{"id":170564,"date":"2026-01-13T08:03:59","date_gmt":"2026-01-13T16:03:59","guid":{"rendered":"https:\/\/unit42.paloaltonetworks.com\/?p=170564"},"modified":"2026-01-20T10:52:31","modified_gmt":"2026-01-20T18:52:31","slug":"rce-vulnerabilities-in-ai-python-libraries","status":"publish","type":"post","link":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/","title":{"rendered":"\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c"},"content":{"rendered":"<h2><a id=\"post-170564-_heading=h.ee0or068794g\"><\/a>\u30a8\u30b0\u30bc\u30af\u30c6\u30a3\u30d6 \u30b5\u30de\u30ea\u30fc<\/h2>\n<p>\u5f0a\u793e\u306f\u3001Apple\u3001Salesforce\u3001NVIDIA\u304cGitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u516c\u958b\u3057\u3066\u3044\u308b3\u3064\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u4eba\u5de5\u77e5\u80fd\/\u6a5f\u68b0\u5b66\u7fd2(AI\/ML)Python\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8106\u5f31\u6027\u3092\u7279\u5b9a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8106\u5f31\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306f\u3001\u60aa\u610f\u306e\u3042\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u542b\u3080\u30e2\u30c7\u30eb \u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3068\u3001\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c(RCE)\u304c\u53ef\u80fd\u306b\u306a\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u8a72\u5f53\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/NVIDIA-NeMo\/NeMo\/tree\/main\" target=\"_blank\" rel=\"noopener\"><strong>NeMo<\/strong><\/a><strong>: <\/strong>NVIDIA\u304c\u7814\u7a76\u76ee\u7684\u3067\u958b\u767a\u3057\u305fPyTorch\u30d9\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u591a\u69d8\u306aAI\/ML\u30e2\u30c7\u30eb\u3084\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306b\u5411\u3051\u3066\u8a2d\u8a08<\/li>\n<li><a href=\"https:\/\/github.com\/SalesforceAIResearch\/uni2ts\" target=\"_blank\" rel=\"noopener\"><strong>Uni2TS<\/strong><\/a>: Salesforce\u306eMorai(\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u30c8\u30ec\u30f3\u30c9\u3092\u4e88\u6e2c\u3059\u308b\u6642\u7cfb\u5217\u5206\u6790\u306e\u57fa\u76e4\u30e2\u30c7\u30eb)\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3001\u7814\u7a76\u76ee\u7684\u3067\u4f5c\u6210\u3055\u308c\u305fPyTorch\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<li><a href=\"https:\/\/github.com\/apple\/ml-flextok\" target=\"_blank\" rel=\"noopener\"><strong>FlexTok<\/strong><\/a><strong>: <\/strong>Apple\u304a\u3088\u3073\u30b9\u30a4\u30b9\u9023\u90a6\u5de5\u79d1\u5927\u5b66\u306eVisual Intelligence and Learning Lab \u306e\u7814\u7a76\u8005\u304c\u4f5c\u6210\u3057\u305f\u3001Python\u30d9\u30fc\u30b9\u306e\u7814\u7a76\u7528\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u30a8\u30f3\u30b3\u30fc\u30c9\/\u30c7\u30b3\u30fc\u30c9\u6a5f\u80fd\u3092\u6271\u3046\u3053\u3068\u3067\u3001AI\/ML\u30e2\u30c7\u30eb\u306b\u3088\u308b\u753b\u50cf\u51e6\u7406\u3092\u53ef\u80fd\u306b<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001HuggingFace\u4e0a\u306e\u4eba\u6c17\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u5408\u8a08\u3067\u6570\u5343\u4e07\u56de\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8106\u5f31\u6027\u306e\u539f\u56e0\u306f\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a2d\u5b9a\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u7528\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3042\u308a\u3001\u5171\u901a\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3 \u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3001\u305d\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u30af\u30e9\u30b9\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u8106\u5f31\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u304c\u305d\u306e\u307e\u307e\u30b3\u30fc\u30c9\u3068\u3057\u3066\u5b9f\u884c\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u653b\u6483\u8005\u306f\u30e2\u30c7\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u4efb\u610f\u306e\u30b3\u30fc\u30c9\u3092\u57cb\u3081\u8fbc\u3081\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u8106\u5f31\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u6539\u3056\u3093\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3060\u6642\u70b9\u3067\u3001\u81ea\u52d5\u7684\u306b\u5b9f\u884c\u3055\u308c\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>2025\u5e7412\u6708\u6642\u70b9\u3067\u3001\u3053\u308c\u3089\u306e\u8106\u5f31\u6027\u304c\u5229\u7528\u3055\u308c\u305f\u60aa\u610f\u306e\u3042\u308b\u4e8b\u4f8b\u306f\u3001\u5b9f\u74b0\u5883\u3067\u306f\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306f\u3001\u516c\u958b\u524d\u306b\u7de9\u548c\u5bfe\u7b56\u306e\u5b9f\u88c5\u307e\u305f\u306f\u554f\u984c\u89e3\u6c7a\u306e\u6a5f\u4f1a\u3092\u78ba\u4fdd\u3067\u304d\u308b\u3088\u3046\u30012025\u5e744\u6708\u306b\u5f71\u97ff\u3092\u53d7\u3051\u308b\u3059\u3079\u3066\u306e\u30d9\u30f3\u30c0\u30fc\u3078\u901a\u77e5\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>NVIDIA\u306f\u3001\u6df1\u523b\u5ea6\u300c\u9ad8(High)\u300d\u306e<a href=\"https:\/\/nvidia.custhelp.com\/app\/answers\/detail\/a_id\/5686\" target=\"_blank\" rel=\"noopener\">CVE-2025-23304<\/a>\u3092\u767a\u884c\u3057\u3001NeMo\u30d0\u30fc\u30b8\u30e7\u30f32.3.2\u3067\u4fee\u6b63\u3092\u30ea\u30ea\u30fc\u30b9<\/li>\n<li>FlexTok\u3092\u958b\u767a\u3057\u305f\u7814\u7a76\u8005\u305f\u3061\u306f\u30012025\u5e746\u6708\u306b\u30b3\u30fc\u30c9\u3092\u66f4\u65b0\u3057\u3066\u554f\u984c\u3092\u89e3\u6c7a<\/li>\n<li>Salesforce\u306f\u3001\u6df1\u523b\u5ea6\u300c\u9ad8(High)\u300d\u306e<a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=005239354&amp;type=1\" target=\"_blank\" rel=\"noopener\">CVE-2026-22584<\/a>\u3092\u767a\u884c\u3057\u30012025\u5e747\u670831\u65e5\u306b\u4fee\u6b63\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5c55\u958b<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u8106\u5f31\u6027\u306f\u3001<a href=\"https:\/\/www.paloaltonetworks.com\/prisma\/prisma-ai-runtime-security\" target=\"_blank\" rel=\"noopener\">Prisma AIRS<\/a>\u306b\u3088\u3063\u3066\u767a\u898b\u3055\u308c\u307e\u3057\u305f\u3002Prisma AIRS\u306f\u3001\u3053\u308c\u3089\u306e\u8106\u5f31\u6027\u3092\u5229\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u3057\u3001\u30da\u30a4\u30ed\u30fc\u30c9\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306e\u304a\u5ba2\u69d8\u306f\u3001\u6b21\u306e\u88fd\u54c1\u30fb\u30b5\u30fc\u30d3\u30b9\u306b\u3088\u308a\u3001\u4e0a\u8a18\u306e\u8105\u5a01\u306b\u5bfe\u3059\u308b\u4fdd\u8b77\u3092\u5f37\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>Cortex Cloud\u306b\u3088\u308b<a href=\"https:\/\/www.paloaltonetworks.com\/cortex\/cloud\/vulnerability-management\" target=\"_blank\" rel=\"noopener\">\u8106\u5f31\u6027\u7ba1\u7406<\/a><\/li>\n<li><a href=\"https:\/\/www.paloaltonetworks.com\/resources\/datasheets\/unit-42-ai-security-assessment\" target=\"_blank\" rel=\"noopener\">Unit 42 AI Security Assessment<\/a>\u306f\u3001\u7d44\u7e54\u306b\u304a\u3051\u308bAI\u5c0e\u5165\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b\u3001AI\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u4fdd\u8b77\u3001AI \u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u5f37\u5316\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n<li>\u4fb5\u5bb3\u3092\u53d7\u3051\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u7dca\u6025\u3092\u8981\u3059\u308b\u5834\u5408\u306f\u3001<a href=\"https:\/\/start.paloaltonetworks.com\/contact-unit42.html\" target=\"_blank\" rel=\"noopener\">Unit 42\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8 \u30ec\u30b9\u30dd\u30f3\u30b9 \u30c1\u30fc\u30e0<\/a>\u307e\u3067\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<table style=\"width: 99.4261%;\">\n<thead>\n<tr>\n<td style=\"width: 35%;\"><b>Unit 42\u306e\u95a2\u9023\u30c8\u30d4\u30c3\u30af<\/b><\/td>\n<td style=\"width: 190.072%;\"><a href=\"https:\/\/unit42.paloaltonetworks.com\/ja\/tag\/python-ja\/\" target=\"_blank\" rel=\"noopener\"><b>Python<\/b><\/a>,\u3001<strong><a href=\"https:\/\/unit42.paloaltonetworks.com\/ja\/tag\/llm-ja\/\" target=\"_blank\" rel=\"noopener\">LLMs<\/a><\/strong>\u3001<a href=\"https:\/\/unit42.paloaltonetworks.com\/ja\/tag\/machine-learning-ja\/\" target=\"_blank\" rel=\"noopener\">\u6a5f\u68b0\u5b66\u7fd2<\/a><\/td>\n<\/tr>\n<\/thead>\n<\/table>\n<h2><a id=\"post-170564-_heading=h.um3ud8lu2s1f\"><\/a>AI\/ML\u30e2\u30c7\u30eb \u30d5\u30a9\u30fc\u30de\u30c3\u30c8<\/h2>\n<p>AI\/ML\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u63a8\u8ad6\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30a6\u30a7\u30a4\u30c8\u3084\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5b9a\u7fa9\u306a\u3069\u3001\u8907\u96d1\u306a\u5185\u90e8\u72b6\u614b\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5185\u90e8\u72b6\u614b\u306f\u30e2\u30c7\u30eb \u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u3001\u4f5c\u6210\u8005\u3068\u6d88\u8cbb\u8005\u306e\u9593\u3067\u5171\u6709\u3055\u308c\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u3053\u308c\u3089\u306e\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3092\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3059\u308b\u7d44\u307f\u8fbc\u307f\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AI\/ML\u5411\u3051\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u9577\u5e74\u3001Python\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/docs.python.org\/3\/library\/pickle.html\" target=\"_blank\" rel=\"noopener\">pickle<\/a>\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u6a5f\u80fd\u306b\u4f9d\u5b58\u3057\u3066\u3001Python\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30d5\u30a1\u30a4\u30eb\u3078\u4fdd\u5b58\u3001\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307f\u3057\u3066\u304d\u307e\u3057\u305f\u3002pickle\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u518d\u69cb\u7bc9\u3059\u308b\u7c21\u5358\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u751f\u6210\u3057\u3066\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3057\u3001\u8aad\u307f\u8fbc\u307f\u6642\u306b\u305d\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001pickle\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u6642\u306b\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3057\u307e\u3044\u3001\u4f7f\u7528\u6642\u306b\u306f\u91cd\u5927\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30ea\u30b9\u30af\u304c\u4f34\u3044\u307e\u3059\u3002<\/p>\n<p>PyTorch\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/docs.pytorch.org\/tutorials\/beginner\/saving_loading_models.html\" target=\"_blank\" rel=\"noopener\">\u30d5\u30a1\u30a4\u30eb \u30d5\u30a9\u30fc\u30de\u30c3\u30c8<\/a>\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.pickle<\/span>\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30f3\u30c6\u30ca\u5f62\u5f0f\u306b\u57cb\u3081\u8fbc\u3080\u4ed5\u7d44\u307f\u3067\u3059\u3002<a href=\"https:\/\/scikit-learn.org\/stable\/model_persistence.html\" target=\"_blank\" rel=\"noopener\"><span style=\"font-family: 'courier new', courier, monospace;\">scikit-learn<\/span><\/a>\u306e\u3088\u3046\u306a\u4ed6\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.pickle<\/span>\u3084pickle\u306b\u4f7f\u308f\u308c\u308b\u5225\u62e1\u5f35\u5b50(<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/joblib.readthedocs.io\/en\/latest\/persistence.html#persistence\" target=\"_blank\" rel=\"noopener\">.joblib<\/a><\/span>\u306a\u3069)\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u591a\u304f\u306eAI\/ML\u4e3b\u8981\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u3053\u3046\u3057\u305f\u30ea\u30b9\u30af\u3092\u660e\u78ba\u306b\u6587\u66f8\u5316\u3057\u3066\u304a\u308a\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u4e88\u671f\u305b\u306c\u30b3\u30fc\u30c9\u5b9f\u884c\u3092\u9632\u3050\u305f\u3081\u306b\u6210\u719f\u3057\u305f\u7de9\u548c\u7b56\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><a id=\"post-170564-_heading=h.39ip99y9t3jc\"><\/a>\u65b0\u3057\u3044\u30e2\u30c7\u30eb \u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u304a\u3051\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u554f\u984c<\/h2>\n<p>\u3053\u308c\u3089pickle\u30d9\u30fc\u30b9\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u62b1\u3048\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u3088\u308a\u65b0\u3057\u3044\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u958b\u767a\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u305f\u300c\u5b89\u5168\u306a\u300d\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306e\u307f\u3092\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u5bfe\u8c61\u3068\u3057\u305f\u308a\u3001JSON\u306e\u3088\u3046\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u30b3\u30fc\u30c9\u3067\u306f\u306a\u304f\u30c7\u30fc\u30bf\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u5b89\u5168\u6027\u3092\u9ad8\u3081\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001HuggingFace\u306e<a href=\"https:\/\/huggingface.co\/docs\/safetensors\/en\/index\" target=\"_blank\" rel=\"noopener\">\u30bb\u30fc\u30d5\u30bb\u30f3\u30b5\u30fc<\/a>\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3068\u3001\u30e2\u30c7\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u5358\u4e00\u306eJSON\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u307f\u3092\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><span style=\"font-weight: 400;\">\u53e4\u3044\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u3082<\/span>\u3001pickle\u30e2\u30b8\u30e5\u30fc\u30eb\u3078\u306e\u4f9d\u5b58\u304b\u3089\u306e\u8131\u5374\u304c\u3059\u3059\u3093\u3067\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070PyTorch\u306f\u3001<a href=\"https:\/\/docs.pytorch.org\/docs\/stable\/generated\/torch.load.html\" target=\"_blank\" rel=\"noopener\">\u30c7\u30d5\u30a9\u30eb\u30c8<\/a>\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306e\u307f\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002pickle\u306e\u8aad\u307f\u8fbc\u307f\u304c\u6709\u52b9\u306a\u5834\u5408\u3001PyTorch\u306f\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f<a href=\"https:\/\/docs.pytorch.org\/docs\/stable\/notes\/serialization.html#torch.serialization.add_safe_globals\" target=\"_blank\" rel=\"noopener\">\u8a31\u53ef\u30ea\u30b9\u30c8<\/a>\u306b\u3042\u308b\u95a2\u6570\u306e\u307f\u3092\u5b9f\u884c\u3057\u3001\u4efb\u610f\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u3092\u9632\u3050\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306e\u65b0\u3057\u3044\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3084\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3088\u308a\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u30b3\u30fc\u30c9\u3068\u3057\u3066\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3059\u308b\u80fd\u529b\u306f\u53d6\u308a\u9664\u304b\u308c\u3066\u3082\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u6271\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5f93\u6765\u578b\u306e\u8106\u5f31\u6027\u306b\u5bfe\u3057\u3066\u7121\u6575\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<a href=\"https:\/\/jfrog.com\/blog\/machine-learning-bug-bonanza-exploiting-ml-clients-and-safe-models\/\" target=\"_blank\" rel=\"noopener\">JFrog\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7814\u7a76\u8005<\/a>\u306f\u3001XSS\u3084\u30d1\u30b9 \u30c8\u30e9\u30d0\u30fc\u30b5\u30eb\u306a\u3069\u65e2\u77e5\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7528\u3044\u3066\u3001\u3053\u308c\u3089\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u5229\u7528\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8106\u5f31\u6027\u3092\u7279\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><a id=\"post-170564-_heading=h.cofo7rf5at5r\"><\/a>\u30c6\u30af\u30cb\u30ab\u30eb\u5206\u6790<\/h2>\n<p>\u65b0\u3057\u3044\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u72b6\u614b\u3084\u8a2d\u5b9a\u3092\u30b3\u30fc\u30c9\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u6a5f\u80fd\u304c\u524a\u9664\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u7814\u7a76\u8005\u306e\u4e2d\u3067\u306f\u3001\u307e\u3060\u305d\u306e\u60c5\u5831\u3092\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3059\u308b\u3068\u3044\u3046\u30e6\u30fc\u30b9 \u30b1\u30fc\u30b9\u304c\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u5927\u898f\u6a21\u3067\u3001\u30af\u30e9\u30b9\u8a2d\u5b9a\u304c\u8907\u96d1\u306b\u306a\u308a\u3084\u3059\u3044\u305f\u3081\u3001\u591a\u304f\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u306e\u30c4\u30fc\u30eb\u3092\u7528\u3044\u3066\u3053\u308c\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/hydra.cc\/\" target=\"_blank\" rel=\"noopener\">Hydra<\/a>\u306f\u3001Meta\u304c\u4fdd\u5b58\u3059\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u30e2\u30c7\u30eb\u306e\u72b6\u614b\u3084\u8a2d\u5b9a\u60c5\u5831\u3092\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<p>\u5f0a\u793e\u3067\u306f\u3001HuggingFace\u4e0a\u306e\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b3\u3064\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9AI\/ML Python\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3001Hydra\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u304b\u3089\u3053\u308c\u3089\u306e\u8a2d\u5b9a\u3092\u8aad\u307f\u8fbc\u3080\u969b\u3001\u4efb\u610f\u306e\u30b3\u30fc\u30c9\u5b9f\u884c\u3092\u8a31\u53ef\u3059\u308b\u65b9\u6cd5\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li><strong>NeMo: <\/strong>NVIDIA\u304c\u7814\u7a76\u76ee\u7684\u3067\u958b\u767a\u3057\u305f\u3001\u591a\u69d8\u306aAI\/ML\u30e2\u30c7\u30eb\u3084\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u76ee\u7684\u3068\u3057\u305fPyTorch\u30d9\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/li>\n<li><strong>Uni2TS<\/strong>: Salesforce\u306eMorai\u304c\u7814\u7a76\u76ee\u7684\u3067\u4f5c\u6210\u3057\u305f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u30c8\u30ec\u30f3\u30c9\u3092\u4e88\u6e2c\u3059\u308b\u6642\u7cfb\u5217\u5206\u6790\u306e\u57fa\u76e4\u30e2\u30c7\u30eb\u3067\u3042\u308bPyTorch\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<li><strong>FlexTok: <\/strong>Apple\u304a\u3088\u3073\u30b9\u30a4\u30b9\u9023\u90a6\u5de5\u79d1\u5927\u5b66\u306eVisual Intelligence and Learning Lab \u306e\u7814\u7a76\u8005\u304c\u4f5c\u6210\u3057\u305f\u3001Python\u30d9\u30fc\u30b9\u306e\u7814\u7a76\u7528\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\u30a8\u30f3\u30b3\u30fc\u30c9\/\u30c7\u30b3\u30fc\u30c9\u6a5f\u80fd\u3092\u6271\u3046\u3053\u3068\u3067\u3001AI\/ML\u30e2\u30c7\u30eb\u306b\u3088\u308b\u753b\u50cf\u51e6\u7406\u304c\u53ef\u80fd\u306b<\/li>\n<\/ul>\n<h3><a