{"id":25185,"date":"2024-10-26T09:52:51","date_gmt":"2024-10-26T09:52:51","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25185"},"modified":"2024-11-26T08:02:36","modified_gmt":"2024-11-26T08:02:36","slug":"%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-%ed%8c%a8%eb%94%a9padding","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25185\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ud328\ub529(Padding)"},"content":{"rendered":"<p>\ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uc778\uacf5\uc9c0\ub2a5 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac00\uc838\uc628 \uc911\uc694\ud55c \uc601\uc5ed\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc774\ud574\ud558\uae30 \uc704\ud574 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ub110\ub9ac \uc0ac\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \uc774 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc591\ud55c \uae30\uc220\uacfc \uac1c\ub150\ub4e4\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud2b9\ud788 &#8216;\ud328\ub529(Padding)&#8217;\uc774\ub77c\ub294 \uac1c\ub150\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ub525 \ub7ec\ub2dd\uc758 \uad00\uacc4<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uae30\uacc4\uac00 \ucc98\ub9ac\ud558\uae30 \uc26c\uc6b4 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ube44\uc120\ud615 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \ub9e4\uc6b0 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc2e0\uacbd\ub9dd \uad6c\uc870\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec \uc8fc\uae30 \ub54c\ubb38\uc5d0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>\ub525 \ub7ec\ub2dd\uc758 \uad6c\uc131 \uc694\uc18c<\/h3>\n<p>\ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \ub300\ud45c\uc801\uc778 \uad6c\uc131 \uc694\uc18c\ub85c\ub294 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uacbd\uc6b0, \uc785\ub825\uce35\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc784\ubca0\ub529(embedding)\ud558\uc5ec \uc218\uce58 \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ub54c, \uac01 \ub2e8\uc5b4\ub294 \uace0\uc720\ud55c \uc784\ubca0\ub529 \ubca1\ud130\ub85c \ubcc0\ud658\ub418\uba70, \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ud328\ub529\uc774 \ud544\uc694\ud55c \uc774\uc720<\/h3>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ub9ce\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0\uc11c\ub294 \uc785\ub825 \ub370\uc774\ud130\uc758 \uae38\uc774\uac00 \uc77c\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub2e4\uc591\ud55c \uae38\uc774\uc758 \ubb38\uc7a5\uc744 \ub3d9\uc77c\ud55c \uae38\uc774\ub85c \ub9de\ucd94\uae30 \uc704\ud574 \ud328\ub529\uc774\ub77c\ub294 \uae30\ubc95\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ud328\ub529\uc774\ub780 \uae34 \ubb38\uc7a5\uacfc \uc9e7\uc740 \ubb38\uc7a5\uc744 \ub3d9\uc77c\ud55c \uae38\uc774\ub85c \ub9de\ucd94\uae30 \uc704\ud574 \ud2b9\uc815 \uac12\uc744 \ucd94\uac00\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8220;\ub098\ub294 \uace0\uc591\uc774\ub97c \uc88b\uc544\ud55c\ub2e4&#8221;\ub77c\ub294 \ubb38\uc7a5\uc774 6\uac1c\uc758 \ub2e8\uc5b4\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uace0, &#8220;\ub098\ub294 \uac04\uc2dd\uc744 \uba39\uc5c8\ub2e4&#8221;\ub77c\ub294 \ubb38\uc7a5\uc774 5\uac1c\uc758 \ub2e8\uc5b4\ub85c \uc774\ub8e8\uc5b4\uc84c\ub2e4\uba74, \ub450 \ubb38\uc7a5\uc744 \ub3d9\uc77c\ud55c \uae38\uc774\ub85c \ub9de\ucd94\uae30 \uc704\ud574 \uc9e7\uc740 \ubb38\uc7a5 \ub4a4\uc5d0 &#8216;PAD&#8217; \uac12\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ud328\ub529\uc758 \uc885\ub958<\/h2>\n<p>\ud328\ub529\uc740 \uc8fc\ub85c \ub450 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: &#8216;\uc804\ubc29 \ud328\ub529(Pre-padding)&#8217;\uacfc &#8216;\ud6c4\ubc29 \ud328\ub529(Post-padding)&#8217;.