{"id":29640,"date":"2024-10-28T01:55:51","date_gmt":"2024-10-28T01:55:51","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29640"},"modified":"2024-11-26T06:51:57","modified_gmt":"2024-11-26T06:51:57","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-wav2vec2-%eb%aa%a8%eb%93%88-%ec%84%a4%ec%b9%98","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29640\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \ubaa8\ub4c8 \uc124\uce58"},"content":{"rendered":"

<\/p>\n

\n \ucd5c\uadfc \uc74c\uc131 \uc778\uc2dd\uc740 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uc77c\uc73c\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc27d\uace0 \ube60\ub974\uba70 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc744 \uc81c\uacf5\ud574 \uc8fc\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc911 \ud558\ub098\uac00 Wav2Vec2<\/strong>\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 Wav2Vec2 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

\ubaa9\ucc28<\/h2>\n
    \n
  1. Wav2Vec2\ub780?<\/li>\n
  2. Wav2Vec2 \uc124\uce58\ud558\uae30<\/li>\n
  3. Wav2Vec2 \ubaa8\ub378 \uc0ac\uc6a9\ud558\uae30<\/li>\n
  4. \uacb0\ub860<\/li>\n<\/ol>\n

    1. Wav2Vec2\ub780?<\/h2>\n

    \n Wav2Vec2\ub294 Facebook AI<\/strong>\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc790\uac00 \uc9c0\ub3c4 \ud559\uc2b5(self-supervised learning) \ubc29\uc2dd\uc744 \uc774\uc6a9\ud558\uc5ec \ub300\ub7c9\uc758 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc74c\uc131\uc758 \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Wav2Vec2\ub294 \uae30\uc874\uc758 \ubaa8\ub378\ubcf4\ub2e4 \ub354\uc6b1 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70, \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc5d0 \ub300\ud55c \uc9c0\uc6d0\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n <\/p>\n

    2. Wav2Vec2 \uc124\uce58\ud558\uae30<\/h2>\n

    \n Wav2Vec2\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \ud06c\uac8c Transformers<\/strong>, Torchaudio<\/strong>, Soundfile<\/strong>\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc544\ub798\uc758 \ub2e8\uacc4\ub97c \ub530\ub77c\uc11c \uc124\uce58\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

    2.1 Python \ud658\uacbd \uc124\uc815<\/h3>\n

    \n Wav2Vec2\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 Python 3.6 \uc774\uc0c1\uc774 \uc124\uce58\ub418\uc5b4 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub9cc\uc57d Python\uc774 \uc124\uce58\ub418\uc5b4 \uc788\uc9c0 \uc54a\ub2e4\uba74 \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8(python.org<\/a>)\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc124\uce58\ud574 \uc8fc\uc138\uc694.\n <\/p>\n

