\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \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\/29612\/\" \/>\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, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc758 \ubc1c\uc804\uc740 \ub180\ub77c\uc6b4 \uc18d\ub3c4\ub85c \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uae30\uacc4 \ubc88\uc5ed\uc740 \uadf8 \uc911 \ud558\ub098\ub85c\uc11c \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \ucd5c\uc2e0 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 M2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ubc88\uc5ed \uc791\uc5c5\uc744 \uc9c4\ud589\ud558\uba70, \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \uc124\uba85\uacfc \uc608\uc81c \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. … \ub354 \ubcf4\uae30 "\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29612\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T01:55:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:03+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\/29612\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29612\/\"},\"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, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\",\"datePublished\":\"2024-10-28T01:55:44+00:00\",\"dateModified\":\"2024-11-26T06:52:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29612\/\"},\"wordCount\":65,\"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\/29612\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29612\/\",\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - 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\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T01:55:44+00:00","dateModified":"2024-11-26T06:52:03+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29612\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29612\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29612\/#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, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529"}]},{"@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\/29612","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=29612"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29612\/revisions"}],"predecessor-version":[{"id":29613,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29612\/revisions\/29613"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29612"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29612"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29612"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":29612,"date":"2024-10-28T01:55:44","date_gmt":"2024-10-28T01:55:44","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29612"},"modified":"2024-11-26T06:52:03","modified_gmt":"2024-11-26T06:52:03","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-m2m100-%eb%b2%88%ec%97%ad-%ea%b2%b0%ea%b3%bc%eb%ac%bc-%eb%94%94","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29612\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529"},"content":{"rendered":"

<\/p>\n

\n \ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc758 \ubc1c\uc804\uc740 \ub180\ub77c\uc6b4 \uc18d\ub3c4\ub85c \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uae30\uacc4 \ubc88\uc5ed\uc740 \uadf8 \uc911 \ud558\ub098\ub85c\uc11c \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \ucd5c\uc2e0 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 M2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ubc88\uc5ed \uc791\uc5c5\uc744 \uc9c4\ud589\ud558\uba70, \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \uc124\uba85\uacfc \uc608\uc81c \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub780?<\/h2>\n
\n \ud5c8\uae45\ud398\uc774\uc2a4(Transformers)\ub294 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc744 \ubbf8\ub9ac \ud559\uc2b5\uc2dc\ud0a4\uace0, \uc774\ub4e4 \ubaa8\ub378\uc744 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc81c\uacf5\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. Bert, GPT, T5 \ub4f1 \ub2e4\uc591\ud55c \ubaa8\ub378\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc73c\uba70, \ud2b9\ud788 M2M100\uacfc \uac19\uc740 \ub2e4\uad6d\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.\n <\/p>\n

2. M2M100 \ubaa8\ub378 \uc18c\uac1c<\/h2>\n

\n M2M100(Many-to-Many 100)\uc740 \ud398\uc774\uc2a4\ubd81 AI \ub9ac\uc11c\uce58(Facebook AI Research)\uc5d0\uc11c \uac1c\ubc1c\ud55c \ub2e4\uad6d\uc5b4 \uae30\uacc4 \ubc88\uc5ed \ubaa8\ub378\ub85c, 100\uac1c \uc5b8\uc5b4 \uac04\uc758 \uc9c1\uc811\uc801\uc778 \ubc88\uc5ed\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\uc804\uc758 \ubc88\uc5ed \uc2dc\uc2a4\ud15c\ub4e4\uc740 \ud2b9\uc815 \uae30\uacc4\ub9cc\uc744 \ub300\uc0c1\uc73c\ub85c \ud55c \ubc29\ud5a5\uc131 \ubc88\uc5ed\uc774\uc5c8\uc73c\ub098 M2M100\uc740 \ubaa8\ub4e0 \uc5b8\uc5b4 \uc870\ud569 \uac04\uc5d0 \uc9c1\uc811\uc801\uc73c\ub85c \ubc88\uc5ed\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc774 \ubaa8\ub378\uc758 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

\ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04\uc758 \uc9c1\uc811 \ubc88\uc5ed \uac00\ub2a5<\/li>\n
\uae30\uacc4 \ubc88\uc5ed\uc758 \uc9c8 \ud5a5\uc0c1<\/li>\n

\ub300\ub7c9\uc758 \ub370\uc774\ud130\ub85c \ud6c8\ub828\ub418\uc5b4 \ub192\uc740 \uc77c\ubc18\ud654 \ub2a5\ub825 \ubcf4\uc720<\/li>\n<\/ul>\n

3. \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \ud658\uacbd \uc124\uc815<\/h2>\n

\n M2M100 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. Python \ud658\uacbd\uc774 \uc124\uce58\ub418\uc5b4 \uc788\uc5b4\uc57c \ud558\uba70, \ub2e4\uc74c\uacfc \uac19\uc740 \uba85\ub839\uc5b4\ub85c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

pip install transformers torch<\/code><\/pre>\n<\/p>\n4. M2M100 \ubaa8\ub378 \uc0ac\uc6a9\ud558\uae30<\/h2>\n
4.1 \ubaa8\ub378 \ub85c\ub4dc<\/h3>\n\n        \uc774\uc81c M2M100 \ubaa8\ub378\uc744 \ub85c\ub4dc\ud558\uace0, \ubc88\uc5ed \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc900\ube44\ub97c \ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\ub294 \ucf54\ub4dc\uc785\ub2c8\ub2e4.\n    <\/p>\n
\nfrom transformers import M2M100Tokenizer, M2M100ForConditionalGeneration\n\n# \ud1a0\ud06c\ub098\uc774\uc800 \ubc0f \ubaa8\ub378 \ub85c\ub4dc\ntokenizer = M2M100Tokenizer.from_pretrained(\"facebook\/m2m100_418M\")\nmodel = M2M100ForConditionalGeneration.from_pretrained(\"facebook\/m2m100_418M\")\n    <\/code><\/pre>\n4.2 \ubc88\uc5ed \ud568\uc218 \uc815\uc758<\/h3>\n\n        \ub2e4\uc74c\uc73c\ub85c\ub294 \uac04\ub2e8\ud55c \ubc88\uc5ed \ud568\uc218\ub97c \uc791\uc131\ud558\uc5ec \uc8fc\uc5b4\uc9c4 \uc785\ub825 \ubb38\uc7a5\uc744 \ud2b9\uc815 \uc5b8\uc5b4\ub85c \ubc88\uc5ed\ud558\ub294 \uae30\ub2a5\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uc608\uc81c\uc5d0\uc11c\ub294 \uc601\uc5b4 \ubb38\uc7a5\uc744 \ud55c\uad6d\uc5b4\ub85c \ubc88\uc5ed\ud569\ub2c8\ub2e4.\n    <\/p>\n
\ndef translate_text(text, target_lang=\"ko\"):\n    # \uc785\ub825 \ubb38\uc7a5\uc744 \ud1a0\ud070\ud654\n    tokenizer.src_lang = \"en\"  # \uc785\ub825 \uc5b8\uc5b4 \uc124\uc815\n    encoded_input = tokenizer(text, return_tensors=\"pt\")\n    \n    # \ubaa8\ub378\uc744 \ud1b5\ud574 \ubc88\uc5ed\n    generated_tokens = model.generate(**encoded_input, forced_bos_token_id=tokenizer.get_lang_id(target_lang))\n    \n    # \ub514\ucf54\ub529\ud558\uc5ec \uacb0\uacfc \ubc18\ud658\n    return tokenizer.batch_decode(generated_tokens, skip_special_tokens=True)[0]\n    <\/code><\/pre>\n4.3 \ubc88\uc5ed \uc608\uc81c<\/h3>\n\n        \uc774\uc81c \ubc88\uc5ed \ud568\uc218\ub97c \uc0ac\uc6a9\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 “Hello, how are you?”\ub77c\ub294 \ubb38\uc7a5\uc744 \ud55c\uad6d\uc5b4\ub85c \ubc88\uc5ed\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.\n    <\/p>\n
