{"id":6132,"date":"2024-12-26T17:13:36","date_gmt":"2024-12-26T08:13:36","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6132"},"modified":"2026-09-30T16:51:22","modified_gmt":"2026-09-30T07:51:22","slug":"mlflow_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/mlflow_glossary\/","title":{"rendered":"MLflow\u3068\u306f\uff1f2026\u5e74\u6700\u65b0\u7248\uff5cMLOps\u30fbLLM\u30fbAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u3092\u652f\u3048\u308bAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0"},"content":{"rendered":"\n

MLflow\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u9a13\u7ba1\u7406\u3084\u30e2\u30c7\u30eb\u7ba1\u7406\u3060\u3051\u3067\u306a\u304f\u3001LLM\u30fb\u751f\u6210AI\u30fbAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a55\u4fa1\u3001Tracing\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u3001\u904b\u7528\u76e3\u8996\u307e\u3067\u652f\u63f4\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002MLflow 3.x\u306e\u6700\u65b0\u6a5f\u80fd\u3084MLOps\u30fbLLMOps\u3067\u306e\u6d3b\u7528\u65b9\u6cd5\u3001\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u3092\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n

MLflow\u3068\u306f\uff1f<\/h2>\n

MLflow\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304b\u3089\u8a55\u4fa1\u3001\u7ba1\u7406\u3001\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3092\u652f\u63f4\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\u30fbMLOps\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n

\u3082\u3068\u3082\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u5b9f\u9a13\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3084\u7cbe\u5ea6\u3001\u751f\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306a\u3069\u3092\u8a18\u9332\u3059\u308b\u300c\u5b9f\u9a13\u7ba1\u7406\u30c4\u30fc\u30eb\u300d\u3068\u3057\u3066\u767b\u5834\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u751f\u6210AI\u3084LLM\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u666e\u53ca\u306b\u3088\u3063\u3066AI\u958b\u767a\u3067\u7ba1\u7406\u3059\u3079\u304d\u60c5\u5831\u304c\u5897\u3048\u305f\u3053\u3068\u3067\u3001MLflow\u306e\u5f79\u5272\u3082\u5927\u304d\u304f\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

2026\u5e74\u73fe\u5728\u306eMLflow\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3001\u300cMachine Learning\u300d\u3068\u300cLLMs & Agents\u300d\u3068\u3044\u30462\u3064\u306e\u9818\u57df\u306b\u5206\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u578b\u306e\u6a5f\u68b0\u5b66\u7fd2\u3060\u3051\u3067\u306a\u304f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306eTracing\u3001\u8a55\u4fa1\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u3001\u904b\u7528\u76e3\u8996\u307e\u3067\u5bfe\u8c61\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u73fe\u5728\u306eMLflow\u306f\u3001\u300c\u30e2\u30c7\u30eb\u3092\u7ba1\u7406\u3059\u308bMLOps\u30c4\u30fc\u30eb\u300d\u3068\u3044\u3046\u3088\u308a\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7d99\u7d9a\u7684\u306b\u958b\u767a\u30fb\u8a55\u4fa1\u30fb\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4<\/strong>\u3068\u6349\u3048\u308b\u3068\u7406\u89e3\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n

MLflow 3.x\u3067\u4f55\u304c\u5909\u308f\u3063\u305f\uff1f2026\u5e74\u306e\u6700\u65b0\u52d5\u5411<\/h2>\n

MLflow 3.x\u3067\u306f\u3001\u751f\u6210AI\u6642\u4ee3\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u6a5f\u80fd\u304c\u5927\u304d\u304f\u5f37\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u7279\u306b\u91cd\u8981\u306a\u306e\u304c\u3001MLflow Tracing\u3001GenAI Evaluation\u3001Prompt Registry\u3001Evaluation Dataset\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5bfe\u5fdc<\/strong>\u3067\u3059\u3002<\/p>\n

\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3084F1\u3001RMSE\u306a\u3069\u3092\u6bd4\u8f03\u3059\u308c\u3070\u54c1\u8cea\u3092\u5224\u65ad\u3067\u304d\u307e\u3057\u305f\u3002\u3057\u304b\u3057LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u691c\u7d22\u7d50\u679c\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3001LLM\u306e\u5fdc\u7b54\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u306a\u3069\u3001\u8907\u6570\u306e\u8981\u7d20\u3092\u307e\u3068\u3081\u3066\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

