{"id":180,"date":"2022-07-31T23:18:48","date_gmt":"2022-07-31T14:18:48","guid":{"rendered":"https:\/\/sheltie-garage.xyz\/tech\/?p=180"},"modified":"2022-07-31T23:18:51","modified_gmt":"2022-07-31T14:18:51","slug":"gpt-2%e3%81%ae%e5%88%a9%e7%94%a8%e3%81%8c%e6%84%8f%e5%a4%96%e3%81%a8%e7%b0%a1%e5%8d%98%e3%81%ab%e5%87%ba%e6%9d%a5%e3%81%9f","status":"publish","type":"post","link":"https:\/\/sheltie-garage.xyz\/tech\/2022\/07\/gpt-2%e3%81%ae%e5%88%a9%e7%94%a8%e3%81%8c%e6%84%8f%e5%a4%96%e3%81%a8%e7%b0%a1%e5%8d%98%e3%81%ab%e5%87%ba%e6%9d%a5%e3%81%9f\/","title":{"rendered":"GPT-2\u306e\u5229\u7528\u304c\u610f\u5916\u3068\u7c21\u5358\u306b\u51fa\u6765\u305f"},"content":{"rendered":"\n<p>GPT-2\u306f\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210\u306b\u5229\u7528\u3067\u304d\u308b\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002<br>rinna\u793e\u304c13\u5104\u500b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3082\u3064\u65e5\u672c\u8a9e\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u516c\u958b\u3057\u305f\u3053\u3068\u3067\u3001\u6c17\u8efd\u306b\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210\u30e2\u30c7\u30eb\u3092\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br>\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210\u306f\u6c17\u306b\u306a\u3063\u3066\u3044\u305f\u6280\u8853\u306e1\u3064\u306a\u306e\u3067\u3001\u65e9\u901f\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9f\u884c\u74b0\u5883\u306e\u69cb\u7bc9<\/h2>\n\n\n\n<p>\u5b9f\u884c\u30de\u30b7\u30f3\u306e\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059<br>\u30fbIntel Mac <br>\u30fbMac OS Monterey 12.4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">conda\u3092\u5229\u7528\u3057\u305fpython\u306e\u4eee\u60f3\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<p>\u4eca\u56de\u306fconda\u3092\u5229\u7528\u3057\u3066python\u306e\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<br>\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3057\u3066\u304a\u304f\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u6bce\u306b\u74b0\u5883\u304c\u5206\u3051\u3089\u308c\u308b\u305f\u3081\u3001Python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u9055\u3044\u3067\u52d5\u304b\u306a\u304f\u306a\u3063\u305f\u308a\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7af6\u5408\u3057\u305f\u308a\u3068\u3044\u3063\u305f\u554f\u984c\u3092\u9632\u3050\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3059\u308bconda\u30b3\u30de\u30f3\u30c9\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>% conda create --name gpt-2 python=3.9<\/code><\/pre>\n\n\n\n<p>\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001gpt-2\u3068\u3044\u3046\u540d\u524d\u3067python3.9\u304c\u5c0e\u5165\u3055\u308c\u305f\u74b0\u5883\u304c\u51fa\u6765\u307e\u3059<br>\u6b21\u306b\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u30b3\u30de\u30f3\u30c9\u3067\u3001\u74b0\u5883\u3092\u6709\u52b9\u306b\u3057\u307e\u3059<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>% conda activate gpt-2<\/code><\/pre>\n\n\n\n<p>\u74b0\u5883\u304c\u5207\u308a\u66ff\u308f\u308b\u3068\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u306b\u74b0\u5883\u540d\u304c\u4ed8\u4e0e\u3055\u308c\u307e\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"904\" height=\"104\" src=\"https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_001.png\" alt=\"\" class=\"wp-image-181\" srcset=\"https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_001.png 