\nsource_text = \"Hello, how are you?\"\ntranslated_text = translate_text(source_text, target_lang=\"ko\")\nprint(translated_text)  # \ucd9c\ub825: \"\uc548\ub155\ud558\uc138\uc694, \uc798 \uc9c0\ub0b4\uc138\uc694?\"\n    <\/code><\/pre>\n5. \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529<\/h2>\n\n        \ubc88\uc5ed \uacb0\uacfc\ubb3c\uc744 \ub514\ucf54\ub529\ud558\ubbc0\ub85c\uc11c, \uc6b0\ub9ac\ub294 \ubaa8\ub378\uc774 \uc0dd\uc131\ud55c \ud1a0\ud070\ub4e4\uc744 \uc790\uc5f0\uc5b4\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. M2M100 \ubaa8\ub378\uc740 \uc5ec\ub7ec \uc5b8\uc5b4\uc5d0\uc11c \uc0dd\uc131\ub41c \uacb0\uacfc\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \uc788\uc2b5\ub2c8\ub2e4.
\n        \uc5ec\uae30\uc5d0 \ub300\ud574 \uc880 \ub354 \uae4a\uc774 \uc788\ub294 \uc608\uc81c\ub97c \ub4e4\uc5b4\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
5.1 \ub514\ucf54\ub529 \ud568\uc218 \uad6c\ud604<\/h3>\n\n        \ubc88\uc5ed\uc774 \uc644\ub8cc\ub41c \ud1a0\ud070\ub4e4\uc744 \uc2e0\uc911\ud558\uac8c \ub2e4\ub8e8\uae30 \uc704\ud55c \ub514\ucf54\ub529 \ud568\uc218\ub3c4 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378 \ucd9c\ub825\uc758 \ud615\uc2dd\uc744 \ubcf4\uc7a5\ud558\uace0, \ucd94\uac00\uc801\uc778 \ud6c4\ucc98\ub9ac\ub97c \ud1b5\ud574 \ubc88\uc5ed\uc758 \uc9c8\uc744 \ub192\uc77c \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.\n    <\/p>\n
\ndef decode_output(generated_tokens, skip_special_tokens=True):\n    # \ud1a0\ud070\uc744 \ub514\ucf54\ub4dc\ud558\uc5ec \uacb0\uacfc \ubb38\uc790\uc5f4\ub85c \ubc18\ud658\n    return tokenizer.batch_decode(generated_tokens, skip_special_tokens=skip_special_tokens)\n    <\/code><\/pre>\n5.2 \ub514\ucf54\ub529 \uacb0\uacfc \uc608\uc81c<\/h3>\n\n        \uc0dd\uc131\ub41c \ud1a0\ud070 \ubaa9\ub85d\uc744 \ub514\ucf54\ub529\ud558\uc5ec \ubc88\uc5ed \uacb0\uacfc\ub97c \ud655\uc778\ud574\ubd05\uc2dc\ub2e4. \uc544\ub798 \uc608\uc81c\ub294 \ubc88\uc5ed\uc774 \uc644\ub8cc\ub41c \ud6c4 \uacb0\uacfc\ub97c \ub514\ucf54\ub529\ud558\ub294 \uc808\ucc28\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.\n    <\/p>\n
\n# \uc0dd\uc131\ub41c \ud1a0\ud070 \uac00\uc838\uc624\uae30\ngenerated_tokens = model.generate(**encoded_input, forced_bos_token_id=tokenizer.get_lang_id(\"ko\"))\n\n# \ub514\ucf54\ub529\ud558\uc5ec \uacb0\uacfc \ucd9c\ub825\ndecoded_output = decode_output(generated_tokens)\nprint(decoded_output)  # \ucd9c\ub825: [\"\uc548\ub155\ud558\uc138\uc694, \uc798 \uc9c0\ub0b4\uc138\uc694?\"]\n    <\/code><\/pre>\n6. \uacb0\uacfc \ucd5c\uc801\ud654<\/h2>\n\n        \ubc88\uc5ed \uacb0\uacfc\ub294 \uc885\uc885 \ubb38\ub9e5\uc774\ub098 \ud2b9\uc815 \uc758\ubbf8\uc5d0 \ub530\ub77c \ub2e4\ub97c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uac70\ub098, \ubaa8\ub378\uc744 \uc7ac\ud6c8\ub828\ud558\uc5ec \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ucd9c\ub825 \ucd5c\ub300 \uae38\uc774\ub098 \ub2e4\uc591\ud55c \ub79c\ub364 \uc2dc\ub4dc\ub97c \uc870\uc815\ud558\ub294 \ubc29\ubc95\uc73c\ub85c \uacb0\uacfc\uc758 \ud488\uc9c8\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
6.1 \uc120\ud0dd\uc801 \ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/h3>\n\n        \ubaa8\ub378\uc758 generate \uba54\uc18c\ub4dc\ub294 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\nmax_length<\/strong>: \uc0dd\uc131\ud560 \ucd5c\ub300 \ud1a0\ud070 \uae38\uc774<\/li>\n
num_beams<\/strong>: \ube54 \uc11c\uce58\uc758 \uc218 (\ub514\ucf54\ub529\uc758 \ub2e4\uc591\uc131 \ud5a5\uc0c1)<\/li>\n
