{"id":4371,"date":"2024-03-14T12:56:52","date_gmt":"2024-03-14T03:56:52","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/%e3%83%91%e3%82%a4%e3%83%84%e3%82%aa%e3%83%bc%e3%83%81%e3%81%a7%e3%81%ae%e5%8d%8a%e6%95%99%e5%b8%ab%e3%81%82%e3%82%8a%e5%ad%a6%e7%bf%92%e3%81%ae%e5%ae%9f%e8%a3%85%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95\/"},"modified":"2025-08-02T20:47:07","modified_gmt":"2025-08-02T11:47:07","slug":"%e3%83%91%e3%82%a4%e3%83%84%e3%82%aa%e3%83%bc%e3%83%81%e3%81%a7%e3%81%ae%e5%8d%8a%e6%95%99%e5%b8%ab%e3%81%82%e3%82%8a%e5%ad%a6%e7%bf%92%e3%81%ae%e5%ae%9f%e8%a3%85%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/%e3%83%91%e3%82%a4%e3%83%84%e3%82%aa%e3%83%bc%e3%83%81%e3%81%a7%e3%81%ae%e5%8d%8a%e6%95%99%e5%b8%ab%e3%81%82%e3%82%8a%e5%ad%a6%e7%bf%92%e3%81%ae%e5%ae%9f%e8%a3%85%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95\/","title":{"rendered":"\u30d1\u30a4\u30c4\u30aa\u30fc\u30c1\u3067\u306e\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u5b9f\u88c5\u65b9\u6cd5\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u3002"},"content":{"rendered":"<p>PyTorch\u3092\u4f7f\u7528\u3057\u3066\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u5b9f\u88c5\u3059\u308b\u5834\u5408\u3001\u81ea\u5df1\u5b66\u7fd2\u3001\u64ec\u4f3c\u30e9\u30d9\u30ea\u30f3\u30b0\u3001GAN\u306a\u3069\u306e\u65e2\u5b58\u306e\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u624b\u6cd5\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>PyTorch\u3067\u81ea\u5df1\u5b66\u7fd2\u3092\u5b9f\u88c5\u3059\u308b\u4f8b\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> torch\r\n<span class=\"hljs-keyword\">import<\/span> torch.nn <span class=\"hljs-keyword\">as<\/span> nn\r\n<span class=\"hljs-keyword\">import<\/span> torch.optim <span class=\"hljs-keyword\">as<\/span> optim\r\n<span class=\"hljs-keyword\">from<\/span> torch.utils.data <span class=\"hljs-keyword\">import<\/span> DataLoader\r\n\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u6a21\u578b<\/span>\r\n<span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">Model<\/span>(nn.Module):\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-built_in\">super<\/span>(Model, self).__init__()\r\n        self.fc = nn.Linear(<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">2<\/span>)\r\n    \r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">forward<\/span>(<span class=\"hljs-params\">self, x<\/span>):\r\n        <span class=\"hljs-keyword\">return<\/span> self.fc(x)\r\n\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u6570\u636e\u96c6<\/span>\r\n<span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">MyDataset<\/span>(torch.utils.data.Dataset):\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">__init__<\/span>(<span class=\"hljs-params\">self, data, labels<\/span>):\r\n        self.data = data\r\n        self.labels = labels\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-keyword\">return<\/span> <span class=\"hljs-built_in\">len<\/span>(self.data)\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-keyword\">return<\/span> self.data[idx], self.labels[idx]\r\n\r\n<span class=\"hljs-comment\"># \u52a0\u8f7d\u6570\u636e<\/span>\r\ndata = torch.randn(<span class=\"hljs-number\">100<\/span>, <span class=\"hljs-number\">10<\/span>)\r\nlabels = torch.randint(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">2<\/span>, (<span class=\"hljs-number\">100<\/span>,))\r\ndataset = MyDataset(data, labels)\r\ndataloader = DataLoader(dataset, batch_size=<span class=\"hljs-number\">10<\/span>, shuffle=<span class=\"hljs-literal\">True<\/span>)\r\n\r\n<span class=\"hljs-comment\"># \u521d\u59cb\u5316\u6a21\u578b\u548c\u4f18\u5316\u5668<\/span>\r\nmodel = Model()\r\noptimizer = optim.Adam(model.parameters(), lr=<span class=\"hljs-number\">0.001<\/span>)\r\n\r\n<span class=\"hljs-comment\"># \u81ea\u8bad\u7ec3<\/span>\r\n<span class=\"hljs-keyword\">for<\/span> epoch <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">10<\/span>):\r\n    <span class=\"hljs-keyword\">for<\/span> inputs, labels <span class=\"hljs-keyword\">in<\/span> dataloader:\r\n        outputs = model(inputs)\r\n        loss = nn.CrossEntropyLoss()(outputs, labels)\r\n\r\n        optimizer.zero_grad()\r\n        loss.backward()\r\n        optimizer.step()\r\n\r\n<span class=\"hljs-comment\"># \u4f7f\u7528\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u5bf9\u672a\u6807\u8bb0\u6570\u636e\u8fdb\u884c\u9884\u6d4b<\/span>\r\nunlabeled_data = torch.randn(<span class=\"hljs-number\">50<\/span>, <span class=\"hljs-number\">10<\/span>)\r\npredicted_labels = torch.argmax(model(unlabeled_data), dim=<span class=\"hljs-number\">1<\/span>)\r\n<\/code><\/pre>\n<p>\u3053\u3053\u3067\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5b9a\u7fa9\u3057\u3001\u81ea\u5df1\u5b66\u7fd2\u6cd5\u3092\u7528\u3044\u3066\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u3057\u3001\u305d\u308c\u3092\u3082\u3068\u306b\u3057\u3066\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u672a\u30e9\u30d9\u30eb\u30c7\u30fc\u30bf\u3092\u4e88\u6e2c\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u7c21\u5358\u306a\u4f8b\u3067\u3042\u308a\u3001\u5b9f\u969b\u306b\u306f\u5177\u4f53\u7684\u306a\u554f\u984c\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u57fa\u3065\u3044\u3066\u3001\u3088\u308a\u9069\u3057\u305f\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u65b9\u6cd5\u3092\u9078\u629e\u3057\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>PyTorch\u3092\u4f7f\u7528\u3057\u3066\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u5b9f\u88c5\u3059\u308b\u5834\u5408\u3001\u81ea\u5df1\u5b66\u7fd2\u3001\u64ec\u4f3c\u30e9\u30d9\u30ea\u30f3\u30b0\u3001GAN\u306a\u3069\u306e\u65e2\u5b58\u306e\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u624b\u6cd5\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 PyTorch\u3067\u81ea\u5df1\u5b66\u7fd2\u3092\u5b9f\u88c5\u3059\u308b\u4f8b\uff1a import torch impor [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,61],"class_list":["post-4371","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) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u30d1\u30a4\u30c4\u30aa\u30fc\u30c1\u3067\u306e\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u5b9f\u88c5\u65b9\u6cd5\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u3002 - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" 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