{"id":3432,"date":"2025-05-28T05:40:35","date_gmt":"2025-05-27T20:40:35","guid":{"rendered":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/?p=3432"},"modified":"2025-05-28T05:40:37","modified_gmt":"2025-05-27T20:40:37","slug":"enhance-genai-llm-performance-using-vtune-profiler","status":"publish","type":"post","link":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/2025\/05\/28\/enhance-genai-llm-performance-using-vtune-profiler\/","title":{"rendered":"\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u3063\u3066\u9ad8\u6027\u80fd\u751f\u6210 AI \u306e LLM \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u300c<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/articles\/technical\/enhance-genai-llm-performance-using-vtune-profiler.html\" target=\"_blank\">Enhance the Performance of LLMs using Intel\u00ae VTune&#x2122; Profiler for High-Performance GenAI<\/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-alpha-channel-opacity\" \/>\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM) \u306f\u3001\u591a\u304f\u306e\u751f\u6210 AI (GenAI) \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u672c\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308a\u3001\u305d\u306e\u3088\u3046\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u52b9\u7387\u306f\u3001\u69cb\u6210\u3059\u308b LLM \u306e\u52b9\u7387\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<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>\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u9ad8\u5ea6\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u751f\u6210 AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e LLM \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u89e3\u6790\u3057\u3066\u4fee\u6b63\u3067\u304d\u307e\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u304a\u3088\u3073\u30c7\u30d0\u30c3\u30b0\u30c4\u30fc\u30eb\u306f\u3001C\/C++\u3001SYCL\u3001Python\u3001JAVA\u3001OpenVINO&#x2122;\u3001OpenCL \u306a\u3069\u3001\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001I\/O \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3001\u30e1\u30e2\u30ea\u30fc\u306e\u5272\u308a\u5f53\u3066\u3068\u4f7f\u7528\u72b6\u6cc1\u3001HPC \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u7279\u6027\u306a\u3069\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u3092\u691c\u8a3c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u554f\u984c\u3092\u4fee\u6b63\u3059\u308b\u305f\u3081 LLM \u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\u306b\u3088\u308a\u56f0\u96e3\u306a\u4f5c\u696d\u3067\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>LLM \u306e\u52d5\u7684\u306a\u632f\u308b\u821e\u3044:<\/strong> LLM \u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u52d5\u7684\u306b\u5fdc\u7b54\u3057\u3001\u540c\u3058\u5165\u529b\u306b\u5bfe\u3057\u3066\u7570\u306a\u308b\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u308f\u305f\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u898f\u6a21\u3068\u8907\u96d1\u3055:<\/strong> LLM \u306f\u3001\u6570\u5341\u5104\u3082\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u542b\u3080\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u3092\u8907\u96d1\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u6700\u9069\u5316:<\/strong> \u3055\u307e\u3056\u307e\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u6700\u9069\u5316\u624b\u6cd5\u306e\u5f71\u97ff\u3092\u89e3\u6790\u3059\u308b\u306b\u306f\u3001\u5c02\u9580\u77e5\u8b58\u3068\u5e83\u7bc4\u306a\u5b9f\u9a13\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d0\u30a4\u30a2\u30b9\u3001\u89e3\u91c8\u53ef\u80fd\u6027\u3001\u74b0\u5883\u5909\u52d5:<\/strong> LLM \u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30fc\u30bf\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u53cd\u6620\u3057\u3001\u7570\u306a\u308b\u74b0\u5883\u3067\u4e88\u6e2c\u4e0d\u53ef\u80fd\u306a\u632f\u308b\u821e\u3044\u3092\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3067\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u52d5\u4f5c\u3092\u3059\u308b\u7406\u7531\u3092\u89e3\u91c8\u3059\u308b\u3053\u3068\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u6700\u8fd1\u300c<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook\/\" target=\"_blank\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e\u30af\u30c3\u30af\u30d6\u30c3\u30af<\/a>\u300d\u306b\u8ffd\u52a0\u3055\u308c\u305f\u30ec\u30b7\u30d4\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u30ec\u30b7\u30d4\u306f\u3001<a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/openvino\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">\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>\u4e0a\u306b\u5c55\u958b\u3055\u308c\u3001\u6700\u65b0\u306e<a href=\"https:\/\/www.intel.co.jp\/content\/www\/jp\/ja\/products\/details\/processors\/core-ultra.