{"id":2103,"date":"2022-06-24T07:41:16","date_gmt":"2022-06-23T22:41:16","guid":{"rendered":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/?p=2103"},"modified":"2022-06-24T07:41:16","modified_gmt":"2022-06-23T22:41:16","slug":"intel-labs-accelerates-single-cell-rna-seq-analysis-post-1390715","status":"publish","type":"post","link":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/2022\/06\/24\/intel-labs-accelerates-single-cell-rna-seq-analysis-post-1390715\/","title":{"rendered":"\u30a4\u30f3\u30c6\u30eb\u30e9\u30dc\u306b\u3088\u308b\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb RNA-Seq \u89e3\u6790\u306e\u9ad8\u901f\u5316\u5b9f\u9a13"},"content":{"rendered":"<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u30b7\u30cb\u30a2\u30fb\u30ea\u30b5\u30fc\u30c1\u30fb\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3067\u3042\u308b Sanchit Misra \u306f\u3001\u30a4\u30f3\u30c6\u30eb\u30e9\u30dc\u306e\u8a08\u7b97\u751f\u7269\u5b66\/HPC \u7814\u7a76\u306e\u53d6\u308a\u7d44\u307f\u3092\u7387\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u306f\u3001\u540c\u3058\u304f\u30ea\u30b5\u30fc\u30c1\u30fb\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3067\u3001\u30a4\u30f3\u30c6\u30eb\u30e9\u30dc\u3067\u8a08\u7b97\u751f\u7269\u5b66\/HPC \u7814\u7a76\u3092\u884c\u3063\u3066\u3044\u308b Narendra Chaudhary \u3068\u306e\u5171\u8457\u3067\u3059\u3002<\/span><\/p>\n<h3><span style=\"font-family: arial, helvetica, sans-serif;\">\u30cf\u30a4\u30e9\u30a4\u30c8<\/span><\/h3>\n<ul>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb RNA-Seq (scRNA-Seq) \u89e3\u6790\u306f\u3001\u5358\u4e00\u7d30\u80de\u306e\u907a\u4f1d\u5b50\u767a\u73fe\u3092\u89e3\u8aad\u3059\u308b\u3053\u3068\u3067\u3001\u7d30\u80de\u30ec\u30d9\u30eb\u3067\u306e\u907a\u4f1d\u5b50\u306e\u6d1e\u5bdf\u3092\u53ef\u80fd\u306b\u3059\u308b\u3001\u5358\u4e00\u7d30\u80de\u89e3\u6790\u306e\u5148\u9032\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">\u30a4\u30f3\u30c6\u30eb\u30e9\u30dc\u306f\u3001scRNA-Seq \u89e3\u6790\u306e\u305f\u3081\u306e Scanpy \u30d9\u30fc\u30b9\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092 CPU \u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u3082\u7d04 40 \u500d\u9ad8\u901f\u5316\u3057\u3001GCP \u4e0a\u306e\u30b7\u30f3\u30b0\u30eb CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067 130 \u4e07\u500b\u306e\u30de\u30a6\u30b9\u7d30\u80de\u306e\u89e3\u6790\u3092\u308f\u305a\u304b 7 \u5206\u534a\u3067\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001A100 GPU \u3092 1 \u53f0\u4f7f\u7528\u3057\u305f\u5834\u5408\u306e\u7d04 5 \u500d\u306e\u6027\u80fd\u3067\u3001\u4e26\u5217\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u3044\u304f\u3064\u304b\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u56fa\u6709\u306e\u6700\u9069\u5316\u3001\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> oneDAL \u3084 Katana Graph \u306a\u3069\u306e\u57fa\u790e\u3068\u306a\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u306e\u5f37\u5316\u306b\u3088\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u30c1\u30fc\u30e0\u3068\u306e\u5bc6\u63a5\u306a\u5354\u529b\u306e\u3082\u3068\u3067\u9054\u6210\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u8a08\u6e2c\u306e\u5206\u89e3\u80fd\u306e\u98db\u8e8d\u7684\u306a\u5411\u4e0a\u306f\u3001\u5e38\u306b\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u9855\u5fae\u93e1\u3084\u671b\u9060\u93e1\u306e\u767a\u660e\u304c\u79d1\u5b66\u306b\u4e0e\u3048\u305f\u30a4\u30f3\u30d1\u30af\u30c8\u306f\u3068\u3066\u3082\u5927\u304d\u3044\u3082\u306e\u3067\u3057\u305f\u3002\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb\u89e3\u6790\u306f\u3001\u751f\u7269\u5b66\u306b\u304a\u3044\u3066\u540c\u69d8\u306e\u9769\u547d\u304c\u5c55\u958b\u3055\u308c\u3066\u3044\u308b\u91cd\u8981\u306a\u4e00\u4f8b\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u4eba\u9593\u306e\u8eab\u4f53\u306f 