{"id":121622,"date":"2024-03-24T03:15:11","date_gmt":"2024-03-23T18:15:11","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/pytorch%e3%81%a8%e3%83%88%e3%83%a9%e3%83%b3%e3%82%b9%e3%83%95%e3%82%a9%e3%83%bc%e3%83%9e%e3%83%bc%e4%b8%8a%e3%81%a7%e5%8b%95%e4%bd%9c%e3%81%99%e3%82%8b%e4%b8%ad%e5%9b%bd%e8%aa%9enlp%e3%83%88%e3%83%ac\/"},"modified":"2024-03-27T15:03:27","modified_gmt":"2024-03-27T06:03:27","slug":"pytorch%e3%81%a8%e3%83%88%e3%83%a9%e3%83%b3%e3%82%b9%e3%83%95%e3%82%a9%e3%83%bc%e3%83%9e%e3%83%bc%e4%b8%8a%e3%81%a7%e5%8b%95%e4%bd%9c%e3%81%99%e3%82%8b%e4%b8%ad%e5%9b%bd%e8%aa%9enlp%e3%83%88%e3%83%ac","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/pytorch%e3%81%a8%e3%83%88%e3%83%a9%e3%83%b3%e3%82%b9%e3%83%95%e3%82%a9%e3%83%bc%e3%83%9e%e3%83%bc%e4%b8%8a%e3%81%a7%e5%8b%95%e4%bd%9c%e3%81%99%e3%82%8b%e4%b8%ad%e5%9b%bd%e8%aa%9enlp%e3%83%88%e3%83%ac\/","title":{"rendered":"Pytorch\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u4e2d\u56fd\u8a9eNLP\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u59cb\u3081\u65b9"},"content":{"rendered":"<p>PyTorch\u3068Transformers\u3092\u7528\u3044\u3066\u65e5\u672c\u8a9eNLP\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f5c\u6210\u3059\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u9808\u3067\u3059\u3002<\/p>\n<ol>\n<li>PyTorch\u306f\u516c\u5f0f\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>Transformer\u306fpip\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code>pip install transformers\r\n<\/code><\/pre>\n<p>\u6b21\u306b\u3001\u59cb\u3081\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30b3\u30fc\u30c9\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> torch\r\n<span class=\"hljs-keyword\">from<\/span> transformers <span class=\"hljs-keyword\">import<\/span> BertTokenizer, BertForSequenceClassification, AdamW\r\n<span class=\"hljs-comment\"># \u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u548ctokenizer<\/span>\r\nmodel_name = <span class=\"hljs-string\">'bert-base-chinese'<\/span>\r\ntokenizer = BertTokenizer.from_pretrained(model_name)\r\nmodel = BertForSequenceClassification.from_pretrained(model_name, num_labels=<span class=\"hljs-number\">2<\/span>)\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u8bad\u7ec3\u6570\u636e<\/span>\r\ntrain_sentences = [<span class=\"hljs-string\">'\u8fd9\u662f\u4e00\u4e2a\u6b63\u6837\u672c'<\/span>, <span class=\"hljs-string\">'\u8fd9\u662f\u4e00\u4e2a\u8d1f\u6837\u672c'<\/span>]\r\ntrain_labels = [<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">0<\/span>]\r\n<span class=\"hljs-comment\"># \u6570\u636e\u9884\u5904\u7406<\/span>\r\ninput_ids = []\r\nattention_masks = []\r\n<span class=\"hljs-keyword\">for<\/span> sent <span class=\"hljs-keyword\">in<\/span> train_sentences:\r\nencoded_dict = tokenizer.encode_plus(\r\nsent,\r\nadd_special_tokens=<span class=\"hljs-literal\">True<\/span>,\r\nmax_length=<span class=\"hljs-number\">64<\/span>,\r\npad_to_max_length=<span class=\"hljs-literal\">True<\/span>,\r\nreturn_attention_mask=<span class=\"hljs-literal\">True<\/span>,\r\nreturn_tensors=<span class=\"hljs-string\">'pt'<\/span>,\r\n)\r\ninput_ids.append(encoded_dict[<span class=\"hljs-string\">'input_ids'<\/span>])\r\nattention_masks.append(encoded_dict[<span class=\"hljs-string\">'attention_mask'<\/span>])\r\ninput_ids = torch.cat(input_ids, dim=<span class=\"hljs-number\">0<\/span>)\r\nattention_masks = torch.cat(attention_masks, dim=<span class=\"hljs-number\">0<\/span>)\r\nlabels = torch.tensor(train_labels)\r\n<span class=\"hljs-comment\"># \u5b9a\u4e49\u8bad\u7ec3\u53c2\u6570<\/span>\r\nbatch_size = <span class=\"hljs-number\">16<\/span>\r\nepochs = <span class=\"hljs-number\">10<\/span>\r\noptimizer = AdamW(model.parameters(), lr=<span class=\"hljs-number\">1e-5<\/span>)\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u6570\u636e\u52a0\u8f7d\u5668<\/span>\r\ndata = torch.utils.data.TensorDataset(input_ids, attention_masks, labels)\r\nsampler = torch.utils.data.RandomSampler(data)\r\ndataloader = torch.utils.data.DataLoader(data, sampler=sampler, batch_size=batch_size)\r\n<span class=\"hljs-comment\"># \u8bad\u7ec3\u6a21\u578b<\/span>\r\nmodel.train()\r\n<span class=\"hljs-keyword\">for<\/span> epoch <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(epochs):\r\ntotal_loss = <span class=\"hljs-number\">0<\/span>\r\n<span class=\"hljs-keyword\">for<\/span> batch <span class=\"hljs-keyword\">in<\/span> dataloader:\r\noptimizer.zero_grad()\r\nbatch_input_ids, batch_attention_masks, batch_labels = batch\r\noutputs = model(batch_input_ids, attention_mask=batch_attention_masks, labels=batch_labels)\r\nloss = outputs.loss\r\ntotal_loss += loss.item()\r\nloss.backward()\r\noptimizer.step()\r\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'Epoch <span class=\"hljs-subst\">{epoch+<span class=\"hljs-number\">1<\/span>}<\/span> Loss: <span class=\"hljs-subst\">{total_loss}<\/span>'<\/span>)\r\n<span class=\"hljs-comment\"># \u4fdd\u5b58\u6a21\u578b<\/span>\r\noutput_dir = <span class=\"hljs-string\">'.\/model\/'<\/span>\r\nmodel.save_pretrained(output_dir)\r\ntokenizer.save_pretrained(output_dir)\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u6982\u8981\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<li>\u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u548ctokenizer\u3002<\/li>\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u5b9a\u7fa9\u3059\u308b\u3002<\/li>\n<li>\u30c8\u30fc\u30af\u30f3\u5316\u3084\u30d1\u30c7\u30a3\u30f3\u30b0\u3092\u884c\u3046\u306a\u3069\u3001\u30c7\u30fc\u30bf\u3092\u524d\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n<li>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3084\u30a8\u30dd\u30c3\u30af\u6570\u306a\u3069\u306e\u3001\u5b66\u7fd2\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<li>\u8bad\u7ec3\u6a21\u578b\uff0c\u901a\u8fc7\u8ba1\u7b97loss\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\u548c\u53c2\u6570\u66f4\u65b0\u3002<\/li>\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/li>\n<\/ol>\n<p>\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u3068\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30b3\u30fc\u30c9\u306e\u5909\u66f4\u3068\u62e1\u5f35\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30b3\u30fc\u30c9\u30b5\u30f3\u30d7\u30eb\u304c\u3001PyTorch\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u4f7f\u3063\u305f\u65e5\u672c\u8a9eNLP\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5165\u9580\u306b\u5f79\u7acb\u3066\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>PyTorch\u3068Transformers\u3092\u7528\u3044\u3066\u65e5\u672c\u8a9eNLP\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f5c\u6210\u3059\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u9808\u3067\u3059\u3002 PyTorch\u306f\u516c\u5f0f\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002 Tran [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-121622","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>Pytorch\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u4e2d\u56fd\u8a9eNLP\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u59cb\u3081\u65b9 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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PyTorch\u306f\u516c\u5f0f\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002 Tran [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/pytorch\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u4e2d\u56fd\u8a9enlp\u30c8\u30ec\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-23T18:15:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-27T06:03:27+00:00\" \/>\n<meta name=\"author\" content=\"\u7d50\u8863, \u6625\u82b1\" \/>\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=\"\u7d50\u8863, \u6625\u82b1\" \/>\n\t<meta name=\"twitter:label2\" 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