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae Core&#x2122; Ultra<\/a> 200V \u30b7\u30ea\u30fc\u30ba (\u958b\u767a\u30b3\u30fc\u30c9\u540d Lunar Lake) \u4e0a\u3067\u5b9f\u884c\u3055\u308c\u308b\u751f\u6210 AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e LLM \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3059\u308b\u305f\u3081\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"note\">\u30ec\u30b7\u30d4\u306e\u8a73\u7d30\u306f\u3001\u300c<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-llms\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae Core&#x2122; Ultra \u30d7\u30ed\u30bb\u30c3\u30b5\u30fc 200V \u30b7\u30ea\u30fc\u30ba\u3067\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb<\/a>\u300d\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u524d\u63d0\u6761\u4ef6\u3068\u74b0\u5883\u8a2d\u5b9a<\/h2>\n<p>\u3053\u306e\u30ec\u30b7\u30d4\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u751f\u6210 AI \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2:<\/strong> <a href=\"https:\/\/github.com\/sammysun0711\/openvino.genai\/tree\/vtune_cookbook\/llm\/phi_cpp\" target=\"_blank\" rel=\"noreferrer noopener\">Phi-3 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/a> (\u82f1\u8a9e) \u304a\u3088\u3073 Hugging Face <a href=\"https:\/\/huggingface.co\/microsoft\/Phi-3-mini-4k-instruct\" target=\"_blank\" rel=\"noreferrer noopener\">phi-3-mini-4k-instruct LLM<\/a> (\u82f1\u8a9e)<\/p>\n<\/li>\n<li>\n<p><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89e3\u6790\u30c4\u30fc\u30eb:<\/strong> <a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-profiler-release-notes\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc<\/a> 2025.0 \u4ee5\u964d<\/p>\n<\/li>\n<li>\n<p><strong>\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3:<\/strong> \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 2024.3 \u4ee5\u964d (<a href=\"https:\/\/storage.openvinotoolkit.org\/repositories\/openvino\/packages\/2024.3\/windows\/w_openvino_toolkit_windows_2024.3.0.16041.1e3b88e4e3f_x86_64.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a>)<\/p>\n<\/li>\n<li>\n<p><strong>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2:<\/strong> <a href=\"https:\/\/www.intel.co.jp\/content\/www\/jp\/ja\/products\/sku\/240951\/intel-core-ultra-5-processor-238v-8m-cache-up-to-4-70-ghz\/specifications.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae Core&#x2122; Ultra 5 \u30d7\u30ed\u30bb\u30c3\u30b5\u30fc 238V<\/a><\/p>\n<\/li>\n<li>\n<p><strong>\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30b7\u30b9\u30c6\u30e0:<\/strong> Microsoft Windows<\/p>\n<\/li>\n<\/ul>\n<p>\u74b0\u5883\u8a2d\u5b9a\u306b\u306f\u3001OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30d3\u30eb\u30c9\u3068\u3001LLM \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d3\u30eb\u30c9\u3068\u5b9f\u884c\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<p class=\"note\">\u624b\u9806\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-llms\/#DIRECT\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ec\u30b7\u30d4<\/a>\u306e\u300c\u74b0\u5883\u306e\u8a2d\u5b9a\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u7528\u3057\u305f LLM \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u89e3\u6790<\/h2>\n<p>\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306e <a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2025\/vtune-profiler_user-guide\/hh_goto.htm?index.htm#GUID-97E748E3-C038-4D93-B26B-2C46B547869A.html\" target=\"_blank\" rel=\"noreferrer noopener\">GPU \u30aa\u30d5\u30ed\u30fc\u30c9\u89e3\u6790<\/a>\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001CPU \u3068 GPU \u4e0a\u306e\u30b3\u30fc\u30c9\u5b9f\u884c\u3092\u89e3\u6790\u3057\u3001\u305d\u308c\u3089\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u30fc\u3092\u76f8\u95a2\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001GPU \u30aa\u30d5\u30ed\u30fc\u30c9\u89e3\u6790\u7d50\u679c\u306e [\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9] \u30a6\u30a3\u30f3\u30c9\u30a6\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u64cd\u4f5c (\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u3001\u30bf\u30b9\u30af\u5b9f\u884c\u306a\u3069) \u306b\u3064\u3044\u3066\u3001\u5404\u8a08\u7b97\u30bf\u30b9\u30af\u306b\u8cbb\u3084\u3055\u308c\u305f\u5408\u8a08\u6642\u9593\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u89e3\u6790\u7d50\u679c\u306e [\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0] \u30a6\u30a3\u30f3\u30c9\u30a6\u306b\u306f\u3001CPU \u306b\u5c55\u958b\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068 GPU \u306b\u5c55\u958b\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304c\u793a\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u56f3 1 \u306b\u793a\u3059\u3088\u3046\u306b\u3001GPU \u30e1\u30e2\u30ea\u30fc\u30a2\u30af\u30bb\u30b9\u3001CPU \u6642\u9593\u3001GPU \u5468\u6ce2\u6570\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30e1\u30c8\u30ea\u30c3\u30af\u3082\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u76f8\u95a2\u3055\u305b\u308b\u3053\u3068\u3067\u3001GPU \u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/p>\n<p style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" style=\"max-width: 100%\" src=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2025\/05\/21_gpu_offload_analysis.png\" alt=\"\" width=\"1079\" height=\"368\" \/><br \/><strong>\u56f3 1: GPU \u30aa\u30d5\u30ed\u30fc\u30c9\u89e3\u6790<\/strong><\/p>\n<p>\u4e0a\u8a18\u306e\u30e1\u30c8\u30ea\u30c3\u30af\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u304b\u3089\u3001CPU \u307e\u305f\u306f GPU \u4e0a\u3067\u30ab\u30fc\u30cd\u30eb\u3054\u3068\u306b\u6700\u3082\u6642\u9593\u3092\u8cbb\u3084\u3057\u3066\u3044\u308b\u64cd\u4f5c (\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8) \u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001<a href=\"https:\/\/www.isus.jp\/wp-content\/uploads\/vtune\/2025\/vtune-profiler_user-guide\/hh_goto.htm?index.htm#GUID-8EA3B4ED-7ABA-4C5E-8351-96FF81B353DD.html\" rel=\"noreferrer noopener\">GPU \u8a08\u7b97\/\u30e1\u30c7\u30a3\u30a2\u30fb\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790<\/a>\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u306e\u6319\u52d5\u3092\u8a73\u7d30\u306b\u628a\u63e1\u3067\u304d\u307e\u3059\u3002\u89e3\u6790\u7d50\u679c\u306e [\u30b5\u30de\u30ea\u30fc] \u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u306f\u3001GPU \u3084\u5171\u6709\u30ed\u30fc\u30ab\u30eb\u30e1\u30e2\u30ea\u30fc\u306e\u8aad\u307f\u53d6\u308a\/\u66f8\u304d\u8fbc\u307f\u5e2f\u57df\u5e45\u306a\u3069\u3001\u30e1\u30e2\u30ea\u30fc\u30ec\u30d9\u30eb\u3067\u306e\u7279\u5b9a\u306e\u5e2f\u57df\u5e45\u4f7f\u7528\u7387\u3092\u8abf\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4e0b\u306e\u56f3 2 \u306f\u3001GPU \u30e1\u30e2\u30ea\u30fc\u8aad\u307f\u53d6\u308a\u64cd\u4f5c\u306b\u4f7f\u7528\u3055\u308c\u305f\u5e2f\u57df\u5e45\u3092\u793a\u3059\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u4f8b\u3067\u3059\u3002<\/p>\n<p style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" style=\"max-width: 100%\" src=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2025\/05\/21_bw_utilization_histogram.png\" alt=\"\" width=\"939\" height=\"298\" \/><br \/><strong>\u56f3 2: \u5e2f\u57df\u5e45\u4f7f\u7528\u7387\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<\/strong><\/p>\n<p>\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3067\u306f\u3001\u30e1\u30e2\u30ea\u30fc\u968e\u5c64\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e1\u30e2\u30ea\u30fc\u4f9d\u5b58\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u554f\u984c\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002[\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0] \u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u306f\u3001GPU L3 \u30ad\u30e3\u30c3\u30b7\u30e5\u5e2f\u57df\u5e45\u3068\u30ad\u30e3\u30c3\u30b7\u30e5\u30df\u30b9\u3001GPU \u5468\u6ce2\u6570\u3001GPU \u30e1\u30e2\u30ea\u30fc\u30a2\u30af\u30bb\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30e1\u30c8\u30ea\u30c3\u30af\u306e\u50be\u5411\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3092\u7528\u3044\u305f\u751f\u6210 AI \u958b\u767a\u6bb5\u968e\u306b\u304a\u3051\u308b LLM \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316<\/h2>\n<p>\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306f\u3001<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/docs\/vtune-profiler\/user-guide\/current\/instrumentation-and-tracing-technology-apis.