40 \u5146\u500b\u8fd1\u3044\u7d30\u80de\u304b\u3089\u3067\u304d\u3066\u3044\u307e\u3059\u3002\u4ee5\u524d\u306f\u3053\u308c\u3089\u306e\u7d30\u80de\u306f\u307e\u3068\u3081\u3066\u3001(\u3068\u304d\u306b\u306f\u6570\u767e\u4e07\u500b\u306e\u7d30\u80de\u3092\u4e00\u5ea6\u306b) \u8abf\u3079\u3066\u304d\u305f\u305f\u3081\u3001\u7d30\u80de\u9593\u306e\u9055\u3044\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u5148\u9032\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u5358\u4e00\u7d30\u80de\u89e3\u6790\u306f\u3001\u7d30\u80de\u306e\u500b\u6027\u3092\u7814\u7a76\u3059\u308b\u5206\u91ce\u3067\u3059\u3002\u65b0\u3057\u3044\u7d30\u80de\u30bf\u30a4\u30d7\u306e\u7279\u5b9a\u3001\u3053\u308c\u3089\u306e\u7d30\u80de\u3092\u4e92\u3044\u306b\u7570\u306a\u308b\u3082\u306e\u306b\u3059\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u89e3\u660e\u3001\u7279\u5b9a\u306e\u75c5\u6c17\u3084\u85ac\u5264\u306b\u5bfe\u3059\u308b\u7d30\u80de\u306e\u53cd\u5fdc\u306e\u5b9f\u8a3c\u306a\u3069\u3001\u7d30\u80de\u5206\u5316\u306e\u8b0e\u3092\u89e3\u304d\u660e\u304b\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3001\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u5206\u91ce\u306f\u3001\u304c\u3093\u304b\u3089 Covid-19 \u95a2\u9023\u306e\u7814\u7a76\u306b\u81f3\u308b\u307e\u3067\u3001\u751f\u7269\u5b66\u7684\u767a\u898b\u3078\u306e\u8a08\u308a\u77e5\u308c\u306a\u3044\u53ef\u80fd\u6027\u3092\u3059\u3067\u306b\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u30c7\u30fc\u30bf\u8a08\u6e2c\u6280\u8853\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb\u306e\u30c7\u30fc\u30bf\u91cf\u306f\u6025\u901f\u306b\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002\u500b\u3005\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3082\u540c\u69d8\u306e\u901f\u5ea6\u3067\u5897\u3048\u3066\u304d\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u306f\u3001\u901a\u5e38\u3001\u30c7\u30fc\u30bf\u30fb\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u5909\u66f4\u3057\u306a\u304c\u3089\u7e70\u308a\u8fd4\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5b9f\u884c\u3067\u304d\u308b\u5bfe\u8a71\u578b\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u6709\u52b9\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h4><span style=\"font-family: arial, helvetica, sans-serif;\"><strong>\u30b7\u30f3\u30b0\u30eb CPU \u3067 130 \u4e07\u500b\u306e\u30de\u30a6\u30b9\u7d30\u80de\u306e ScRNA-seq \u89e3\u6790\u3092\u308f\u305a\u304b 7 \u5206\u534a\u3067\u9054\u6210<\/strong><\/span><\/h4>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u7d30\u80de\u5206\u5316\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u3092\u7814\u7a76\u3059\u308b\u305f\u3081\u306b\u3001\u591a\u304f\u306e\u7a2e\u985e\u306e\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb\u89e3\u6790\u304c\u3042\u308a\u307e\u3059\u3002\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb RNA-seq (scRNA-seq) \u89e3\u6790\u306f\u3001\u7d30\u80de\u9593\u306e\u907a\u4f1d\u5b50\u767a\u73fe\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u306e\u9055\u3044\u3092\u7814\u7a76\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3053\u308c\u306f\u3001\u500b\u3005\u306e\u7d30\u80de\u306e\u907a\u4f1d\u5b50\u767a\u73fe\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u9ad8\u5ea6\u306a\u6280\u8853\u3067\u3042\u308b\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb RNA \u30b7\u30fc\u30b1\u30f3\u30b9\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">scRNA-seq \u89e3\u6790\u306e\u5178\u578b\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u3001\u5404\u7d30\u80de\u306e\u907a\u4f1d\u5b50\u306e\u767a\u73fe\u91cf\u304b\u3089\u306a\u308b\u884c\u5217\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u30ce\u30a4\u30ba\u3092\u9664\u53bb\u3057\u3001\u30c7\u30fc\u30bf\u3092\u6b63\u898f\u5316\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u500b\u3005\u306e\u7d30\u80de\u306b\u304a\u3051\u308b\u3059\u3079\u3066\u306e\u30d2\u30c8\u907a\u4f1d\u5b50\u306e\u6d3b\u6027\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u304b\u3089\u751f\u3058\u308b\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3092\u4fee\u6b63\u3059\u308b\u305f\u3081\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u304c\u3057\u3070\u3057\u3070\u5229\u7528\u3055\u308c\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u6b21\u5143\u524a\u6e1b\u304c\u884c\u308f\u308c\u3001\u985e\u4f3c\u3057\u305f\u907a\u4f1d\u5b50\u6d3b\u6027\u3092\u6301\u3064\u7d30\u80de\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u305f\u3081\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u304c\u884c\u308f\u308c\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u304c\u53ef\u8996\u5316\u3055\u308c\u307e\u3059\u3002Scanpy \u306f\u300180 \u4e07\u56de\u4ee5\u4e0a\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u308b\u3001\u3053\u306e\u89e3\u6790\u306e\u305f\u3081\u306b\u6700\u3082\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306e 1 \u3064\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2107\" src=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog2.jpg\" alt=\"\" width=\"850\" height=\"182\" srcset=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog2.jpg 850w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog2-300x64.jpg 300w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog2-768x164.jpg 768w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u56f3 1: \u5358\u4e00\u7d30\u80de RNA \u30b7\u30fc\u30b1\u30f3\u30b9\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u624b\u9806\u3092\u793a\u3059\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3 (\u907a\u4f1d\u5b50\u6d3b\u6027\u884c\u5217\u304b\u3089\u59cb\u307e\u308a\u3001\u7570\u306a\u308b\u7d30\u80de\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u53ef\u8996\u5316\u307e\u3067)<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">130 \u4e07\u500b\u306e\u30de\u30a6\u30b9\u8133\u7d30\u80de\u304b\u3089\u306a\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u65e2\u88fd\u306e (\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u306e) Scanpy \u5b9f\u88c5\u3092\u4f7f\u7528\u3057\u305f GCP \u306e\u30b7\u30f3\u30b0\u30eb CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 (n1-highmem-64) \u306b\u304a\u3044\u3066\u3001\u56f3 1 \u306b\u793a\u3057\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u901a\u5e38 5 \u6642\u9593\u8fd1\u304f\u304b\u304b\u308b\u3068\u601d\u308f\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u540c\u3058\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u3001Nvidia \u306f Nvidia RAPIDS \u3092\u4f7f\u7528\u3057\u3066\u3001\u5358\u4e00\u306e A100 GPU \u4e0a\u3067\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u5b9f\u884c\u6642\u9593\u306f 686 \u79d2\u3067\u3042\u3063\u305f\u3068\u5831\u544a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u30a4\u30f3\u30c6\u30eb\u30e9\u30dc\u3067\u306f\u3001\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> oneDAL \u30c1\u30fc\u30e0\u3068 Katana Graph \u304c\u5354\u529b\u3057\u3066\u3001\u3088\u308a\u512a\u308c\u305f\u4e26\u5217\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u9ad8\u901f\u5316\u3057\u3001\u57fa\u790e\u3068\u306a\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306b\u5408\u308f\u305b\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u307e\u3060\u4f5c\u696d\u4e2d\u3067\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u8868\u3068\u30b0\u30e9\u30d5\u306f\u3001\u73fe\u5728\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30af\u30e9\u30a6\u30c9\u5229\u7528\u30b3\u30b9\u30c8\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7d50\u679c\u306f\u3001\u5148\u65e5\u958b\u50ac\u3055\u308c\u305f