{"id":3231,"date":"2024-11-08T08:00:00","date_gmt":"2024-11-07T23:00:00","guid":{"rendered":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/?p=3231"},"modified":"2024-11-06T11:35:48","modified_gmt":"2024-11-06T02:35:48","slug":"boost-the-performance-of-ai-ml-applications-using-intel-vtune","status":"publish","type":"post","link":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/2024\/11\/08\/boost-the-performance-of-ai-ml-applications-using-intel-vtune\/","title":{"rendered":"\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u7528\u3057\u3066 AI\/ML \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-alpha-channel-opacity has-cyan-bluish-gray-background-color has-background\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u306e\u30d6\u30ed\u30b0\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u300c<a href=\"https:\/\/community.intel.com\/t5\/Blogs\/Tech-Innovation\/Artificial-Intelligence-AI\/Boost-the-Performance-of-AI-ML-Applications-using-Intel-VTune\/post\/1638896\" target=\"_blank\" rel=\"noreferrer noopener\">Boost the Performance of AI\/ML Applications using Intel\u00ae VTune&#x2122; Profiler<\/a>\u300d\u306e\u65e5\u672c\u8a9e\u53c2\u8003\u8a33\u3067\u3059\u3002\u539f\u6587\u306f\u66f4\u65b0\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u539f\u6587\u3068\u7ffb\u8a33\u6587\u306e\u5185\u5bb9\u304c\u7570\u306a\u308b\u5834\u5408\u306f\u539f\u6587\u3092\u512a\u5148\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-alpha-channel-opacity has-cyan-bluish-gray-background-color has-background\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"999\" height=\"560\" src=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2024\/11\/14_boost-performance-of-ai-ml-Apps-using-vtune.1280.1280.jpeg\" alt=\"\" class=\"wp-image-3238\" srcset=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2024\/11\/14_boost-performance-of-ai-ml-Apps-using-vtune.1280.1280.jpeg 999w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2024\/11\/14_boost-performance-of-ai-ml-Apps-using-vtune.1280.1280-300x168.jpeg 300w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2024\/11\/14_boost-performance-of-ai-ml-Apps-using-vtune.1280.1280-768x431.jpeg 768w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2024\/11\/14_boost-performance-of-ai-ml-Apps-using-vtune.1280.1280-678x381.jpeg 678w\" sizes=\"auto, (max-width: 999px) 100vw, 999px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067\u30c7\u30fc\u30bf\u4e26\u5217 Python* \u304a\u3088\u3073 OpenVINO&#x2122; \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u304a\u3088\u3073\u30de\u30b7\u30f3\u30e9\u30fc\u30cb\u30f3\u30b0 (ML) \u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u91d1\u878d\u3001\u88fd\u9020\u3001\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u3001\u81ea\u5f8b\u8d70\u884c\u8eca\u3001\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u30fc\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7523\u696d\u5206\u91ce\u306b\u9069\u7528\u7bc4\u56f2\u3092\u62e1\u5927\u3057\u3066\u3044\u307e\u3059\u3002PyTorch*\u3001TensorFlow*\u3001Keras* \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 (DL) \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u5b9f\u969b\u306b\u3053\u308c\u3089\u306e\u5206\u91ce\u3067\u4f7f\u7528\u3055\u308c\u308b\u30de\u30b7\u30f3\u30e9\u30fc\u30cb\u30f3\u30b0 (ML) \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/openvino\/index.html\" target=\"_blank\" rel=\"noopener\" title=\"\">OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8<\/a>\u306a\u3069\u306e\u958b\u767a\u8005\u30ea\u30bd\u30fc\u30b9\u3082\u3001\u300c1 \u3064\u306e\u30b3\u30fc\u30c9\u3092\u3069\u3053\u3067\u3082\u30c7\u30d7\u30ed\u30a4\u300d\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/topic-technology\/artificial-intelligence\/training\/computer-vision.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30fb\u30d3\u30b8\u30e7\u30f3<\/a>\u00a0(\u82f1\u8a9e) \u3084<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/topic-technology\/artificial-intelligence\/training\/generative-ai.