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30b9\u30c8\u30eb\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30b9\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc (ITT API)<\/a> (\u82f1\u8a9e) \u3092\u5229\u7528\u3057\u3066\u3001OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3092\u7528\u3044\u305f LLM \u63a8\u8ad6\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u6642\u9593\u3092\u89e3\u6790\u3057\u307e\u3059\u3002<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-llms\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ec\u30b7\u30d4<\/a>\u3067\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u304c\u751f\u6210 AI \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u6700\u9069\u5316\u306b\u5f79\u7acb\u3064 4 \u3064\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol start=\"1\">\n<li>\n<p><strong>\u6700\u9069\u5316\u30e2\u30c7\u30eb\u306e\u30b3\u30f3\u30d1\u30a4\u30eb:<\/strong> GPU \u8a08\u7b97\/\u30e1\u30c7\u30a3\u30a2\u30fb\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u89e3\u6790\u7d50\u679c\u304b\u3089\u3001\u63a8\u8ad6\u3054\u3068\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u6642\u9593\u304c\u5206\u304b\u308a\u307e\u3059\u3002<a href=\"https:\/\/docs.openvino.ai\/2025\/openvino-workflow\/running-inference\/optimize-inference\/optimizing-latency\/model-caching-overview.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306e\u30e2\u30c7\u30eb\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u80fd<\/a> (\u82f1\u8a9e) \u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre><code>ov::Core core; \ncore.set_property(ov::cache_dir(\"\/path\/to\/cache\/dir\"));   \nauto compiled = core.compile_model(modelPath, device, config); <\/code><\/pre>\n<p class=\"note\">\u8a73\u7d30\u306f\u3001\u300c<a href=\"https:\/\/docs.openvino.ai\/2025\/openvino-workflow\/running-inference\/optimize-inference\/optimizing-latency\/model-caching-overview.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306e\u30e2\u30c7\u30eb\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u80fd<\/a>\u300d (\u82f1\u8a9e) \u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/li>\n<li>\n<p><strong>SDPA (Scaled Dot-Product Attention\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3055\u308c\u305f\u30c9\u30c3\u30c8\u7a4d\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3) \u30b5\u30d6\u30b0\u30e9\u30d5\u306e\u6700\u9069\u5316:<\/strong> \u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u304a\u3044\u3066\u300c\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u300d\u3068\u306f\u3001\u4e88\u6e2c\u3092\u884c\u3046\u969b\u306b\u5165\u529b\u30c7\u30fc\u30bf\u306e\u7279\u5b9a\u306e\u90e8\u5206\u306b\u52d5\u7684\u306b\u6ce8\u76ee\u3059\u308b\u30e2\u30c7\u30eb\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u6307\u3057\u307e\u3059\u3002Transformer \u30e2\u30c7\u30eb\u3067\u306f\u3001SDPA \u306f\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30fb\u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u57fa\u672c\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002MHA (Multi-Head Attention) \u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u8907\u6570\u306e\u30e2\u30c7\u30eb\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304b\u3089 SPDA \u7d50\u679c\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u30fc\u3059\u308b\u3053\u3068\u3067 SPDA \u6a5f\u80fd\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002<\/p>\n<p class=\"greyHighlight\">OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306f\u3001SPDA \u878d\u5408 (\u5927\u304d\u306a\u30b0\u30e9\u30d5\u5185\u306e\u30b5\u30d6\u30b0\u30e9\u30d5\u3092\u7d50\u5408\u3057\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u30d7\u30ed\u30bb\u30b9) \u7528\u306e <a href=\"https:\/\/docs.openvino.ai\/2025\/documentation\/openvino-ir-format\/operation-sets\/operation-specs\/sequence\/scaled-dot-product-attention.html\" target=\"_blank\" rel=\"noreferrer