{"id":128996,"date":"2024-03-25T08:36:53","date_gmt":"2024-03-24T23:36:53","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/"},"modified":"2024-03-27T12:28:33","modified_gmt":"2024-03-27T03:28:33","slug":"paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/","title":{"rendered":"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b"},"content":{"rendered":"<p>\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u306f\u3001\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u306e\u5b9f\u73fe\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u3092\u4f7f\u7528\u3057\u3066\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> paddle\r\n<span class=\"hljs-keyword\">import<\/span> paddle.fluid <span class=\"hljs-keyword\">as<\/span> fluid\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u7f51\u7edc\u7ed3\u6784<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">create_model<\/span>():\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u8f93\u5165\u548c\u6807\u7b7e<\/span>\r\ninput_image = fluid.layers.data(name=<span class=\"hljs-string\">'image'<\/span>, shape=[<span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">224<\/span>, <span class=\"hljs-number\">224<\/span>], dtype=<span class=\"hljs-string\">'float32'<\/span>)\r\nlabel = fluid.layers.data(name=<span class=\"hljs-string\">'label'<\/span>, shape=[<span class=\"hljs-number\">1<\/span>], dtype=<span class=\"hljs-string\">'int64'<\/span>)\r\n<span class=\"hljs-comment\"># \u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u6a21\u578b<\/span>\r\nbase_model = paddle.vision.models.resnet50(pretrained=<span class=\"hljs-literal\">True<\/span>)\r\nfeatures = base_model(input_image)\r\n<span class=\"hljs-comment\"># \u6dfb\u52a0\u81ea\u5b9a\u4e49\u7684\u68c0\u6d4b\u5934<\/span>\r\nnum_classes = <span class=\"hljs-number\">10<\/span>  <span class=\"hljs-comment\"># \u5047\u8bbe\u670910\u4e2a\u76ee\u6807\u7c7b\u522b<\/span>\r\ndetection_head = fluid.layers.fc(<span class=\"hljs-built_in\">input<\/span>=features, size=num_classes)\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u635f\u5931\u51fd\u6570<\/span>\r\nloss = fluid.layers.softmax_with_cross_entropy(logits=detection_head, label=label)\r\navg_loss = fluid.layers.mean(loss)\r\n<span class=\"hljs-keyword\">return<\/span> input_image, label, avg_loss\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u6570\u636e\u8bfb\u53d6\u5668<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">create_data_loader<\/span>():\r\n<span class=\"hljs-comment\"># \u5047\u8bbe\u6709\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u56fe\u50cf\u548c\u5bf9\u5e94\u7684\u6807\u7b7e<\/span>\r\ndataset = ...\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u6570\u636e\u8bfb\u53d6\u5668<\/span>\r\nloader = fluid.io.DataLoader.from_generator(feed_list=[input_image, label], capacity=<span class=\"hljs-number\">64<\/span>, iterable=<span class=\"hljs-literal\">True<\/span>)\r\nloader.set_batch_generator(dataset.batch_generator)\r\n<span class=\"hljs-keyword\">return<\/span> loader\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u4f18\u5316\u5668<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">create_optimizer<\/span>():\r\noptimizer = fluid.optimizer.Adam(learning_rate=<span class=\"hljs-number\">0.001<\/span>)\r\n<span class=\"hljs-keyword\">return<\/span> optimizer\r\n<span class=\"hljs-comment\"># \u8bad\u7ec3\u6a21\u578b<\/span>\r\n<span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">train_model<\/span>():\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u8bad\u7ec3\u73af\u5883<\/span>\r\nplace = fluid.CUDAPlace(<span class=\"hljs-number\">0<\/span>)  <span class=\"hljs-comment\"># \u4f7f\u7528GPU\u8fdb\u884c\u8bad\u7ec3<\/span>\r\nexe = fluid.Executor(place)\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u6a21\u578b<\/span>\r\ninput_image, label, avg_loss = create_model()\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u6570\u636e\u8bfb\u53d6\u5668<\/span>\r\nloader = create_data_loader()\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u4f18\u5316\u5668<\/span>\r\noptimizer = create_optimizer()\r\n<span class=\"hljs-comment\"># \u7f16\u8bd1\u8bad\u7ec3\u7a0b\u5e8f<\/span>\r\nexe.run(fluid.default_startup_program())\r\ncompiled_train_prog = fluid.CompiledProgram(fluid.default_main_program()).with_data_parallel(loss_name=avg_loss.name)\r\n<span class=\"hljs-comment\"># \u5f00\u59cb\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>(num_epochs):\r\n<span class=\"hljs-keyword\">for<\/span> batch_id, data <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">enumerate<\/span>(loader()):\r\nloss_value = exe.run(compiled_train_prog, feed=data, fetch_list=[avg_loss])\r\n<span class=\"hljs-keyword\">if<\/span> batch_id % log_interval == <span class=\"hljs-number\">0<\/span>:\r\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Epoch {}, Batch {}, Loss: {}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(epoch, batch_id, loss_value[<span class=\"hljs-number\">0<\/span>]))\r\n<span class=\"hljs-comment\"># \u4fdd\u5b58\u6a21\u578b<\/span>\r\nfluid.save_inference_model(dirname=<span