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210 AI (GenAI)<\/a>\u00a0(\u82f1\u8a9e) \u306a\u3069\u306e\u5206\u91ce\u3067\u6700\u65b0\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u3092\u5229\u7528\u3057\u305f AI \u958b\u767a\u306e\u52a0\u901f\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u30022018\u5e74\u306e\u767b\u5834\u4ee5\u6765\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306f\u3001\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3001\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306b\u3088\u308a AI \u63a8\u8ad6\u3092\u52a0\u901f\u3057\u3001\u30e2\u30c7\u30eb\u30fb\u30d5\u30c3\u30c8\u30d7\u30ea\u30f3\u30c8\u3092\u8efd\u6e1b\u3057\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u4f7f\u7528\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u306b\u53d6\u308a\u7d44\u3093\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u975e\u7dda\u5f62\u95a2\u6570\u3068\u591a\u5c64\u3092\u542b\u3080\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u306a\u69cb\u9020\u306b\u3088\u308a\u3001\u57fa\u790e\u3068\u306a\u308b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306e\u7279\u5b9a\u3068\u89e3\u6790\u306f\u56f0\u96e3\u3067\u3059\u3002PyTorch* \u3084 TensorFlow* \u306a\u3069\u306e ML \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u306e\u3055\u307e\u3056\u307e\u306a\u6bb5\u968e\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30e1\u30c8\u30ea\u30c3\u30af\u306e\u6e2c\u5b9a\u3068\u89e3\u6790\u3092\u884c\u3046\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb API \u3068\u30cd\u30a4\u30c6\u30a3\u30d6\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u7bc4\u56f2\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u6a5f\u80fd\u306b\u9650\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\">oneAPI<\/a>&nbsp;\u5bfe\u5fdc\u306e<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/vtune\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc<\/a>\u306f\u3001\u8a08\u7b97\u3068\u30e1\u30e2\u30ea\u30fc\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u95a2\u3059\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30ec\u30d9\u30eb\u306e\u8a73\u7d30\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u554f\u984c\u3092\u4fee\u6b63\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u8a08\u7b97\u30a8\u30f3\u30d9\u30ed\u30fc\u30d7\u3092\u6301\u3064\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9593\u3067 AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067\u30c7\u30fc\u30bf\u4e26\u5217 Python* \u304a\u3088\u3073 OpenVINO&#x2122; \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3057\u3001AI\/ML \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u6700\u9069\u5316\u306e\u7bc4\u56f2\u3092\u62e1\u5927\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067 Python* \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-data-parallel-python-app\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u30fb\u30af\u30c3\u30af\u30d6\u30c3\u30af\u306e\u65b0\u3057\u3044\u30ec\u30b7\u30d4<\/a>\u3067\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u304c Python* \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u306b\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3064\u304b\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30ec\u30b7\u30d4\u306e NumPy* \u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3092\u4f7f\u7528\u3057\u305f\u30da\u30a2\u30ef\u30a4\u30ba\u8ddd\u96e2\u8a08\u7b97\u306e\u4f8b\u3092\u8a73\u3057\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30ec\u30b7\u30d4\u306e\u57fa\u672c\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8981\u4ef6\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/python\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae \u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306e Python*<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/intelpython.github.io\/DPEP\/main\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Parallel Extensions for Python*<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/vtune\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc<\/a>&nbsp;2022 \u4ee5\u964d<\/li>\n\n\n\n<li><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/compilers\/dpcpp\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI DPC++\/C++ \u30b3\u30f3\u30d1\u30a4\u30e9\u30fc<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6ce8:<\/strong>\u00a0\u8a73\u7d30\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304a\u3088\u3073\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8981\u4ef6\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-data-parallel-python-app\/#INGR\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30ec\u30b7\u30d4\u306e\u300cIngredients (\u4f7f\u7528\u3059\u308b\u3082\u306e)\u300d\u30bb\u30af\u30b7\u30e7\u30f3<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30ec\u30b7\u30d4\u306e NumPy* \u5b9f\u88c5\u3067\u306f\u3001\u8ddd\u96e2\u8a08\u7b97\u306b<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/perflib\/mkl\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI \u30de\u30b9\u30fb\u30ab\u30fc\u30cd\u30eb\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc (\u30a4\u30f3\u30c6\u30eb\u00ae oneMKL)<\/a>&nbsp;\u30eb\u30fc\u30c1\u30f3\u3092\u4f7f\u7528\u3057\u3001\u8a08\u7b97\u3092\u8ad6\u7406\u30bf\u30b9\u30af\u306b\u5206\u5272\u3059\u308b\u305f\u3081<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-DCB9D4DC-0620-4933-B137-50D2232AF552.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae \u30a4\u30f3\u30b9\u30c8\u30eb\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30b7\u30f3\u30b0\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc (ITT) API<\/a>&nbsp;\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306f\u3001\u5404\u8ad6\u7406\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u6642\u9593\u3068\u30e1\u30e2\u30ea\u30fc\u6d88\u8cbb\u91cf\u306e\u89e3\u6790\u306b\u5f79\u7acb\u3061\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u306b\u5fc5\u8981\u306a\u5909\u66f4\u3092\u884c\u3046\u30b3\u30fc\u30c9\u9818\u57df\u3092\u6c7a\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NumPy* \u5b9f\u88c5\u3067&nbsp;<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-4D83FDF6-AD8C-478C-BE00-B7527EA3A897.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790<\/a>\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u7d50\u679c\u30ec\u30dd\u30fc\u30c8\u306b\u6700\u3082\u591a\u304f\u306e CPU \u6642\u9593\u3092\u8cbb\u3084\u3057\u3066\u3044\u308b\u30b3\u30fc\u30c9\u9818\u57df\u306e\u8a73\u7d30\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u4e26\u5217\u51e6\u7406\u3092\u5411\u4e0a\u3055\u305b\u308b<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-3309EF32-1DD4-4524-9F54-F0FB85E8C7BB.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30b9\u30ec\u30c3\u30c9\u5316\u89e3\u6790<\/a>\u3084\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u52b9\u7387\u826f\u304f\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-64E7886F-33F6-49D9-9629-9050AEE9957F.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30de\u30a4\u30af\u30ed\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u5168\u822c\u89e3\u6790<\/a>\u306a\u3069\u3001\u305d\u306e\u4ed6\u306e\u5f79\u7acb\u3064\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u6a5f\u80fd\u306b\u3064\u3044\u3066\u306e\u63d0\u6848\u3082\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Data Parallel Extension for NumPy* \u304a\u3088\u3073 Data Parallel Extension for Numba* \u3092\u4f7f\u7528\u3057\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u4fee\u6b63<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u30da\u30a2\u30ef\u30a4\u30ba\u8ddd\u96e2\u8a08\u7b97\u306e\u4f8b\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u57fa\u672c\u7684\u306a NumPy* \u5b9f\u88c5\u3067\u306f\u3001\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790\u30ec\u30dd\u30fc\u30c8\u304b\u3089\u3001NumPy* \u64cd\u4f5c\u3068\u30a4\u30f3\u30c6\u30eb\u00ae oneMKL \u95a2\u6570\u304c\u5408\u8a08\u5b9f\u884c\u6642\u9593\u306e\u5927\u90e8\u5206\u3092\u6d88\u8cbb\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306f\u3001NumPy* \u3092&nbsp;<a href=\"https:\/\/github.com\/IntelPython\/dpnp\" target=\"_blank\" rel=\"noreferrer noopener\">Data Parallel Extension for NumPy*<\/a>&nbsp;(\u82f1\u8a9e) \u306b\u7f6e\u304d\u63db\u3048\u3066\u3001\u30b3\u30fc\u30c9\u3092\u5c11\u3057\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790\u3092\u518d\u5ea6\u5b9f\u884c\u3057\u3066\u3001\u57fa\u672c\u7684\u306a NumPy* \u30b3\u30fc\u30c9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u305f\u304b\u78ba\u8a8d\u3057\u3001\u3055\u3089\u306b\u6700\u9069\u5316\u3067\u304d\u308b\u4f59\u5730\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e