{"id":29584,"date":"2024-10-28T01:55:34","date_gmt":"2024-10-28T01:55:34","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29584"},"modified":"2024-11-26T06:52:12","modified_gmt":"2024-11-26T06:52:12","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-dialogpt-%ed%99%98%ea%b2%bd-%ec%84%a4%ec%a0%95","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29584\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, DialoGPT \ud658\uacbd \uc124\uc815"},"content":{"rendered":"<p><body><\/p>\n<p>\ucd5c\uadfc \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5b4 \ub9ce\uc740 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \uc0ac\ub791\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 <strong>DialoGPT<\/strong>\ub294 \ub300\ud654 \ubaa8\ub378\uc758 \ub300\ud45c\uc801\uc778 \uc608\ub85c, \uc0ac\uc6a9\uc790\uc640\uc758 \ub300\ud654\uc5d0\uc11c \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h2>1. DialoGPT\ub780?<\/h2>\n<p>DialoGPT\ub294 Microsoft\uac00 \uac1c\ubc1c\ud55c \ub300\ud654\ud615 AI \ubaa8\ub378\ub85c, GPT-2 \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub300\ud654\uccb4 \ub370\uc774\ud130\ub97c \ub300\ub7c9\uc73c\ub85c \uc218\uc9d1\ud558\uc5ec \ud6c8\ub828\ub418\uc5c8\uc73c\uba70, \ub300\ud654\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud558\uace0 \uc5f0\uc18d\ub41c \ubb38\uc7a5\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ub2a5\uc219\ud569\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c DialoGPT\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc9d5\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ub300\ud654 \uc0dd\uc131: \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ub300\ud55c \uad00\ub828\uc131 \ub192\uc740 \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub2e4\uc591\ud55c \uc8fc\uc81c \ucc98\ub9ac: \ub2e4\uc591\ud55c \uc8fc\uc81c\uc5d0 \ub300\ud574 \ub300\ud654\ub97c \uc9c4\ud589\ud560 \uc218 \uc788\uc73c\uba70, \uc0c1\ud669\uc5d0 \ub9de\ub294 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc0ac\uc6a9\uc790 \uacbd\ud5d8 \uac1c\uc120: \uc0ac\uc6a9\uc790\uc640\uc758 \uc0c1\ud638\uc791\uc6a9\uc5d0\uc11c \uc778\uac04\uc801\uc778 \ub290\ub08c\uc744 \uc904 \uc218 \uc788\ub294 \ud2b9\uc9d5\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \ud658\uacbd \uc124\uc815<\/h2>\n<p>\uc774\uc81c DialoGPT\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \ud658\uacbd\uc744 \uc124\uc815\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ub2e8\uacc4\uc5d0 \ub530\ub77c \uc9c4\ud589\ud558\uc2dc\uba74 \ub429\ub2c8\ub2e4.<\/p>\n<h3>2.1 Python \ubc0f \ud328\ud0a4\uc9c0 \uc124\uce58<\/h3>\n<p>\uc2dc\uc791\ud558\uae30 \uc804\uc5d0 Python\uc774 \uc124\uce58\ub418\uc5b4 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub9cc\uc57d \uc124\uce58\ub418\uc9c0 \uc54a\uc558\ub2e4\uba74, Python\uc758 \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub4e4\uc744 \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 <code>pip<\/code> \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>pip install transformers torch<\/code><\/pre>\n<h3>2.2 \ucf54\ub4dc \uc791\uc131<\/h3>\n<p>\uc774\uc81c DialoGPT \ubaa8\ub378\uc744 \ubd88\ub7ec\uc640\uc11c \uac04\ub2e8\ud55c \ub300\ud654\ub97c \ub098\ub20c \uc218 \uc788\ub294 \ucf54\ub4dc\ub97c \uc791\uc131\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 DialoGPT\ub97c \ucd08\uae30\ud654\ud558\uace0 \uc0ac\uc6a9\uc790\uc758 \uc785\ub825\uc5d0 \ub300\ud574 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uae30\ub2a5\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>from