class=\"hljs-string\">'model'<\/span>, feeded_var_names=[input_image.name], target_vars=[detection_head], executor=exe)\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u30b3\u30fc\u30c9\u3067\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u9020\u3001\u30c7\u30fc\u30bf\u30ea\u30fc\u30c0\u30fc\u3068\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u3092\u5b9a\u7fa9\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u95a2\u6570\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002\u5b9f\u969b\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u9020\u3084\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306a\u3069\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u4fdd\u5b58\u30e2\u30c7\u30eb\u95a2\u6570\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u3092\u63a8\u8ad6\u30e2\u30c7\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u306f\u3001\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u306e\u5b9f\u73fe\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u3092\u4f7f\u7528\u3057\u3066\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u793a\u3057\u307e\u3059\u3002 import paddle import pa [&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-128996","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>PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b - 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\" href=\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b\" \/>\n<meta property=\"og:description\" content=\"\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u306f\u3001\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u306e\u5b9f\u73fe\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u3092\u4f7f\u7528\u3057\u3066\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u793a\u3057\u307e\u3059\u3002 import paddle import pa [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-24T23:36:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-27T03:28:33+00:00\" \/>\n<meta name=\"author\" content=\"\u967d, \u5411\u5b87\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u967d, \u5411\u5b87\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/\",\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/\",\"name\":\"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#website\"},\"datePublished\":\"2024-03-24T23:36:53+00:00\",\"dateModified\":\"2024-03-27T03:28:33+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/ja\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c\",\"name\":\"\u967d, \u5411\u5b87\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g\",\"caption\":\"\u967d, \u5411\u5b87\"},\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/author\/hinatasora\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b - Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b\/","og_locale":"ja_JP","og_type":"article","og_title":"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b","og_description":"\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u306f\u3001\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u306e\u5b9f\u73fe\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u30d0\u30c9\u30eb\u30d1\u30c9\u30eb\u3092\u4f7f\u7528\u3057\u3066\u76ee\u7684\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u793a\u3057\u307e\u3059\u3002 import paddle import pa [&hellip;]","og_url":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2024-03-24T23:36:53+00:00","article_modified_time":"2024-03-27T03:28:33+00:00","author":"\u967d, \u5411\u5b87","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"\u967d, \u5411\u5b87","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"1\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/","url":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/","name":"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/#website"},"datePublished":"2024-03-24T23:36:53+00:00","dateModified":"2024-03-27T03:28:33+00:00","author":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/ja\/blog\/"},{"@type":"ListItem","position":2,"name":"PaddlePaddle\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/ja\/blog\/#website","url":"https:\/\/www.silicloud.com\/ja\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c","name":"\u967d, \u5411\u5b87","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g","caption":"\u967d, \u5411\u5b87"},"url":"https:\/\/www.silicloud.com\/ja\/blog\/author\/hinatasora\/"},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.silicloud.com\/ja\/blog\/paddlepaddle%e3%81%a7%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%82%bf%e3%82%b9%e3%82%af%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/128996","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/comments?post=128996"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/128996\/revisions"}],"predecessor-version":[{"id":189029,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/128996\/revisions\/189029"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/media?parent=128996"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/categories?post=128996"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/tags?post=128996"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}