id=\"post-170564-_heading=h.haupjdmfpwv1\"><\/a>Hydra<\/h3>\n<p>\u5f0a\u793e\u304c\u7279\u5b9a\u3057\u305f\u8106\u5f31\u6027\u306f\u3044\u305a\u308c\u3082<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/hydra.cc\/docs\/advanced\/instantiate_objects\/overview\/\" target=\"_blank\" rel=\"noopener\">hydra.utils.instantiate()<\/a><\/span>\u95a2\u6570\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u95a2\u6570\u306f\u300c\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u7570\u306a\u308b\u5b9f\u88c5\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3059\u308b\u300d\u3053\u3068\u3092\u610f\u56f3\u3057\u3066\u3044\u307e\u3059<\/p>\n<p>Hydra API\u306f\u3001<a href=\"https:\/\/dataplatform.cloud.ibm.com\/docs\/content\/wsd\/nodes\/type_instantiation.html?context=cpdaas\" target=\"_blank\" rel=\"noopener\">\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316<\/a>\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u8a18\u8ff0\u3057\u305f\u8a2d\u5b9a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8(Python\u306e\u8f9e\u66f8\u3084<a href=\"https:\/\/omegaconf.readthedocs.io\/en\/2.3_branch\/usage.html\" target=\"_blank\" rel=\"noopener\"><span style=\"font-family: 'courier new', courier, monospace;\">OmegaConf<\/span> object<\/a>\u306a\u3069)\u3092\u5f15\u6570\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u52a0\u3048\u3066\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u6e21\u3055\u308c\u308b\u4efb\u610f\u306e <span style=\"font-family: 'courier new', courier, monospace;\">*args<\/span> \u304a\u3088\u3073 <span style=\"font-family: 'courier new', courier, monospace;\">**kwargs<\/span>\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\u3053\u306e\u8a2d\u5b9a\u306b\u306f\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3059\u308b\u30af\u30e9\u30b9\u307e\u305f\u306f<a href=\"https:\/\/typing.python.org\/en\/latest\/spec\/callables.html\" target=\"_blank\" rel=\"noopener\">callable<\/a>\u3092\u6307\u5b9a\u3059\u308b<span style=\"font-family: 'courier new', courier, monospace;\">_target_<\/span>\u5024\u3068\u3001<span style=\"font-family: 'courier new', courier, monospace;\">_target_<\/span>\u306b\u6e21\u3055\u308c\u308b\u5f15\u6570\u3092\u5b9a\u7fa9\u3059\u308b\u4efb\u610f\u306e<span style=\"font-family: 'courier new', courier, monospace;\">_args_<\/span>\u5024\u304c\u60f3\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u5f0a\u793e\u304c\u78ba\u8a8d\u3057\u305f\u3044\u305a\u308c\u306e\u30b1\u30fc\u30b9\u3067\u3082\u3001<span style=\"font-family: 'courier new', courier, monospace;\">hydra.utils.instantiate()<\/span>\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u683c\u7d0d\u3055\u308c\u305f\u5358\u7d14\u306a\u5f15\u6570\u3067\u30e9\u30a4\u30d6\u30e9\u30ea \u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3059\u308b\u305f\u3081\u306b\u306e\u307f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u56f31\u306f\u3001NeMo\u304c<span style=\"font-family: 'courier new', courier, monospace;\">instantiate()<\/span>\u95a2\u6570\u306b\u6e21\u3059\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4f8b\u3067\u3059\u3002<\/p>\n<figure id=\"attachment_170565\" aria-describedby=\"caption-attachment-170565\" style=\"width: 1000px\" class=\"wp-caption alignnone\"><img  class=\"wp-image-170565 lozad\"  data-src=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-877554-170564-1.png\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u542b\u3080\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30b3\u30fc\u30c9\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3002\" width=\"1000\" height=\"234\" srcset=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-877554-170564-1.png 1018w, https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-877554-170564-1-786x184.png 786w, https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-877554-170564-1-768x180.png 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><figcaption id=\"caption-attachment-170565\" class=\"wp-caption-text\">\u56f31.NeMo\u30d5\u30a1\u30a4\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3002<\/figcaption><\/figure>\n<p>\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u898b\u843d\u3068\u3057\u3066\u3044\u308b\u3068\u601d\u308f\u308c\u308b\u70b9\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">instantiate()<\/span>\u306f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3059\u308b\u30af\u30e9\u30b9\u540d\u3060\u3051\u3092\u53d7\u3051\u53d6\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u4efb\u610f\u306e\u547c\u3073\u51fa\u3057\u53ef\u80fd\u306a\u540d\u524d\u3082\u53d7\u3051\u53d6\u308a\u3001\u305d\u308c\u306b\u5f15\u6570\u3092\u6e21\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u4ed5\u7d44\u307f\u3092\u60aa\u7528\u3059\u308c\u3070\u3001\u653b\u6483\u8005\u306f<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/docs.python.org\/3\/library\/functions.html#eval\" target=\"_blank\" rel=\"noopener\">eval()<\/a><\/span>\u3084<a href=\"https:\/\/docs.python.org\/3\/library\/os.html#os.system\" target=\"_blank\" rel=\"noopener\"><span style=\"font-family: 'courier new', courier, monospace;\">os.system()<\/span><\/a>\u306e\u3088\u3046\u306aPython\u306e\u7d44\u307f\u8fbc\u307f\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u3088\u308a\u5bb9\u6613\u306bRCE\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002\u5f0a\u793e\u304c\u3053\u308c\u3089\u306e\u8106\u5f31\u6027\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3057\u305f\u3059\u3079\u3066\u306e\u6982\u5ff5\u5b9f\u8a3c\u3067\u306f\u3001\u547c\u3073\u51fa\u3057\u53ef\u80fd\u306a\u3082\u306e\u3068\u3057\u3066\u3001<span style=\"font-family: 'courier new', courier, monospace;\">builtins.exec()<\/span>\u3092\u7528\u3044\u3001Python\u3092\u542b\u3080\u6587\u5b57\u5217\u3092\u5f15\u6570\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u30da\u30a4\u30ed\u30fc\u30c9\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u554f\u984c\u304c\u6700\u521d\u306b\u7279\u5b9a\u3055\u308c\u3066\u4ee5\u6765\u3001<a href=\"https:\/\/github.com\/facebookresearch\/hydra\/commit\/4d30546745561adf4e92ad897edb2e340d5685f0\" target=\"_blank\" rel=\"noopener\">Hydra\u306f\u66f4\u65b0\u3055\u308c<\/a>\u3001\u300c<span style=\"font-family: 'courier new', courier, monospace;\">instantiate()<\/span>\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u969b\u306bRCE\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u8b66\u544a\u304c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u8ffd\u52a0\u3055\u308c\u305f\u307b\u304b\u3001\u7c21\u5358\u306a\u30d6\u30ed\u30c3\u30af\u30ea\u30b9\u30c8\u6a5f\u80fd\u3082\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">_target_<\/span>\u306e\u5024\u3092\u3001\u5b9f\u884c\u524d\u306b\u3001<span style=\"font-family: 'courier new', courier, monospace;\">builtins.exec()<\/span>\u306e\u3088\u3046\u306a\u5371\u967a\u306a\u95a2\u6570\u306e\u30ea\u30b9\u30c8\u3068\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u30a4\u30f3\u30dd\u30fc\u30c8\u3055\u308c\u308b\u524d\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u5bfe\u8c61\u3068\u306e\u5b8c\u5168\u4e00\u81f4\u3059\u308b\u304b\u3069\u3046\u304b\u3067\u5224\u5b9a\u3059\u308b\u305f\u3081\u3001Python\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea(\u4f8b: <span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/github.com\/python\/cpython\/blob\/3.14\/Lib\/enum.py#L2\" target=\"_blank\" rel=\"noopener\">enum.bltns.eval<\/a><\/span>)\u3084\u5bfe\u8c61\u30a2\u30d7\u30ea(\u4f8b:<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/nemo.core.classes.common.os\" target=\"_blank\" rel=\"noopener\">nemo.core.classes.common.os.system<\/a><\/span>)\u304b\u3089\u306e\u6697\u9ed9\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u5bb9\u6613\u306b\u56de\u907f\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001Hydra\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u3053\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u4e07\u5168\u306a\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u60aa\u610f\u306e\u3042\u308b\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u3092\u9632\u3050\u624b\u6bb5\u3068\u3057\u3066\u3053\u308c\u306e\u307f\u306b\u4f9d\u5b58\u3059\u3079\u304d\u3067\u306f\u306a\u3044\u3068\u660e\u8a18\u3055\u308c\u3066\u3044\u307e\u3059\u30022026\u5e741\u6708\u73fe\u5728\u3001\u3053\u306e\u30d6\u30ed\u30c3\u30af\u30ea\u30b9\u30c8\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306fHydra\u306e\u30ea\u30ea\u30fc\u30b9\u7248\u3067\u306f\u307e\u3060\u5229\u7528\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<h3><a id=\"post-170564-_heading=h.n9d34igoxvkk\"><\/a>NeMo<\/h3>\n<p>NVIDIA\u306f<a href=\"https:\/\/github.com\/NVIDIA\/NeMo\/tree\/main\" target=\"_blank\" rel=\"noopener\">NeMo<\/a>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u300c\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u751f\u6210AI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300d\u3068\u3057\u3066\u30012019\u5e74\u304b\u3089\u958b\u767a\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059NeMo\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.nemo<\/span>\u304a\u3088\u3073<span style=\"font-family: 'courier new', courier, monospace;\">.qnemo<\/span>\u3068\u3044\u3046<a href=\"https:\/\/docs.nvidia.com\/nemo-framework\/user-guide\/24.07\/playbooks\/ptq.html#convert-nemo-checkpoint-to-qnemo-format\">\u72ec\u81ea\u306e\u30d5\u30a1\u30a4\u30eb \u30d5\u30a9\u30fc\u30de\u30c3\u30c8<\/a>\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u5358\u306a\u308bTAR\u30d5\u30a1\u30a4\u30eb\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b<span style=\"font-family: 'courier new', courier, monospace;\">model_config.yaml<\/span>\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u305d\u308c\u305e\u308c<span style=\"font-family: 'courier