    2.2 \ud544\uc218 \ud328\ud0a4\uc9c0 \uc124\uce58<\/h3>\n
    bash\npip install transformers torchaudio soundfile\n    <\/code><\/pre>\n
    \n        \uc704\uc758 \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub97c \uac04\ud3b8\ud558\uac8c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc124\uce58\uac00 \uc644\ub8cc\ub418\uba74 Wav2Vec2 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc900\ube44\uac00 \uc644\ub8cc\ub429\ub2c8\ub2e4.\n    <\/p>\n
    3. Wav2Vec2 \ubaa8\ub378 \uc0ac\uc6a9\ud558\uae30<\/h2>\n
    \n        \uc774\uc81c \uc124\uce58\uac00 \uc644\ub8cc\ub418\uc5c8\uc73c\ub2c8, Wav2Vec2 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc608\uc81c \ucf54\ub4dc\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
    3.1 \uc608\uc81c \ucf54\ub4dc<\/h3>\n
    python\nimport torch\nfrom transformers import Wav2Vec2ForCTC, Wav2Vec2Processor\n\n# Wav2Vec2 \ud504\ub85c\uc138\uc11c\uc640 \ubaa8\ub378 \ub85c\ub4dc\nprocessor = Wav2Vec2Processor.from_pretrained(\"facebook\/wav2vec2-base-960h\")\nmodel = Wav2Vec2ForCTC.from_pretrained(\"facebook\/wav2vec2-base-960h\")\n\n# \uc624\ub514\uc624 \ud30c\uc77c \ub85c\ub4dc\naudio_input, _ = torchaudio.load(\"path_to_your_audio_file.wav\")\n\n# \uc624\ub514\uc624 \ub370\uc774\ud130\ub97c \ubaa8\ub378\uc5d0 \ub9de\uac8c \uc804\ucc98\ub9ac\ninput_values = processor(audio_input.squeeze().numpy(), return_tensors=\"pt\", padding=\"longest\").input_values\n\n# \ubaa8\ub378 \uc608\uce21\nwith torch.no_grad():\n    logits = model(input_values).logits\n\n# \uac00\uc7a5 \ub192\uc740 \ud655\ub960\uc744 \uac00\uc9c4 \uc778\ub371\uc2a4\ub97c \uc120\ud0dd\npredicted_ids = torch.argmax(logits, dim=-1)\n\n# \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ntranscription = processor.batch_decode(predicted_ids)[0]\nprint(transcription)\n    <\/code><\/pre>\n
    3.2 \ucf54\ub4dc \uc124\uba85<\/h3>\n
    \n        \uc704\uc758 \ucf54\ub4dc\uc5d0\uc11c\ub294 Wav2Vec2 \ud504\ub85c\uc138\uc11c\uc640 \ubaa8\ub378\uc744 \ubd88\ub7ec\uc628 \ud6c4, \uc9c0\uc815\ub41c \uc624\ub514\uc624 \ud30c\uc77c\uc744 \ub85c\ub4dc\ud569\ub2c8\ub2e4. \ub85c\ub4dc\ud55c \uc624\ub514\uc624 \ud30c\uc77c\uc740 \ud150\uc11c \ud615\ud0dc\ub85c \uc804\ucc98\ub9ac\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uac8c \ub429\ub2c8\ub2e4. \ubaa8\ub378\uc744 \ud1b5\ud574 \uc608\uce21\ud55c \ud6c4, \uac00\uc7a5 \ud655\ub960\uc774 \ub192\uc740 \uc778\ub371\uc2a4\ub97c \ucd94\ucd9c\ud558\uc5ec \ucd5c\uc885 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\uac8c \ub429\ub2c8\ub2e4. \uc2e4\uc81c \uc0ac\uc6a9 \uc2dc, \uc790\uc2e0\uc758 \uc624\ub514\uc624 \ud30c\uc77c \uacbd\ub85c\ub85c “path_to_your_audio_file.wav”\ub97c \ubcc0\uacbd\ud574 \uc8fc\uc138\uc694.\n    <\/p>\n
    4. \uacb0\ub860<\/h2>\n
    \n        Wav2Vec2 \ubaa8\ub378\uc740 \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc74c\uc131 \uc778\uc2dd\uc758 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95 \uc911 \ud558\ub098\ub85c, \uc124\uce58 \ubc0f \uc0ac\uc6a9\uc774 \ube44\uad50\uc801 \uac04\ub2e8\ud569\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\ub97c \ud1b5\ud574 \uc74c\uc131 \uc778\uc2dd\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \uc774\ud574\uc640 Wav2Vec2 \uc774\uc6a9 \ubc29\ubc95\uc744 \uc775\ud788\uc168\uae38 \ubc14\ub78d\ub2c8\ub2e4. \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uc55e\uc73c\ub85c\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9 \uac00\ub2a5\uc131\uc5d0 \ub300\ud574\uc11c\ub3c4 \uae30\ub300\ud574 \ubcf4\uc138\uc694.\n    <\/p>\n
    <\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
    \ucd5c\uadfc \uc74c\uc131 \uc778\uc2dd\uc740 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uc77c\uc73c\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc27d\uace0 \ube60\ub974\uba70 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc744 \uc81c\uacf5\ud574 \uc8fc\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc911 \ud558\ub098\uac00 Wav2Vec2\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 Wav2Vec2 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ubaa9\ucc28 Wav2Vec2\ub780? Wav2Vec2 \uc124\uce58\ud558\uae30 Wav2Vec2 \ubaa8\ub378 \uc0ac\uc6a9\ud558\uae30 \uacb0\ub860 1. Wav2Vec2\ub780? Wav2Vec2\ub294 Facebook AI\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc790\uac00 \uc9c0\ub3c4 \ud559\uc2b5(self-supervised learning) … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \ubaa8\ub4c8 \uc124\uce58”<\/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-29640","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, Wav2Vec2 \ubaa8\ub4c8 \uc124\uce58 - \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\/29640\/\" \/>\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, Wav2Vec2 \ubaa8\ub4c8 \uc124\uce58 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uc74c\uc131 \uc778\uc2dd\uc740 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uc77c\uc73c\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc27d\uace0 \ube60\ub974\uba70 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc744 \uc81c\uacf5\ud574 \uc8fc\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc911 \ud558\ub098\uac00 Wav2Vec2\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 Wav2Vec2 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ubaa9\ucc28 Wav2Vec2\ub780? Wav2Vec2 \uc124\uce58\ud558\uae30 Wav2Vec2 \ubaa8\ub378 \uc0ac\uc6a9\ud558\uae30 \uacb0\ub860 1. Wav2Vec2\ub780? 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