MLflow 3.x\u306f\u3001\u3053\u306e\u8907\u96d1\u306aAI\u958b\u767a\u30b5\u30a4\u30af\u30eb\u3092\u4e00\u3064\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u6271\u3048\u308b\u65b9\u5411\u3078\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

2026\u5e749\u6708\u306b\u306fMLflow 3.16.0\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u3001Tracing UI\u306e\u5237\u65b0\u3084\u30ab\u30b9\u30bf\u30e0Trace\u30d3\u30e5\u30fc\u3001GenAI\u95a2\u9023\u306e\u6539\u5584\u306a\u3069\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n

MLflow\u306e\u4e3b\u306a\u6a5f\u80fd<\/h2>\n

1\uff0eMLflow Tracking\uff1a\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u9a13\u7ba1\u7406<\/h3>\n

MLflow Tracking\u306f\u3001MLflow\u306e\u57fa\u672c\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u6642\u306b\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u8a55\u4fa1\u6307\u6a19\u3001\u30e2\u30c7\u30eb\u3001\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3092\u8a18\u9332\u3057\u3001\u8907\u6570\u306e\u5b9f\u9a13\u7d50\u679c\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u3001LightGBM\u3084XGBoost\u306a\u3069\u3067\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5909\u66f4\u3057\u306a\u304c\u3089\u5b66\u7fd2\u3059\u308b\u5834\u5408\u3001\u5404\u5b9f\u9a13\u306e\u6761\u4ef6\u3068\u7cbe\u5ea6\u3092MLflow\u306b\u4fdd\u5b58\u3057\u3066\u304a\u3051\u3070\u3001\u300c\u3069\u306e\u6761\u4ef6\u3067\u6700\u3082\u826f\u3044\u30e2\u30c7\u30eb\u304c\u5f97\u3089\u308c\u305f\u304b\u300d\u3092\u5f8c\u304b\u3089\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u306b\u3088\u3063\u3066\u3001Excel\u3084CSV\u306a\u3069\u306b\u624b\u4f5c\u696d\u3067\u5b9f\u9a13\u7d50\u679c\u3092\u8a18\u9332\u3059\u308b\u5fc5\u8981\u304c\u6e1b\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u518d\u73fe\u6027\u3082\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n

\n

2\uff0eMLflow Model Registry\uff1a\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/h3>\n

Model Registry\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n

\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3084\u95a2\u9023\u3059\u308b\u5b9f\u9a13\u60c5\u5831\u3092\u8a18\u9332\u3057\u3001\u958b\u767a\u4e2d\u306e\u30e2\u30c7\u30eb\u3068\u672c\u756a\u5229\u7528\u30e2\u30c7\u30eb\u3092\u533a\u5225\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f01\u696d\u3067\u904b\u7528\u3059\u308b\u5834\u5408\u3001\u300c\u8ab0\u304c\u3001\u3044\u3064\u3001\u3069\u306e\u30c7\u30fc\u30bf\u3068\u30b3\u30fc\u30c9\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u3001\u73fe\u5728\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u304b\u300d\u3092\u8ffd\u8de1\u3067\u304d\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n

MLflow\u3067\u306fTracking\u3068Model Registry\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u958b\u767a\u304b\u3089\u904b\u7528\u307e\u3067\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n

3\uff0eMLflow Tracing\uff1aLLM\u3068AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u51e6\u7406\u3092\u53ef\u8996\u5316<\/h3>\n

2026\u5e74\u306eMLflow\u3067\u7279\u306b\u91cd\u8981\u306a\u306e\u304cTracing<\/strong>\u3067\u3059\u3002<\/p>\n

LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u30011\u56de\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u8907\u6570\u306e\u51e6\u7406\u304c\u5b9f\u884c\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070RAG\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u300c\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u2192Embedding\u2192\u691c\u7d22\u2192\u95a2\u9023\u6587\u66f8\u53d6\u5f97\u2192LLM\u3078\u306e\u5165\u529b\u2192\u56de\u7b54\u751f\u6210\u300d\u3068\u3044\u3046\u51e6\u7406\u304c\u767a\u751f\u3057\u307e\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306a\u3089\u3001\u3055\u3089\u306b\u8907\u6570\u306eLLM\u547c\u3073\u51fa\u3057\u3084\u5916\u90e8\u30c4\u30fc\u30eb\u306e\u5b9f\u884c\u304c\u52a0\u308f\u308a\u307e\u3059\u3002<\/p>\n