noopener\">ScaledDotProductAttention \u6f14\u7b97\u5b50<\/a> (\u82f1\u8a9e) \u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6f14\u7b97\u5b50\u306f\u3001SPDA \u306e\u63a8\u8ad6\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30e1\u30e2\u30ea\u30fc\u4f9d\u5b58\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u307e\u305f\u3001MHA \u306e\u4e26\u5217\u51e6\u7406\u3068\u30e1\u30e2\u30ea\u30fc\u30fb\u30a2\u30af\u30bb\u30b9\u30fb\u30d1\u30bf\u30fc\u30f3\u306e\u5411\u4e0a\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3092\u5229\u7528\u3057\u305f\u6700\u9069\u5316\u306e\u524d\u3068\u5f8c\u306e\u63a8\u8ad6\u6642\u9593\u3068\u30e1\u30e2\u30ea\u30fc\u30fb\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u884c\u5217\u4e57\u7b97 (MatMul) \u3068 Logits \u306e\u6700\u9069\u5316:<\/strong> LLM \u306b\u304a\u3044\u3066\u300c\u8a9e\u5f59\u30b5\u30a4\u30ba\u300d\u3068\u306f\u3001\u30e2\u30c7\u30eb\u304c\u8a8d\u8b58\u3067\u304d\u308b\u30c8\u30fc\u30af\u30f3\u307e\u305f\u306f\u4e00\u610f\u306e\u5358\u8a9e\u306e\u6570\u3092\u6307\u3057\u307e\u3059\u3002\u8a9e\u5f59\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3051\u308c\u3070\u3001\u5fc5\u8981\u306a MatMul \u8a08\u7b97\u306e\u6570\u3068\u30e1\u30e2\u30ea\u30fc\u4f7f\u7528\u91cf\u3082\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-llms\/#HSA-PYTORCH\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ec\u30b7\u30d4<\/a>\u3067\u306f\u3001\u5225\u306e\u30b0\u30e9\u30d5\u6700\u9069\u5316\u624b\u6cd5\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001Logits (\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6700\u5f8c\u306e\u5c64\u306b\u3088\u3063\u3066\u8a08\u7b97\u3055\u308c\u308b\u975e\u6b63\u898f\u5316\u30b9\u30b3\u30a2) \u306e MatMul \u8a08\u7b97\u3068\u30e1\u30e2\u30ea\u30fc\u4f7f\u7528\u91cf\u3092\u8efd\u6e1b\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3068\u63a8\u8ad6\u6642\u9593\u306e\u77ed\u7e2e\u3092\u89e3\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>KV \u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6700\u9069\u5316:<\/strong> LLM\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u3001\u5404\u5165\u529b\u30c8\u30fc\u30af\u30f3\u306e\u30ad\u30fc\u3068\u5024 (KV) \u30da\u30a2\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002KV \u30ad\u30e3\u30c3\u30b7\u30e5\u6700\u9069\u5316\u306f\u3001\u904e\u53bb\u306e\u30ad\u30fc\u3068\u5024\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u540c\u3058 KV \u3092\u7e70\u308a\u8fd4\u3057\u8a08\u7b97\u3059\u308b\u3053\u3068\u3092\u9632\u304e\u307e\u3059\u3002OpenVINO&#x2122; \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306f\u3001\u9023\u7d9a\u3059\u308b 2 \u3064\u306e\u63a8\u8ad6\u547c\u3073\u51fa\u3057\u9593\u3067 KV \u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u72b6\u614b\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b <a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-llms\/\" target=\"_blank\" rel=\"noreferrer noopener\">Stateful API<\/a> \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u63a8\u8ad6\u6642\u9593\u3068\u30e1\u30e2\u30ea\u30fc\u30b3\u30d4\u30fc\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7<\/h2>\n<p>\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u751f\u6210 AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e LLM \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u8a73\u7d30\u306a\u624b\u9806\u3092\u8aac\u660e\u3057\u305f<a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook-profiling-llms\/#HSA-PYTORCH\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ec\u30b7\u30d4<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4eca\u3059\u3050\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u3063\u3066\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u304a\u3051\u308b\u3055\u307e\u3056\u307e\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30ec\u30d9\u30eb\u304a\u3088\u3073\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30fb\u30ec\u30d9\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u8efd\u6e1b\u307e\u305f\u306f\u89e3\u6c7a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>AI \u304a\u3088\u3073 HPC \u5411\u3051\u306e\u30a4\u30f3\u30c6\u30eb\u306e\u305d\u306e\u4ed6\u306e <a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\" rel=\"noreferrer