new', courier, monospace;\">.pt<\/span>\u30d5\u30a1\u30a4\u30eb\u307e\u305f\u306f<span style=\"font-family: 'courier new', courier, monospace;\">.safetensors<\/span>\u30d5\u30a1\u30a4\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e<span style=\"font-family: 'courier new', courier, monospace;\">.nemo<\/span>\u30e2\u30c7\u30eb \u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u305f\u3081\u306e\u4e3b\u306a\u30a8\u30f3\u30c8\u30ea \u30dd\u30a4\u30f3\u30c8\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/github.com\/NVIDIA\/NeMo\/blob\/cd55157cb05e0a60066caf31e3354ff0e690b086\/nemo\/core\/classes\/common.py#L580\" target=\"_blank\" rel=\"noopener\">restore_from()<\/a><\/span>\u3068<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/github.com\/NVIDIA\/NeMo\/blob\/cd55157cb05e0a60066caf31e3354ff0e690b086\/nemo\/core\/classes\/common.py#L711\" target=\"_blank\" rel=\"noopener\">from_pretrained()<\/a><\/span>\u3067\u3059\u3002\u62bd\u8c61\u5316\u30ec\u30a4\u30e4\u30fc\u306f\u3044\u304f\u3064\u304b\u5b58\u5728\u3057\u307e\u3059\u304c\u3001\u6700\u7d42\u7684\u306b\u306f\u57cb\u3081\u8fbc\u307e\u308c\u305f<span style=\"font-family: 'courier new', courier, monospace;\">model_config.yaml<\/span>\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u305f\u30e2\u30c7\u30eb\u8a2d\u5b9a\u306e\u51e6\u7406\u306b\u306f\u3001<a href=\"https:\/\/github.com\/NVIDIA\/NeMo\/blob\/cd55157cb05e0a60066caf31e3354ff0e690b086\/nemo\/core\/classes\/common.py#L472\" target=\"_blank\" rel=\"noopener\">\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba<\/a>\u3055\u308c\u305f\u30df\u30c3\u30af\u30b9\u30a4\u30f3\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u56f32\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">hydra.utils.instantiate()<\/span>\u306e\u8106\u5f31\u306a\u547c\u3073\u51fa\u3057\u7b87\u6240\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_170576\" aria-describedby=\"caption-attachment-170576\" style=\"width: 745px\" class=\"wp-caption alignnone\"><img  class=\"wp-image-170576 lozad\"  data-src=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-880104-170564-2.png\" alt=\"\u8a2d\u5b9a\u306b\u57fa\u3065\u304f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306bPython\u3067\u8a18\u8ff0\u3055\u308c\u305f\u6761\u4ef6\u6587\u3092\u793a\u3059\u3001Hydra API\u306e\u30b3\u30fc\u30c9\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3002\" width=\"745\" height=\"225\" \/><figcaption id=\"caption-attachment-170576\" class=\"wp-caption-text\">\u56f32.NeMo\u306e<span style=\"font-family: 'courier new', courier, monospace;\">hydra.utils.instantiate()<\/span>\u306e\u547c\u3073\u51fa\u3057\u3002<\/figcaption><\/figure>\n<p><span style=\"font-family: 'courier new', courier, monospace;\">instantiate()<\/span>\u306b\u6e21\u3055\u308c\u308b\u524d\u306b\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30b5\u30cb\u30bf\u30a4\u30ba\u51e6\u7406\u306f\u4e00\u5207\u884c\u308f\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u3053\u306e\u547c\u3073\u51fa\u3057\u306f\u5bfe\u8c61\u306e\u30e2\u30c7\u30eb\u30af\u30e9\u30b9\u304c\u521d\u671f\u5316\u304c\u306f\u3058\u307e\u308b\u524d\u306b\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u56f33\u306b\u793a\u3059\u3088\u3046\u306b\u3001\u52d5\u4f5c\u3059\u308b\u30da\u30a4\u30ed\u30fc\u30c9\u3092\u542b\u3080<span style=\"font-family: 'courier new', courier, monospace;\">model_config.yaml<\/span>\u30d5\u30a1\u30a4\u30eb\u3092\u5bb9\u6613\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_170587\" aria-describedby=\"caption-attachment-170587\" style=\"width: 314px\" class=\"wp-caption alignnone\"><img  class=\"wp-image-170587 lozad\"  data-src=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-881997-170564-3.png\" alt=\"Python\u3067\u8a18\u8ff0\u3055\u308c\u305f\u884c\u3092\u542b\u3080\u3001\u30c6\u30ad\u30b9\u30c8 \u30a8\u30c7\u30a3\u30bf\u4e0a\u306e\u30b3\u30fc\u30c9\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3002\u3053\u306e\u30b3\u30fc\u30c9\u306b\u306f\u3001\u300cHello world\u300d\u3092\u51fa\u529b\u3059\u308bprint\u6587\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002\" width=\"314\" height=\"87\" \/><figcaption id=\"caption-attachment-170587\" class=\"wp-caption-text\">\u56f33. NeMo\u306e\u8106\u5f31\u6027\u3092\u8a98\u767a\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4f8b\u3002<\/figcaption><\/figure>\n<p>NeMo\u306fHuggingFace\u3068\u3082\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001HuggingFace\u4e0a\u3067\u30db\u30b9\u30c8\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u306e\u540d\u524d\u3092<span style=\"font-family: 'courier new', courier, monospace;\">from_pretrained()<\/span>\u306b\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002HuggingFace\u4e0a\u306eNeMo\u30e2\u30c7\u30eb\u306e\u5927\u534a\u304c\u3053\u306e\u65b9\u6cd5\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002HuggingFace\u4e0a\u304b\u3089\u30e2\u30c7\u30eb\u304c\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u308b\u3068\u3001\u540c\u4e00\u306e\u30b3\u30fc\u30c9 \u30d1\u30b9\u3092\u8fbf\u308b\u3053\u3068\u306b\u306a\u308b\u305f\u3081\u3001\u3053\u306e\u547c\u3073\u51fa\u3057\u3082\u8106\u5f31\u3067\u3059\u3002<\/p>\n<p>2026\u5e741\u6708\u73fe\u5728\u3001HuggingFace\u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u958b\u767a\u8005\u306b\u3088\u308a700\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\u304c\u3001NeMo\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u591a\u304f\u306fNVIDIA\u306e<a href=\"https:\/\/huggingface.co\/nvidia\/parakeet-tdt-0.6b-v2\" target=\"_blank\" rel=\"noopener\">parakeet<\/a>\u306e\u3088\u3046\u306b\u3001HuggingFace\u3067\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30e2\u30c7\u30eb\u306e\u3072\u3068\u3064\u306b\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8106\u5f31\u6027\u306f<a href=\"https:\/\/github.com\/NVIDIA\/NeMo\/commit\/3206fafab654d9448297211ac50dfd4089338fe5\" target=\"_blank\" rel=\"noopener\">\u5c11\u306a\u304f\u3068\u30822020\u5e74\u304b\u3089<\/a>\u5b58\u5728\u3057\u3066\u3044\u305f\u3082\u306e\u3068\u601d\u308f\u308c\u307e\u3059\u3002<\/p>\n<p>NeMo\u304c\u62e1\u5f35\u3057\u3066\u3044\u308bPyTorch\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u3001\u57cb\u3081\u8fbc\u307e\u308c\u305f<span style=\"font-family: 'courier new', courier, monospace;\">.pickle<\/span>\u30d5\u30a1\u30a4\u30eb\u306b\u3088\u308b\u30b3\u30fc\u30c9\u5b9f\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u70b9\u306b\u3064\u3044\u3066\u306f<a href=\"https:\/\/docs.pytorch.org\/docs\/stable\/generated\/torch.load.html#torch.load\" target=\"_blank\" rel=\"noopener\">\u660e\u78ba\u306b\u6587\u66f8\u5316\u3055\u308c\u3066\u3044\u307e\u3059<\/a>\u3002\u3053\u306ePyTorch\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u4efb\u610f\u306e\u5b9f\u884c\u3092\u7121\u52b9\u306b\u3057\u3066\u304a\u308a\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.pickle<\/span>\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u6642\u306b<a href=\"https:\/\/docs.pytorch.org\/docs\/stable\/notes\/serialization.html#torch.serialization.add_safe_globals\" target=\"_blank\" rel=\"noopener\">\u4f7f\u7528\u53ef\u80fd\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30ea\u30b9\u30c8\u5316<\/a>\u3059\u308b\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u5b89\u5168\u7b56\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002NeMo\u3067\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.nemo<\/span>\u30d5\u30a1\u30a4\u30eb\u306b\u57cb\u3081\u8fbc\u307e\u308c\u305fPyTorch\u30d5\u30a1\u30a4\u30eb\u306b\u542b\u307e\u308c\u308b<span style=\"font-family: 'courier new', courier, monospace;\">.pickle<\/span>\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001PyTorch\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u8a31\u53ef\u30ea\u30b9\u30c8\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4efb\u610f\u306e\u30b3\u30fc\u30c9\u5b9f\u884c\u306f\u9632\u3052\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>NVIDIA\u306f\u3053\u306e\u554f\u984c\u3092\u8a8d\u3081\u3001\u6df1\u523b\u5ea6\u300c\u9ad8(High)\u300d\u3068\u8a55\u4fa1\u3057\u305fCVE(<a href=\"https:\/\/nvidia.custhelp.com\/app\/answers\/detail\/a_id\/5686\" target=\"_blank\" rel=\"noopener\">CVE-2025-23304<\/a>)\u3092\u516c\u958b\u3057\u3001NeMo\u30d0\u30fc\u30b8\u30e7\u30f32.3.2\u3067\u4fee\u6b63\u3092\u30ea\u30ea\u30fc\u30b9\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001NeMo\u306f<a href=\"https:\/\/github.com\/NVIDIA-NeMo\/NeMo\/blob\/v2.5.2\/nemo\/core\/classes\/common.py#L165\" target=\"_blank\" rel=\"noopener\"><span style=\"font-family: 'courier new', courier, monospace;\">safe_instantiate<\/span><\/a>\u95a2\u6570\u3092\u8ffd\u52a0\u3057\u3001Hydra\u8a2d\u5b9a\u5185\u306e<span style=\"font-family: 'courier new', courier, monospace;\">_target_<\/span>\u5024\u3092\u5b9f\u884c\u524d\u306b\u691c\u8a3c\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u95a2\u6570\u306f\u3001\u8a2d\u5b9a\u5185\u306e<span style=\"font-family: 'courier new', courier, monospace;\">_target_<\/span>\u5024\u3092\u518d\u5e30\u7684\u306b\u691c\u51fa\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u5024\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u3001\u5165\u308c\u5b50\u69cb\u9020\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u5229\u7528\u3057\u305fRCE\u306e\u60aa\u7528\u3092\u9632\u304e\u307e\u3059\u3002\u65b0\u3057\u3044<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/github.com\/NVIDIA-NeMo\/NeMo\/blob\/v2.5.2\/nemo\/core\/classes\/common.py#L92\" target=\"_blank\" rel=\"noopener\">is_target_allowed<\/a><\/span>\u95a2\u6570\u306f\u3001\u307e\u305a\u5404<span