MLflow Tracing\u3067\u306f\u3001\u3053\u306e\u4e00\u9023\u306e\u51e6\u7406\u3092Trace\u3068\u3057\u3066\u8a18\u9332\u3057\u3001\u5404\u51e6\u7406\u306e\u5165\u529b\u30fb\u51fa\u529b\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306a\u3069\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u3001\u56de\u7b54\u54c1\u8cea\u304c\u4f4e\u4e0b\u3057\u305f\u5834\u5408\u306b\u3082\u3001\u300cLLM\u304c\u60aa\u3044\u306e\u304b\u300d\u300c\u691c\u7d22\u7d50\u679c\u304c\u60aa\u3044\u306e\u304b\u300d\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u539f\u56e0\u306a\u306e\u304b\u300d\u3068\u3044\u3063\u305f\u554f\u984c\u3092\u8abf\u67fb\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u306f\u751f\u6210AI\u306e\u53ef\u89b3\u6e2c\u6027\u3001LLMOps\u3001AgentOps<\/strong>\u3092\u5b9f\u73fe\u3059\u308b\u3046\u3048\u3067\u91cd\u8981\u306a\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n

4\uff0eMLflow Evaluation\uff1aLLM\u306e\u56de\u7b54\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b<\/h3>\n

\u751f\u6210AI\u3067\u306f\u3001\u901a\u5e38\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u3088\u3046\u306b\u300c\u6b63\u89e3\u7387\u300d\u3060\u3051\u3067\u54c1\u8cea\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u305d\u3053\u3067\u91cd\u8981\u306b\u306a\u308b\u306e\u304cMLflow\u306eGenAI Evaluation\u3067\u3059\u3002<\/p>\n

MLflow\u3067\u306f\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3057\u3001\u7d44\u307f\u8fbc\u307f\u306eScorer\u3084\u72ec\u81ea\u306eScorer\u3001LLM-as-a-Judge\u306a\u3069\u3092\u4f7f\u3063\u3066\u56de\u7b54\u54c1\u8cea\u3092\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u3001FAQ\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3089\u300c\u6b63\u78ba\u6027\u300d\u300c\u95a2\u9023\u6027\u300d\u300c\u56de\u7b54\u306e\u9069\u5207\u6027\u300d\u3001RAG\u306a\u3089\u300c\u691c\u7d22\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3057\u3066\u3044\u308b\u304b\u300d\u300c\u6839\u62e0\u304c\u5341\u5206\u304b\u300d\u3068\u3044\u3063\u305f\u89b3\u70b9\u3092\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3055\u3089\u306b\u672c\u756a\u74b0\u5883\u3067\u53ce\u96c6\u3057\u305fTrace\u3092\u5f8c\u304b\u3089\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002MLflow\u3067\u306f\u672c\u756aTrace\u3092\u518d\u5229\u7528\u3057\u3066\u8907\u6570\u56de\u306e\u8a55\u4fa1\u3092\u5b9f\u65bd\u3067\u304d\u308b\u305f\u3081\u3001\u8a55\u4fa1\u306e\u305f\u3081\u306b\u6bce\u56deLLM\u3092\u518d\u5b9f\u884c\u3059\u308b\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3089\u308c\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u306a\u304a\u3001\u5f93\u6765\u306eLLM\u8a55\u4fa1\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u305fmlflow.evaluate()<\/code>\u306fMLflow 3.0.0\u304b\u3089\u975e\u63a8\u5968\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u73fe\u5728\u306f\u65b0\u3057\u3044GenAI Evaluation API\u3078\u306e\u79fb\u884c\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

5\uff0ePrompt Registry\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8cc7\u7523\u3068\u3057\u3066\u7ba1\u7406<\/h3>\n

\u751f\u6210AI\u958b\u767a\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306a\u304f\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3082\u54c1\u8cea\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n

