\u5b58\u5728\u3068\u306a\u308a\u307e\u3057\u305f\u3002Databricks\u304c\u63d0\u4f9b\u3059\u308b\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u8fd1\u5e74\u306e2.x\u30b7\u30ea\u30fc\u30ba\u306b\u304a\u3044\u3066\u3055\u3089\u306a\u308b\u9032\u5316\u3092\u9042\u3052\u3001<span data-token-index=\"1\" class=\"notion-enable-hover\">\u751f\u6210AI<\/span>\u3084<span data-token-index=\"3\" class=\"notion-enable-hover\">\u30bb\u30ad\u30e5\u30a2\u306aML\u74b0\u5883\u69cb\u7bc9<\/span>\u3068\u3044\u3063\u305f\u5148\u7aef\u9818\u57df\u3078\u306e\u5bfe\u5fdc\u3082\u52a0\u901f\u3002\u672c\u8a18\u4e8b\u3067\u306f\u30012025\u5e74\u6700\u65b0\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3084\u5b9f\u904b\u7528\u3067\u306e\u5b9f\u8df5\u77e5\u898b\u3092\u4ea4\u3048\u3066\u3001MLflow\u306e\u53ef\u80fd\u6027\u3092\u518d\u5b9a\u7fa9\u3057\u307e\u3059\u3002<!-- notionvc: 565f45e7-1994-4929-a581-6a28b68e57e2 --><\/p>\r\n<p><!-- notionvc: 8036944d-c1bf-4541-9e90-3a76b37c9eff --><\/p>\n\n<h2>\u4e3b\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u30dd\u30a4\u30f3\u30c8\uff082025\u5e74\u7248\uff09<\/h2>\n<ul>\r\n\t<li><strong>MLflow 2.12\u301c2.13\u5bfe\u5fdc\uff1aLangChain\/Transformers\u5bfe\u5fdc\u3001\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u6a19\u6e96\u5316<\/strong><\/li>\r\n\t<li><strong><code>mlflow.evaluate()<\/code>\u306e\u5f37\u5316\uff1a\u8a55\u4fa1\u6307\u6a19\u304c\u62e1\u5f35\u3055\u308c\u3001\u56de\u5e30\u30fb\u5206\u985e\u30fbLLM\u306b\u6a19\u6e96\u5bfe\u5fdc<\/strong><\/li>\r\n\t<li><strong>LangChain\u30b5\u30dd\u30fc\u30c8\uff1a\u751f\u6210AI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306bMLflow Tracking\u3092\u7d71\u5408<\/strong><\/li>\r\n\t<li><strong>OpenAI\/Azure\/GCP\u3068\u9023\u643a\u3057\u305f\u30bb\u30ad\u30e5\u30a2\u306a\u63a8\u8ad6\u74b0\u5883\u69cb\u7bc9\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/strong><\/li>\r\n\t<li><strong>Model Evaluation\u3068Model Registry\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u627f\u8a8d\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316\u304c\u52a0\u901f<\/strong><\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 564ddf5b-382b-44e2-8039-832543ba0a70 --><\/p>\n\n<h2>MLflow\u304c2025\u5e74\u3082\u6ce8\u76ee\u3055\u308c\u308b\u7406\u7531<\/h2>\n<ul>\r\n\t<li><strong>\u751f\u6210AI\u30d6\u30fc\u30e0\u3092\u80cc\u666f\u306b\u300c\u518d\u73fe\u6027\u300d\u3084\u300c\u8aac\u660e\u6027\u300d\u304c\u6539\u3081\u3066\u91cd\u8981\u306b<\/strong><\/li>\r\n\t<li><strong>AI\u30e2\u30c7\u30eb\u306e\u8cac\u4efb\u3042\u308b\u904b\u7528\uff08Responsible AI\uff09\u306b\u5411\u3051\u305f\u30ac\u30d0\u30ca\u30f3\u30b9\u6a5f\u80fd<\/strong><\/li>\r\n\t<li><strong>LangChain\u3084Transformers\u3068\u306e\u7d71\u5408\u3067\u3001LLM\u958b\u767a\u306b\u3082\u5bfe\u5fdc<\/strong><\/li>\r\n\t<li><strong>Databricks Unity Catalog\u3068\u306e\u9023\u643a\u3067\u3001\u30c7\u30fc\u30bf\u30fb\u6a5f\u68b0\u5b66\u7fd2\u8cc7\u7523\u306e\u7d71\u5408\u7ba1\u7406\u304c\u53ef\u80fd\u306b<\/strong><\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 8d902e37-72dc-4020-ac6c-f33e454ee0c9 --><\/p>\n\n<h2>\u6a5f\u80fd\u5225\u89e3\u8aac\u30682025\u5e74\u306e\u6d3b\u7528\u30c8\u30ec\u30f3\u30c9<\/h2>\n<b>Tracking: \u5b9f\u9a13\u30ed\u30b0\u3092\u300c\u8a55\u4fa1\u300d\u3078\u9032\u5316<\/b>\r\n<ul>\r\n\t<li><code>mlflow.log_param()<\/code>\u3084<code>mlflow.log_metric()<\/code>\u306b\u3088\u308b\u57fa\u672c\u7684\u306a\u30ed\u30b0\u306b\u52a0\u3048\u3001<\/li>\r\n\t<li><code>mlflow.evaluate()<\/code>\u3067\u30e2\u30c7\u30eb\u54c1\u8cea\u3092\u7d71\u4e00\u6307\u6a19\u3067\u5b9a\u91cf\u5316\uff08F1, MAE, BLEU, ROUGE\u306a\u3069\uff09<\/li>\r\n\t<li>UI\u3067\u306f<strong>\u8996\u899a\u7684\u306a\u30e1\u30c8\u30ea\u30af\u30b9\u6bd4\u8f03\u30b0\u30e9\u30d5<\/strong>\u3082\u5c0e\u5165\u3055\u308c\u3001\u30c1\u30fc\u30e0\u9593\u5171\u6709\u304c\u3088\u308a\u7c21\u5358\u306b<\/li>\r\n<\/ul>\r\n<b>Projects: \u74b0\u5883\u69cb\u6210\u306e\u518d\u73fe\u6027\u306bDocker\/Conda\u3060\u3051\u3067\u306a\u304f<strong>LLM\u8a2d\u5b9a\u7ba1\u7406<\/strong>\u3082\u5bfe\u5fdc<\/b>\r\n<ul>\r\n\t<li>LLM\u30a2\u30d7\u30ea\u958b\u767a\u306e\u305f\u3081\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u7ba1\u7406\u3084\u74b0\u5883\u8a18\u9332\u304c\u91cd\u8981\u306b<\/li>\r\n\t<li>LangChain\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7528\u306e\u30ab\u30b9\u30bf\u30e0MLproject\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3082\u767b\u5834<\/li>\r\n<\/ul>\r\n<b>Models\/Registry: API\u9023\u643a\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u304c\u3055\u3089\u306b\u5805\u7262\u306b<\/b>\r\n<ul>\r\n\t<li><strong>REST API\u3084Azure Functions\u7d4c\u7531\u3067\u5373\u6642\u30c7\u30d7\u30ed\u30a4<\/strong><\/li>\r\n\t<li><strong>Model Signature<\/strong>\u306b\u52a0\u3048\u3001<code>expected_input_example<\/code>\u3067\u81ea\u52d5\u5165\u529b\u691c\u8a3c<\/li>\r\n\t<li>\u30e2\u30c7\u30eb\u8a55\u4fa1\u7d50\u679c\u3092\u542b\u3093\u3060\u30d0\u30fc\u30b8\u30e7\u30f3\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u306b<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 76b5adde-0e4a-4366-b46e-a9b10369ffbd --><\/p>\n\n<h2>\u9032\u5316\u3059\u308bMLOps\uff1aLLM\u3068MLOps\u306e\u878d\u5408<\/h2>\n<ul>\r\n\t<li>LangChain\u3068MLflow\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u5b9f\u9a13\u300d\u3084\u300cLLM\u8a55\u4fa1\u300d\u304cMLflow\u4e0a\u3067\u53ef\u80fd\u306b<\/li>\r\n\t<li><code>mlflow.langchain.log_model()<\/code> \u3092\u6d3b\u7528\u3057\u3001ChatBot\u3084\u691c\u7d22\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u304c\u53ef\u80fd\u306b<\/li>\r\n\t<li>Prompt Engineering\u306e\u6210\u679c\u3092Tracking\u3067\u4e00\u5143\u7ba1\u7406\u3057\u3001<strong>\u518d\u73fe\u6027\u306e\u3042\u308bLLM\u958b\u767a<\/strong>\u304c\u52a0\u901f<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 220324b0-abd6-43b0-b7b0-4d44d7a42472 --><\/p>\n\n<h2>MLflow 2.13\u306e\u4e3b\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\uff082025\u5e746\u6708\u30ea\u30ea\u30fc\u30b9\uff09<\/h2>\n<p>2025\u5e746\u6708\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fMLflow 2.13\u306f\u3001\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u5b9f\u7528\u6027\u3068\u67d4\u8edf\u6027\u3092\u9ad8\u3081\u305f\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u4e2d\u3067\u3082\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001\u30e2\u30c7\u30eb\u8a55\u4fa1\u6a5f\u80fd\u3084\u751f\u6210AI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3078\u306e\u5bfe\u5fdc\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7d71\u5408\u306e\u5f37\u5316\u3067\u3059\u3002<\/p>\r\n<p>\u307e\u305a\u3001<code>mlflow.evaluate()<\/code> \u306e\u6a5f\u80fd\u304c\u5927\u5e45\u306b\u5f37\u5316\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u307e\u3067\u56de\u5e30\u3084\u5206\u985e\u3068