temperature<\/strong>: \uc0dd\uc131\uc758 \ub79c\ub364\uc131\uc744 \uc870\uc815 (0-1 \uc0ac\uc774 \uac12)<\/li>\n<\/ul>\n\n# \ucd94\uac00\uc801\uc778 \ud30c\ub77c\ubbf8\ud130 \uc124\uc815 \uc608\ngenerated_tokens = model.generate(\n    **encoded_input,\n    forced_bos_token_id=tokenizer.get_lang_id(\"ko\"),\n    max_length=40,\n    num_beams=5,\n    temperature=0.7\n)\n    <\/code><\/pre>\n6.2 \ucd5c\uc801\ud654 \ud6c4 \uacb0\uacfc \ube44\uad50<\/h3>\n\n        \ucd5c\uc801\ud654 \uc804\ud6c4\uc758 \uacb0\uacfc\ub97c \ube44\uad50\ud558\uc5ec, \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\uc758 \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uc124\uc815\uc744 \uc120\ud0dd\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.\n    <\/p>\n
7. \uc885\ud569 \ubc0f \uacb0\ub860<\/h2>\n\n        \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 M2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uae30\uacc4 \ubc88\uc5ed\uc744 \uc218\ud589\ud558\uace0 \uacb0\uacfc\ubb3c\uc744 \ub514\ucf54\ub529\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uacfc NLP \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc6b0\ub9ac\ub294 \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc5d0\uc11c \uc27d\uac8c \uc18c\ud1b5\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \uac16\ucd94\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\n        \uc774\ub7ec\ud55c \uae30\uc220\uacfc \ub3c4\uad6c\ub4e4\uc740 \ud5a5\ud6c4 \ub2e4\uc591\ud55c \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0 \ud65c\uc6a9\ub420 \uac83\uc774\uba70, \uc6b0\ub9ac\uc758 \uc791\uc5c5 \ubc29\uc2dd\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubc14\uafb8\uc5b4 \ub193\uc744 \uac83\uc785\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\ub3c4 \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354\uc6b1\ub354 \uc758\ubbf8 \uc788\ub294 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub3c4\uc804\ud574 \ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.\n    <\/p>\n
8. \ucc38\uace0 \ubb38\ud5cc<\/h2>\n\nHugging Face Transformers Documentation: https:\/\/huggingface.co\/docs\/transformers\/index<\/a><\/li>\n
Research Paper on M2M100: https:\/\/arxiv.org\/abs\/2010.11125<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc758 \ubc1c\uc804\uc740 \ub180\ub77c\uc6b4 \uc18d\ub3c4\ub85c \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uae30\uacc4 \ubc88\uc5ed\uc740 \uadf8 \uc911 \ud558\ub098\ub85c\uc11c \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \ucd5c\uc2e0 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 M2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ubc88\uc5ed \uc791\uc5c5\uc744 \uc9c4\ud589\ud558\uba70, \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \uc124\uba85\uacfc \uc608\uc81c \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529”<\/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-29612","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, M2M100 \ubc88\uc5ed \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - 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