\u540c\u3058LLM\u3092\u5229\u7528\u3057\u3066\u3044\u3066\u3082\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u6307\u793a\u6587\u3092\u5909\u66f4\u3059\u308b\u3060\u3051\u3067\u56de\u7b54\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

MLflow\u306ePrompt Registry\u3067\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u767b\u9332\u3057\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u65b0\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u308b\u305f\u3081\u3001\u904e\u53bb\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u306e\u5dee\u5206\u3084\u5229\u7528\u5c65\u6b74\u3092\u8ffd\u8de1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u3055\u3089\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7570\u306a\u308b\u30e2\u30c7\u30eb\u3084\u8a55\u4fa1\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u6bd4\u8f03\u3057\u3001\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u76ee\u7684\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3064\u307e\u308aMLflow\u306f\u3001Model Registry\u3060\u3051\u3067\u306a\u304fPrompt Registry\u3082\u542b\u3081\u3066AI\u8cc7\u7523\u3092\u7ba1\u7406\u3059\u308b\u57fa\u76e4<\/strong>\u3078\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

6\uff0eEvaluation Dataset\uff1aAI\u306e\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u7ba1\u7406<\/h3>\n

AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u672c\u756a\u904b\u7528\u3059\u308b\u5834\u5408\u3001\u300c\u4f55\u3092\u3082\u3063\u3066\u826f\u3044\u56de\u7b54\u3068\u3059\u308b\u304b\u300d\u3092\u660e\u78ba\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u4ee3\u8868\u7684\u306a\u8cea\u554f\u3001\u671f\u5f85\u3059\u308b\u56de\u7b54\u3001\u8a55\u4fa1\u6761\u4ef6\u306a\u3069\u3092\u307e\u3068\u3081\u305fEvaluation Dataset\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u4f01\u696d\u5411\u3051RAG\u306a\u3089\u3001\u300c\u4e00\u822c\u7684\u306a\u8cea\u554f\u300d\u300c\u56de\u7b54\u56f0\u96e3\u306a\u8cea\u554f\u300d\u300c\u60c5\u5831\u304c\u5b58\u5728\u3057\u306a\u3044\u8cea\u554f\u300d\u300c\u53e4\u3044\u60c5\u5831\u3092\u8981\u6c42\u3059\u308b\u8cea\u554f\u300d\u306a\u3069\u3092\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3068\u3057\u3066\u84c4\u7a4d\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u540c\u3058\u8a55\u4fa1\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u5909\u66f4\u524d\u5f8c\u306e\u54c1\u8cea\u3092\u7d99\u7d9a\u7684\u306b\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u8003\u3048\u65b9\u306f\u3001AI\u958b\u767a\u3092\u300c\u8a66\u3057\u3066\u307f\u308b\u300d\u6bb5\u968e\u304b\u3089\u3001\u8a55\u4fa1\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u6539\u5584\u3059\u308bEvaluation-Driven Development<\/strong>\u3078\u79fb\u884c\u3059\u308b\u3046\u3048\u3067\u91cd\u8981\u3067\u3059\u3002<\/p>\n

MLflow\u3068MLOps\u30fbLLMOps\u306e\u95a2\u4fc2<\/h2>\n

\u5f93\u6765\u306eMLOps\u3067\u306f\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u3001\u8a55\u4fa1\u3001\u30e2\u30c7\u30eb\u767b\u9332\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u76e3\u8996\u3068\u3044\u3046\u6d41\u308c\u304c\u4e2d\u5fc3\u3067\u3057\u305f\u3002<\/p>\n

\u3057\u304b\u3057\u751f\u6210AI\u3067\u306f\u3001\u3053\u308c\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3001RAG\u3001Embedding\u3001LLM\u3001\u30c4\u30fc\u30eb\u3001Agent\u3001\u8a55\u4fa1Judge\u306a\u3069\u304c\u52a0\u308f\u308a\u307e\u3059\u3002<\/p>\n