\u3044\u3063\u305f\u4f1d\u7d71\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u305f\u3053\u306e\u8a55\u4fa1\u95a2\u6570\u306f\u3001\u6700\u65b0\u7248\u3067**\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09**\u306b\u3082\u6a19\u6e96\u5bfe\u5fdc\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002BLEU\u30b9\u30b3\u30a2\u3084ROUGE\u30b9\u30b3\u30a2\u3068\u3044\u3063\u305f\u81ea\u7136\u8a00\u8a9e\u751f\u6210\u306e\u54c1\u8cea\u8a55\u4fa1\u6307\u6a19\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3001\u751f\u6210\u30e2\u30c7\u30eb\u306e\u5b9a\u91cf\u7684\u306a\u6bd4\u8f03\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u307e\u305f\u3001LangChain\u3068\u306e\u516c\u5f0f\u7d71\u5408\u304c\u958b\u59cb\u3055\u308c\u3001<code>mlflow.langchain.log_model()<\/code> \u3092\u4f7f\u3046\u3053\u3068\u3067\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u6210\u3084\u30d7\u30ed\u30f3\u30d7\u30c8\u30c1\u30a7\u30fc\u30f3\u305d\u306e\u3082\u306e\u3092MLflow\u4e0a\u3067\u7ba1\u7406\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u751f\u6210AI\u3092\u7528\u3044\u305f\u30a2\u30d7\u30ea\u958b\u767a\u306b\u304a\u3051\u308b<strong>\u518d\u73fe\u6027\u3068\u900f\u660e\u6027<\/strong>\u304c\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\r\n<p>UI\u9762\u306e\u6539\u5584\u3082\u898b\u9003\u305b\u307e\u305b\u3093\u3002MLflow\u306eWeb UI\u306b\u306f\u3001\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u8a73\u7d30\u306a\u30ec\u30dd\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u306e\u6bd4\u8f03\u6a5f\u80fd\u304c\u8ffd\u52a0\u3055\u308c\u3001\u8907\u6570\u306e\u5b9f\u9a13\u7d50\u679c\u3092\u3088\u308a\u8996\u899a\u7684\u304b\u3064\u76f4\u611f\u7684\u306b\u6bd4\u8f03\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u30c1\u30fc\u30e0\u3067\u306e\u610f\u601d\u6c7a\u5b9a\u3084\u30ec\u30d3\u30e5\u30fc\u3082\u5186\u6ed1\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3055\u3089\u306b\u3001Model Registry\u3068\u306e\u7d71\u5408\u304c\u3088\u308a\u5bc6\u63a5\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u8a55\u4fa1\u7d50\u679c\u3092\u30c8\u30ea\u30ac\u30fc\u306b\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u300cStaging\u300d\u3084\u300cProduction\u300d\u306b\u6607\u683c\u3055\u305b\u308b\u3088\u3046\u306a\u30d5\u30ed\u30fc\u3092\u7d44\u3080\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001<strong>CI\/CD\u3068\u306e\u9023\u643a\u3084\u30e2\u30c7\u30eb\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u81ea\u52d5\u5316<\/strong>\u304c\u73fe\u5b9f\u7684\u306a\u9078\u629e\u80a2\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u6700\u5f8c\u306b\u3001Databricks\u304c\u63d0\u4f9b\u3059\u308b<strong>Unity Catalog<\/strong>\u3068\u306e\u7d71\u5408\u3082\u9032\u307f\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001MLflow\u304b\u3089\u30ed\u30b0\u3055\u308c\u305f\u5b9f\u9a13\u3084\u30e2\u30c7\u30eb\u304c\u3001\u540c\u3058\u30ac\u30d0\u30ca\u30f3\u30b9\u30ec\u30a4\u30e4\u30fc\u4e0a\u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3068\u7d71\u5408\u7ba1\u7406\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u8cc7\u7523\u3068\u6a5f\u68b0\u5b66\u7fd2\u8cc7\u7523\u306e<strong>\u7d71\u5408\u7684\u306a\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7ba1\u7406<\/strong>\u304c\u4e00\u5c64\u5f37\u5316\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\r\n<p>MLflow 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