noopener\">oneAPI \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8<\/a> \u3082\u305c\u3072\u30c1\u30a7\u30c3\u30af\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u5165\u624b<\/h2>\n<p>\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\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI \u30d9\u30fc\u30b9\u30fb\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8<\/a>\u306e\u4e00\u90e8\u3068\u3057\u3066\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\u7248<\/a> (\u82f1\u8a9e) \u3068\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u95a2\u9023\u8cc7\u6599<\/h2>\n<ul role=\"list\">\n<li><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\" rel=\"noreferrer noopener\">oneAPI \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb<\/a><\/li>\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\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/a> (\u82f1\u8a9e)<\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=1zdVFLajewM&amp;list=PLg-UKERBljNw3_6Q598CS3DE7KqDXjP-d\" target=\"_blank\" rel=\"noreferrer noopener\">YouTube \u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\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\u30fb\u30b7\u30ea\u30fc\u30ba<\/a> (\u82f1\u8a9e)<\/li>\n<li><a href=\"https:\/\/www.isus.jp\/products\/vtune\/vtune-cookbook\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u30fb\u30af\u30c3\u30af\u30d6\u30c3\u30af<\/a><\/li>\n<li><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/topic-technology\/artificial-intelligence\/overview.html\" target=\"_blank\" rel=\"noreferrer noopener\">AI \u958b\u767a\u3092\u958b\u59cb\u3059\u308b<\/a> (\u82f1\u8a9e)<\/li>\n<li><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/topic-technology\/artificial-intelligence\/get-started.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210 AI \u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u30fb\u30ea\u30bd\u30fc\u30b9<\/a> (\u82f1\u8a9e)<\/li>\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> (\u82f1\u8a9e)<\/li>\n<\/ul>\n<hr \/>\n<h4>\u88fd\u54c1\u304a\u3088\u3073\u6027\u80fd\u306b\u95a2\u3059\u308b\u60c5\u5831<\/h4>\n<p class=\"disclaimer\"><sup>1<\/sup> \u6027\u80fd\u306f\u3001\u4f7f\u7528\u72b6\u6cc1\u3001\u69cb\u6210\u3001\u305d\u306e\u4ed6\u306e\u8981\u56e0\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\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<h3 class=\"wp-block-heading\">\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc \u3092\u542b\u3080\u30a4\u30f3\u30c6\u30eb\u00ae \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30c4\u30fc\u30eb\u5411\u3051\u30b5\u30dd\u30fc\u30c8\u30b5\u30fc\u30d3\u30b9<\/h3>\n\n\n\n<p>\u30a8\u30af\u30bb\u30eb\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3059\u308b\u30a4\u30f3\u30c6\u30eb\u00ae \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30c4\u30fc\u30eb\u5411\u3051\u30b5\u30dd\u30fc\u30c8\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u00ae \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30c4\u30fc\u30eb\u306e\u65e7\u30d0\u30fc\u30b8\u30e7\u30f3\u304b\u3089\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3078\u306e\u79fb\u884c\u3001CUDA \u304b\u3089 SYCL \u3078\u306e\u30b3\u30fc\u30c9\u79fb\u884c\u3001\u4ed6\u793e\u88fd GPU \u3068\u306e\u30b3\u30fc\u30c9\u4e92\u63db\u306a\u3069\u3001\u65b0\u3057\u3044\u74b0\u5883\u3067\u3053\u308c\u307e\u3067\u901a\u308a\u696d\u52d9\u3092\u9042\u884c\u3059\u308b\u305f\u3081\u306e\u79fb\u884c\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u88fd\u54c1\u306e\u79fb\u884c\u306b\u95a2\u3057\u3066\u304a\u60a9\u307f\u3001\u8cea\u554f\u306a\u3069\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u6700\u65b0\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u65e5\u672c\u8a9e\u53c2\u8003\u8a33<\/h5>\n\n\n\n<p>\u30a8\u30af\u30bb\u30eb\u30bd\u30d5\u30c8\u3067\u306f\u3001\u30d0\u30fc\u30b8\u30e7\u30f3 2025.1 \u306b\u5bfe\u5fdc\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u65e5\u672c\u8a9e\u53c2\u8003\u8a33\u3092\u4e00\u822c\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3001\u4ee5\u4e0b\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u95a2\u3059\u308b\u65e5\u672c\u8a9e\u53c2\u8003\u8a33\u3092\u3054\u53c2\u7167\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a4\u30f3\u30c6\u30eb\u00ae \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30c4\u30fc\u30eb\u306e\u88fd\u54c1\u30ab\u30bf\u30ed\u30b0<\/li>\n\n\n\n<li>\u30a4\u30f3\u30c6\u30eb\u00ae \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30c4\u30fc\u30eb\u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3001\u52d5\u4f5c\u74b0\u5883 (\u30d9\u30fc\u30b9\u30fb\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3001\u30d9\u30fc\u30b9 &amp; HPC \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8)<\/li>\n\n\n\n<li>\u30a4\u30f3\u30c6\u30eb\u00ae oneAPI DPC++\/C++ \u30b3\u30f3\u30d1\u30a4\u30e9\u30fc\u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3001\u52d5\u4f5c\u74b0\u5883 <\/li>\n\n\n\n<li>\u30a4\u30f3\u30c6\u30eb\u00ae DPC++ \u4e92\u63db\u6027\u30c4\u30fc\u30eb\u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3001\u52d5\u4f5c\u74b0\u5883<\/li>\n\n\n\n<li>\u30a4\u30f3\u30c6\u30eb\u00ae Fortran \u30b3\u30f3\u30d1\u30a4\u30e9\u30fc\u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3001\u52d5\u4f5c\u74b0\u5883 <\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 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\/tech\/documents.html?tab=1#doc-oneapi\" style=\"border-radius:10px;background-color:#e64946\"><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4e00\u89a7\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\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<h3 class=\"wp-block-heading\">6\/26 (\u6728) AI \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u8005\u5411\u3051\u30a4\u30d9\u30f3\u30c8\u300cAI DEVELOPER TECH DAY\u300d\u53c2\u52a0\u767b\u9332\u53d7\u4ed8\u4e2d<\/h3>\n\n\n\n<p>\u3053\u306e\u30a4\u30d9\u30f3\u30c8\u3067\u306f\u3001\u30a4\u30f3\u30c6\u30eb \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30c4\u30fc\u30eb\u3084\u4ee3\u8868\u7684\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5229\u7528\u3057\u3066\u3001\u30a4\u30f3\u30c6\u30eb\u306e\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u5411\u3051 CPU\u3001GPU\u3001AI \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u3084 AI PC \u4e0a\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM) \u3092\u542b\u3080\u751f\u6210 AI \u3092\u6d3b\u7528\u3057\u305f AI \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u52b9\u7387\u3088\u304f\u958b\u767a\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-bottom is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-fdcfc74e 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\/tech\/seminar\/ai-devtech-day.html?utm_source=xlsoft&amp;utm_medium=intel_blog&amp;utm_campaign=20250626_ai_devtech_day\" style=\"border-radius:10px;background-color:#e64946\">\u30a4\u30d9\u30f3\u30c8<strong>\u306e\u8a73\u7d30\u30fb\u7533\u3057\u8fbc\u307f\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n<p><!-- \/wp:post-content --><\/p>","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30a4\u30f3\u30c6\u30eb\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b <a class=\"mh-excerpt-more\" href=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/2025\/05\/28\/enhance-genai-llm-performance-using-vtune-profiler\/\" title=\"\u30a4\u30f3\u30c6\u30eb\u00ae VTune&#x2122; \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3092\u4f7f\u3063\u3066\u9ad8\u6027\u80fd\u751f\u6210 AI \u306e LLM \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\">[&#8230;]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":3461,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[12,128,14,72],"class_list":["post-3432","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-tips","tag-ai","tag-llm","tag-oneapi","tag-vtune-"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/posts\/3432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/comments?post=3432"}],"version-history":[{"count":18,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/posts\/3432\/revisions"}],"predecessor-version":[{"id":3499,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/posts\/3432\/revisions\/3499"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/media\/3461"}],"wp:attachment":[{"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/media?parent=3432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/categories?post=3432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/tags?post=3432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}