{"id":4788,"date":"2023-02-27T11:13:54","date_gmt":"2023-02-27T02:13:54","guid":{"rendered":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/?p=4788"},"modified":"2023-02-27T11:13:54","modified_gmt":"2023-02-27T02:13:54","slug":"gpu_programming_matrix_multiplication","status":"publish","type":"post","link":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/2023\/02\/27\/gpu_programming_matrix_multiplication\/","title":{"rendered":"\u30b3\u30f3\u30c6\u30ca\u304b\u3089GPU\u30ea\u30bd\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066\u884c\u5217\u306e\u8a08\u7b97\u3092\u884c\u3063\u3066\u307f\u307e\u3057\u305f"},"content":{"rendered":"<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame4 preset5 animation-slide rtoc_open noto-sans\" data-id=\"4788\" data-theme=\"DWS BLOG 2023\">\n\t\t\t<div id=\"rtoc-mokuji-title\" class=\" rtoc_left\">\n\t\t\t<button class=\"rtoc_open_close rtoc_open\"><\/button>\n\t\t\t<span>\u76ee\u6b21<\/span>\n\t\t\t<\/div><ol class=\"rtoc-mokuji decimal_ol level-1\"><li class=\"rtoc-item\"><a href=\"#rtoc-1\">\u306f\u3058\u3081\u306b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-2\">\u74b0\u5883<\/a><ol class=\"rtoc-mokuji mokuji_ol level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-3\">PC\u74b0\u5883<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-4\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u7b49<\/a><\/li><\/ol><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-5\">Docker Desktop for Windows\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-6\">CuPy\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304a\u3088\u3073\u5b9f\u884c<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-7\">Visual Studio Code\u306e\u62e1\u5f35\u6a5f\u80fd\u3092\u7528\u3044\u305f\u30b3\u30f3\u30c6\u30ca\u3078\u306e\u30ea\u30e2\u30fc\u30c8\u30a2\u30af\u30bb\u30b9<\/a><ol class=\"rtoc-mokuji mokuji_ol level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-8\">VS Code\u306e\u62e1\u5f35\u6a5f\u80fd\u300cDev Containers\u300d\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-9\">\u300cDev Containers\u300d\u3092\u4f7f\u7528\u3057\u3066\u524d\u7bc0\u3067\u8d77\u52d5\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u306b\u63a5\u7d9a\u3059\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-10\">\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u4efb\u610f\u306e\u30d5\u30a9\u30eb\u30c0\u3092\u958b\u304f<\/a><\/li><\/ol><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-11\">\u884c\u5217\u8a08\u7b97\u3092\u884c\u3046Python\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u884c\u304a\u3088\u3073\u305d\u306e\u7d50\u679c<\/a><ol class=\"rtoc-mokuji mokuji_ol level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-12\">\u524d\u7bc0\u3067\u958b\u3044\u305f\u30d5\u30a9\u30eb\u30c0\u4e0b\u306b\u4ee5\u4e0b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u3044\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3059\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-13\">\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3059\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-14\">\u5b9f\u884c\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/a><\/li><\/ol><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-15\">\u304a\u308f\u308a\u306b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-16\">\u53c2\u8003<\/a><\/li><\/ol><\/div><h2 id=\"rtoc-1\" >\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001yuuchan\u3067\u3059\u3002<br \/>\n\u6700\u8fd1Deep Learning\u306e\u5165\u9580\u66f8\u3092\u8aad\u307f\u3064\u3064\u3001\u66f8\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3092GPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u5b9f\u88c5\u3059\u308b\u3068\u3069\u306e\u7a0b\u5ea6\u5b9f\u884c\u304c\u9ad8\u901f\u306b\u306a\u308b\u306e\u304b\u6c17\u306b\u306a\u308a\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br \/>\n\u4eca\u56de\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Windows\u4e0a\u3067\u52d5\u304b\u3057\u3066\u3044\u308b\u30b3\u30f3\u30c6\u30ca\u304b\u3089GPU\u30ea\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001\u6570\u4e07\u00d7\u6570\u4e07\u306e\u884c\u5217\u540c\u58eb\u306e\u7a4d\u3092\u8a08\u7b97\u3059\u308b\u307e\u3067\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3059\u3002<br \/>\nWindows 11 + \u6700\u65b0\u306eNvidia GeForce \u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30c9\u30e9\u30a4\u30d0\u3067\u9a5a\u304f\u307b\u3069\u7c21\u5358\u306bGPU\u30ea\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u3067\u3059\u306e\u3067\u3001\u8208\u5473\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u662f\u975e\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2 id=\"rtoc-2\" >\u74b0\u5883<\/h2>\n<h3 id=\"rtoc-3\" >PC\u74b0\u5883<\/h3>\n<ul>\n<li>OS: Windows 11<\/li>\n<li>CPU: AMD Ryzen 7 5800X<\/li>\n<li>\u30e1\u30e2\u30ea: 64GB<\/li>\n<li>GPU: RTX3080Ti<\/li>\n<\/ul>\n<h3 id=\"rtoc-4\" >\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u7b49<\/h3>\n<ul>\n<li>Docker Desktop(@4.16.3)<\/li>\n<li>Nvidia GeForce Game Ready\u30c9\u30e9\u30a4\u30d0(@528.49)<\/li>\n<li>Visual Studio Code(@1.75.1)<\/li>\n<\/ul>\n<h2 id=\"rtoc-5\" >Docker Desktop for Windows\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<p>Docker Desktop\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3001<a href=\"https:\/\/docs.docker.com\/desktop\/install\/windows-install\/\" title=\"\u3053\u3061\u3089\">\u3053\u3061\u3089<\/a>\u3092\u53c2\u8003\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<br \/>\n\u203bWSL 2\u30d9\u30fc\u30b9\u306e\u30a8\u30f3\u30b8\u30f3\u3092\u6709\u52b9\u306b\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n<h2 id=\"rtoc-6\" >CuPy\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304a\u3088\u3073\u5b9f\u884c<\/h2>\n<p>CuPy\u306fNvidia\u306eGPU\u3092\u4f7f\u7528\u3057\u3066\u6570\u5024\u8a08\u7b97\u3092\u884c\u3046\u969b\u306b\u4f7f\u7528\u3055\u308c\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u540c\u3058\u304f\u6570\u5024\u8a08\u7b97\u3092\u884c\u3046\u969b\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u308bNumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u9ad8\u3044\u4e92\u63db\u6027\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\nNumPy\u3092\u7528\u3044\u3066\u8a18\u8ff0\u3059\u308b\u30b3\u30fc\u30c9\u306e\u307b\u3068\u3093\u3069\u3092CuPy\u3092\u7528\u3044\u3066\u8a18\u8ff0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u6570\u5024\u8a08\u7b97\u3092\u7c21\u5358\u306bGPU\u306b\u5b9f\u884c\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001CuPy\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u3092\u7528\u3044\u3066\u8d77\u52d5\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u4e0a\u3067NumPy\u304a\u3088\u3073CuPy\u3092\u4f7f\u7528\u3057\u305f\u6570\u5024\u8a08\u7b97\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304d\u3001\u5b9f\u884c\u304a\u3088\u3073\u304b\u304b\u3063\u305f\u6642\u9593\u306e\u6bd4\u8f03\u3092\u884c\u3044\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\nCuPy\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304a\u3088\u3073\u5b9f\u884c\u306f\u3001<a href=\"https:\/\/docs.cupy.dev\/en\/stable\/install.html#using-cupy-inside-docker\" title=\"\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u306b\u8a18\u8f09\u306e\u3042\u308b\u901a\u308a\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><code>docker run --gpus all -it cupy\/cupy \/bin\/bash<\/code><\/p>\n<p>\u65e2\u306bCuPy\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u304c\u30ed\u30fc\u30ab\u30eb\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3042\u308b\u5834\u5408\u306f\u3001\u305d\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u7528\u3044\u3066\u30b3\u30f3\u30c6\u30ca\u304c\u8d77\u52d5\u3055\u308c\u307e\u3059\u3002<br \/>\n\u30a4\u30e1\u30fc\u30b8\u304c\u30ed\u30fc\u30ab\u30eb\u306b\u306a\u3044\u5834\u5408\u306f\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u305f\u4e0a\u3067\u30b3\u30f3\u30c6\u30ca\u304c\u8d77\u52d5\u3055\u308c\u307e\u3059\u306e\u3067\u3001\u5c11\u3005\u5f85\u3061\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ca\u304c\u8d77\u52d5\u3055\u308c\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30b3\u30f3\u30c6\u30ca\u5185\u306b\u5165\u3063\u305f\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/images\/2023\/02\/63f8ea2e2398f.png\" alt=\"file\" \/><\/p>\n<h2 id=\"rtoc-7\" >Visual Studio Code\u306e\u62e1\u5f35\u6a5f\u80fd\u3092\u7528\u3044\u305f\u30b3\u30f3\u30c6\u30ca\u3078\u306e\u30ea\u30e2\u30fc\u30c8\u30a2\u30af\u30bb\u30b9<\/h2>\n<p>\u4eca\u56de\u3001Python\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304d\u524d\u7bc0\u3067\u8d77\u52d5\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u4e0a\u3067\u305d\u308c\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<br \/>\n\u305d\u306e\u65b9\u6cd5\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u304c\u3001Visual Studio Code(\u4ee5\u4e0b\u3001VS Code)\u306e\u300cDev Containers\u300d\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u5185\u306ePython\u30d5\u30a1\u30a4\u30eb\u3092\u76f4\u63a5VS Code\u3067\u4f5c\u6210\u30fb\u7de8\u96c6\u3057\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<h3 id=\"rtoc-8\" >VS Code\u306e\u62e1\u5f35\u6a5f\u80fd\u300cDev Containers\u300d\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/h3>\n<p><img decoding=\"async\" src=\"\/images\/2023\/02\/63f8ea40dbded.png\" alt=\"file\" \/><\/p>\n<h3 id=\"rtoc-9\" >\u300cDev Containers\u300d\u3092\u4f7f\u7528\u3057\u3066\u524d\u7bc0\u3067\u8d77\u52d5\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u306b\u63a5\u7d9a\u3059\u308b<\/h3>\n<p>\u5de6\u4e0b\u306e\u9685\u306b\u3042\u308b\u7dd1\u8272\u306e\u300c&gt;&lt;\u300d\u3092\u9078\u629e\u3057\u3001\u300cAttach to Running Container...\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/images\/2023\/02\/63f8ea53092a6.png\" alt=\"file\" \/><\/p>\n<p>\u524d\u7bc0\u3067\u8d77\u52d5\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/images\/2023\/02\/63f8ea63395d4.png\" alt=\"file\" \/><\/p>\n<h3 id=\"rtoc-10\" >\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u4efb\u610f\u306e\u30d5\u30a9\u30eb\u30c0\u3092\u958b\u304f<\/h3>\n<p>\u65b0\u3057\u3044VS Code\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u958b\u304f\u306e\u3067\u3001\u5de6\u5074\u306e\u300c\u30d5\u30a9\u30eb\u30c0\u30fc\u3092\u958b\u304f\u300d\u3092\u9078\u629e\u3059\u308b\u3068\u3001\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304b\u3089\u4efb\u610f\u306e\u30d5\u30a9\u30eb\u30c0\u3092\u958b\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u4eee\u306b\u300c\/root\u300d\u3092\u958b\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/images\/2023\/02\/63f8eaeea900e.png\" alt=\"file\" \/><br \/>\n<img decoding=\"async\" src=\"\/images\/2023\/02\/63f8eafcf1958.png\" alt=\"file\" \/><\/p>\n<h2 id=\"rtoc-11\" >\u884c\u5217\u8a08\u7b97\u3092\u884c\u3046Python\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u884c\u304a\u3088\u3073\u305d\u306e\u7d50\u679c<\/h2>\n<h3 id=\"rtoc-12\" >\u524d\u7bc0\u3067\u958b\u3044\u305f\u30d5\u30a9\u30eb\u30c0\u4e0b\u306b\u4ee5\u4e0b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u3044\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n<p>matrix_calc.py<\/p>\n<pre><code