GPU \u3067&nbsp;<a href=\"https:\/\/intelpython.github.io\/DPEP\/main\/programming_dpep.html#data-parallel-extension-for-numpy-dpnp\" target=\"_blank\" rel=\"noreferrer noopener\">Data Parallel Extension for Numba*<\/a>&nbsp;(\u82f1\u8a9e) \u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u3078\u30aa\u30d5\u30ed\u30fc\u30c9\u3059\u308b\u4e26\u5217\u51e6\u7406\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u306a\u3069\u3082\u63d0\u6848\u3057\u307e\u3059\u3002Numba* \u306f\u3001NumPy* \u7528\u306e Numba* JIT \u30b3\u30f3\u30d1\u30a4\u30e9\u30fc\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u62e1\u5f35\u3067\u3059\u3002Python* \u3067\u306e\u30ab\u30fc\u30cd\u30eb\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7528\u306b SYCL* \u306e\u3088\u3046\u306a API \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002GPU \u3067\u306e Numba* \u5b9f\u88c5\u306e\u5b9f\u884c\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e&nbsp;<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-8EA3B4ED-7ABA-4C5E-8351-96FF81B353DD.html\" target=\"_blank\" rel=\"noreferrer noopener\">GPU \u8a08\u7b97\/\u30e1\u30c7\u30a3\u30a2\u30fb\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790<\/a>\u30d7\u30ec\u30d3\u30e5\u30fc\u6a5f\u80fd\u3067\u89e3\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2192<\/strong>\u00a0\u8a73\u7d30\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u30fb\u30af\u30c3\u30af\u30d6\u30c3\u30af\u306e\u300c<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-data-parallel-python-app\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30c7\u30fc\u30bf\u4e26\u5217 Python* \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb<\/a>\u300d\u30ec\u30b7\u30d4\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6ce8:<\/strong>&nbsp;\u30af\u30c3\u30af\u30d6\u30c3\u30af\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306f\u3001\u8aac\u660e\u3092\u76ee\u7684\u3068\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30ec\u30b7\u30d4\u3092\u53c2\u8003\u306b\u3057\u3066\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067\u4efb\u610f\u306e Python* \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u89e3\u6790\u304a\u3088\u3073\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067 OpenVINO&#x2122; \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u89e3\u6790<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-openvino-applications\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u30fb\u30af\u30c3\u30af\u30d6\u30c3\u30af\u306e\u5225\u306e\u65b0\u3057\u3044\u30ec\u30b7\u30d4<\/a>\u3067\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067 OpenVINO&#x2122; \u30d9\u30fc\u30b9\u306e AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3057\u3066\u3001CPU\u3001GPU\u3001NPU (\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30d7\u30ed\u30bb\u30b7\u30f3\u30b0\u30fb\u30e6\u30cb\u30c3\u30c8) \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u89e3\u6790\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/openvino-toolkit\/download.html?PACKAGE=OPENVINO_BASE&amp;VERSION=v_2024_4_0&amp;OP_SYSTEM=WINDOWS&amp;DISTRIBUTION=PIP\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8<\/a>&nbsp;(\u82f1\u8a9e) \u306e\u4e00\u90e8\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u308b<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/openvino\/2024\/docs\/learn-openvino\/openvino-samples\/benchmark-tool.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30fb\u30c4\u30fc\u30eb<\/a><\/li>\n\n\n\n<li>OpenVINO&#x2122; \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/perflib\/daal\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI \u30c7\u30fc\u30bf\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc (\u30a4\u30f3\u30c6\u30eb\u00ae oneDAL)<\/a>&nbsp;\u3084<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/oneapi\/onednn.