style=\"font-family: 'courier new', courier, monospace;\">_target_<\/span>\u306e\u5024\u3092\u3001NeMo\u3001PyTorch\u3001\u304a\u3088\u3073\u95a2\u9023\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u3092\u542b\u3080\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u306e\u8a31\u53ef\u30ea\u30b9\u30c8\u3068\u7167\u5408\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9 \u30c1\u30a7\u30c3\u30af\u3060\u3051\u3067\u306f\u3001Hydra\u306e\u65b0\u3057\u3044\u30d6\u30ed\u30c3\u30af\u30ea\u30b9\u30c8\u6a5f\u80fd\u3068\u540c\u69d8\u3001\u5371\u967a\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u6697\u9ed9\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3092\u9632\u3050\u306b\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002\u3057\u304b\u3057\u3001NeMo\u306f\u8ffd\u52a0\u7b56\u3068\u3057\u3066\u3001Hydra\u3092\u4f7f\u7528\u3057\u3066\u5404\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u5b9f\u969b\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001\u6b21\u306e\u70b9\u3092\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u305d\u308c\u306f\u60f3\u5b9a\u3055\u308c\u305f\u30af\u30e9\u30b9\u306e\u30b5\u30d6\u30af\u30e9\u30b9\u3067\u3042\u308b\u3053\u3068<\/li>\n<li>\u305d\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3055\u308c\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u540d\u304c\u3001\u60f3\u5b9a\u3055\u308c\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u8a31\u53ef\u30ea\u30b9\u30c8\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068<\/li>\n<\/ul>\n<p>\u5b9f\u969b\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3055\u308c\u305f\u5024\u3092\u3053\u308c\u3089\u306e\u8a31\u53ef\u30ea\u30b9\u30c8\u3068\u7167\u5408\u3059\u308b\u3053\u3068\u3067\u3001NeMo\u306f\u60f3\u5b9a\u3055\u308c\u308b\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u307f\u304c\u5b9f\u884c\u3055\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3057\u3066<span style=\"font-family: 'courier new', courier, monospace;\">nemo.core.classes.common.os.system<\/span>\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">posix<\/span><span style=\"font-weight: 400;\">\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u3057\u3066\u89e3\u6c7a\u3055\u308c\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u660e\u3089\u304b\u306bNeMo\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e00\u90e8\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<h3><a id=\"post-170564-_heading=h.bdi4kxfvj12b\"><\/a>Uni2TS<\/h3>\n<p>2024\u5e74\u3001Salesforce\u306eAI\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u3001<a href=\"https:\/\/arxiv.org\/abs\/2402.02592\" target=\"_blank\" rel=\"noopener\">\u300eUnified Training of Universal Time Series Transformers\u300f<\/a>\u3068\u984c\u3057\u305f\u8ad6\u6587\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u306b\u306f<a href=\"https:\/\/huggingface.co\/collections\/Salesforce\/moirai-r-models-65c8d3a94c51428c300e0742\" target=\"_blank\" rel=\"noopener\">HuggingFace<\/a>\u3067\u767a\u8868\u3057\u305f\u4e00\u9023\u306e\u30e2\u30c7\u30eb\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u7814\u7a76\u304a\u3088\u3073\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u4f7f\u7528\u306f\u3001Salesforce\u306e\u8ad6\u6587\u306b\u4ed8\u968f\u3057\u3066\u516c\u958b\u3055\u308c\u305f<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/github.com\/SalesforceAIResearch\/uni2ts\" target=\"_blank\" rel=\"noopener\">uni2TS<\/a><\/span>\u3068\u3044\u3046\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"font-family: 'courier new', courier, monospace;\">uni2TS<\/span>\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.safetensors<\/span>\u30d5\u30a1\u30a4\u30eb\u306e\u307f\u3092\u6271\u3044\u307e\u3059\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u3092\u8a31\u5bb9\u3059\u308b\u30e2\u30c7\u30eb \u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u4ee3\u308f\u308b\u5b89\u5168\u306a\u9078\u629e\u80a2\u3068\u3057\u3066<a href=\"https:\/\/github.com\/huggingface\/safetensors?tab=readme-ov-file#safetensors-1\" target=\"_blank\" rel=\"noopener\">\u660e\u793a\u7684\u306b\u8a2d\u8a08<\/a>\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001safetensors\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u3001\u30e2\u30c7\u30eb\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a2d\u5b9a\u60c5\u5831\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3092\u660e\u793a\u7684\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u8a2d\u5b9a\u60c5\u5831\u3092\u4fdd\u5b58\u3057\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b\u3001HuggingFace\u306e<a href=\"https:\/\/huggingface.co\/docs\/huggingface_hub\/main\/en\/guides\/integrations#config\" target=\"_blank\" rel=\"noopener\"><span style=\"font-family: 'courier new', courier, monospace;\">huggingface_hub<\/span><\/a>\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u5185\u306b\u4fdd\u5b58\u3055\u308c\u305f<span style=\"font-family: 'courier new', courier, monospace;\">config.json<\/span>\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002HuggingFace\u306e\u30b3\u30a2ML\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30af\u30e9\u30b9\u3092\u4f7f\u3046\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3001JSON\u30d7\u30ea\u30df\u30c6\u30a3\u30d6\u578b\u306b\u76f4\u63a5\u683c\u7d0d\u3067\u304d\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u307f\u304c\u7528\u3044\u3089\u308c\u308b\u305f\u3081\u3001\u3053\u306e\u51e6\u7406\u306f\u5b89\u5168\u306b\u884c\u308f\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5024\u306f\u3001\u5b9a\u7fa9\u3055\u308c\u305f\u30cf\u30fc\u30c9\u30b3\u30fc\u30c9\u6e08\u307f\u306e\u30af\u30e9\u30b9\u7fa4\u306b\u6e21\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001<span style=\"font-family: 'courier new', courier, monospace;\">huggingface_hub<\/span>\u306f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u5168\u4f53\u3068\u7d71\u5408\u53ef\u80fd\u306a\u30ab\u30b9\u30bf\u30e0 \u30e2\u30c7\u30eb \u30af\u30e9\u30b9\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e<a href=\"https:\/\/huggingface.co\/docs\/huggingface_hub\/en\/package_reference\/mixins#huggingface_hub.PyTorchModelHubMixin\" target=\"_blank\" rel=\"noopener\">P<span style=\"font-family: 'courier new', courier, monospace;\">yTorchModelHubMixin<\/span><\/a>\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u6a5f\u80fd\u306e\u4e00\u90e8\u3068\u3057\u3066\u3001\u5024\u306f\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3055\u308c\u305f<span style=\"font-family: 'courier new', courier, monospace;\">config.json<\/span>\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u3001\u30e2\u30c7\u30eb\u30af\u30e9\u30b9\u306b\u6e21\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u306f<\/span>\u3001\u300ccoders\u300d\u3068\u547c\u3070\u308c\u308b\u95a2\u6570\u3092\u767b\u9332\u3059\u308b\u305f\u3081\u306e\u3001\u3042\u307e\u308a\u4f7f\u308f\u308c\u3066\u3044\u306a\u3044\u4ed5\u7d44\u307f\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u95a2\u6570\u306f\u3001\u7279\u5b9a\u306e\u5f15\u6570\u304c\u30af\u30e9\u30b9\u306b\u6e21\u3055\u308c\u308b\u524d\u306b\u305d\u306e\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<span style=\"font-family: 'courier new', courier, monospace;\">uni2TS<\/span>\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001<a href=\"https:\/\/github.com\/SalesforceAIResearch\/uni2ts\/blob\/964240482e1f444987fe8ef8451871f1a57dd568\/src\/uni2ts\/model\/moirai_moe\/module.py#L59\" target=\"_blank\" rel=\"noopener\">\u3053\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u4f7f\u3063\u3066<\/a>\u56f34\u306b\u793a\u3059\u3088\u3046\u306b\u3001\u30bf\u30fc\u30b2\u30c3\u30c8 \u30af\u30e9\u30b9\u306b\u6e21\u3055\u308c\u308b\u524d\u306b<span style=\"font-family: 'courier new', courier, monospace;\">hydra.utils.instantiate()<\/span>\u3092\u547c\u3073\u51fa\u3057\u3001\u7279\u5b9a\u306e\u5f15\u6570\u306e\u8a2d\u5b9a\u3092\u30c7\u30b3\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_170598\" aria-describedby=\"caption-attachment-170598\" style=\"width: 807px\" class=\"wp-caption alignnone\"><img  class=\"wp-image-170598 lozad\"  data-src=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-883734-170564-4.png\" alt=\"\u78ba\u7387\u5206\u5e03\u306e\u51fa\u529b\u3092\u30c7\u30b3\u30fc\u30c9\u3059\u308b\u95a2\u6570\u3068\u3001PyTorch\u3092\u7528\u3044\u305f\u30af\u30e9\u30b9\u5b9a\u7fa9\u3092\u542b\u3080Python\u30b3\u30fc\u30c9\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3002\" width=\"807\" height=\"253\" srcset=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-883734-170564-4.png 807w, https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-883734-170564-4-786x246.png 786w, https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-883734-170564-4-768x241.png 768w\" sizes=\"(max-width: 807px) 100vw, 807px\" \/><figcaption id=\"caption-attachment-170598\" class=\"wp-caption-text\">Figure 4. Call to <span style=\"font-family: 'courier new', courier, monospace;\">hydra.utils.instantiate()<\/span> in <span style=\"font-family: 'courier new', courier, monospace;\">uni2TS<\/span>.