{"id":29712,"date":"2024-10-28T01:56:12","date_gmt":"2024-10-28T01:56:12","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29712"},"modified":"2024-11-26T06:51:38","modified_gmt":"2024-11-26T06:51:38","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-%ed%95%99%ec%8a%b5-%eb%aa%a8%eb%8d%b8-%ec%9d%b4%ec%a0%84%ec%97%90-bart","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29712\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ud559\uc2b5 \ubaa8\ub378 \uc774\uc804\uc5d0 BART \ud1a0\ud06c\ub098\uc774\uc9d5"},"content":{"rendered":"<p><body><\/p>\n<p>\n        \ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\ub294 \ub208\ubd80\uc2e0 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformers) \uc544\ud0a4\ud14d\ucc98\ub294<br \/>\n        \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758<br \/>\n        <strong>BART(Bidirectional and Auto-Regressive Transformers)<\/strong> \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c,<br \/>\n        \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\ub294 \ud1a0\ud06c\ub098\uc774\uc9d5(Tokenization) \uacfc\uc815\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<br \/>\n        BART\ub294 \ub2e8\uc21c\ud55c \ube44\uc9c0\ub3c4 \ud559\uc2b5\uacfc \ub2e4\uc218\uc758 \uac10\ub3c5 \ud559\uc2b5 \uc791\uc5c5\uc5d0\uc11c GPT\uc640 BERT\uc758 \uc7a5\uc810\uc744 \uacb0\ud569\ud55c \ubaa8\ub378\ub85c\uc11c, \ud14d\uc2a4\ud2b8 \uc694\uc57d, \ubc88\uc5ed,<br \/>\n        \uc9c8\ubb38 \uc0dd\uc131 \ub4f1\uc758 \ub2e4\uc591\ud55c \uacfc\uc81c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.\n    <\/p>\n<h2>1. BART \ubaa8\ub378 \uc774\ud574\ud558\uae30<\/h2>\n<p>\n        BART\ub294 \uc778\ucf54\ub354-\ub514\ucf54\ub354 \uad6c\uc870\ub97c \uac16\ucd98 \ubaa8\ub378\ub85c, \uc8fc\ub85c \ub36e\uc5b4\uc4f0\uae30 \ubcf5\uc6d0(auto-regressive)\uacfc \uc785\ub825\uc744 \ub9ac\ucee4\ubc84\ud558\ub294<br \/>\n        (denoising) \ubc29\uc2dd \ubaa8\ub450\ub97c \ud1b5\ud574 \ud6c8\ub828\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc870 \ub355\ubd84\uc5d0 BART\ub294 \ud14d\uc2a4\ud2b8\uc758 \ub2e4\uc591\ud55c \ubcc0\ud654\ub97c \uc798 \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\uba70,<br \/>\n        \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uc694\uc57d, \ubc88\uc5ed \ub4f1 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<br \/>\n        BART\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc744 \uc694\uc57d\ud558\uc790\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<ul>\n<li>\uc778\ucf54\ub354\uc640 \ub514\ucf54\ub354\uac00 \ubaa8\ub450 \uc874\uc7ac\ud558\uc5ec \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0 \uc720\uc5f0\ud558\uac8c \uc0ac\uc6a9 \uac00\ub2a5<\/li>\n<li>\uc774\uc804 \ubb38\ub9e5\uc744 \uae30\ubc18\uc73c\ub85c \ub2e8\uc5b4\ub97c \uc0dd\uc131\ud558\ub294 \ub2e4\uc774\ub098\ubbf9\ud55c \ub2a5\ub825<\/li>\n<li>\ub109\ub109\ud55c \uc0ac\uc804 \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8 \ud2b9\uc9d5\uc744 \ud559\uc2b5<\/li>\n<\/ul>\n<h2>2. \ud1a0\ud06c\ub098\uc774\uc9d5\uc758 \ud544\uc694\uc131<\/h2>\n<p>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud55c \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ub370\uc774\ud130\ub97c \uc801\uc808\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<br \/>\n        \ud1a0\ud06c\ub098\uc774\uc800(tokenizer)\ub294 \ud14d\uc2a4\ud2b8\ub97c \ub354 \uc791\uc740 \ub2e8\uc704, \uc989 \ud1a0\ud070(token)\uc73c\ub85c \ub098\ub204\uc5b4 \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<br \/>\n        \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ubb38\uc7a5\uacfc \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. BART\uc5d0\uc11c\ub3c4 \ud1a0\ud06c\ub098\uc774\uc9d5\uc740<br \/>\n        \ud544\uc218\uc801\uc73c\ub85c \ud544\uc694\ud55c \uacfc\uc815\uc774\uba70, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294\ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.