{"id":29634,"date":"2024-10-28T01:55:50","date_gmt":"2024-10-28T01:55:50","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29634"},"modified":"2024-11-26T06:51:58","modified_gmt":"2024-11-26T06:51:58","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-pegasus-%ec%9e%90%eb%8f%99-%ec%9a%94%ec%95%bd","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29634\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d"},"content":{"rendered":"<p><body><\/p>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc790\ub3d9 \uc694\uc57d\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc791\uc5c5 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774 \uae34 \ud14d\uc2a4\ud2b8\ub97c \uc694\uc57d\ud558\uc5ec \uc815\ubcf4\uc758 \ud575\uc2ec\uc744 \uc804\ub2ec\ud558\ub294 \uac83\uc740 \ub9ce\uc740 \uc2e4\uc81c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 PEGASUS \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9 \uc694\uc57d \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<h2>1. PEGASUS\ub780?<\/h2>\n<p>PEGASUS\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc790\ub3d9 \uc694\uc57d\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8 \uc694\uc57d \uc791\uc5c5\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. PEGASUS\ub294 \ud2b9\ud788 \uc911\uc694\ud55c \ubb38\uc7a5\uc744 \uc120\ud0dd\ud558\uace0 \uc0dd\uc131\ud558\ub294 \ub2a5\ub825\uc774 \ub6f0\uc5b4\ub098\uba70, \uc774\ub7ec\ud55c \ud2b9\uc131 \ub355\ubd84\uc5d0 \uae34 \ubb38\uc7a5\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc694\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.1. PEGASUS\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n<p>PEGASUS\ub294 \uc785\ub825 \ubb38\uc11c\uc5d0\uc11c \ud575\uc2ec \uc815\ubcf4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc694\uc57d\ud558\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ubb38\uc11c\uc5d0\uc11c \uc911\uc694\ud55c \ubd80\ubd84\uc744 \uc120\ud0dd\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc9e7\uc740 \uc694\uc57d\ubb38\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c PEGASUS \ubaa8\ub378\uc740 \ub2e4\uc74c\uc758 \ub450 \uac00\uc9c0 \ub2e8\uacc4\ub85c \uc694\uc57d\uc744 \uc218\ud589\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud14d\uc2a4\ud2b8 \uc778\ucf54\ub529<\/strong>: \uc785\ub825\ub41c \uae34 \ud14d\uc2a4\ud2b8\ub97c \uc778\ucf54\ub529\ud558\uc5ec \uc758\ubbf8\ub97c \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc694\uc57d \uc0dd\uc131<\/strong>: \uc778\ucf54\ub529\ub41c \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc9e7\uc740 \uc694\uc57d\ubb38\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \ud658\uacbd \uc124\uc815<\/h2>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Python\uacfc Hugging Face\uc758 Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. \uc544\ub798\uc758 \ub2e8\uacc4\ub97c \ub530\ub77c \ud658\uacbd\uc744 \uc124\uc815\ud574 \uc8fc\uc138\uc694:<\/p>\n<h3>2.1. \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n<pre><code>pip install transformers torch<\/code><\/pre>\n<p>\uc704\uc758 \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 Hugging Face\uc758 Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 PyTorch\ub97c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. PyTorch\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0 \ucd94\ub860\ud558\ub294\ub370 \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/p>\n<h2>3. PEGASUS \ubaa8\ub378 \ub85c\ub529<\/h2>\n<p>\uc774\uc81c PEGASUS \ubaa8\ub378\uc744 \ub85c\ub4dc\ud558\uace0 \uc0ac\uc6a9\ud560 \uc900\ube44\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc758 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800\ub97c \ub85c\ub4dc\ud569\ub2c8\ub2e4:<\/p>\n<pre><code>from transformers import PegasusForConditionalGeneration, PegasusTokenizer\n\n# PEGASUS \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800 \ub85c\ub4dc\nmodel_name = \"google\/pegasus-large\"\ntokenizer = PegasusTokenizer.from_pretrained(model_name)\nmodel = PegasusForConditionalGeneration.from_pretrained(model_name)<\/code><\/pre>\n<h3>3.1. \ubb38\uc11c \uc694\uc57d \ud568\uc218 \uc815\uc758\ud558\uae30<\/h3>\n<p>\uc774\uc81c \uc694\uc57d\ud560 \ubb38\uc11c\ub97c \uc785\ub825\ubc1b\uc544 \uc694\uc57d\uc744 \uc0dd\uc131\ud558\ub294 \ud568\uc218\ub97c \uc815\uc758\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>def summarize_text(text):\n    # \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud070\ud654\n    inputs = tokenizer(text, truncation=True, padding=\"longest\", return_tensors=\"pt\")\n    \n    # \uc694\uc57d \uc0dd\uc131\n    summary_ids = model.generate(inputs[\"input_ids\"], num_beams=4, min_length=30, max_length=200, early_stopping=True)\n    \n    # \uc694\uc57d \ud14d\uc2a4\ud2b8 \ubcc0\ud658\n    summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)\n    return summary<\/code><\/pre>\n<h2>4. \uc694\uc57d \uc608\uc81c<\/h2>\n<p>\uc774\uc81c \uc704\uc5d0\uc11c \uc815\uc758\ud55c <code>summarize_text<\/code> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc81c \ubb38\uc11c\uc758 \uc694\uc57d\uc744 \uc0dd\uc131\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code># \uc608\uc81c \ud14d\uc2a4\ud2b8\ndocument = \"\"\"\n2023\ub144 2\uc6d4 27\uc77c, OpenAI\ub294 \uc0c8\ub85c\uc6b4 \uc778\uacf5\uc9c0\ub2a5 \uc5b8\uc5b4 \ubaa8\ub378 GPT-4\ub97c \ubc1c\ud45c\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc774\uc804 \ubaa8\ub378 \ub300\ube44 \uc6d4\ub4f1\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70, \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\nGPT-4\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc73c\ub85c \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc790\uc5f0\uc5b4 \uc0dd\uc131, \ubc88\uc5ed, \uc9c8\ubb38 \ubc0f \ub2f5\ubcc0 \ub4f1 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n\ub610\ud55c, GPT-4\ub294 \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c\uc5d0 \ub9de\ucd98 \ub9de\ucda4\ud615 \uc751\ub2f5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc5b4 \uae30\uc5c5\uacfc \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n\"\"\"\n\n# \uc694\uc57d \uc0dd\uc131\nsummary = summarize_text(document)\nprint(\"\uc6d0\ubcf8 \ubb38\uc11c:\")\nprint(document)\nprint(\"\\n\uc0dd\uc131\ub41c \uc694\uc57d:\")\nprint(summary)<\/code><\/pre>\n<h2>5. \uacb0\uacfc \ubd84\uc11d<\/h2>\n<p>\uc0dd\uc131\ub41c \uc694\uc57d \uacb0\uacfc\ub97c \ubd84\uc11d\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc694\uc57d\uc758 \ud488\uc9c8\uc740 \uc6d0\ubcf8 \ubb38\uc11c\uc5d0\uc11c \ud575\uc2ec \uc815\ubcf4\uac00 \uc5bc\ub9c8\ub098 \uc798 \ubc18\uc601\ub418\uc5c8\ub294\uc9c0\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4. PEGASUS \ubaa8\ub378\uc740 \uae34 \ud14d\uc2a4\ud2b8\uc5d0 \ub300\ud574 \uac15\ub825\ud55c \uc694\uc57d \ub2a5\ub825\uc744 \ubc1c\ud718\ud558\uc9c0\ub9cc, \ud2b9\uc815\ud55c \uc124\uc815\uc774\ub098 \uc218\uce58\uc801\uc778 \ud55c\uacc4\uac00 \uc874\uc7ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uacb0\uacfc\ub97c \uac80\ud1a0\ud558\uace0 \ud544\uc694\uc5d0 \ub530\ub77c \ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>6. \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/h2>\n<p>\ubaa8\ub378\uc758 \uc694\uc57d \ud488\uc9c8\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \ud30c\ub77c\ubbf8\ud130\ub85c\ub294 <code>num_beams<\/code>, <code>min_length<\/code>, <code>max_length<\/code>\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \ud30c\ub77c\ubbf8\ud130\uc758 \uc758\ubbf8\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>num_beams<\/strong>: \ube54 \uc11c\uce58\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \ube54\uc758 \uc218 \uc785\ub2c8\ub2e4. \uac12\uc774 \ud074\uc218\ub85d \ub354 \ub9ce\uc740 \ud6c4\ubcf4 \uc694\uc57d\uc744 \uace0\ub824\ud558\uc9c0\ub9cc, \uacc4\uc0b0 \ube44\uc6a9\uc774 \uc99d\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>min_length<\/strong>: \uc0dd\uc131\ub420 \uc694\uc57d\uc758 \ucd5c\uc18c \uae38\uc774\uc785\ub2c8\ub2e4. \uc774 \uac12\uc740 \uc0dd\uc131\ub41c \uc694\uc57d\uc758 \uc758\ubbf8\ub97c \ubcf4\uc7a5\ud558\ub294 \ub370 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>max_length<\/strong>: \uc0dd\uc131\ub420 \uc694\uc57d\uc758 \ucd5c\ub300 \uae38\uc774\uc785\ub2c8\ub2e4. \uc774 \uac12\uc740 \uc694\uc57d\uc774 \uc9c0\ub098\uce58\uac8c \uae38\uc5b4\uc9c0\uc9c0 \uc54a\ub3c4\ub85d \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 PEGASUS \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9 \uc694\uc57d\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6e0\uc2b5\ub2c8\ub2e4. PEGASUS\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\ub85c\uc11c, \ubc29\ub300\ud55c \uc591\uc758 \uc815\ubcf4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc804\ub2ec\ud558\uae30 \uc704\ud574 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \ub354 \ubc1c\uc804\ub41c \uc694\uc57d \ubaa8\ub378\uc774\ub098 \ubc29\ubc95\ub860\ub3c4 \uc5f0\uad6c\ub420 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\ub2c8 \uc9c0\uc18d\uc801\uc778 \uad00\uc2ec\uacfc \ud559\uc2b5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>8. \ucc38\uace0\uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/huggingface.co\/docs\/transformers\/index\" target=\"_blank\" rel=\"noopener\">Hugging Face Transformers \ubb38\uc11c<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1912.08777\" target=\"_blank\" rel=\"noopener\">PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener\">PyTorch \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc790\ub3d9 \uc694\uc57d\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc791\uc5c5 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774 \uae34 \ud14d\uc2a4\ud2b8\ub97c \uc694\uc57d\ud558\uc5ec \uc815\ubcf4\uc758 \ud575\uc2ec\uc744 \uc804\ub2ec\ud558\ub294 \uac83\uc740 \ub9ce\uc740 \uc2e4\uc81c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 PEGASUS \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9 \uc694\uc57d \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4. 