MLflow\u306fTracking\u3067\u958b\u767a\u5c65\u6b74\u3092\u6b8b\u3057\u3001Model Registry\u3067\u30e2\u30c7\u30eb\u3092\u7ba1\u7406\u3057\u3001Tracing\u3067AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u884c\u72b6\u6cc1\u3092\u628a\u63e1\u3057\u3001Evaluation\u3067\u54c1\u8cea\u3092\u6e2c\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3055\u3089\u306bPrompt Registry\u306b\u3088\u3063\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3082\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001MLOps\u304b\u3089LLMOps\u3001\u305d\u3057\u3066AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u904b\u7528\u3078<\/strong>\u5bfe\u8c61\u3092\u5e83\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n

MLflow 3.15\u3067\u767b\u5834\u3057\u305fMCP Registry\u306b\u3082\u6ce8\u76ee<\/h2>\n

2026\u5e74\u306eMLflow\u3092\u8a9e\u308b\u3046\u3048\u3067\u306f\u3001MCP\u5bfe\u5fdc\u3082\u898b\u9003\u305b\u307e\u305b\u3093\u3002<\/p>\n

MLflow 3.15.0\u3067\u306f\u3001MCP Registry<\/strong>\u304c\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002MCP\u306fAI\u30e2\u30c7\u30eb\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u5916\u90e8\u30c4\u30fc\u30eb\u3092\u63a5\u7d9a\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30c8\u30b3\u30eb\u3067\u3001MCP Registry\u3067\u306fMCP\u30b5\u30fc\u30d0\u30fc\u3092\u767b\u9332\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u5171\u6709\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u4f01\u696d\u5185\u3067AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5897\u3048\u308b\u3068\u3001\u300c\u3069\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3001\u3069\u306e\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3067\u304d\u308b\u306e\u304b\u300d\u3068\u3044\u3046\u7ba1\u7406\u3082\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u4eca\u5f8c\u306eAI\u30ac\u30d0\u30ca\u30f3\u30b9\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306a\u304f\u3001Prompt\u3001Agent\u3001Tool\u3001MCP Server\u3001Evaluation Dataset<\/strong>\u306a\u3069\u3092\u307e\u3068\u3081\u3066\u7ba1\u7406\u3059\u308b\u8003\u3048\u65b9\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n

MLflow\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n

MLflow\u3092\u5c0e\u5165\u3059\u308b\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001AI\u958b\u767a\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u4e00\u5143\u7684\u306b\u7ba1\u7406\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n

\u5f93\u6765\u306f\u3001\u5b9f\u9a13\u7d50\u679c\u3092\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3001\u30e2\u30c7\u30eb\u3092\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092GitHub\u3001\u8a55\u4fa1\u7d50\u679c\u3092\u5225\u306e\u8cc7\u6599\u3001\u672c\u756a\u30ed\u30b0\u3092\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u3068\u3044\u3046\u3088\u3046\u306b\u3001AI\u958b\u767a\u306b\u5fc5\u8981\u306a\u60c5\u5831\u304c\u5206\u6563\u3057\u304c\u3061\u3067\u3057\u305f\u3002<\/p>\n

MLflow\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u5b9f\u9a13\u3001\u30e2\u30c7\u30eb\u3001Prompt\u3001Trace\u3001Evaluation\u306a\u3069\u3092\u95a2\u9023\u4ed8\u3051\u3066\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u7279\u306b\u751f\u6210AI\u3067\u306f\u3001\u300c\u56de\u7b54\u304c\u60aa\u304b\u3063\u305f\u300d\u3068\u3044\u3046\u7d50\u679c\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u300c\u3069\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3001\u3069\u306e\u691c\u7d22\u7d50\u679c\u3092\u53c2\u7167\u3057\u3001\u3069\u306e\u51e6\u7406\u3092\u7d4c\u3066\u56de\u7b54\u3057\u305f\u306e\u304b\u300d\u307e\u3067\u78ba\u8a8d\u3067\u304d\u308b\u3053\u3068\u304c\u54c1\u8cea\u6539\u5584\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n

MLflow\u5c0e\u5165\u6642\u306e\u6ce8\u610f\u70b9<\/h2>\n

MLflow\u3092\u5c0e\u5165\u3059\u308b\u5834\u5408\u306f\u3001\u6a5f\u80fd\u3092\u3059\u3079\u3066\u6700\u521d\u304b\u3089\u5229\u7528\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306a\u3089\u3001\u307e\u305aTracking\u306b\u3088\u308b\u5b9f\u9a13\u7ba1\u7406\u304b\u3089\u59cb\u3081\u3001\u6b21\u306bModel Registry\u3092\u5c0e\u5165\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