\n    <\/p>\n<h2>3. \ud5c8\uae45\ud398\uc774\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h2>\n<p>\n        \ud1a0\ud06c\ub098\uc774\uc9d5 \uacfc\uc815\uc744 \uc2dc\uc791\ud558\uae30 \uc804\uc5d0, \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4.<br \/>\n        \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub85c \uc27d\uac8c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<pre><code>pip install transformers<\/code><\/pre>\n<h2>4. BART \ud1a0\ud06c\ub098\uc774\uc800 \uc0ac\uc6a9\ud558\uae30<\/h2>\n<p>\n        \uc774\uc81c BART \ubaa8\ub378\uc758 \ud1a0\ud06c\ub098\uc774\uc800\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud06c\ub098\uc774\uc9d5\ud558\uc5ec \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<br \/>\n        \uc5ec\uae30\uc5d0\uc11c\ub294 BART\uc758 \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\uace0, \uac04\ub2e8\ud55c \uc608\uc81c\ub85c \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud06c\ub098\uc774\uc9d5\ud558\uc5ec<br \/>\n        \ud1a0\ud070\uacfc \uadf8 \ud1a0\ud070\uc758 \uc778\ub371\uc2a4\ub97c \ucd9c\ub825\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>4.1. \ud30c\uc774\uc36c \ucf54\ub4dc \uc608\uc81c<\/h3>\n<pre><code>\nfrom transformers import BartTokenizer\n\n# BART \ud1a0\ud06c\ub098\uc774\uc800 \ubd88\ub7ec\uc624\uae30\ntokenizer = BartTokenizer.from_pretrained('facebook\/bart-base')\n\n# \ud14c\uc2a4\ud2b8 \ud14d\uc2a4\ud2b8\ntext = \"\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4.\"\n\n# \ud1a0\ud06c\ub098\uc774\uc9d5\ntokens = tokenizer.tokenize(text)\nprint(\"\ud1a0\ud070\ud654 \uacb0\uacfc:\", tokens)\n\n# \ud1a0\ud070\uc758 \uc778\ub371\uc2a4 \ud655\uc778\ntoken_ids = tokenizer.convert_tokens_to_ids(tokens)\nprint(\"\ud1a0\ud070 ID:\", token_ids)\n    <\/code><\/pre>\n<p>\n        \uc704\uc758 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uba74 \uc544\ub798\uc640 \uac19\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n    <\/p>\n<pre><code>\n\ud1a0\ud070\ud654 \uacb0\uacfc: ['\u2581\ub525', '\ub7ec', '\ub2dd', '\uc740', '\u2581\uc778', '\uacf5\uc9c0', '\ub2a5', '\uc758', '\u2581\ud55c', '\u2581\ubd84\uc57c', '\uc785\ub2c8\ub2e4', '.']\n\ud1a0\ud070 ID: [31050, 17381, 2804, 1839, 1507, 7138, 5390, 1839, 2269, 2252, 2872, 2]\n    <\/code><\/pre>\n<h2>5. \ub514\ucf54\ub529 \uacfc\uc815<\/h2>\n<p>\n        \ud1a0\ud06c\ub098\uc774\uc9d5 \ud6c4, \ubaa8\ub378\uc5d0 \ub370\uc774\ud130\ub97c \uc785\ub825\ud558\uae30 \uc804\uc5d0 \ub514\ucf54\ub529 \uacfc\uc815\uc744 \ud1b5\ud574 \ud1a0\ud070\uc758 \uc6d0\ub798 \ubb38\uc7a5\uc744 \ubcf5\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \ub2e4\uc74c\uc758 \ucf54\ub4dc\ub294 \uc778\ub371\uc2a4\ub97c \uc6d0\ub798 \ubb38\uc7a5\uc73c\ub85c \ub514\ucf54\ub529\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec \uc90d\ub2c8\ub2e4.