1. PEGASUS\ub780? PEGASUS\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc790\ub3d9 \uc694\uc57d\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29634\/\" 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, PEGASUS \uc790\ub3d9 \uc694\uc57d&#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-29634","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, PEGASUS \uc790\ub3d9 \uc694\uc57d - \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\/29634\/\" \/>\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, PEGASUS \uc790\ub3d9 \uc694\uc57d - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc790\ub3d9 \uc694\uc57d\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc791\uc5c5 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774 \uae34 \ud14d\uc2a4\ud2b8\ub97c \uc694\uc57d\ud558\uc5ec \uc815\ubcf4\uc758 \ud575\uc2ec\uc744 \uc804\ub2ec\ud558\ub294 \uac83\uc740 \ub9ce\uc740 \uc2e4\uc81c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 PEGASUS \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9 \uc694\uc57d \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4. 1. PEGASUS\ub780? PEGASUS\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc790\ub3d9 \uc694\uc57d\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c &hellip; \ub354 \ubcf4\uae30 &quot;\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29634\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T01:55:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:51:58+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\/29634\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29634\/\"},\"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, PEGASUS \uc790\ub3d9 \uc694\uc57d\",\"datePublished\":\"2024-10-28T01:55:50+00:00\",\"dateModified\":\"2024-11-26T06:51:58+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29634\/\"},\"wordCount\":45,\"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\/29634\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29634\/\",\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T01:55:50+00:00\",\"dateModified\":\"2024-11-26T06:51:58+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29634\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/29634\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/29634\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","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:\/\/atmokpo.com\/w\/29634\/","og_locale":"ko_KR","og_type":"article","og_title":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc790\ub3d9 \uc694\uc57d\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc791\uc5c5 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774 \uae34 \ud14d\uc2a4\ud2b8\ub97c \uc694\uc57d\ud558\uc5ec \uc815\ubcf4\uc758 \ud575\uc2ec\uc744 \uc804\ub2ec\ud558\ub294 \uac83\uc740 \ub9ce\uc740 \uc2e4\uc81c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 PEGASUS \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9 \uc694\uc57d \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4. 1. PEGASUS\ub780? PEGASUS\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc790\ub3d9 \uc694\uc57d\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c &hellip; \ub354 \ubcf4\uae30 \"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d\"","og_url":"https:\/\/atmokpo.com\/w\/29634\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T01:55:50+00:00","article_modified_time":"2024-11-26T06:51:58+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/29634\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/29634\/"},"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, PEGASUS \uc790\ub3d9 \uc694\uc57d","datePublished":"2024-10-28T01:55:50+00:00","dateModified":"2024-11-26T06:51:58+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/29634\/"},"wordCount":45,"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\/29634\/","url":"https:\/\/atmokpo.com\/w\/29634\/","name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T01:55:50+00:00","dateModified":"2024-11-26T06:51:58+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29634\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29634\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29634\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, PEGASUS \uc790\ub3d9 \uc694\uc57d"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29634","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=29634"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29634\/revisions"}],"predecessor-version":[{"id":29635,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29634\/revisions\/29635"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29634"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29634"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29634"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}