Intel Investor Day 2022 \u3067\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002GCP \u4e0a\u306e\u540c\u3058\u30b7\u30f3\u30b0\u30eb CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 (n1-highmem-64) \u4e0a\u3067\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u308f\u305a\u304b 626 \u79d2\u3067\u7d42\u4e86\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u306e\u3067\u3059\u3002\u3053\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u3001\u7b2c 3 \u4e16\u4ee3\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> Xeon<sup>\u00ae<\/sup> \u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u30fb\u30d7\u30ed\u30bb\u30c3\u30b5\u30fc (\u958b\u767a\u30b3\u30fc\u30c9\u540d: Ice Lake) \u3067\u5b9f\u884c\u3059\u308b\u65b0\u3057\u3044 n2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30fb\u30bf\u30a4\u30d7\u3067\u3055\u3089\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30e1\u30e2\u30ea\u30fc\u8981\u4ef6\u3082\u5909\u66f4\u3057\u3001\u30cf\u30a4\u30e1\u30e2\u30ea\u30fc n2-highmem-64 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u4ee3\u308f\u308a\u306b\u30ed\u30fc\u30e1\u30e2\u30ea\u30fc n2-highcpu-64 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002GCP \u4e0a\u306e n2-highcpu-64 \u306e\u30b7\u30f3\u30b0\u30eb\u30fb\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u306f\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u304c\u308f\u305a\u304b 459 \u79d2 (7.65 \u5206) \u3067\u7d42\u4e86\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6700\u521d\u306b\u8a2d\u5b9a\u3057\u305f 5 \u6642\u9593\u306e CPU \u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u6bd4\u8f03\u3057\u3066\u3001\u7d04 40 \u500d\u306e\u901f\u3055\u3067\u3059\u3002\u307e\u305f\u3001Nvidia A100 \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6bd4\u3079\u3066\u3082 1.5 \u500d\u8fd1\u3044\u901f\u3055\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u9ad8\u901f\u5316\u3068\u30e1\u30e2\u30ea\u30fc\u8981\u4ef6\u306e\u5909\u66f4\u306b\u3088\u308a\u3001\u30af\u30e9\u30a6\u30c9\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u8868\u306b\u3042\u308b\u3088\u3046\u306b\u3001GCP \u4e0a\u306e n2-highcpu-64 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30b3\u30b9\u30c8\u306f\u308f\u305a\u304b $0.29 \u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3 Scanpy \u3092\u5b9f\u884c\u3059\u308b n1-highmem-64 \u306e\u7d04 66 \u5206\u306e 1\u3001Nvidia A100 GPU \u306e\u534a\u5206\u4ee5\u4e0b\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2109\" src=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog3.jpg\" alt=\"\" width=\"850\" height=\"668\" srcset=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog3.jpg 850w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog3-300x236.jpg 300w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog3-768x604.jpg 768w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif; font-size: 8pt;\">\u8868 1: \u3055\u307e\u3056\u307e\u306a GCP \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u304a\u3051\u308b 130 \u4e07\u500b\u306e\u30de\u30a6\u30b9\u8133\u7d30\u80de\u306e scRNA-seq \u89e3\u6790\u306e\u5b9f\u884c\u6642\u9593\u3068\u30af\u30e9\u30a6\u30c9\u30b3\u30b9\u30c8\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u521d\u306e 2 \u5217\u306f\u3001\u30b7\u30f3\u30b0\u30eb CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 (n1-highmem-64) \u4e0a\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3 Scanpy \u3068\u30b7\u30f3\u30b0\u30eb GPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 (a2-highgpu-1g) \u4e0a\u306e GPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3 Scanpy \u306e\u5b9f\u884c\u6642\u9593\u3068\u30af\u30e9\u30a6\u30c9\u30b3\u30b9\u30c8\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u5f8c\u306e 3 \u5217\u306f\u30012 \u4e16\u4ee3\u306e CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30fb\u30bf\u30a4\u30d7 (n1-highmem-64\u3001n1-highmem-64\u3001n2-highcpu-64) \u306e\u30b7\u30f3\u30b0\u30eb\u30fb\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u4e0a\u3067\u306e CPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308b Scanpy \u306e\u5b9f\u884c\u6642\u9593\u304a\u3088\u3073\u30af\u30e9\u30a6\u30c9\u30b3\u30b9\u30c8\u306e\u6e2c\u5b9a\u5024**\u306e\u30ec\u30dd\u30fc\u30c8\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2110\" src=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog4.jpg\" alt=\"\" width=\"850\" height=\"368\" srcset=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog4.jpg 850w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog4-300x130.jpg 300w, https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-content\/uploads\/sites\/5\/2022\/06\/Intel_blog4-768x332.jpg 768w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif; font-size: 8pt;\">\u56f3 2: \u3055\u307e\u3056\u307e\u306a GCP \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u304a\u3051\u308b 130 \u4e07\u500b\u306e\u30de\u30a6\u30b9\u8133\u7d30\u80de\u306e scRNA-seq \u89e3\u6790\u306e\u5b9f\u884c\u6642\u9593\u3068\u9ad8\u901f\u5316\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u30b0\u30e9\u30d5\u306f\u3001(1) \u30b7\u30f3\u30b0\u30eb CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 (n1-highmem-64) \u4e0a\u3067\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3 Scanpy \u3068\u30b7\u30f3\u30b0\u30eb GPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 (a2-highgpu-1g) \u4e0a\u3067\u306e GPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3 Scanpy \u306e\u516c\u958b\u5b9f\u884c\u6642\u9593\u3001(2) 2 \u4e16\u4ee3\u306e CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30fb\u30bf\u30a4\u30d7 (n1-highmem-64\u3001n2-highmem-64\u3001n2-highcpu-64) \u4e0a\u3067\u306e CPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3 Scanpy \u306e\u6e2c\u5b9a\u5b9f\u884c\u6642\u9593** \u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306f\u3001n1-highmem-64 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3 Scanpy \u306b\u5bfe\u3059\u308b\u9ad8\u901f\u5316\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif; font-size: 8pt;\">** 2022\u5e745\u670825\u65e5\u6642\u70b9\u306e\u30a4\u30f3\u30c6\u30eb\u306b\u3088\u308b\u30c6\u30b9\u30c8<\/span><\/p>\n<h3><span style=\"font-family: arial, helvetica, sans-serif;\">\u30c7\u30fc\u30bf\u30fb\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u3069\u306e\u3088\u3046\u306b\u9ad8\u901f\u5316\u3057\u305f\u304b<\/span><\/h3>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u3053\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u884c\u3063\u305f\u51e6\u7406\u3092\u4ee5\u4e0b\u306b\u8a73\u8ff0\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u52b9\u7387\u3092\u4e0a\u3052\u308b\u305f\u3081\u3001\u30a6\u30a9\u30fc\u30e0\u30fb\u30d5\u30a1\u30a4\u30eb\u30fb\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4f7f\u7528\u3057\u3001JIT (\u30b8\u30e3\u30b9\u30c8\u30a4\u30f3\u30bf\u30a4\u30e0) \u30b3\u30f3\u30d1\u30a4\u30e9\u30fc\u3067\u3042\u308b Numba \u3092\u7528\u3044\u3066\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u5316\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u306e\u524d\u51e6\u7406\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092 70 \u500d\u4ee5\u4e0a\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/span><\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">\u307e\u305f\u3001K-means \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001KNN (K Nearest Neighbor)\u3001PCA (Principal Component Analysis) \u304c\u52b9\u7387\u7684\u306b\u5b9f\u88c5\u3055\u308c\u305f