<\/figcaption><\/figure>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">MoraiModule.from_pretrained()<\/span>\u307e\u305f\u306f<span style=\"font-family: 'courier new', courier, monospace;\">MoraiMoEModule.from_pretrained()<\/span>\u3092\u4f7f\u3063\u3066\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u306e\u3044\u305a\u308c\u304b\u304c\u8aad\u307f\u8fbc\u307e\u308c\u305f\u3068\u304d\u306b\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\u56f35\u306b\u793a\u3059\u3088\u3046\u306b\u3001<span style=\"font-family: 'courier new', courier, monospace;\">uni2TS<\/span>\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3068\u3068\u3082\u306b\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3055\u308c\u305f<span style=\"font-family: 'courier new', courier, monospace;\">config.json<\/span>\u30d5\u30a1\u30a4\u30eb\u306b\u6211\u3005\u306e\u30da\u30a4\u30ed\u30fc\u30c9\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u6642\u306bRCE\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_170609\" aria-describedby=\"caption-attachment-170609\" style=\"width: 354px\" class=\"wp-caption alignnone\"><img  class=\"wp-image-170609 lozad\"  data-src=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-885594-170564-5.png\" alt=\"\u300cHello world\u300d\u3092\u8868\u793a\u3059\u308bPython\u306eprint\u6587\u3092\u542b\u3080JSON\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3002\" width=\"354\" height=\"187\" \/><figcaption id=\"caption-attachment-170609\" class=\"wp-caption-text\">\u56f35.<span style=\"font-family: 'courier new', courier, monospace;\">uni2TS<\/span>\u306e\u8106\u5f31\u6027\u3092\u8a98\u767a\u3059\u308b<span style=\"font-family: 'courier new', courier, monospace;\">config.json<\/span>\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4f8b\u3002<\/figcaption><\/figure>\n<p>\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u305fSalesforce\u30e2\u30c7\u30eb\u306f\u3001Hugging Face\u4e0a\u3067\u3053\u308c\u307e\u3067\u306b\u6570\u5341\u4e07\u56de\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u3044\u304f\u3064\u304b\u306f\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u3063\u3066\u6539\u5909\u3055\u308c\u305f\u3082\u306e\u304cHuggingFace\u4e0a\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u304c\u95a2\u4e0e\u3057\u305f\u60aa\u610f\u306e\u3042\u308b\u6d3b\u52d5\u306e\u8a3c\u62e0\u306f\u3001\u3053\u308c\u307e\u3067\u306e\u3068\u3053\u308d\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>Salesforce\u306f\u3053\u306e\u554f\u984c\u3092\u8a8d\u3081\u3001\u6df1\u523b\u5ea6\u300c\u9ad8(High)\u300d\u3068\u8a55\u4fa1\u3057\u305fCVE(<a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=005239354&amp;type=1\" target=\"_blank\" rel=\"noopener\">CVE-2026-22584<\/a>)\u3092\u516c\u958b\u3057\u30017\u670831\u65e5\u306b\u4fee\u6b63\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30ea\u30ea\u30fc\u30b9\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u4fee\u6b63\u3067\u306f\u3001\u8a31\u53ef\u30ea\u30b9\u30c8\u3068\u53b3\u5bc6\u306a\u691c\u8a3c\u30c1\u30a7\u30c3\u30af\u304c\u5b9f\u88c5\u3055\u308c\u3001\u660e\u793a\u7684\u306b\u8a31\u53ef\u3055\u308c\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u307f\u304c\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3><a id=\"post-170564-_heading=h.b2sawlb9pa14\"><\/a>ml-flextok<\/h3>\n<p>2025\u5e74\u521d\u982d\u3001<a href=\"https:\/\/arxiv.org\/abs\/2502.13967\" target=\"_blank\" rel=\"noopener\">Apple\u304a\u3088\u3073\u30b9\u30a4\u30b9\u9023\u90a6\u5de5\u79d1\u5927\u5b66\u306eVisual Intelligence and Learning Lab(EPFL VILAB)\u306f\u3001\u7814\u7a76\u3092\u516c\u958b\u3057<\/a>\u3001<a href=\"https:\/\/github.com\/apple\/ml-flextok\" target=\"_blank\" rel=\"noopener\"><span style=\"font-family: 'courier new', courier, monospace;\">ml-flextok<\/span><\/a>\u3068\u3044\u3046\u88dc\u52a9\u7684\u306aPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002<span style=\"font-family: 'courier new', courier, monospace;\">uni2TS<\/span>\u3068\u540c\u69d8\u3001<span style=\"font-family: 'courier new', courier, monospace;\">ml-flextok<\/span>\u306fsafetensors\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u307f\u3067\u52d5\u4f5c\u3057\u3001<span style=\"font-family: 'courier new', courier, monospace;\">PyTorchModelHubMixin<\/span>\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u542b\u307e\u308c\u308b<span style=\"font-family: 'courier new', courier, monospace;\">config.json<\/span>\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.safetensors<\/span>\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u76f4\u63a5\u8a2d\u5b9a\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u60c5\u5831\u306f\u30d5\u30a1\u30a4\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf \u30bb\u30af\u30b7\u30e7\u30f3\u306b\u3042\u308b<span style=\"font-family: 'courier new', courier, monospace;\">__metadata__<\/span>\u30ad\u30fc\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>safetensors\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u6587\u5b57\u5217\u30ad\u30fc\u3068\u6587\u5b57\u5217\u306e\u5024\u3092\u6301\u3064\u8f9e\u66f8\u3068\u3057\u3066\u8868\u73fe\u3057\u3001\u4e00\u65b9\u3067\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30ea\u30b9\u30c8\u306b\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u4e8c\u6b21\u7684\u306a\u30a8\u30f3\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<span style=\"font-family: 'courier new', courier, monospace;\">Ml-flextok<\/span>\u306f\u3001\u3053\u306e\u4e8c\u6b21\u7684\u30a8\u30f3\u30b3\u30fc\u30c9\u3068\u3057\u3066Python\u3092\u6d3b\u7528\u3057\u3001Python\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u542b\u307e\u308c\u308b<a href=\"https:\/\/github.com\/apple\/ml-flextok\/blob\/87d00cc8babf4a25ffce0f3f0c4d8b529d3d6abf\/flextok\/utils\/checkpoint.py#L35\" target=\"_blank\" rel=\"noopener\"><span style=\"font-family: 'courier new', courier, monospace;\">ast.literal_eval()<\/span><\/a>\u3092\u4f7f\u7528\u3057\u3066\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u30c7\u30b3\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/docs.python.org\/3\/library\/ast.html#ast.literal_eval\" target=\"_blank\" rel=\"noopener\">\u6587\u66f8\u5316\u3055\u308c\u3066\u3044\u308b\u3068\u304a\u308a<\/a>\u3001\u3053\u306e\u95a2\u6570\u306f\u4efb\u610f\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u305b\u3093\u304c\u3001\u30e1\u30e2\u30ea\u67af\u6e07\u3084CPU\u306e\u904e\u5270\u6d88\u8cbb\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u30af\u30e9\u30c3\u30b7\u30e5\u3092\u5f15\u304d\u8d77\u3053\u3059\u653b\u6483\u306b\u5bfe\u3057\u3066\u8106\u5f31\u3067\u3059\u3002\u30e1\u30bf\u30c7\u30fc\u30bf\u304c\u30c7\u30b3\u30fc\u30c9\u3055\u308c\u305f\u5f8c\u3001ml-flextok\u306f\u305d\u308c\u3092\u76f4\u63a5<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/github.com\/apple\/ml-flextok\/blob\/87d00cc8babf4a25ffce0f3f0c4d8b529d3d6abf\/flextok\/utils\/checkpoint.py#L78\" target=\"_blank\" rel=\"noopener\">hydra.utils.instantiate()<\/a><\/span>\u306b\u6e21\u3057\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u304cHuggingFace\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u308b\u5834\u5408\u3001\u3053\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306f<span style=\"font-family: 'courier new', courier, monospace;\">config.json<\/span>\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u3001\u8907\u96d1\u306a\u69cb\u9020\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4e8c\u91cd\u30a8\u30f3\u30b3\u30fc\u30c9\u306f\u884c\u308f\u308c\u307e\u305b\u3093\u3002\u3053\u306eJSON\u30c7\u30fc\u30bf\u306f\u8f9e\u66f8\u3068\u3057\u3066\u8aad\u307f\u8fbc\u307e\u308c\u3001\u7279\u5b9a\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306f\u76f4\u63a5<span style=\"font-family: 'courier new', courier, monospace;\"><a href=\"https:\/\/github.com\/apple\/ml-flextok\/blob\/82379009ef7ee69bcda648fce8a1bbe3226ae377\/flextok\/flextok_wrapper.py#L264\" target=\"_blank\" rel=\"noopener\">instantiate()<\/a><\/span>\u306b\u6e21\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3069\u3061\u3089\u306e\u5834\u5408\u3082\u3001\u30da\u30a4\u30ed\u30fc\u30c9\u306f<span style=\"font-family: 'courier new', courier, monospace;\">instantiate()<\/span>\u5f15\u6570\u3068\u4e00\u81f4\u3059\u308b\u540d\u524d\u3067\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\u30da\u30a4\u30ed\u30fc\u30c9\u304c<span style=\"font-family: 'courier new', courier, monospace;\">.safetensors<\/span>\u30d5\u30a1\u30a4\u30eb\u306b\u76f4\u63a5\u8ffd\u52a0\u3055\u308c\u308b\u304b\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3055\u308c\u305f<span style=\"font-family: 'courier new', courier, monospace;\">config.json<\/span>\u30d5\u30a1\u30a4\u30eb\u306b\u8ffd\u52a0\u3055\u308c\u308b\u304b\u306b\u3088\u3063\u3066\u3001\u30a8\u30f3\u30b3\u30fc\u30c9\u306e\u65b9\u6cd5\u3084\u914d\u7f6e\u306f\u82e5\u5e72\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u30da\u30a4\u30ed\u30fc\u30c9\u81ea\u4f53\u306f\u5358\u7d14\u3067\u3059\u3002\u56f36\u306f\u3001<span style=\"font-family: 'courier new', courier, monospace;\">.safetensors<\/span>\u30d5\u30a1\u30a4\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u914d\u7f6e\u3055\u308c\u305f\u30da\u30a4\u30ed\u30fc\u30c9\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_170620\" aria-describedby=\"caption-attachment-170620\" style=\"width: 885px\" class=\"wp-caption alignnone\"><img  class=\"wp-image-170620 lozad\"  data-src=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-887446-170564-6.png\" alt=\"\u300cpayload\u300d\u300ctarget\u300d\u300cbuiltins\u300d\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u3092\u542b\u3080\u3001\u6697\u3044\u80cc\u666f\u306b\u8868\u793a\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306e\u884c\u3002\" width=\"885\" height=\"73\" srcset=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-887446-170564-6.png 