\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, DistilGPT2 \uc2dc\uac01\ud654 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/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:\/\/atmokpo.com\/w\/29592\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, DistilGPT2 \uc2dc\uac01\ud654 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38(Transformers) \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec DistilGPT2 \ubaa8\ub378\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 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{"id":29592,"date":"2024-10-28T01:55:38","date_gmt":"2024-10-28T01:55:38","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29592"},"modified":"2024-11-26T06:52:08","modified_gmt":"2024-11-26T06:52:08","slug":"%ed%97%88%ea%b9%85%ed%8e%98%ec%9d%b4%ec%8a%a4-%ed%8a%b8%eb%a0%8c%ec%8a%a4%ed%8f%ac%eb%a8%b8-%ed%99%9c%ec%9a%a9%ea%b0%95%ec%a2%8c-distilgpt2-%ec%8b%9c%ea%b0%81%ed%99%94","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29592\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, DistilGPT2 \uc2dc\uac01\ud654"},"content":{"rendered":"

<\/p>\n

\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)<\/strong>\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38(Transformers)<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec DistilGPT2<\/strong> \ubaa8\ub378\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. DistilGPT2\ub294 OpenAI\uc758 GPT-2 \ubaa8\ub378\uc758 \ud06c\uae30\ub97c \uc904\uc5ec, \ub354 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub294 \ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uae30\ucd08\uc801\uc778 \uc774\ud574\uac00 \uc788\ub294 \ub3c5\uc790\ub97c \ub300\uc0c1\uc73c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \ud5c8\uae45\ud398\uc774\uc2a4\uc640 \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub780?<\/h2>\n
\ud5c8\uae45\ud398\uc774\uc2a4\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc744 \uc2e0\uc18d\ud558\uac8c \ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub294 2017\ub144\uc5d0 \ubc1c\ud45c\ub41c \uc2e0\uacbd\ub9dd \uc544\ud0a4\ud14d\ucc98\ub85c, \ud2b9\ud788 NLP \uc791\uc5c5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
1.1 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \uc544\ud0a4\ud14d\ucc98\uc758 \uae30\ubcf8 \uad6c\uc131<\/h3>\n
\ud2b8\ub80c\uc2a4\ud3ec\uba38\ub294 \uc778\ucf54\ub354<\/strong>\uc640 \ub514\ucf54\ub354<\/strong> \ub450 \ubd80\ubd84\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc778\ucf54\ub354\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \uc778\ucf54\ub529\ud558\uc5ec \ub0b4\ubd80 \ud45c\ud604\uc744 \uc0dd\uc131\ud558\uace0, \ub514\ucf54\ub354\ub294 \uc774 \ud45c\ud604\uc744 \ubc14\ud0d5\uc73c\ub85c \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \ubaa8\ub378\uc740 \uc785\ub825\uc758 \ubaa8\ub4e0 \ub2e8\uc5b4\ub97c \ub3d9\uc2dc\uc5d0 \uace0\ub824\ud569\ub2c8\ub2e4.<\/p>\n
2. DistilGPT2 \ubaa8\ub378 \uc18c\uac1c<\/h2>\n
DistilGPT2\ub294 GPT-2 \ubaa8\ub378\uc758 \uacbd\ub7c9\ud654 \ubc84\uc804\uc73c\ub85c, \ubaa8\ub378 \uc6a9\ub7c9\uc774 60% \uc904\uc5b4\ub4e4\uc5c8\uc74c\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ube44\uc2b7\ud55c \uc131\ub2a5\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc6a9\uc790\uac00 \ub354 \uc801\uc740 \uc790\uc6d0\uc73c\ub85c\ub3c4 \ub192\uc740 \ud488\uc9c8\uc758 \ud14d\uc2a4\ud2b8 \uc0dd\uc131\uc744 \uac00\ub2a5\ud558\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n
2.1 DistilGPT2\uc758 \ud2b9\uc9d5<\/h3>\n
\n