\n    <\/p>\n<pre><code>\n# \ud1a0\ud070 ID\ub97c \uc6d0\ub798 \ubb38\uc7a5\uc73c\ub85c \ub514\ucf54\ub529\ndecoded_text = tokenizer.decode(token_ids)\nprint(\"\ub514\ucf54\ub529 \uacb0\uacfc:\", decoded_text)\n    <\/code><\/pre>\n<p>\n        \uc774\ub97c \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uc6d0\ub798\uc758 \ubb38\uc7a5\uc744 \ubcf5\uad6c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uc785\ub825\uc744 \uc5b4\ub5bb\uac8c \uc900\ube44\ud558\uace0,<br \/>\n        \ub2e4\uc2dc \uc6d0\ub798\uc758 \ud615\ud0dc\ub85c \ubcf5\uc6d0\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>6. BART\ub97c \ud65c\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \uc694\uc57d<\/h2>\n<p>\n        \ud1a0\ud06c\ub098\uc774\uc9d5 \ud6c4 \ub2e4\uc74c \ub2e8\uacc4\ub85c\ub294 BART \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc785\ub825\ub41c \ud14d\uc2a4\ud2b8\ub97c \uc694\uc57d\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<br \/>\n        \uc0ac\uc6a9\uc790\ub294 \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \ubaa8\ub378\uc5d0 \uc8fc\uace0 \uc694\uc57d\ub41c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \ub2e4\uc74c\uc740 BART\ub97c \ud65c\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \uc694\uc57d\uc758 \uac04\ub2e8\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4.\n    <\/p>\n<pre><code>\nfrom transformers import BartForConditionalGeneration\n\n# BART \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30\nmodel = BartForConditionalGeneration.from_pretrained('facebook\/bart-base')\n\n# \uc785\ub825\ud560 \ud14d\uc2a4\ud2b8\ninput_text = \"\uc778\uacf5\uc9c0\ub2a5\uc740 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc9c0\ub2a5\uc744 \ubaa8\ubc29\ud558\uc5ec \uc218\ud589\ud558\ub294 \uc791\uc5c5\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4.\"\n\n# \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud06c\ub098\uc774\uc988 \ud6c4 \uc778\ub371\uc2a4\ub85c \ubcc0\ud658\ninput_ids = tokenizer.encode(input_text, return_tensors='pt')\n\n# \uc694\uc57d \uc0dd\uc131\nsummary_ids = model.generate(input_ids, max_length=50, num_beams=5, early_stopping=True)\n\n# \uc694\uc57d \uacb0\uacfc \ub514\ucf54\ub529\nsummary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)\nprint(\"\uc694\uc57d \uacb0\uacfc:\", summary)\n    <\/code><\/pre>\n<p>\n        \uc704\uc758 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uba74 \uc785\ub825 \ud14d\uc2a4\ud2b8\uc758 \uc694\uc57d\uc744 \uc0dd\uc131\ud558\uac8c \ub429\ub2c8\ub2e4.<br \/>\n        BART \ubaa8\ub378\uc740 \uc785\ub825\ub41c \ubb38\uc7a5\uc744 \uc774\ud574\ud558\uace0, \uadf8\uac83\uc744 \uac04\uacb0\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \ub2a5\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>7. \ub9c8\uce58\uba70<\/h2>\n<p>\n        \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 BART \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ud1a0\ud06c\ub098\uc774\uc9d5 \uacfc\uc815\uacfc<br \/>\n        \uac04\ub2e8\ud55c \uc694\uc57d \uc608\uc81c\ub97c \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. BART\ub97c \ube44\ub86f\ud55c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\ub4e4\uc740<br \/>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ub2e4\uc591\ud55c \uacfc\uc81c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub294 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c \ud1a0\ud06c\ub098\uc774\uc9d5\uc758 \uc911\uc694\uc131\uc744 \uc778\uc2dd\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \ud559\uc2b5 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \ub2e4\uc74c \uae00\uc5d0\uc11c\ub294 BART\uc758 \ud65c\uc6a9 \uc0ac\ub840 \ubc0f \ucd94\uac00\uc801\uc778 \uc751\uc6a9 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<p>\uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\ub294 \ub208\ubd80\uc2e0 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformers) \uc544\ud0a4\ud14d\ucc98\ub294 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 BART(Bidirectional and Auto-Regressive Transformers) \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c, \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\ub294 \ud1a0\ud06c\ub098\uc774\uc9d5(Tokenization) \uacfc\uc815\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. BART\ub294 \ub2e8\uc21c\ud55c \ube44\uc9c0\ub3c4 \ud559\uc2b5\uacfc \ub2e4\uc218\uc758 \uac10\ub3c5 \ud559\uc2b5 \uc791\uc5c5\uc5d0\uc11c GPT\uc640 BERT\uc758 \uc7a5\uc810\uc744 \uacb0\ud569\ud55c \ubaa8\ub378\ub85c\uc11c, \ud14d\uc2a4\ud2b8 \uc694\uc57d, \ubc88\uc5ed, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29712\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ud559\uc2b5 \ubaa8\ub378 \uc774\uc804\uc5d0 BART \ud1a0\ud06c\ub098\uc774\uc9d5&#8221;<\/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-29712","post","type-post","status-publish","format-standard","hentry","category-30"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ud559\uc2b5 \ubaa8\ub378 \uc774\uc804\uc5d0 BART \ud1a0\ud06c\ub098\uc774\uc9d5 - \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\/29712\/\" \/>\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, \ud559\uc2b5 \ubaa8\ub378 \uc774\uc804\uc5d0 BART \ud1a0\ud06c\ub098\uc774\uc9d5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\ub294 \ub208\ubd80\uc2e0 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformers) \uc544\ud0a4\ud14d\ucc98\ub294 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 BART(Bidirectional and Auto-Regressive Transformers) \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c, \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\ub294 \ud1a0\ud06c\ub098\uc774\uc9d5(Tokenization) \uacfc\uc815\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. BART\ub294 \ub2e8\uc21c\ud55c \ube44\uc9c0\ub3c4 \ud559\uc2b5\uacfc \ub2e4\uc218\uc758 \uac10\ub3c5 \ud559\uc2b5 \uc791\uc5c5\uc5d0\uc11c GPT\uc640 BERT\uc758 \uc7a5\uc810\uc744 \uacb0\ud569\ud55c \ubaa8\ub378\ub85c\uc11c, \ud14d\uc2a4\ud2b8 \uc694\uc57d, \ubc88\uc5ed, &hellip; \ub354 \ubcf4\uae30 &quot;\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ud559\uc2b5 \ubaa8\ub378 \uc774\uc804\uc5d0 BART \ud1a0\ud06c\ub098\uc774\uc9d5&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29712\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T01:56:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:51:38+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29712\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29712\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ud559\uc2b5 \ubaa8\ub378 \uc774\uc804\uc5d0 BART \ud1a0\ud06c\ub098\uc774\uc9d5\",\"datePublished\":\"2024-10-28T01:56:12+00:00\",\"dateModified\":\"2024-11-26T06:51:38+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29712\/\"},\"wordCount\":36,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud65c\uc6a9\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29712\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29712\/\",\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ud559\uc2b5 \ubaa8\ub378 \uc774\uc804\uc5d0 BART \ud1a0\ud06c\ub098\uc774\uc9d5 - 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