transformers import AutoModelForCausalLM, AutoTokenizer\nimport torch\n\n# \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800 \ucd08\uae30\ud654\nmodel_name = \"microsoft\/DialoGPT-medium\"\ntokenizer = AutoTokenizer.from_pretrained(model_name)\nmodel = AutoModelForCausalLM.from_pretrained(model_name)\n\n# \ub300\ud654\uc758 \uc0c1\ud0dc\ub97c \uc800\uc7a5\ud560 \ub9ac\uc2a4\ud2b8\nchat_history_ids = None\n\n# \ubb34\ud55c \ubc18\ubcf5\uc73c\ub85c \ub300\ud654 \uc2dc\uc791\nwhile True:\n    user_input = input(\"\uc720\uc800: \")\n    \n    # \uc0ac\uc6a9\uc790 \uc785\ub825\uc744 \ud1a0\ud070\ud654\n    new_user_input_ids = tokenizer.encode(user_input + tokenizer.eos_token, return_tensors='pt')\n    \n    # \ub300\ud654 \uae30\ub85d\uc744 \uc5c5\ub370\uc774\ud2b8\n    if chat_history_ids is not None:\n        chat_history_ids = torch.cat([chat_history_ids, new_user_input_ids], dim=-1)\n    else:\n        chat_history_ids = new_user_input_ids\n\n    # \ubaa8\ub378\uc744 \ud1b5\ud574 \uc751\ub2f5 \uc0dd\uc131\n    response_ids = model.generate(chat_history_ids, max_length=1000, pad_token_id=tokenizer.eos_token_id)\n    \n    # \uc0dd\uc131\ub41c \uc751\ub2f5\uc744 \ud1a0\ud06c\ub098\uc774\uc790 \ubc0f \ub514\ucf54\ub529\n    bot_output = tokenizer.decode(response_ids[:, chat_history_ids.shape[-1]:][0], skip_special_tokens=True)\n    \n    print(f\"\ubaa8\ub378: {bot_output}\")\n<\/code><\/pre>\n<h3>2.3 \ucf54\ub4dc \uc124\uba85<\/h3>\n<p>\uc704 \uc608\uc81c \ucf54\ub4dc\uc5d0 \ub300\ud55c \uc124\uba85\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><code>AutoModelForCausalLM<\/code>\uacfc <code>AutoTokenizer<\/code>\ub97c \uc784\ud3ec\ud2b8\ud558\uc5ec \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800\ub97c \uc0ac\uc6a9\ud560 \uc900\ube44\ub97c \ud569\ub2c8\ub2e4.<\/li>\n<li><code>model_name<\/code> \ubcc0\uc218\uc5d0 DialoGPT \ubaa8\ub378\uc758 \uc774\ub984\uc744 \uc800\uc7a5\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uc911\uac04 \ud06c\uae30\uc758 \ubaa8\ub378\uc778 <strong>DialoGPT-medium<\/strong>\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><code>tokenizer.encode<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uc758 \uc785\ub825\uc744 \ud1a0\ud070\ud654\ud558\uace0, \uc774\ub97c \ud150\uc11c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub378\uc758 <code>generate<\/code> \uba54\uc11c\ub4dc\ub97c \ud638\ucd9c\ud558\uc5ec \ub300\ud654\uc758 \ub9e5\ub77d\uc744 \uace0\ub824\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><code>tokenizer.decode<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0dd\uc131\ub41c \uc751\ub2f5\uc744 \ub514\ucf54\ub529\ud558\uace0 \uc778\uc1c4\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ucd94\uac00 \uc124\uc815\uacfc \ud65c\uc6a9<\/h2>\n<p>DialoGPT \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uba74\uc11c \uc880 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc5bb\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ucd94\uac00 \uc124\uc815\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub300\ud654\uc758 \ub9e5\ub77d\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\uc790 \uc785\ub825\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uac70\ub098, \ubaa8\ub378\uc758 \uc751\ub2f5 \uae38\uc774\ub97c \uc870\uc815\ud558\ub294 \ub4f1\uc758 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ub300\ud654 \uae30\ub85d \uad00\ub9ac<\/h3>\n<p>\ub300\ud654\uc758 \ud750\ub984\uc744 \uc790\uc5f0\uc2a4\ub7fd\uac8c \uc720\uc9c0\ud558\ub824\uba74 <code>chat_history_ids<\/code> \uc800\uc7a5\uc18c\ub97c \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uc758 \ubaa8\ub4e0 \uc785\ub825\uacfc \ubaa8\ub378\uc758 \uc751\ub2f5\uc744 \uae30\ub85d\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub300\ud654\uc758 \uc774\uc804 \ub9e5\ub77d\uc744 \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\uac8c \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<h3>3.2 \uc870\uc815 \uac00\ub2a5\ud55c \ub9e4\uac1c\ubcc0\uc218<\/h3>\n<p>\ub300\ud654 \uc0dd\uc131 \uc2dc <code>max_length<\/code>\uc640 \uac19\uc740 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc870\uc815\ud558\uc5ec \uc751\ub2f5\uc758 \uae38\uc774\uc640 \uc0dd\uc131 \uc18d\ub3c4\ub97c \uc870\uc808\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, <code>temperature<\/code> \ub9e4\uac1c\ubcc0\uc218\ub97c \uc870\uc815\ud558\uba74 \uc0dd\uc131\ub41c \uc751\ub2f5\uc758 \ub2e4\uc591\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>response_ids = model.generate(chat_history_ids, max_length=1000, temperature=0.7, pad_token_id=tokenizer.eos_token_id)<\/code><\/pre>\n<h2>4. \uacb0\ub860<\/h2>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud55c DialoGPT \ubaa8\ub378\uc758 \ud658\uacbd \uc124\uc815 \ubc29\ubc95\uc744 \ubc30\uc6cc\ubcf4\uc558\uc2b5\ub2c8\ub2e4. DialoGPT\ub294 \uc27d\uace0 \ube60\ub974\uac8c \ub300\ud654\ud615 AI \uc11c\ube44\uc2a4\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub098\uc544\uac00 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \ubaa8\ub378 \ud65c\uc6a9 \ubc29\ubc95\uc744 \uc775\ud600 \ubcf4\ub2e4 \ubc1c\uc804\ub41c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5. \ucc38\uace0 \uc790\ub8cc<\/h3>\n<ul>\n<li><a href=\"https:\/\/huggingface.co\/transformers\/model_doc\/dialogpt.html\">Hugging Face DialoGPT \ubb38\uc11c<\/a><\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/dialogpt\/\">Microsoft DialoGPT \ud398\uc774\uc9c0<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/docs\/transformers\/index\">Hugging Face Transformers \ubb38\uc11c<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5b4 \ub9ce\uc740 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \uc0ac\ub791\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 DialoGPT\ub294 \ub300\ud654 \ubaa8\ub378\uc758 \ub300\ud45c\uc801\uc778 \uc608\ub85c, \uc0ac\uc6a9\uc790\uc640\uc758 \ub300\ud654\uc5d0\uc11c \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. 1. DialoGPT\ub780? DialoGPT\ub294 Microsoft\uac00 \uac1c\ubc1c\ud55c \ub300\ud654\ud615 AI \ubaa8\ub378\ub85c, GPT-2 \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29584\/\" 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, DialoGPT \ud658\uacbd \uc124\uc815&#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-29584","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, DialoGPT \ud658\uacbd \uc124\uc815 - \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\/29584\/\" \/>\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, DialoGPT \ud658\uacbd \uc124\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5b4 \ub9ce\uc740 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \uc0ac\ub791\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 DialoGPT\ub294 \ub300\ud654 \ubaa8\ub378\uc758 \ub300\ud45c\uc801\uc778 \uc608\ub85c, \uc0ac\uc6a9\uc790\uc640\uc758 \ub300\ud654\uc5d0\uc11c \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. 1. DialoGPT\ub780? 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