\ubaa8\ub378 \ud06c\uae30 \uac10\uc18c: GPT-2\ubcf4\ub2e4 \ub354 \uc791\uc740 \ud06c\uae30\ub85c \ud6c8\ub828\ub428<\/li>\n
\uc131\ub2a5 \uc720\uc9c0: \uc6b0\uc218\ud55c \uc815\ubc00\ub3c4\uc640 \uc720\ucc3d\uc131\uc73c\ub85c \ud14d\uc2a4\ud2b8 \uc0dd\uc131<\/li>\n
\ube60\ub978 \uc131\ub2a5: \uc801\uc740 \uba54\ubaa8\ub9ac \ubc0f \uc5f0\uc0b0\ub7c9\uc73c\ub85c \ube60\ub978 \uacb0\uacfc \ub3c4\ucd9c<\/li>\n<\/ul>\n
3. \uae30\ubcf8 \ud658\uacbd \uc124\uc815<\/h2>\n
DistilGPT2\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 transformers<\/strong>\uc640 torch<\/strong>\ub97c \uc124\uce58\ud569\ub2c8\ub2e4. \uc774 \uc5f0\uc2b5\uc744 \uc704\ud574 !pip install transformers torch<\/code> \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud574 \uc8fc\uc138\uc694.<\/p>\n
!pip install transformers torch\n<\/code><\/pre>\n3.1 \ucf54\ub4dc \uc2e4\ud589 \ud658\uacbd<\/h3>\n\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 Jupyter Notebook\uc744 \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. Jupyter Notebook\uc740 \ucf54\ub4dc \uc791\uc131\uacfc \uacb0\uacfc \uc2dc\uac01\ud654\ub97c \ub3d9\uc2dc\uc5d0 \ud560 \uc218 \uc788\uc5b4 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n 4. DistilGPT2 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30<\/h2>\n\uc774\uc81c DistilGPT2 \ubaa8\ub378\uc744 \ubd88\ub7ec\uc640\uc11c \ud14d\uc2a4\ud2b8 \uc0dd\uc131\uc744 \uc704\ud55c \ud658\uacbd\uc744 \uc124\uc815\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n \nfrom transformers import DistilGPT2Tokenizer, DistilGPT2LMHeadModel\nimport torch\n\n# tokenizer\uc640 model \ubd88\ub7ec\uc624\uae30\ntokenizer = DistilGPT2Tokenizer.from_pretrained('distilgpt2')\nmodel = DistilGPT2LMHeadModel.from_pretrained('distilgpt2')\n<\/code><\/pre>\n5. \ud14d\uc2a4\ud2b8 \uc0dd\uc131<\/h2>\n\uc704\uc5d0\uc11c \ubd88\ub7ec\uc628 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc5d0 \uc785\ub825\uc744 \uc8fc\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc5f0\uc18d\ub41c \ubb38\uc7a5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \n# \uc785\ub825 \ubb38\uc7a5 (\ud504\ub86c\ud504\ud2b8)\ninput_text = \"\uc778\uacf5\uc9c0\ub2a5\uc740 \ubbf8\ub798\uc758 \uae30\uc220\uc774\ub2e4\"\n\n# \uc785\ub825\uc744 \ud1a0\ud06c\ub098\uc774\uc988\ud558\uace0 \ud150\uc11c\ub85c \ubcc0\ud658\ninput_ids = tokenizer.encode(input_text, return_tensors='pt')\n\n# \ubaa8\ub378\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \uc0dd\uc131\noutput = model.generate(input_ids, max_length=50, num_return_sequences=1)\n\n# \uc0dd\uc131\ub41c \ud14d\uc2a4\ud2b8 \ub514\ucf54\ub529\ngenerated_text = tokenizer.decode(output[0], skip_special_tokens=True)\n\nprint(generated_text)\n<\/code><\/pre>\n6. \uc0dd\uc131\ub41c \ud14d\uc2a4\ud2b8 \uc2dc\uac01\ud654<\/h2>\n\uc0dd\uc131\ub41c \ud14d\uc2a4\ud2b8\ub97c \uc2dc\uac01\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc8fc\ub85c \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\uac70\ub098 \ud14d\uc2a4\ud2b8\uc758 \ube44\uc728, \ud0a4\uc6cc\ub4dc \ub4f1\uc744 \ubd84\uc11d\ud558\ub294 \uc791\uc5c5\uc744 \ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8\uc758 word cloud\ub97c \uc0dd\uc131\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n \nfrom wordcloud import WordCloud\nimport matplotlib.pyplot as plt\n\n# \uc0dd\uc131\ub41c \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ub2e8\uc5b4 \uad6c\ub984 \uc0dd\uc131\nwordcloud = WordCloud(width=800, height=400, background_color='white').generate(generated_text)\n\n# \uc2dc\uac01\ud654\nplt.figure(figsize=(10, 