class=\"language-python\">import numpy as np\nimport cupy as cp\nimport time\n\n# \u884c\u5217A\u304a\u3088\u3073B\u306e\u751f\u6210\nmatrix_A = np.random.randn(10000, 20000)\nmatrix_B = np.random.randn(20000, 30000)\n\n# CPU\u3067\u306e\u6570\u5024\u8a08\u7b97\nstart = time.time()\nmatrix_AB = np.dot(matrix_A, matrix_B)\nend = time.time()\nprint(&quot;CPU\u3067\u306e\u6570\u5024\u8a08\u7b97:&quot;, end-start)\n\n# 2\u3064\u306e\u884c\u5217\u5024\u3092GPU\u30e1\u30e2\u30ea\u3078\u79fb\u52d5\nstart = time.time()\nmatrix_A_gpu = cp.asarray(matrix_A)\nmatrix_B_gpu = cp.asarray(matrix_B)\nend = time.time()\nprint(&quot;\u30e1\u30a4\u30f3\u30e1\u30e2\u30ea-&gt;GPU\u30e1\u30e2\u30ea:&quot;, end-start)\n\n# GPU\u3067\u306e\u6570\u5024\u8a08\u7b97\nstart = time.time()\nmatrix_AB_gpu = cp.dot(matrix_A_gpu, matrix_B_gpu)\nend = time.time()\nprint(&quot;GPU\u3067\u306e\u6570\u5024\u8a08\u7b97:&quot;, end-start)<\/code><\/pre>\n<p>\u300cnp.dot()\u300d\u300ccp.dot()\u300d\u306e\u3088\u3046\u306b\u3001NumPy\u3067\u884c\u5217\u7a4d\u3092\u8a08\u7b97\u3059\u308b\u969b\u3068CuPy\u3067\u884c\u5217\u7a4d\u3092\u8a08\u7b97\u3059\u308b\u969b\u306e\u8a18\u8ff0\u306f\u5168\u304f\u540c\u3058\u3067\u3059\u3002<br \/>\n\u3053\u308c\u306f\u524d\u8ff0\u306e\u901a\u308a\u3001CuPy\u30e9\u30a4\u30d6\u30e9\u30ea\u304cNumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u9ad8\u3044\u4e92\u63db\u6027\u3092\u6301\u3064\u3088\u3046\u306b\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002\u3059\u3054\u3044\uff01<\/p>\n<h3 id=\"rtoc-13\" >\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3059\u308b<\/h3>\n<p>\u4ee5\u4e0b\u30b3\u30de\u30f3\u30c9\u3067Python\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<br \/>\n<code>python3 matrix_calc.py<\/code><\/p>\n<p><img decoding=\"async\" src=\"\/images\/2023\/02\/63f8eb1365cf1.png\" alt=\"file\" \/><\/p>\n<h3 id=\"rtoc-14\" >\u5b9f\u884c\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n<p>\u4eca\u56de\u3001\u300cCPU\u3067\u306e\u6570\u5024\u8a08\u7b97\u300d\u300c2\u3064\u306e\u884c\u5217\u5024\u306eGPU\u30e1\u30e2\u30ea\u3078\u306e\u79fb\u52d5\u300d\u300cGPU\u3067\u306e\u6570\u5024\u8a08\u7b97\u300d\u306e3\u51e6\u7406\u306b\u3066\u305d\u308c\u305e\u308c\u51e6\u7406\u6642\u9593\u3092\u8a08\u6e2c\u3057\u307e\u3057\u305f\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: left;\">\u51e6\u7406\u5185\u5bb9<\/th>\n<th style=\"text-align: left;\">\u51e6\u7406\u6642\u9593<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: left;\">CPU\u3067\u306e\u6570\u5024\u8a08\u7b97<\/td>\n<td style=\"text-align: left;\">\u7d0429.10\u79d2<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">GPU\u30e1\u30e2\u30ea\u3078\u306e\u79fb\u52d5<\/td>\n<td style=\"text-align: left;\">\u7d043.21\u79d2<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">GPU\u3067\u306e\u6570\u5024\u8a08\u7b97<\/td>\n<td style=\"text-align: left;\">\u7d040.75\u79d2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8a08\u7b97\u3092\u884c\u3046\u884c\u5217\u306eGPU\u30e1\u30e2\u30ea\u3078\u306e\u79fb\u52d5\u306b3.21\u79d2\u307b\u3069\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u6570\u5024\u8a08\u7b97\u306fCPU\u3068\u6bd4\u3079\u3066GPU\u306e\u65b9\u304c\u7d0440\u500d\u901f\u304f\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<br \/>\n\u5c0f\u3055\u3044\u30b5\u30a4\u30ba\u306e\u884c\u5217\u306e\u8a08\u7b97\u3092\u884c\u3046\u5834\u5408\u306fCPU\u3067\u8a08\u7b97\u3057\u3066\u3057\u307e\u3063\u305f\u65b9\u304c\u901f\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u7528\u610f\u3057\u305f\u3088\u3046\u306a\u5341\u5206\u5927\u304d\u306a\u30b5\u30a4\u30ba\u306e\u884c\u5217\u306e\u8a08\u7b97\u3092\u884c\u3046\u5834\u5408\u306f\u4e26\u5217\u6f14\u7b97\u6027\u80fd\u304c\u512a\u308c\u3066\u3044\u308bGPU\u3092\u4f7f\u7528\u3057\u305f\u65b9\u304c\u3088\u308a\u901f\u304f\u8a08\u7b97\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"rtoc-15\" >\u304a\u308f\u308a\u306b<\/h2>\n<p>\u3044\u304b\u304c\u3067\u3057\u305f\u3067\u3057\u3087\u3046\u304b\u3002<br \/>\nGPU\u3092\u4f7f\u7528\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068\u805e\u304f\u3068\u96e3\u3057\u3044\u30a4\u30e1\u30fc\u30b8\u3092\u304a\u6301\u3061\u306e\u65b9\u3082\u3044\u3089\u3063\u3057\u3083\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u4eca\u56de\u305f\u3063\u305f\u3053\u308c\u3060\u3051\u306e\u624b\u9806\u3067\u300cGPU\u306b\u884c\u5217\u306e\u8a08\u7b97\u3092\u3055\u305b\u308b\u300d\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<br \/>\n\u3082\u3061\u308d\u3093\u3001GPU\u30ea\u30bd\u30fc\u30b9\u3092\u6709\u52b9\u306b\u6d3b\u7528\u3057\u3066\u6570\u5024\u8a08\u7b97\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3088\u308aGPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u7406\u89e3\u3092\u6df1\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3061\u3087\u3063\u3068\u3057\u305f\u8a08\u7b97\u3092GPU\u30ea\u30bd\u30fc\u30b9\u3092\u7528\u3044\u3066\u884c\u3044\u305f\u3044\u5834\u5408\u306f\u3001\u4eca\u56de\u7d39\u4ecb\u3057\u305f\u3088\u3046\u306a\u624b\u9806\u3067\u5341\u5206\u8272\u3005\u3068\u8a66\u305b\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u305d\u308c\u3067\u306f\u3001\u826f\u3044GPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e9\u30a4\u30d5\u3092\uff01<\/p>\n<h2 id=\"rtoc-16\" >\u53c2\u8003<\/h2>\n<ul>\n<li><a href=\"https:\/\/tutorials.chainer.org\/ja\/10_Introduction_to_CuPy.html\">https:\/\/tutorials.chainer.org\/ja\/10_Introduction_to_CuPy.html<\/a><\/li>\n<li><a href=\"https:\/\/purakaku-python.readthedocs.io\/ja\/master\/chapter_ml\/cupy.html\">https:\/\/purakaku-python.readthedocs.io\/ja\/master\/chapter_ml\/cupy.html<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b21 \u306f\u3058\u3081\u306b\u74b0\u5883PC\u74b0\u5883\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u7b49Docker Desktop for Windows\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30ebCuPy\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304a\u3088\u3073\u5b9f\u884cVisual Studio Code\u306e\u62e1\u5f35\u6a5f\u80fd\u3092\u7528\u3044\u305f\u30b3\u30f3\u30c6\u30ca\u3078\u306e [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4869,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jinr_url_youtube":"","_jinr_pip_youtube":false,"_jinr_time_youtube":"","_jinr_thumb_youtube":"","_jinr_media_youtube":"","_jinr_category_edit":false,"_jinr_category":"","_jinr_title_display":false,"_jinr_snsbutton_display":false,"_jinr_ads_display":false,"_jinr_thumbnail_display":false,"_jinr_profile_display":false,"_jinr_relatedpost_display":false,"_jinr_sidebar1col_display":false,"_jinr_sidebar2col_display":false,"_jinr_seotitle_display":"","_jinr_description_display":"","_jinr_keyword_display":"","_jinr_hastag_display":"","_jinr_canonical_display":"","_jinr_noindex_display":false,"_jinr_paidpost":false,"_jinr_paidpost_product_id":"","_jinr_headtag_article":""},"categories":[1],"tags":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/posts\/4788"}],"collection":[{"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/comments?post=4788"}],"version-history":[{"count":0,"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/posts\/4788\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/media?parent=4788"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/categories?post=4788"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cms-mordpress.test.mmmcorp.co.jp\/wp-json\/wp\/v2\/tags?post=4788"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}