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI \u30c7\u30a3\u30fc\u30d7\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (\u30a4\u30f3\u30c6\u30eb\u00ae oneDNN)<\/a>&nbsp;(\u82f1\u8a9e) \u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI \u30d9\u30fc\u30b9\u30fb\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8<\/a><\/li>\n\n\n\n<li>\u30a4\u30f3\u30c6\u30eb\u00ae \u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306e Python*<\/li>\n\n\n\n<li>\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc 2024.1 \u4ee5\u964d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6ce8:<\/strong>\u00a0\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304a\u3088\u3073\u30c7\u30d0\u30a4\u30b9\u30c9\u30e9\u30a4\u30d0\u30fc\u8981\u4ef6\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-openvino-applications\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30ec\u30b7\u30d4\u306e\u300cIngredients (\u4f7f\u7528\u3059\u308b\u3082\u306e)\u300d\u30bb\u30af\u30b7\u30e7\u30f3<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30ec\u30b7\u30d4\u3067\u306f\u3001OpenVINO&#x2122; \u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3001OpenVINO&#x2122; \u30bd\u30fc\u30b9\u306e\u30d3\u30eb\u30c9\u3001ITT API \u3092\u4f7f\u7528\u3057\u305f OpenVINO&#x2122; \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u8a2d\u5b9a\u306b\u3064\u3044\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30ec\u30b7\u30d4\u306f\u3001AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u4e2d\u306b\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u89e3\u6790\u3059\u308b\u305f\u3081\u3001\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u30fb\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u3059\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306b\u5fdc\u3058\u3066\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e\u3055\u307e\u3056\u307e\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3066\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u7279\u5b9a\u3057\u3001\u30b3\u30fc\u30c9\u9818\u57df\u3054\u3068\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u4f7f\u7528\u72b6\u6cc1\u3092\u8abf\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-4D83FDF6-AD8C-478C-BE00-B7527EA3A897.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790<\/a>\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u3001CPU \u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3001\u3064\u307e\u308a\u6700\u3082\u591a\u304f\u306e CPU \u5b9f\u884c\u6642\u9593\u3092\u8cbb\u3084\u3057\u3066\u3044\u308b\u30b3\u30fc\u30c9\u9818\u57df\u3092\u89e3\u6790\u3057\u307e\u3059\u3002<br><\/li>\n\n\n\n<li><a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-8EA3B4ED-7ABA-4C5E-8351-96FF81B353DD.html\" target=\"_blank\" rel=\"noreferrer noopener\">GPU \u8a08\u7b97\/\u30e1\u30c7\u30a3\u30a2\u30fb\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790<\/a>\u30d7\u30ec\u30d3\u30e5\u30fc\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u3001GPU \u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3057\u307e\u3059\u3002\u975e\u52b9\u7387\u7684\u306a\u30ab\u30fc\u30cd\u30eb\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8abf\u67fb\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e GPU \u547d\u4ee4\u306e\u983b\u5ea6\u3092\u89e3\u6790\u3059\u308b\u306a\u3069\u3057\u3066\u3001GPU \u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u628a\u63e1\u3057\u307e\u3059\u3002<br><\/li>\n\n\n\n<li>AI PC \u306e NPU \u306f\u3001AI\/ML \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/openvino\/index.html\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30a4\u30f3\u30c6\u30eb\u00ae \u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306e OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8<\/a>\u3092\u4f7f\u7528\u3057\u3066\u3001\u8a08\u7b97\u96c6\u7d04\u578b\u306e AI\/ML \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092<a href=\"https:\/\/intel.github.io\/intel-npu-acceleration-library\/npu.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae NPU<\/a>\u00a0(\u82f1\u8a9e) \u306b\u30aa\u30d5\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e\u00a0<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/hh_goto.htm?index.htm#GUID-A92E2596-C896-4CA0-9394-BB0BF7E6E043.html\" target=\"_blank\" rel=\"noreferrer noopener\">NPU \u5168\u822c\u89e3\u6790<\/a>\u30d7\u30ec\u30d3\u30e5\u30fc\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u30fb\u30b5\u30a4\u30ba\u3001\u5b9f\u884c\u6642\u9593\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u9593\u9694\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30e1\u30c8\u30ea\u30c3\u30af\u306b\u57fa\u3065\u3044\u3066 