904w, https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_001-300x35.png 300w, https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_001-768x88.png 768w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Git\u304b\u3089GPT-2\u3092\u30af\u30ed\u30fc\u30f3\u3057\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<p>GPT-2\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u306f\u4ee5\u4e0b\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059<br><a href=\"https:\/\/huggingface.co\/rinna\/japanese-gpt2-medium\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/huggingface.co\/rinna\/japanese-gpt2-medium<\/a><\/p>\n\n\n\n<p>\u9069\u5f53\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u4e0a\u8a18\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u30af\u30ed\u30fc\u30f3\u3057\u307e\u3059<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>% git clone https:\/\/huggingface.co\/rinna\/japanese-gpt2-medium<\/code><\/pre>\n\n\n\n<p>\u30af\u30ed\u30fc\u30f3\u3057\u305f\u3089\u3001\u914d\u4e0b\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\u3057requirements.txt\u3092\u5229\u7528\u3057\u3066\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>% cd japanese-gpt2-medium\n% pip install -r requirements.txt<\/code><\/pre>\n\n\n\n<p>\u4e0a\u8a18\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u305f\u304f\u3055\u3093\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u307e\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_002-1024x536.png\" alt=\"\" class=\"wp-image-182\" srcset=\"https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_002-1024x536.png 1024w, https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_002-300x157.png 300w, https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_002-768x402.png 768w, https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_002-1536x804.png 1536w, https:\/\/sheltie-garage.xyz\/tech\/wp-content\/uploads\/2022\/07\/20220729_002.png 1864w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ee5\u4e0a\u3067\u3001GPT-2\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3059\u305f\u3081\u306e\u74b0\u5883\u304c\u6e96\u5099\u51fa\u6765\u307e\u3057\u305f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u969b\u306bGPT-2\u3092\u5229\u7528\u3057\u3066\u307f\u308b<\/h3>\n\n\n\n<p>\u5b9f\u969b\u306bGPT-2\u3092\u5229\u7528\u3057\u3066\u307f\u307e\u3059<br>\u79fb\u52d5\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u76f4\u4e0b\u306bmain.py\u3092\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308a\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304d\u307e\u3057\u305f<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u53c2\u8003\u306b\u3057\u305f\u30b5\u30a4\u30c8\n# https:\/\/www.ogis-ri.co.jp\/otc\/hiroba\/technical\/similar-document-search\/part14.html\n\nimport torch\nfrom transformers import T5Tokenizer, AutoModelForCausalLM\n\n# \u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3068\u30e2\u30c7\u30eb\u306e\u30ed\u30fc\u30c9\ntokenizer = T5Tokenizer.from_pretrained(\"rinna\/japanese-gpt-1b\")\nmodel = AutoModelForCausalLM.from_pretrained(\"rinna\/japanese-gpt-1b\")\n\n# GPU\u4f7f\u7528\uff08\u203bGPU\u3092\u4f7f\u7528\u3057\u306a\u3044\u5834\u5408\u3001\u6587\u7ae0\u751f\u6210\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\uff09\ntype = 'cpu'\nif torch.cuda.is_available():\n    type = 'cuda'\n\nmodel = model.to(type)\n\n# \u521d\u3081\u306e\u6587\u7ae0\nprompt = \"\u30b7\u30a7\u30c3\u30c8\u30e9\u30f3\u30c9\u30b7\u30fc\u30d7\u30c9\u30c3\u30af\u3068\u306f\u3082\u3075\u3082\u3075\u3057\u305f\u6bdb\u4e26\u307f\u304c\u7279\u5fb4\u306e\u72ac\u7a2e\u3067\u3042\u308b\"\n# \u751f\u6210\u3059\u308b\u6587\u7ae0\u306e\u6570\nnum = 1 \n\ninput_ids = tokenizer.encode(prompt, return_tensors=\"pt\",add_special_tokens=False).to(type)\nwith torch.no_grad():\n    output = model.generate(\n        input_ids,\n        max_length=400, # \u6700\u9577\u306e\u6587\u7ae0\u9577\n        min_length=100, # \u6700\u77ed\u306e\u6587\u7ae0\u9577\n        do_sample=True,\n        top_k=500, # \u4e0a\u4f4d{top_k}\u500b\u306e\u6587\u7ae0\u3092\u4fdd\u6301\n        top_p=0.95, # \u4e0a\u4f4d{top_p}%\u306e\u5358\u8a9e\u304b\u3089\u9078\u629e\u3059\u308b\u3002\u4f8b\uff09\u4e0a\u4f4d95%\u306e\u5358\u8a9e\u304b\u3089\u9078\u3093\u3067\u304f\u308b\n        pad_token_id=tokenizer.pad_token_id,\n        bos_token_id=tokenizer.bos_token_id,\n        eos_token_id=tokenizer.eos_token_id,\n        bad_word_ids=&#91;&#91;tokenizer.unk_token_id]],\n        num_return_sequences=num # \u751f\u6210\u3059\u308b\u6587\u7ae0\u306e\u6570\n    )\ndecoded = tokenizer.batch_decode(output,skip_special_tokens=True)\nfor i in range(num):\n  print(decoded&#91;i])<\/code><\/pre>\n\n\n\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u306eprompt\u5909\u6570\u306b\u77ed\u3044\u6587\u7ae0\u3092\u6307\u5b9a\u3057\u3066\u3084\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u3092\u3082\u3068\u306b\u305d\u308c\u3089\u3057\u3044\u6587\u7ae0\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<br>\u5b9f\u969b\u306b\u4e0a\u8a18\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6587\u7ae0\u304c\u751f\u6210\u3055\u308c\u307e\u3057\u305f<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u30b7\u30a7\u30c3\u30c8\u30e9\u30f3\u30c9\u30b7\u30fc\u30d7\u30c9\u30c3\u30af\u3068\u306f\u3082\u3075\u3082\u3075\u3057\u305f\u6bdb\u4e26\u307f\u304c\u7279\u5fb4\u306e\u72ac\u7a2e\u3067\u3042\u308b\u3002\u30a4\u30ae\u30ea\u30b9\u539f\u7523\u3067\u3042\u308a\u3001\u30b5\u30a4\u30ba\u306f\u7d0420cm\u7a0b\u5ea6\u3001\u4f53\u304c\u5927\u304d\u3044\u306e\u3082\u7279\u5fb4\u3067\u3042\u308b\u3002\u6027\u683c\u306f\u6e29\u539a\u3067\u53cb\u597d\u7684\u3067\u3042\u308b\u304c\u3001\u98fc\u3044\u4e3b\u306b\u306f\u5f93\u9806\u306a\u30bf\u30a4\u30d7\u304c\u591a\u3044\u3002\u57fa\u672c\u7684\u306b\u306f\u5c4b\u5916\u98fc\u80b2\u304c\u9069\u3057\u3066\u304a\u308a\u3001\u5ba4\u5185\u98fc\u80b2\u306b\u306f\u3042\u307e\u308a\u5411\u304b\u306a\u3044\u72ac\u7a2e\u3067\u3042\u308b\u3002\u307e\u305f\u3001\u5bd2\u3055\u306b\u5f31\u3044\u305f\u3081\u3001\u57fa\u672c\u7684\u306b\u5c4b\u5916\u3067\u98fc\u80b2\u3059\u308b\u306e\u304c\u30aa\u30b9\u30b9\u30e1\u3067\u3042\u308b\u3002\u9577\u3044\u80f4\u4f53\u306f\u91cd\u91cf\u611f\u3082\u611f\u3058\u3055\u305b\u3001\u98fc\u3046\u306b\u3042\u305f\u3063\u3066\u3044\u308d\u3044\u308d\u697d\u3057\u307f\u65b9\u3092\u898b\u3064\u3051\u3084\u3059\u3044\u72ac\u7a2e\u3067\u3042\u308b\u3002<\/p><\/blockquote>\n\n\n\n<p>\u3069\u3046\u3067\u3057\u3087\u3046\u304b\uff1f \u3071\u3063\u3068\u898b\u304b\u306a\u308a\u307e\u3068\u3082\u306a\u6587\u7ae0\u304c\u751f\u6210\u3055\u308c\u3066\u3044\u308b\u5370\u8c61\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ee5\u4e0a\u3067\u3059<\/h2>\n\n\n\n<p>\u4eca\u56de\u306fGPT-2\u3092\u4f7f\u3063\u3066\u307f\u305f\u3068\u3044\u3046\u304a\u8a71\u3067\u3057\u305f\u3002<br>\u304b\u306a\u308a\u7c21\u5358\u306b\u5229\u7528\u3067\u304d\u308b\u4e0a\u3001\u751f\u6210\u3055\u308c\u308b\u6587\u7ae0\u306b\u4ed8\u3044\u3066\u3082\u3071\u3063\u3068\u898b\u9055\u548c\u611f\u304c\u7121\u3044\u306e\u3067\u3001\u590f\u4f11\u307f\u306e\u65e5\u8a18\u304f\u3089\u3044\u306b\u306f\u5341\u5206\u5229\u7528\u3067\u304d\u305d\u3046\u306a\u5370\u8c61\u3067\u3059\u3002<br>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u65bd\u305b\u3070\u3001\u7279\u5b9a\u5206\u91ce\u306b\u7279\u5316\u3057\u305f\u6587\u7ae0\u751f\u6210\u30a8\u30f3\u30b8\u30f3\u3082\u4f5c\u308c\u305d\u3046\u306a\u306e\u3067\u8272\u3005\u5fdc\u7528\u7bc4\u56f2\u304c\u5e83\u304c\u308a\u305d\u3046\u3067\u3059\u306d\uff01<\/p>\n\n\n<div