885w, https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-887446-170564-6-786x65.png 786w, https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/word-image-887446-170564-6-768x63.png 768w\" sizes=\"(max-width: 885px) 100vw, 885px\" \/><figcaption id=\"caption-attachment-170620\" class=\"wp-caption-text\">\u56f36. <span style=\"font-family: 'courier new', courier, monospace;\">uni2TS<\/span>\u306e\u8106\u5f31\u6027\u3092\u8a98\u767a\u3059\u308b<span style=\"font-family: 'courier new', courier, monospace;\">.safetensors<\/span>\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4f8b\u3002<\/figcaption><\/figure>\n<p>2026\u5e741\u6708\u73fe\u5728\u3001HuggingFace\u4e0a\u3067\u306f\u3001EPFL VILAB\u304c\u516c\u958b\u3057\u305f\u30e2\u30c7\u30eb\u4ee5\u5916\u306b\u3001<span style=\"font-family: 'courier new', courier, monospace;\">ml-flextok<\/span>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u305f\u30e2\u30c7\u30eb\u306f\u78ba\u8a8d\u3055\u308c\u3066\u304a\u3089\u305a\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u5408\u8a08\u3067\u6570\u4e07\u56de\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Apple\u3068EPFL VILAB\u306f\u3001<a href=\"https:\/\/yaml.org\/\" target=\"_blank\" rel=\"noopener\">YAML<\/a>\u3092\u4f7f\u7528\u3057\u3066\u8a2d\u5b9a\u3092\u89e3\u6790\u3057\u3001Hydra\u306e<span style=\"font-family: 'courier new', courier, monospace;\">instantiate()<\/span>\u306b\u6e21\u3059<a href=\"https:\/\/github.com\/apple\/ml-flextok\/blob\/28e0ffc24e590bdab0099d4a317b601cdc674a5b\/flextok\/utils\/checkpoint.py#L23\" target=\"_blank\" rel=\"noopener\">\u30af\u30e9\u30b9\u8a31\u53ef\u30ea\u30b9\u30c8<\/a>\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001<a href=\"https:\/\/github.com\/apple\/ml-flextok\/blob\/28e0ffc24e590bdab0099d4a317b601cdc674a5b\/README.md#model-zoo\" target=\"_blank\" rel=\"noopener\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u66f4\u65b0\u3057<\/a>\u3001\u30e2\u30c7\u30eb \u30d5\u30a1\u30a4\u30eb\u306b\u683c\u7d0d\u3055\u308c\u305f\u6587\u5b57\u5217\u306f\u30b3\u30fc\u30c9\u3068\u3057\u3066\u5b9f\u884c\u3055\u308c\u3001\u4fe1\u983c\u3067\u304d\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30e2\u30c7\u30eb\u3060\u3051\u304c\u8aad\u307f\u8fbc\u307e\u308c\u308b\u3079\u304d\u3067\u3042\u308b\u3053\u3068\u3092\u660e\u8a18\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2><a id=\"post-170564-_heading=h.pv3wgnw0zm4i\"><\/a>\u7d50\u8ad6<\/h2>\n<p>\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u8106\u5f31\u6027\u3092\u60aa\u7528\u3057\u305f\u5b9f\u74b0\u5883\u3067\u4f7f\u308f\u308c\u305f\u653b\u6483\u306e\u305f\u3081\u306e\u30e2\u30c7\u30eb \u30d5\u30a1\u30a4\u30eb\u3092\u78ba\u8a8d\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u653b\u6483\u8005\u304c\u3053\u308c\u3089\u3092\u60aa\u7528\u3059\u308b\u6a5f\u4f1a\u306f\u5341\u5206\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u958b\u767a\u8005\u304c\u3001\u3055\u307e\u3056\u307e\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3084\u91cf\u5b50\u5316\u3092\u65bd\u3057\u305f\u6700\u5148\u7aef\u306e\u30e2\u30c7\u30eb\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u72ec\u81ea\u306b\u4f5c\u6210\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3042\u308a\u3001\u305d\u306e\u591a\u304f\u306f\u3001\u9ad8\u540d\u306a\u7814\u7a76\u6a5f\u95a2\u3068\u306f\u7121\u95a2\u4fc2\u306e\u7814\u7a76\u8005\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002\u653b\u6483\u8005\u306f\u3001\u65e2\u5b58\u306e\u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u3001\u5b9f\u969b\u306e\u3001\u3042\u308b\u3044\u306f\u4e3b\u5f35\u4e0a\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u4ed8\u52a0\u3057\u305f\u6539\u5909\u3092\u884c\u3044\u3001\u60aa\u610f\u306e\u3042\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u6e08\u307f\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u4ef6\u304c\u660e\u3089\u304b\u306b\u306a\u308b\u307e\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5b89\u5168\u3067\u306a\u3044\u53ef\u80fd\u6027\u3084\u3001\u4fe1\u983c\u3067\u304d\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u307f\u3092\u8aad\u307f\u8fbc\u3080\u3079\u304d\u3068\u3044\u3046\u5146\u5019\u306f\u898b\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002HuggingFace\u306f\u73fe\u5728\u3001\u4ed6\u306e\u30b1\u30fc\u30b9(\u4f8b\u3048\u3070<span style=\"font-family: 'courier new', courier, monospace;\">.pickle<\/span>\u30d5\u30a1\u30a4\u30eb\u3067\u53c2\u7167\u3055\u308c\u308bAPI)\u306e\u3088\u3046\u306b\u3001\u3053\u308c\u3089\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u3092\u30e6\u30fc\u30b6\u30fc\u304c\u7c21\u5358\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306f\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u307e\u305f\u3001safetensors\u3084NeMo\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304c\u5b89\u5168\u3067\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3057\u3066\u3001\u30d5\u30e9\u30b0\u3092\u4ed8\u3051\u308b\u3053\u3068\u3082\u884c\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u6700\u65b0\u306e\u9032\u6b69\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3060\u3051\u3067\u306a\u304f\u30b3\u30fc\u30c9\u3092\u5fc5\u8981\u3068\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u305d\u308c\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u30022025\u5e7410\u6708\u6642\u70b9\u3067\u3001\u5f0a\u793e\u3067\u306fHuggingFace\u4e0a\u306e\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b100\u4ee5\u4e0a\u306e\u3055\u307e\u3056\u307e\u306aPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u78ba\u8a8d\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u3046\u3061\u7d04 50 \u306f\u4f55\u3089\u304b\u306e\u5f62\u3067Hydra\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u305d\u308c\u81ea\u4f53\u306f\u5b89\u5168\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u4e00\u65b9\u3067\u3001\u305d\u308c\u3089\u3092\u5229\u7528\u3059\u308b\u30b3\u30fc\u30c9\u306b\u306f\u975e\u5e38\u306b\u5e83\u5927\u306a\u30a2\u30bf\u30c3\u30af \u30b5\u30fc\u30d5\u30a7\u30b9\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n<h3><a id=\"post-170564-_heading=h.kw8khzmze8mi\"><\/a>\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306e\u4fdd\u8b77\u3068\u7de9\u548c\u7b56<\/h3>\n<p>\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306e\u304a\u5ba2\u69d8\u306f\u3001\u4ee5\u4e0b\u306e\u88fd\u54c1\u3092\u901a\u3058\u3066\u3001\u4e0a\u8a18\u306e\u8105\u5a01\u306b\u5bfe\u3059\u308b\u78ba\u5b9f\u306a\u4fdd\u8b77\u3092\u69cb\u7bc9\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/www.paloaltonetworks.com\/prisma\/prisma-ai-runtime-security\" target=\"_blank\" rel=\"noopener\">Prisma AIRS<\/a>\u306f\u3001\u3053\u308c\u3089\u306e\u8106\u5f31\u6027\u3092\u5229\u7528\u3057\u305f\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u3057\u3001\u305d\u306e\u30da\u30a4\u30ed\u30fc\u30c9\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>Cortex Cloud\u306e<a href=\"https:\/\/www.paloaltonetworks.com\/cortex\/cloud\/vulnerability-management\" target=\"_blank\" rel=\"noopener\">Vulnerability Management<\/a>\u306f\u3001\u30af\u30e9\u30a6\u30c9\u4eee\u60f3\u30de\u30b7\u30f3\u304a\u3088\u3073\u30b3\u30f3\u30c6\u30ca\u74b0\u5883\u306e\u30d9\u30fc\u30b9 \u30a4\u30e1\u30fc\u30b8\u3092\u7279\u5b9a\u30fb\u7ba1\u7406\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8106\u5f31\u6027\u3084\u8a2d\u5b9a\u30df\u30b9\u306e\u7279\u5b9a\u304a\u3088\u3073\u30a2\u30e9\u30fc\u30c8\u901a\u77e5\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u7279\u5b9a\u3055\u308c\u305f\u30d9\u30fc\u30b9\u30ec\u30d9\u30eb\u306e\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306b\u5bfe\u3059\u308b\u4fee\u5fa9\u30bf\u30b9\u30af\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002Cortex Cloud Agent\u306f\u3001\u672c\u8a18\u4e8b\u3067\u8aac\u660e\u3057\u305f\u30e9\u30f3\u30bf\u30a4\u30e0\u64cd\u4f5c\u3082\u691c\u51fa\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<li><a href=\"https:\/\/www.paloaltonetworks.com\/resources\/datasheets\/unit-42-ai-security-assessment\" target=\"_blank\" rel=\"noopener\">Unit 42 AI Security Assessment<\/a>\u306f\u3001\u7d44\u7e54\u306b\u304a\u3051\u308bAI\u5c0e\u5165\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b\u3001AI\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u4fdd\u8b77\u3001AI\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u5f37\u5316\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u60c5\u5831\u6f0f\u3048\u3044\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u7dca\u6025\u306e\u6848\u4ef6\u304c\u3042\u308b\u5834\u5408\u306f\u3001<a href=\"https:\/\/start.paloaltonetworks.com\/contact-unit42.html\" target=\"_blank\" rel=\"noopener\">Unit 42\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8 \u30ec\u30b9\u30dd\u30f3\u30b9 \u30c1\u30fc\u30e0<\/a>\u307e\u3067\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li>\u5317\u7c73: \u30d5\u30ea\u30fc\u30c0\u30a4\u30e4\u30eb: +1 (866) 486-4842 (866.4.UNIT42)<\/li>\n<li>\u82f1\u56fd: +44.20.3743.3660<\/li>\n<li>\u30e8\u30fc\u30ed\u30c3\u30d1\u304a\u3088\u3073\u4e2d\u6771: +31.20.299.3130<\/li>\n<li>\u30a2\u30b8\u30a2: +65.6983.8730<\/li>\n<li>\u65e5\u672c: +81.50.1790.0200<\/li>\n<li>\u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2: +61.2.4062.7950<\/li>\n<li>\u30a4\u30f3\u30c9: 000 800 050 45107<\/li>\n<li>\u97d3\u56fd: +82.080.467.8774<\/li>\n<\/ul>\n<p>\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306f\u3001\u672c\u8abf\u67fb\u7d50\u679c\u3092\u30b5\u30a4\u30d0\u30fc\u8105\u5a01\u30a2\u30e9\u30a4\u30a2\u30f3\u30b9(CTA)\u306e\u30e1\u30f3\u30d0\u30fc\u3068\u5171\u6709\u3057\u3066\u3044\u307e\u3059\u3002CTA\u306e\u4f1a\u54e1\u306f\u3001\u3053\u306e\u60c5\u5831\u3092\u5229\u7528\u3057\u3066\u3001\u305d\u306e\u9867\u5ba2\u306b\u5bfe\u3057\u3066\u8fc5\u901f\u306b\u4fdd\u8b77\u3092\u63d0\u4f9b\u3057\u3001\u60aa\u610f\u306e\u3042\u308b\u30b5\u30a4\u30d0\u30fc \u30a2\u30af\u30bf\u30fc\u3092\u7d44\u7e54\u7684\u306b\u59a8\u5bb3\u3057\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/www.cyberthreatalliance.org\" target=\"_blank\" rel=\"noopener\">\u30b5\u30a4\u30d0\u30fc\u8105\u5a01\u30a2\u30e9\u30a4\u30a2\u30f3\u30b9<\/a>\u306b\u3064\u3044\u3066\u8a73\u7d30\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><a id=\"post-170564-_heading=h.aa6tq3cswbew\"><\/a>\u305d\u306e\u4ed6\u306e\u8cc7\u6599<\/h2>\n<ul>\n<li><a href=\"https:\/\/hydra.cc\/\" target=\"_blank\" rel=\"noopener\">Hydra\u306b\u95a2\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/NVIDIA\/NeMo\/tree\/main\" target=\"_blank\" rel=\"noopener\">NeMo\u30bd\u30fc\u30b9 \u30b3\u30fc\u30c9<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/SalesforceAIResearch\/uni2ts\" target=\"_blank\" rel=\"noopener\">uni2ts\u30bd\u30fc\u30b9 \u30b3\u30fc\u30c9<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/apple\/ml-flextok\" target=\"_blank\" rel=\"noopener\">ml-flextok\u30bd\u30fc\u30b9 \u30b3\u30fc\u30c9<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/models?library=nemo\" target=\"_blank\" rel=\"noopener\">NeMo models on HuggingFace<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Apple\u3001Salesforce\u3001NVIDIA\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\/ML\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9(RCE)\u5b9f\u884c\u306e\u8106\u5f31\u6027\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002<\/p>\n","protected":false},"author":366,"featured_media":170317,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[4428,4470],"tags":[6063,9881,9882,9883,4535,9884,9500],"product_categories":[8283,4447,8712,9168,4465],"coauthors":[9870],"class_list":["post-170564","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-threat-research-ja","category-vulnerabilities-ja","tag-apple-ja","tag-cve-2025-23304","tag-cve-2026-22584","tag-nvidia","tag-python-ja","tag-pytorch","tag-salesforce-ja","product_categories-code-to-cloud-platform-ja","product_categories-cortex-ja","product_categories-cortex-cloud-ja","product_categories-ai-security-assessment-ja","product_categories-unit-42-incident-response-ja"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.0 (Yoast SEO v27.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c<\/title>\n<meta name=\"description\" content=\"Apple\u3001Salesforce\u3001NVIDIA\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\/ML\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9(RCE)\u5b9f\u884c\u306e\u8106\u5f31\u6027\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c\" \/>\n<meta property=\"og:description\" content=\"Apple\u3001Salesforce\u3001NVIDIA\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\/ML\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9(RCE)\u5b9f\u884c\u306e\u8106\u5f31\u6027\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/\" \/>\n<meta property=\"og:site_name\" content=\"Unit 42\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-13T16:03:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-20T18:52:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/05_Vulnerabilities_1920x900.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"900\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Curtis Carmony\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c","description":"Apple\u3001Salesforce\u3001NVIDIA\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\/ML\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9(RCE)\u5b9f\u884c\u306e\u8106\u5f31\u6027\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/","og_locale":"ja_JP","og_type":"article","og_title":"\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c","og_description":"Apple\u3001Salesforce\u3001NVIDIA\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\/ML\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9(RCE)\u5b9f\u884c\u306e\u8106\u5f31\u6027\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002","og_url":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/","og_site_name":"Unit 42","article_published_time":"2026-01-13T16:03:59+00:00","article_modified_time":"2026-01-20T18:52:31+00:00","og_image":[{"width":1920,"height":900,"url":"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/05_Vulnerabilities_1920x900.jpg","type":"image\/jpeg"}],"author":"Curtis Carmony","twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/#article","isPartOf":{"@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/"},"author":{"name":"Sheida Azimi","@id":"https:\/\/unit42.paloaltonetworks.com\/#\/schema\/person\/7ee97ec6f224446d57c0383eb5fd3639"},"headline":"\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c","datePublished":"2026-01-13T16:03:59+00:00","dateModified":"2026-01-20T18:52:31+00:00","mainEntityOfPage":{"@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/"},"wordCount":458,"image":{"@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/#primaryimage"},"thumbnailUrl":"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/05_Vulnerabilities_1920x900.jpg","keywords":["Apple","CVE-2025-23304","CVE-2026-22584","NVIDIA","Python","PyTorch","Salesforce"],"articleSection":["\u8105\u5a01\u30ea\u30b5\u30fc\u30c1","\u8106\u5f31\u6027"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/","url":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/","name":"\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c","isPartOf":{"@id":"https:\/\/unit42.paloaltonetworks.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/#primaryimage"},"image":{"@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/#primaryimage"},"thumbnailUrl":"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/05_Vulnerabilities_1920x900.jpg","datePublished":"2026-01-13T16:03:59+00:00","dateModified":"2026-01-20T18:52:31+00:00","author":{"@id":"https:\/\/unit42.paloaltonetworks.com\/#\/schema\/person\/7ee97ec6f224446d57c0383eb5fd3639"},"description":"Apple\u3001Salesforce\u3001NVIDIA\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAI\/ML\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9(RCE)\u5b9f\u884c\u306e\u8106\u5f31\u6027\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002","breadcrumb":{"@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/#primaryimage","url":"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/05_Vulnerabilities_1920x900.jpg","contentUrl":"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2026\/01\/05_Vulnerabilities_1920x900.jpg","width":1920,"height":900,"caption":"Pictorial representation of remote code execution in AI and machine learning libraries. Close-up of a woman wearing glasses and focusing intently on a computer screen."},{"@type":"BreadcrumbList","@id":"https:\/\/unit42.paloaltonetworks.com\/ja\/rce-vulnerabilities-in-ai-python-libraries\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/unit42.paloaltonetworks.com\/ja\/"},{"@type":"ListItem","position":2,"name":"\u6700\u65b0\u306eAI\/ML\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8 \u30b3\u30fc\u30c9\u5b9f\u884c"}]},{"@type":"WebSite","@id":"https:\/\/unit42.paloaltonetworks.com\/#website","url":"https:\/\/unit42.paloaltonetworks.com\/","name":"Unit 42","description":"Palo Alto Networks","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/unit42.paloaltonetworks.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/unit42.paloaltonetworks.com\/#\/schema\/person\/7ee97ec6f224446d57c0383eb5fd3639","name":"Sheida Azimi","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/unit42.paloaltonetworks.com\/#\/schema\/person\/image\/4ffb3c2d260a0150fb91b3715442f8b3","url":"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2018\/11\/unit-news-meta.svg","contentUrl":"https:\/\/unit42.paloaltonetworks.com\/wp-content\/uploads\/2018\/11\/unit-news-meta.svg","caption":"Sheida Azimi"},"url":"https:\/\/unit42.paloaltonetworks.com\/ja\/author\/sheida-azimi\/"}]}},"_links":{"self":[{"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/posts\/170564","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/users\/366"}],"replies":[{"embeddable":true,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/comments?post=170564"}],"version-history":[{"count":3,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/posts\/170564\/revisions"}],"predecessor-version":[{"id":170744,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/posts\/170564\/revisions\/170744"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/media\/170317"}],"wp:attachment":[{"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/media?parent=170564"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/categories?post=170564"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/tags?post=170564"},{"taxonomy":"product_categories","embeddable":true,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/product_categories?post=170564"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/unit42.paloaltonetworks.com\/ja\/wp-json\/wp\/v2\/coauthors?post=170564"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}