scikit-learn \u5411\u3051\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> \u30a8\u30af\u30b9\u30c6\u30f3\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/span><\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">Scanpy \u306f\u3082\u3068\u3082\u3068 scikit-learn \u306e tSNE (t-distributed Stochastic Neighbor Embedding) \u5b9f\u88c5\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> Xeon<sup>\u00ae<\/sup> \u30d7\u30ed\u30bb\u30c3\u30b5\u30fc\u3067\u306f\u975e\u52b9\u7387\u3067\u3057\u305f\u3002\u305d\u3053\u3067\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> Xeon<sup>\u00ae<\/sup> \u30d7\u30ed\u30bb\u30c3\u30b5\u30fc\u3067\u52b9\u7387\u306e\u826f\u3044\u5b9f\u88c5\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001tSNE \u306e 40 \u500d\u8fd1\u3044\u9ad8\u901f\u5316\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002<\/span>\n<ul>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">Barnes-Hut \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5171\u6709\u30e1\u30e2\u30ea\u30fc\u4e26\u5217\u5b9f\u88c5<\/span><\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">Morton \u30b3\u30fc\u30c9\u3092\u7528\u3044\u305f 4 \u5206\u6728\u306e\u69cb\u7bc9\u3001\u30bd\u30fc\u30c8\u3001\u8981\u7d04\u30b9\u30c6\u30c3\u30d7\u306e\u4e26\u5217\u5316<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">\u4ee5\u4e0b\u306e\u3088\u3046\u306b UMAP (Uniform Manifold Approximation and Projection) \u3092\u6700\u9069\u5316\u3057\u307e\u3057\u305f\u3002<\/span>\n<ul>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">Python \u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304b\u3089 C++ \u3078\u306e\u5909\u63db<\/span><\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> AVX-512\/\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> AVX 2 \u30d9\u30fc\u30b9\u306e\u7591\u4f3c\u4e71\u6570\u751f\u6210\u5668\u306e\u52b9\u7387\u7684\u306a\u5b9f\u88c5\u306e\u4f5c\u6210<\/span><\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">\u56fa\u6709\u5024\u8a08\u7b97\u30b9\u30c6\u30c3\u30d7\u306b\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> oneAPI \u30de\u30b9\u30fb\u30ab\u30fc\u30cd\u30eb\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc (\u30a4\u30f3\u30c6\u30eb<sup>\u00ae<\/sup> oneMKL) \u3092\u4f7f\u7528<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"font-family: arial, helvetica, sans-serif;\">Katana Graph \u30c1\u30fc\u30e0\u306f\u3001\u3053\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u74b0\u3068\u3057\u3066\u3001Louvain \u3068 Leiden \u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u52b9\u7387\u7684\u306b\u5b9f\u88c5\u3057\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7d71\u5408\u3057\u307e\u3057\u305f\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u3053\u308c\u3089\u306e\u958b\u767a\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u89e3\u6790\u306b\u304b\u304b\u308b\u6642\u9593\u304c\u5927\u5e45\u306b\u77ed\u7e2e\u3055\u308c\u3001CPU \u3067 40 \u500d\u3001Nvidia A100 GPU \u3067 1.5 \u500d\u306e\u901f\u3055\u3067\u4f5c\u696d\u3092\u5b8c\u4e86\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<h3><span style=\"font-family: arial, helvetica, sans-serif;\">\u7d50\u8ad6<\/span><\/h3>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb\u89e3\u6790\u306f\u3001\u816b\u760d\u5b66\u3001\u5fae\u751f\u7269\u5b66\u3001\u795e\u7d4c\u5b66\u3001\u751f\u6b96\u5b66\u3001\u514d\u75ab\u5b66\u3001\u6d88\u5316\u5668\u7cfb\u3001\u6ccc\u5c3f\u5668\u7cfb\u306a\u3069\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3046\u307e\u304f\u3044\u3051\u3070\u3001\u4f5c\u696d\u6642\u9593\u306e\u77ed\u7e2e\u306b\u3088\u3063\u3066\u3055\u307e\u3056\u307e\u306a\u7d30\u80de\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5927\u304d\u306a\u5229\u76ca\u3092\u3082\u305f\u3089\u3059\u533b\u5b66\u306e\u9032\u6b69\u3078\u306e\u9053\u3092\u958b\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30a4\u30f3\u30c6\u30eb\u306f\u3001scRNA-seq \u89e3\u6790\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u3055\u3089\u306b\u6d17\u7df4\u3055\u305b\u308b\u3053\u3068\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001tSNE\u3001UMAP\u3001Leiden \u306e\u3055\u3089\u306a\u308b\u6539\u826f\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"font-family: arial, helvetica, sans-serif;\">\u69cb\u7bc9\u74b0\u5883\u306e\u8a73\u7d30<\/span><\/h3>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\"><strong>GCP n1-highmem-64<\/strong>: 1-instance GCP n1-highmem-64: 64 vCPUs (Skylake), 416 GB total memory, bios: Google, ucode: 0x1, Ubuntu 20.04, 5.13.0-1024-gcp<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\"><strong>GCP n2-highmem-64<\/strong>: 1-instance GCP n2-highmem-64: 64 vCPUs (Ice Lake), 512 GB total memory, bios: Google, ucode: 0x1, Ubuntu 20.04, 5.13.0-1024-gcp<\/span><\/p>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\"><strong>GCP n2-highcpu-64<\/strong>: 1-instance GCP n2-highcpu-64: 64 vCPUs (Ice Lake), 64 GB total memory, bios: Google, ucode: 0x1, Ubuntu 20.04, 5.13.0-1024-gcp<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.xlsoft.com\/jp\/products\/intel\/oneapi\/index.html\" target=\"_blank\" rel=\"noopener\"><button style=\"width: 400px; height: 80px; background: #e64946; font-size: 20px; border-radius: 5px; border-color: #e64946;\" type=\"button\"> <strong><span style=\"color: white;\">\u30a4\u30f3\u30c6\u30eb oneAPI \u30d9\u30fc\u30b9\u30fb\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306e\u88fd\u54c1\u8a73\u7d30\u306f\u3053\u3061\u3089<\/span><\/strong><\/button><\/a><\/p>\n<hr \/>\n<p><span style=\"font-family: arial, helvetica, sans-serif;\">\u53c2\u7167\u8a18\u4e8b:<\/span><br \/>\n<span style=\"font-family: arial, helvetica, sans-serif;\"><a href=\"https:\/\/community.intel.com\/t5\/Blogs\/Tech-Innovation\/Artificial-Intelligence-AI\/Intel-Labs-Accelerates-Single-cell-RNA-Seq-Analysis\/post\/1390715\" target=\"_blank\" rel=\"noopener\">Intel Labs Accelerates Single-cell RNA-Seq Analysis<\/a><\/span><\/p>\n<hr \/>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>\u30b7\u30cb\u30a2\u30fb\u30ea\u30b5\u30fc\u30c1\u30fb\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3067\u3042\u308b Sanc <a class=\"mh-excerpt-more\" href=\"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/2022\/06\/24\/intel-labs-accelerates-single-cell-rna-seq-analysis-post-1390715\/\" title=\"\u30a4\u30f3\u30c6\u30eb\u30e9\u30dc\u306b\u3088\u308b\u30b7\u30f3\u30b0\u30eb\u30bb\u30eb RNA-Seq \u89e3\u6790\u306e\u9ad8\u901f\u5316\u5b9f\u9a13\">[&#8230;]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":2110,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[15,16,9,83,14,21,19,84],"class_list":["post-2103","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-1","tag-cpu","tag-gpu","tag-intel","tag-numba","tag-oneapi","tag-onedal","tag-onemkl","tag-rna-seq-"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/posts\/2103","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=2103"}],"version-history":[{"count":5,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/posts\/2103\/revisions"}],"predecessor-version":[{"id":2130,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/posts\/2103\/revisions\/2130"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/media\/2110"}],"wp:attachment":[{"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/media?parent=2103"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/categories?post=2103"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xlsoft.com\/jp\/blog\/intel\/wp-json\/wp\/v2\/tags?post=2103"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}