{"id":4353,"date":"2024-03-14T12:54:31","date_gmt":"2024-03-14T03:54:31","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/pytorch%e3%81%a7%e4%b8%8d%e5%9d%87%e8%a1%a1%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e5%87%a6%e7%90%86%e3%81%99%e3%82%8b%e3%81%8b%e3%80%82\/"},"modified":"2025-08-02T20:39:42","modified_gmt":"2025-08-02T11:39:42","slug":"pytorch%e3%81%a7%e4%b8%8d%e5%9d%87%e8%a1%a1%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e5%87%a6%e7%90%86%e3%81%99%e3%82%8b%e3%81%8b%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/pytorch%e3%81%a7%e4%b8%8d%e5%9d%87%e8%a1%a1%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e5%87%a6%e7%90%86%e3%81%99%e3%82%8b%e3%81%8b%e3%80%82\/","title":{"rendered":"PyTorch\u3067\u4e0d\u5747\u8861\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u51e6\u7406\u3059\u308b\u304b\u3002"},"content":{"rendered":"<p>\u901a\u5e38\u3001PyTorch\u3067\u306e\u4e0d\u5747\u8861\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u65b9\u6cd5\u306b\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u4f53\u91cd<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code>weights = [<span class=\"hljs-number\">0.1<\/span>, <span class=\"hljs-number\">0.9<\/span>] <span class=\"hljs-comment\"># \u7c7b\u522b\u6743\u91cd<\/span>\r\ncriterion = nn.CrossEntropyLoss(weight=torch.Tensor(weights))\r\n<\/code><\/pre>\n<ol>\n<li>\u30c7\u30fc\u30bf\u306e\u64cd\u4f5c\u3092\u652f\u63f4\u3059\u308btorch.utils.data<\/li>\n<li>\u91cd\u307f\u4ed8\u304d\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30e9\u30fc<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">from<\/span> torch.utils.data <span class=\"hljs-keyword\">import<\/span> WeightedRandomSampler\r\n\r\nweights = [<span class=\"hljs-number\">0.1<\/span>, <span class=\"hljs-number\">0.9<\/span>] <span class=\"hljs-comment\"># \u7c7b\u522b\u6743\u91cd<\/span>\r\nsampler = WeightedRandomSampler(weights, <span class=\"hljs-built_in\">len<\/span>(dataset), replacement=<span class=\"hljs-literal\">True<\/span>)\r\n<\/code><\/pre>\n<ol>\n<li>\u30c7\u30fc\u30bf\u30aa\u30fc\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff1a\u30c7\u30fc\u30bf\u30aa\u30fc\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5c11\u6570\u30af\u30e9\u30b9\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u5897\u3084\u3059\u3053\u3068\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u62e1\u5927\u3057\u3001\u7570\u306a\u308b\u30af\u30e9\u30b9\u306e\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u30d0\u30e9\u30f3\u30b9\u3088\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code>transform = transforms.Compose([\r\n    transforms.RandomHorizontalFlip(),\r\n    transforms.RandomRotation(<span class=\"hljs-number\">10<\/span>),\r\n    transforms.RandomResizedCrop(<span class=\"hljs-number\">224<\/span>),\r\n])\r\n\r\n<\/code><\/pre>\n<p>\u3053\u308c\u3089\u306f\u3001\u4e0d\u5747\u8861\u306a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u3044\u304f\u3064\u304b\u306e\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u3067\u3059\u3002\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7279\u5fb4\u3084\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u901a\u5e38\u3001PyTorch\u3067\u306e\u4e0d\u5747\u8861\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u65b9\u6cd5\u306b\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002 \u4f53\u91cd weights = [0.1, 0.9] # \u7c7b\u522b\u6743\u91cd criterion = nn.CrossEntropyLoss(weight=torch [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,61],"class_list":["post-4353","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-26","tag-61"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - 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