LLM\u3084RAG\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306fTracing\u3092\u5c0e\u5165\u3057\u3001\u4ee3\u8868\u7684\u306a\u8cea\u554f\u3092Evaluation Dataset\u3068\u3057\u3066\u6574\u5099\u3059\u308b\u3068\u3053\u308d\u304b\u3089\u59cb\u3081\u308b\u3068\u3001\u52b9\u679c\u3092\u78ba\u8a8d\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u4f01\u696d\u74b0\u5883\u3067\u306f\u3001Trace\u306b\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3084\u6a5f\u5bc6\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u4fdd\u5b58\u671f\u9593\u3001\u500b\u4eba\u60c5\u5831\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u306a\u3069\u3082\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u307e\u305f\u3001LLM\u8a55\u4fa1\u3067\u306fLLM-as-a-Judge\u81ea\u4f53\u306b\u3082\u8a55\u4fa1\u57fa\u6e96\u3084\u5224\u5b9a\u306e\u3070\u3089\u3064\u304d\u304c\u3042\u308b\u305f\u3081\u3001\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u904b\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n

\u307e\u3068\u3081\uff1aMLflow\u306fAI\u958b\u767a\u30fb\u904b\u7528\u306e\u7d71\u5408\u57fa\u76e4\u3078<\/h2>\n

MLflow\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u9a13\u7ba1\u7406\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3057\u305fMLOps\u30c4\u30fc\u30eb\u3067\u3059\u304c\u30012026\u5e74\u73fe\u5728\u306fLLM\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u307e\u3067\u5bfe\u8c61\u3092\u5e83\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u7279\u306b\u91cd\u8981\u306a\u306e\u304c\u3001Tracking\u3001Model Registry\u3001Tracing\u3001Evaluation\u3001Prompt Registry\u3001Evaluation Dataset<\/strong>\u3067\u3059\u3002<\/p>\n

\u5f93\u6765\u578bML\u3067\u306f\u5b9f\u9a13\u3068\u30e2\u30c7\u30eb\u3092\u7ba1\u7406\u3057\u3001\u751f\u6210AI\u3067\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084Trace\u3092\u8a18\u9332\u3057\u3001Evaluation\u306b\u3088\u3063\u3066\u54c1\u8cea\u3092\u7d99\u7d9a\u7684\u306b\u6e2c\u5b9a\u3059\u308b\u3068\u3044\u3046\u4f7f\u3044\u65b9\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3055\u3089\u306bMLflow 3.15\u3067MCP Registry\u304c\u767b\u5834\u3057\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5229\u7528\u3059\u308b\u5916\u90e8\u30c4\u30fc\u30eb\u3084MCP\u30b5\u30fc\u30d0\u30fc\u306e\u7ba1\u7406\u306b\u3082\u5bfe\u8c61\u304c\u5e83\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n

2026\u5e749\u6708\u6642\u70b9\u306eMLflow 3.x\u3092\u7406\u89e3\u3059\u308b\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u5358\u306a\u308b\u300c\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u7ba1\u7406\u30c4\u30fc\u30eb\u300d\u3068\u8003\u3048\u306a\u3044\u3053\u3068\u3067\u3059\u3002AI\u3092\u958b\u767a\u3057\u3001\u5b9f\u884c\u3092\u89b3\u6e2c\u3057\u3001\u8a55\u4fa1\u3057\u3001\u6539\u5584\u3057\u3001\u305d\u306e\u5c65\u6b74\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306eAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>\u3068\u3057\u3066\u6349\u3048\u308b\u3053\u3068\u3067\u3001MLflow\u306e\u73fe\u5728\u306e\u4fa1\u5024\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n

MLOps\u3001LLMOps\u3001RAG\u3001\u751f\u6210AI\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001AI\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u3044\u3063\u305f\u9818\u57df\u3092\u5b66\u3076\u3046\u3048\u3067\u3082\u3001MLflow\u306f\u62bc\u3055\u3048\u3066\u304a\u304d\u305f\u3044\u91cd\u8981\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n

<\/p>\n

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