{"id":24879,"date":"2024-03-17T02:47:29","date_gmt":"2024-03-16T17:47:29","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/%e3%83%a9%e3%82%b6%e3%83%8b%e3%82%a2%e3%81%ae%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%82%92%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc%e3%83%ab%e3%81%97%e3%81%a6%e4%bd%bf%e3%81%86%e6%96%b9%e6%b3%95\/"},"modified":"2024-03-22T10:11:09","modified_gmt":"2024-03-22T01:11:09","slug":"%e3%83%a9%e3%82%b6%e3%83%8b%e3%82%a2%e3%81%ae%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%82%92%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc%e3%83%ab%e3%81%97%e3%81%a6%e4%bd%bf%e3%81%86%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/%e3%83%a9%e3%82%b6%e3%83%8b%e3%82%a2%e3%81%ae%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%82%92%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc%e3%83%ab%e3%81%97%e3%81%a6%e4%bd%bf%e3%81%86%e6%96%b9%e6%b3%95\/","title":{"rendered":"\u30e9\u30b6\u30cb\u30a2\u306e\u30d5\u30ec\u30fc\u30e0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u4f7f\u3046\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f"},"content":{"rendered":"<p>Lasagne\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u307e\u305aPython\u74b0\u5883\u306bpip\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u306e\u5f8c\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066Lasagne\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\uff1a<\/p>\n<pre class=\"post-pre\"><code>pip install Lasagne\r\n<\/code><\/pre>\n<p>Python\u30b9\u30af\u30ea\u30d7\u30c8\u3067Lasagne\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3059\u308b\u6e96\u5099\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u6b21\u306b\u3001Lasagne\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3059\u308b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> lasagne\r\n<span class=\"hljs-keyword\">from<\/span> lasagne.layers <span class=\"hljs-keyword\">import<\/span> InputLayer, DenseLayer, Conv2DLayer, MaxPool2DLayer, FlattenLayer\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">build_model<\/span>(<span class=\"hljs-params\">input_shape, num_classes<\/span>):\r\n    net = {}\r\n    net[<span class=\"hljs-string\">'input'<\/span>] = InputLayer(input_shape)\r\n    net[<span class=\"hljs-string\">'conv1'<\/span>] = Conv2DLayer(net[<span class=\"hljs-string\">'input'<\/span>], num_filters=<span class=\"hljs-number\">32<\/span>, filter_size=(<span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">5<\/span>))\r\n    net[<span class=\"hljs-string\">'pool1'<\/span>] = MaxPool2DLayer(net[<span class=\"hljs-string\">'conv1'<\/span>], pool_size=(<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">2<\/span>))\r\n    net[<span class=\"hljs-string\">'conv2'<\/span>] = Conv2DLayer(net[<span class=\"hljs-string\">'pool1'<\/span>], num_filters=<span class=\"hljs-number\">64<\/span>, filter_size=(<span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">3<\/span>))\r\n    net[<span class=\"hljs-string\">'pool2'<\/span>] = MaxPool2DLayer(net[<span class=\"hljs-string\">'conv2'<\/span>], pool_size=(<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">2<\/span>))\r\n    net[<span class=\"hljs-string\">'flatten'<\/span>] = FlattenLayer(net[<span class=\"hljs-string\">'pool2'<\/span>])\r\n    net[<span class=\"hljs-string\">'output'<\/span>] = DenseLayer(net[<span class=\"hljs-string\">'flatten'<\/span>], num_units=num_classes, nonlinearity=lasagne.nonlinearities.softmax)\r\n    <span class=\"hljs-keyword\">return<\/span> net\r\n\r\n<span class=\"hljs-comment\"># \u4f7f\u7528\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u548c\u9884\u6d4b<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">train_model<\/span>(<span class=\"hljs-params\">model, X_train, y_train, X_val, y_val<\/span>):\r\n    <span class=\"hljs-comment\"># \u7f16\u8bd1\u6a21\u578b<\/span>\r\n    input_var = model[<span class=\"hljs-string\">'input'<\/span>].input_var\r\n    target_var = T.ivector(<span class=\"hljs-string\">'targets'<\/span>)\r\n    prediction = lasagne.layers.get_output(model[<span class=\"hljs-string\">'output'<\/span>])\r\n    loss = lasagne.objectives.categorical_crossentropy(prediction, target_var)\r\n    loss = loss.mean()\r\n    params = lasagne.layers.get_all_params(model[<span class=\"hljs-string\">'output'<\/span>], trainable=<span class=\"hljs-literal\">True<\/span>)\r\n    updates = lasagne.updates.nesterov_momentum(loss, params, learning_rate=<span class=\"hljs-number\">0.01<\/span>, momentum=<span class=\"hljs-number\">0.9<\/span>)\r\n    train_fn = theano.function([input_var, target_var], loss, updates=updates)\r\n    \r\n    <span class=\"hljs-comment\"># \u8bad\u7ec3\u6a21\u578b<\/span>\r\n    num_epochs = <span class=\"hljs-number\">10<\/span>\r\n    batch_size = <span class=\"hljs-number\">32<\/span>\r\n    <span class=\"hljs-keyword\">for<\/span> epoch <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(num_epochs):\r\n        <span class=\"hljs-keyword\">for<\/span> batch <span class=\"hljs-keyword\">in<\/span> iterate_minibatches(X_train, y_train, batch_size):\r\n            inputs, targets = batch\r\n            train_fn(inputs, targets)\r\n        \r\n        <span class=\"hljs-comment\"># \u5728\u9a8c\u8bc1\u96c6\u4e0a\u8fdb\u884c\u8bc4\u4f30<\/span>\r\n        val_acc = evaluate_model(model, X_val, y_val)\r\n        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Epoch {}, validation accuracy: {}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(epoch, val_acc))\r\n    \r\n    <span class=\"hljs-keyword\">return<\/span> model\r\n\r\n<span class=\"hljs-comment\"># \u8bc4\u4f30\u6a21\u578b\u5728\u9a8c\u8bc1\u96c6\u4e0a\u7684\u51c6\u786e\u7387<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">evaluate_model<\/span>(<span class=\"hljs-params\">model, X_val, y_val<\/span>):\r\n    input_var = model[<span class=\"hljs-string\">'input'<\/span>].input_var\r\n    target_var = T.ivector(<span class=\"hljs-string\">'targets'<\/span>)\r\n    test_prediction = lasagne.layers.get_output(model[<span class=\"hljs-string\">'output'<\/span>], deterministic=<span class=\"hljs-literal\">True<\/span>)\r\n    test_loss = lasagne.objectives.categorical_crossentropy(test_prediction, target_var)\r\n    test_loss = test_loss.mean()\r\n    test_acc = T.mean(T.eq(T.argmax(test_prediction, axis=<span class=\"hljs-number\">1<\/span>), target_var), dtype=theano.config.floatX)\r\n    val_fn = theano.function([input_var, target_var], [test_loss, test_acc])\r\n    \r\n    val_loss, val_acc = val_fn(X_val, y_val)\r\n    <span class=\"hljs-keyword\">return<\/span> val_acc\r\n\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u8f85\u52a9\u51fd\u6570\uff1a\u751f\u6210\u5c0f\u6279\u91cf\u6837\u672c<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">iterate_minibatches<\/span>(<span class=\"hljs-params\">inputs, targets, batchsize<\/span>):\r\n    <span class=\"hljs-keyword\">assert<\/span> <span class=\"hljs-built_in\">len<\/span>(inputs) == <span class=\"hljs-built_in\">len<\/span>(targets)\r\n    indices = np.arange(<span class=\"hljs-built_in\">len<\/span>(inputs))\r\n    np.random.shuffle(indices)\r\n    <span class=\"hljs-keyword\">for<\/span> start_idx <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-built_in\">len<\/span>(inputs) - batchsize + <span class=\"hljs-number\">1<\/span>, batchsize):\r\n        excerpt = indices[start_idx:start_idx + batchsize]\r\n        <span class=\"hljs-keyword\">yield<\/span> inputs[excerpt], targets[excerpt]\r\n\r\n<span class=\"hljs-comment\"># \u793a\u4f8b\uff1a\u6784\u5efa\u6a21\u578b\u5e76\u8bad\u7ec3<\/span>\r\ninput_shape = (<span class=\"hljs-literal\">None<\/span>, <span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">28<\/span>, <span class=\"hljs-number\">28<\/span>)\r\nnum_classes = <span class=\"hljs-number\">10<\/span>\r\nmodel = build_model(input_shape, num_classes)\r\ntrained_model = train_model(model, X_train, y_train, X_val, y_val)\r\n<\/code><\/pre>\n<p>\u3053\u308c\u306f\u305f\u3060\u306e\u7c21\u5358\u306a\u4f8b\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3042\u306a\u305f\u81ea\u8eab\u306e\u30cb\u30fc\u30ba\u3084\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002Lasagne\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3059\u308b\u969b\u306f\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3057\u3066\u8ffd\u52a0\u306e\u60c5\u5831\u3084\u4f8b\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\uff1ahttps:\/\/lasagne.readthedocs.io\/<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Lasagne\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u307e\u305aPython\u74b0\u5883\u306bpip\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u306e\u5f8c\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066Lasagne\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\uff1a  [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-24879","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>\u30e9\u30b6\u30cb\u30a2\u306e\u30d5\u30ec\u30fc\u30e0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u4f7f\u3046\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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