id=\"rinkerid186\" class=\"yyi-rinker-contents  yyi-rinker-postid-186 yyi-rinker-img-m yyi-rinker-catid-12 \">\n\t<div class=\"yyi-rinker-box\">\n\t\t<div class=\"yyi-rinker-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&#038;p_id=54&#038;pc_id=54&#038;pl_id=616&#038;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2FPython%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/thumbnail.image.rakuten.co.jp\/@0_mall\/book\/cabinet\/9328\/9784873119328.jpg?_ex=128x128\" width=\"128\" height=\"128\" class=\"yyi-rinker-main-img\" style=\"border: none;\"><\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/div>\n\t\t<div class=\"yyi-rinker-info\">\n\t\t\t<div class=\"yyi-rinker-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&#038;p_id=54&#038;pc_id=54&#038;pl_id=616&#038;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2FPython%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\">\u5165\u9580Python3\u3000\u7b2c2\u7248 [ Bill Lubanovic ]<\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"yyi-rinker-detail\">\n\t\t\t\t\t\t\t<div class=\"credit-box\">created by&nbsp;<a href=\"https:\/\/oyakosodate.com\/rinker\/\" rel=\"nofollow noopener\" target=\"_blank\" >Rinker<\/a><\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"price-box\">\n\t\t\t\t\t\t\t<span title=\"\" class=\"price\">\u00a54,180<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"price_at\">(2026\/04\/15 10:30:20\u6642\u70b9&nbsp;\u697d\u5929\u5e02\u5834\u8abf\u3079-<\/span><span 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src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3442618&amp;p_id=1225&amp;pc_id=1925&amp;pl_id=18502\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/li>\n\t\t\t\t                \t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<div id=\"rinkerid187\" class=\"yyi-rinker-contents  yyi-rinker-postid-187 yyi-rinker-img-m yyi-rinker-catid-12 \">\n\t<div class=\"yyi-rinker-box\">\n\t\t<div class=\"yyi-rinker-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&#038;p_id=54&#038;pc_id=54&#038;pl_id=616&#038;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2F%25E6%25A9%259F%25E6%25A2%25B0%25E5%25AD%25A6%25E7%25BF%2592%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/thumbnail.image.rakuten.co.jp\/@0_mall\/book\/cabinet\/0074\/9784295010074_1_2.jpg?_ex=128x128\" width=\"128\" height=\"128\" class=\"yyi-rinker-main-img\" style=\"border: none;\"><\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/div>\n\t\t<div class=\"yyi-rinker-info\">\n\t\t\t<div class=\"yyi-rinker-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&#038;p_id=54&#038;pc_id=54&#038;pl_id=616&#038;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2F%25E6%25A9%259F%25E6%25A2%25B0%25E5%25AD%25A6%25E7%25BF%2592%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\">\uff3b\u7b2c3\u7248\uff3dPython\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u9054\u4eba\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u3088\u308b\u7406\u8ad6\u3068\u5b9f\u8df5 \uff08top gear\uff09 [ Sebastian Raschka;Vahid Mirjalili ]<\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"yyi-rinker-detail\">\n\t\t\t\t\t\t\t<div class=\"credit-box\">created by&nbsp;<a href=\"https:\/\/oyakosodate.com\/rinker\/\" rel=\"nofollow noopener\" target=\"_blank\" >Rinker<\/a><\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"price-box\">\n\t\t\t\t\t\t\t<span title=\"\" class=\"price\">\u00a54,400<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"price_at\">(2026\/04\/15 10:30:20\u6642\u70b9&nbsp;\u697d\u5929\u5e02\u5834\u8abf\u3079-<\/span><span title=\"\u3053\u306e\u30b5\u30a4\u30c8\u3067\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b\u60c5\u5831\u306f\u5f53\u30b5\u30a4\u30c8\u306e\u4f5c\u6210\u8005\u306b\u3088\u308a\u904b\u55b6\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4fa1\u683c\u3001\u8ca9\u58f2\u53ef\u80fd\u60c5\u5831\u306f\u3001\u5909\u66f4\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u8cfc\u5165\u6642\u306b\u697d\u5929\u5e02\u5834\u5e97\u8217\uff08www.rakuten.co.jp\uff09\u306b\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u4fa1\u683c\u304c\u305d\u306e\u5546\u54c1\u306e\u8ca9\u58f2\u306b\u9069\u7528\u3055\u308c\u307e\u3059\u3002\">\u8a73\u7d30)<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<ul class=\"yyi-rinker-links\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                    <li class=\"amazonlink\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.amazon.co.jp\/gp\/search?ie=UTF8&amp;keywords=%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92&amp;tag=monodon-22&amp;index=blended&amp;linkCode=ure&amp;creative=6339\" rel=\"nofollow\" class=\"yyi-rinker-link\">Amazon<\/a>\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"rakutenlink\">\n\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616&amp;url=https%3A%2F%2Fsearch.rakuten.co.jp%2Fsearch%2Fmall%2F%25E6%25A9%259F%25E6%25A2%25B0%25E5%25AD%25A6%25E7%25BF%2592%2F%3Ff%3D1%26grp%3Dproduct\" rel=\"nofollow\" class=\"yyi-rinker-link\">\u697d\u5929\u5e02\u5834<\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3394378&amp;p_id=54&amp;pc_id=54&amp;pl_id=616\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"yahoolink\">\n\t\t\t\t\t\t<a href=\"https:\/\/af.moshimo.com\/af\/c\/click?a_id=3442618&amp;p_id=1225&amp;pc_id=1925&amp;pl_id=18502&amp;url=https%3A%2F%2Fshopping.yahoo.co.jp%2Fsearch%3Fp%3D%25E6%25A9%259F%25E6%25A2%25B0%25E5%25AD%25A6%25E7%25BF%2592\" rel=\"nofollow\" class=\"yyi-rinker-link\">Yahoo\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0<\/a><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.moshimo.com\/af\/i\/impression?a_id=3442618&amp;p_id=1225&amp;pc_id=1925&amp;pl_id=18502\" width=\"1\" height=\"1\" style=\"border:none;\">\t\t\t\t\t<\/li>\n\t\t\t\t                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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":183,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-180","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-12","entry","has-media"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>GPT-2\u306e\u5229\u7528\u304c\u610f\u5916\u3068\u7c21\u5358\u306b\u51fa\u6765\u305f - Sheltie Garage Tech<\/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:\/\/sheltie-garage.xyz\/tech\/2022\/07\/gpt-2\u306e\u5229\u7528\u304c\u610f\u5916\u3068\u7c21\u5358\u306b\u51fa\u6765\u305f\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" 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