{"id":27659,"date":"2024-03-17T10:03:26","date_gmt":"2024-03-17T01:03:26","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/%e8%87%aa%e5%88%86%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%82%92pytorch%e3%81%ab%e3%81%a9%e3%81%86%e3%82%84%e3%81%a3%e3%81%a6%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88\/"},"modified":"2024-03-22T16:44:28","modified_gmt":"2024-03-22T07:44:28","slug":"%e8%87%aa%e5%88%86%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%82%92pytorch%e3%81%ab%e3%81%a9%e3%81%86%e3%82%84%e3%81%a3%e3%81%a6%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/%e8%87%aa%e5%88%86%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%82%92pytorch%e3%81%ab%e3%81%a9%e3%81%86%e3%82%84%e3%81%a3%e3%81%a6%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88\/","title":{"rendered":"\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092PyTorch\u306b\u3069\u3046\u3084\u3063\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u306e\u3067\u3059\u304b\uff1f"},"content":{"rendered":"<p>PyTorch\u3067\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u306b\u306f\u3001\u901a\u5e38\u3001\u6b21\u306e\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u5fc5\u8981\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> torch\r\n<span class=\"hljs-keyword\">from<\/span> torch.utils.data <span class=\"hljs-keyword\">import<\/span> Dataset, DataLoader\r\n<\/code><\/pre>\n<ol>\n<li>torch.utils.data.Dataset\u3092\u65e5\u672c\u8a9e\u3067\u8a00\u3046\u3068\u3001\u300ctorch\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u300d\u3067\u3059\u3002<\/li>\n<li>__len__\u30e1\u30bd\u30c3\u30c9<\/li>\n<li>\u30a2\u30f3\u30c0\u30fc\u30b9\u30b3\u30a2\u3001\u30b2\u30c3\u30c8\u30a2\u30a4\u30c6\u30e0\u3002<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">CustomDataset<\/span>(<span class=\"hljs-title class_ inherited__\">Dataset<\/span>):\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">__init__<\/span>(<span class=\"hljs-params\">self, ...<\/span>):\r\n        <span class=\"hljs-comment\"># \u521d\u59cb\u5316\u6570\u636e\u96c6<\/span>\r\n        <span class=\"hljs-keyword\">pass<\/span>\r\n    \r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">__len__<\/span>(<span class=\"hljs-params\">self<\/span>):\r\n        <span class=\"hljs-comment\"># \u8fd4\u56de\u6570\u636e\u96c6\u7684\u5927\u5c0f<\/span>\r\n        <span class=\"hljs-keyword\">pass<\/span>\r\n    \r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">__getitem__<\/span>(<span class=\"hljs-params\">self, idx<\/span>):\r\n        <span class=\"hljs-comment\"># \u8fd4\u56de\u6307\u5b9a\u7d22\u5f15\u7684\u6570\u636e\u548c\u6807\u7b7e<\/span>\r\n        <span class=\"hljs-keyword\">pass<\/span>\r\n<\/code><\/pre>\n<ol>\n<li>__init__\u30e1\u30bd\u30c3\u30c9\u3067\u306f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u307f\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30ea\u30b9\u30c8\u3001\u914d\u5217\u306a\u3069\uff09\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/li>\n<li>__len__(\u9577\u3055)\u30e1\u30bd\u30c3\u30c9\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<li>__getitem__\u30e1\u30bd\u30c3\u30c9\u3067\u306f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9idx\u306b\u57fa\u3065\u3044\u3066\u5bfe\u5fdc\u3059\u308b\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u3092\u53d6\u5f97\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306btorch.utils.data.DataLoader\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code>dataset = CustomDataset(...)\r\ndataloader = DataLoader(dataset, batch_size=batch_size, shuffle=<span class=\"hljs-literal\">True<\/span>)\r\n<\/code><\/pre>\n<p>batch_size \u306f\u3001\u5404\u30d0\u30c3\u30c1\u306e\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u8868\u3057\u3001shuffle \u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30b7\u30e3\u30c3\u30d5\u30eb\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u79c1\u305f\u3061\u306f\u6620\u753b\u9451\u8cde\u306b\u884c\u304f\u4e88\u5b9a\u3067\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u30fc<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">for<\/span> inputs, labels <span class=\"hljs-keyword\">in<\/span> dataloader:\r\n    <span class=\"hljs-comment\"># \u5728\u8fd9\u91cc\u6267\u884c\u8bad\u7ec3\u6216\u63a8\u7406\u64cd\u4f5c<\/span>\r\n    <span class=\"hljs-keyword\">pass<\/span>\r\n<\/code><\/pre>\n<p>\u5165\u529b\u30c7\u30fc\u30bfinputs\u3068\u5bfe\u5fdc\u3059\u308b\u30e9\u30d9\u30eblabels\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5165\u529b\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u81ea\u4f5c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30af\u30e9\u30b9\u3092\u5b9f\u88c5\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7279\u5b9a\u306e\u5f62\u5f0f\u3068\u8981\u4ef6\u306b\u5408\u308f\u305b\u305f\u51e6\u7406\u3068\u5909\u63db\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>PyTorch\u3067\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u306b\u306f\u3001\u901a\u5e38\u3001\u6b21\u306e\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002 \u5fc5\u8981\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002 import torch from torch.utils.data impor [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-27659","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092PyTorch\u306b\u3069\u3046\u3084\u3063\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u306e\u3067\u3059\u304b\uff1f - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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