5))\nplt.imshow(wordcloud, interpolation='bilinear')\nplt.axis('off')\nplt.show()\n<\/code><\/pre>\n6.1 Word Cloud \ud574\uc11d\ud558\uae30<\/h3>\nWord Cloud\ub294 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294 \ub2e8\uc5b4\ub4e4\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \ub098\ud0c0\ub0b4\uc8fc\uba70, \ud06c\uae30\uac00 \ud074\uc218\ub85d \ube48\ub3c4\uc218\uac00 \ub192\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ubaa8\ub378\uc774 \uc5b4\ub5a4 \uc8fc\uc81c\ub97c \uc911\uc810\uc801\uc73c\ub85c \ub2e4\ub8e8\uace0 \uc788\ub294\uc9c0\ub97c \ud30c\uc545\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n 7. DistilGPT2\uc758 \ud65c\uc6a9 \uc0ac\ub840<\/h2>\nDistilGPT2\ub294 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911 \uc77c\ubd80\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uc790\ub3d9 \ud14d\uc2a4\ud2b8 \uc0dd\uc131<\/li>\n \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c<\/li>\n \ud14d\uc2a4\ud2b8 \uc694\uc57d \ubc0f \ubc88\uc5ed<\/li>\n \ucc3d\uc791 \ud65c\ub3d9(\uc2a4\ud1a0\ub9ac \uc0dd\uc131 \ub4f1)<\/li>\n<\/ul>\n8. \uacb0\ub860<\/h2>\n\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 DistilGPT2 \ubaa8\ub378\uc744 \uc774\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \ubc0f \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ubc30\uc6cc\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uacfc NLP\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub192\uc774\uace0, \uc2e4\uc81c\uc801\uc778 \uc608\uc81c\ub97c \ud1b5\ud574 \ud65c\uc6a9 \uac00\ub2a5\uc131\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uacc4\uc18d\ud574\uc11c \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uc2dc\ub3c4\ud558\uba70 \uc790\uc2e0\ub9cc\uc758 \ud504\ub85c\uc81d\ud2b8\ub97c \ub9cc\ub4e4\uc5b4\ubcf4\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n 8.1 \ucc38\uace0 \uc790\ub8cc<\/h3>\n\nHugging Face’s Transformers Documentation<\/a><\/li>\n A Beginner’s Guide to Using GPT-2 for Text Generation<\/a><\/li>\n WordCloud Documentation<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38(Transformers) \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec DistilGPT2 \ubaa8\ub378\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. DistilGPT2\ub294 OpenAI\uc758 GPT-2 \ubaa8\ub378\uc758 \ud06c\uae30\ub97c \uc904\uc5ec, \ub354 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub294 \ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uae30\ucd08\uc801\uc778 \uc774\ud574\uac00 \uc788\ub294 \ub3c5\uc790\ub97c \ub300\uc0c1\uc73c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \ud5c8\uae45\ud398\uc774\uc2a4\uc640 \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub780? \ud5c8\uae45\ud398\uc774\uc2a4\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, DistilGPT2 \uc2dc\uac01\ud654”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[30],"tags":[],"class_list":["post-29592","post","type-post","status-publish","format-standard","hentry","category-30"],"yoast_head":"\n\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, DistilGPT2 \uc2dc\uac01\ud654 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/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:\/\/atmokpo.com\/w\/29592\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, DistilGPT2 \uc2dc\uac01\ud654 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38(Transformers) \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec DistilGPT2 \ubaa8\ub378\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 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