NPU \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u89e3\u6790\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2192<\/strong>&nbsp;\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067\u4efb\u610f\u306e AI\/ML \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3059\u308b\u65b9\u6cd5\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u30fb\u30af\u30c3\u30af\u30d6\u30c3\u30af\u306e\u300c<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-openvino-applications\/\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO&#x2122; \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb<\/a>\u300d\u30ec\u30b7\u30d4\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6b21\u306e\u30b9\u30c6\u30c3\u30d7<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u8aac\u660e\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3068\u89e3\u6790\u6a5f\u80fd\u306b\u52a0\u3048\u3066\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067\u306f\u3001\u30e1\u30e2\u30ea\u30fc\u6d88\u8cbb\u3068\u5272\u308a\u5f53\u3066\u89e3\u6790\u3001I\/O \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u3001HPC \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u7279\u6027\u89e3\u6790\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u89e3\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002\u4eca\u3059\u3050<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/docs\/vtune-profiler\/get-started-guide\/current\/overview.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc<\/a>&nbsp;(\u82f1\u8a9e) \u3092\u4f7f\u3044\u59cb\u3081\u307e\u3057\u3087\u3046!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30c6\u30eb\u306e oneAPI \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30fb\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306b\u3042\u308b\u00a0<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/topic-technology\/artificial-intelligence\/frameworks-tools.html\" target=\"_blank\" rel=\"noreferrer noopener\">AI<\/a>\u00a0(\u82f1\u8a9e)\u3001<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/hpc\/index.html\" title=\"\">HPC<\/a>\u3001<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/oneapi\/rendering-toolkit.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0<\/a>\u00a0(\u82f1\u8a9e) \u30c4\u30fc\u30eb\u3082\u305c\u3072\u30c1\u30a7\u30c3\u30af\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u5165\u624b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306f\u3001<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI \u30d9\u30fc\u30b9\u30fb\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8<\/a>\u306e\u4e00\u90e8\u3001\u307e\u305f\u306f<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/oneapi\/vtune-profiler-download.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30f3<\/a>&nbsp;(\u82f1\u8a9e) \u3068\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u95a2\u9023\u60c5\u5831<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/vtune\/index.html\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e\u88fd\u54c1\u30da\u30fc\u30b8<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2024\/vtune-user-guide\/index.htm\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u30fb\u30e6\u30fc\u30b6\u30fc\u30fb\u30ac\u30a4\u30c9<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u30fb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u30af\u30c3\u30af\u30d6\u30c3\u30af<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/oneapi\/vtune-profiler-documentation.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e\u305d\u306e\u4ed6\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/playlist?list=PLg-UKERBljNw3_6Q598CS3DE7KqDXjP-d\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30d3\u30c7\u30aa<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/articles\/technical\/8-ways-to-maximize-applications-with-vtune.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u89e3\u6790\u3001\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u6700\u5927\u5316\u3059\u308b 8 \u3064\u306e\u65b9\u6cd5<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\">oneAPI \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/IntelPython\/dpnp\" target=\"_blank\" rel=\"noreferrer noopener\">Data Parallel Extension for NumPy* (GitHub* \u30ea\u30dd\u30b8\u30c8\u30ea\u30fc)<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/IntelPython\/numba-dpex\" target=\"_blank\" rel=\"noreferrer noopener\">Data Parallel Extension for Numba* (GitHub* \u30ea\u30dd\u30b8\u30c8\u30ea\u30fc)<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/OpenVINOtoolkit\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8 (GitHub* \u30ea\u30dd\u30b8\u30c8\u30ea\u30fc)<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/topic-technology\/artificial-intelligence\/overview.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u3067 AI \u958b\u767a\u3092\u59cb\u3081\u3088\u3046<\/a>&nbsp;(\u82f1\u8a9e)<\/li>\n\n\n\n<li><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/highlight\/become-a-top-ai-developer.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30c8\u30c3\u30d7 AI \u958b\u767a\u8005\u306b\u306a\u308d\u3046<\/a>\u00a0(\u82f1\u8a9e)<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-group gray-bg\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">\u65e5\u672c\u8a9e\u3067\u306e\u512a\u5148\u30b5\u30dd\u30fc\u30c8\u306e\u3054\u6848\u5185<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a8\u30af\u30bb\u30eb\u30bd\u30d5\u30c8\u306f\u3001\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup>\u00a0\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30c4\u30fc\u30eb\u306e\u6b63\u898f\u8ca9\u58f2\u4ee3\u7406\u5e97\u3068\u3057\u3066\u300125\u5e74\u4ee5\u4e0a\u306b\u308f\u305f\u3063\u3066\u56fd\u5185\u306e\u958b\u767a\u8005\u5411\u3051\u306b\u65e5\u672c\u8a9e\u3067\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u3084\u6700\u65b0\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u30a4\u30f3\u30c6\u30eb\u3068\u306e\u9577\u5e74\u306e\u5f37\u56fa\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u3092\u901a\u3057\u3066\u3001\u56fd\u5185\u3067 HPC \u30af\u30e9\u30b9\u30bf\u30fc\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u904b\u7528\u306b\u643a\u308f\u308b\u5927\u5b66\u6a5f\u95a2\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u6c11\u9593\u4f01\u696d\u3092\u4e2d\u5fc3\u3068\u3059\u308b\u7d44\u7e54\u5411\u3051\u306b\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u3084\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6700\u9069\u5316\u306b\u643a\u308f\u3063\u3066\u304d\u305f\u7d4c\u9a13\u3092\u6d3b\u304b\u3057\u3001\u56fd\u5185\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u4f01\u696d\u306e\u958b\u767a\u3092\u65e5\u672c\u8a9e\u3067\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size\" style=\"font-size:15px\"><a class=\"wp-block-button__link has-white-color has-text-color has-background wp-element-button\" href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\" style=\"border-radius:10px;background-color:#e64946\"><strong>\u958b\u767a\u30c4\u30fc\u30eb\u30b9\u30a4\u30fc\u30c8\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size\" style=\"font-size:15px\"><a class=\"wp-block-button__link has-white-color has-text-color has-background wp-element-button\" href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/support\/oneapi.html\" style=\"border-radius:10px;background-color:#e64946\"><strong>\u30b5\u30dd\u30fc\u30c8\u30b5\u30fc\u30d3\u30b9\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u306e\u30d6\u30ed\u30b0\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u300cBo <a class=\"mh-excerpt-more\" href=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/2024\/11\/08\/boost-the-performance-of-ai-ml-applications-using-intel-vtune\/\" title=\"\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u7528\u3057\u3066 AI\/ML \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\">[&#8230;]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":3240,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[12,142,141],"class_list":["post-3231","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-tips","tag-ai","tag-ml","tag--vtune-"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u306e\u30d6\u30ed\u30b0\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u300cBoost the Performance of AI\/ML A\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"\u30a8\u30af\u30bb\u30eb\u30bd\u30d5\u30c8\"\/>\n\t<link rel=\"canonical\" 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