<\/p>\n<h3>\uc804\ubc29 \ud328\ub529(Pre-padding)<\/h3>\n<p>\uc804\ubc29 \ud328\ub529\uc740 \ubb38\uc7a5\uc758 \uc2dc\uc791 \ubd80\ubd84\uc5d0 \ud328\ub529 \uac12\uc744 \ucd94\uac00\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubb38\uc7a5\uc774 &#8216;\ub098\ub294 \uac04\uc2dd\uc744 \uba39\uc5c8\ub2e4&#8217;\ub77c\uace0 \ud55c\ub2e4\uba74, \uc804\ubc29 \ud328\ub529\uc744 \uc801\uc6a9\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc774 \ubcc0\ud658\ub429\ub2c8\ub2e4:<\/p>\n<pre>\n[\"PAD\", \"PAD\", \"PAD\", \"\ub098\ub294\", \"\uac04\uc2dd\uc744\", \"\uba39\uc5c8\ub2e4\"]\n<\/pre>\n<h3>\ud6c4\ubc29 \ud328\ub529(Post-padding)<\/h3>\n<p>\ud6c4\ubc29 \ud328\ub529\uc740 \ubb38\uc7a5\uc758 \ub05d \ubd80\ubd84\uc5d0 \ud328\ub529 \uac12\uc744 \ucd94\uac00\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc704\uc758 \ubb38\uc7a5\uc5d0 \ud6c4\ubc29 \ud328\ub529\uc744 \uc801\uc6a9\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc774 \ub429\ub2c8\ub2e4:<\/p>\n<pre>\n[\"\ub098\ub294\", \"\uac04\uc2dd\uc744\", \"\uba39\uc5c8\ub2e4\", \"PAD\", \"PAD\", \"PAD\"]\n<\/pre>\n<h2>\ud328\ub529\uc758 \uad6c\ud604<\/h2>\n<p>\ud328\ub529\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud55c \ubc29\ubc95\uc740 \ub2e4\uc591\ud55c \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc640 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud1b5\ud574 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ubcf4\ud1b5 Python\uc5d0\uc11c\ub294 TensorFlow\ub098 PyTorch\uc640 \uac19\uc740 \ub525 \ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud328\ub529\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>TensorFlow\uc5d0\uc11c\uc758 \ud328\ub529 \uad6c\ud604<\/h3>\n<pre>\nimport tensorflow as tf\n\n# \uc785\ub825 \ubb38\uc7a5 \uc608\uc2dc\nsentences = [\"\ub098\ub294 \uace0\uc591\uc774\ub97c \uc88b\uc544\ud55c\ub2e4\", \"\ub124\uac00 \uc88b\uc544\ud558\ub294 \uac83\uc740 \ubb34\uc5c7\uc778\uac00?\"]\n\n# \ud1a0\ud070\ud654 \ubc0f \uc815\uc218 \uc778\ucf54\ub529\ntokenizer = tf.keras.preprocessing.text.Tokenizer()\ntokenizer.fit_on_texts(sentences)\nsequences = tokenizer.texts_to_sequences(sentences)\n\n# \ud328\ub529\npadded_sequences = tf.keras.preprocessing.sequence.pad_sequences(sequences, padding='post')\n\nprint(padded_sequences)\n<\/pre>\n<h3>PyTorch\uc5d0\uc11c\uc758 \ud328\ub529 \uad6c\ud604<\/h3>\n<pre>\nimport torch\nfrom torch.nn.utils.rnn import pad_sequence\n\n# \uc785\ub825 \ubb38\uc7a5 \uc608\uc2dc\nsequences = [torch.tensor([1, 2, 3]), torch.tensor([1, 2])]\n\n# \ud328\ub529\npadded_sequences = pad_sequence(sequences, batch_first=True, padding_value=0)\n\nprint(padded_sequences)\n<\/pre>\n<h2>\ud328\ub529\uc758 \uc911\uc694\uc131<\/h2>\n<p>\ud328\ub529\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc77c\uc815\ud55c \uae38\uc774\ub85c \ub9de\ucd94\uc5b4 \uc8fc\uae30 \ub54c\ubb38\uc5d0, \ubaa8\ub378\uc774 \uc548\uc815\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \ubb34\uc5c7\ubcf4\ub2e4\ub3c4 \ud328\ub529\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc758 \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud558\uace0, \uba54\ubaa8\ub9ac \ubc0f \uc131\ub2a5 \uce21\uba74\uc5d0\uc11c \ucd5c\uc801\ud654\ub41c \ucc98\ub9ac\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ub610\ud55c, \ud328\ub529\uc774 \uc798 \uc124\uc815\ub418\uc9c0 \uc54a\uc744 \uacbd\uc6b0 \ubaa8\ub378\uc758 \ud559\uc2b5\uc774 \uc5c9\ub6b1\ud55c \ubc29\ud5a5\uc73c\ub85c \uc9c4\ud589\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub85c \uc778\ud574 \uacfc\uc801\ud569(overfitting) \ud604\uc0c1\uc774\ub098 \uc5b8\ub354\ud53c\ud305(underfitting) \ubb38\uc81c\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ud328\ub529\uc758 Limitations (\ud55c\uacc4)<\/h2>\n<p>\ud328\ub529\uc744 \uc0ac\uc6a9\ud568\uc73c\ub85c\uc368 \uc5bb\ub294 \uc774\uc810\uc774 \ub9ce\uc9c0\ub9cc, \uba87 \uac00\uc9c0 \ub2e8\uc810\ub3c4 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uba3c\uc800, \ud328\ub529\uc744 \ud1b5\ud574 \ub298\uc5b4\ub09c \ub370\uc774\ud130\ub294 \ubaa8\ub378\uc774 \ud559\uc2b5\ud560 \ub54c \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub85c \uc791\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud328\ub529\ub41c \ubd80\ubd84\uc744 \ubaa8\ub378\uc774 \ud559\uc2b5\ud558\uc9c0 \uc54a\ub3c4\ub85d \ucc98\ub9ac\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub9c8\uc2a4\ud06c(mask) \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub9c8\uc2a4\ud06c\ub294 \uc785\ub825 \ub370\uc774\ud130 \uc911 \uc5b4\ub5a4 \ubd80\ubd84\uc774 \ud328\ub529\uac12\uc778\uc9c0 \uc2dd\ubcc4\ud558\uc5ec \uadf8 \ubd80\ubd84\uc5d0 \ub300\ud55c \ud559\uc2b5\uc744 \uc0dd\ub7b5\ud558\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n<h3>\ub9c8\uc2a4\ud0b9\uc758 \uc608<\/h3>\n<pre>\nimport torch\nimport torch.nn as nn\n\n# \uc785\ub825\uacfc \ub9c8\uc2a4\ud06c \uc0dd\uc131\ninput_tensor = torch.tensor([[1, 2, 0], [3, 0, 0]])\nmask = (input_tensor != 0).float()\n\n# \uc608\ub97c \ub4e4\uc5b4, nn.Embedding\uc744 \uc0ac\uc6a9\ud560 \ub54c \ub9c8\uc2a4\ud06c\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\nembedding = nn.Embedding(num_embeddings=10, embedding_dim=3)\noutput = embedding(input_tensor) * mask.unsqueeze(-1)  # \ub9c8\uc2a4\ud06c\ub97c \uacf1\ud558\uc5ec \ud328\ub529\uc774 \uc5c6\ub294 \ubd80\ubd84\ub9cc \ub0a8\uae40\n<\/pre>\n<h2>\uacb0\ub860<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0 \uc788\uc5b4\uc11c \ud328\ub529\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc77c\uc815\ud558\uac8c \ub9de\ucd94\uace0, \uba54\ubaa8\ub9ac\uc640 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud328\ub529 \uae30\ubc95\uacfc \uadf8 \uad6c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uc558\uc73c\uba70, \uac01 \ubc29\ubc95\uc758 \uc7a5\ub2e8\uc810\ub3c4 \ub17c\uc758\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\ub294 \ud328\ub529\uacfc \uac19\uc740 \uae30\ubc95\ub4e4\uc774 \ub354\uc6b1 \ubc1c\uc804\ud558\uace0, \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \ud65c\uc6a9\ub420 \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c, \ud328\ub529\uacfc \ud568\uaed8 \ub2e4\ub978 \uc0ac\uc804 \ucc98\ub9ac \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\ub4e4\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud0d0\uad6c\ud574\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<footer>\n<p>\u00a9 2023 \ube14\ub85c\uadf8 \uac15\uc88c<\/p>\n<\/footer>\n","protected":false},"excerpt":{"rendered":"<p>\ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uc778\uacf5\uc9c0\ub2a5 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac00\uc838\uc628 \uc911\uc694\ud55c \uc601\uc5ed\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc774\ud574\ud558\uae30 \uc704\ud574 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ub110\ub9ac \uc0ac\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \uc774 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc591\ud55c \uae30\uc220\uacfc \uac1c\ub150\ub4e4\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud2b9\ud788 &#8216;\ud328\ub529(Padding)&#8217;\uc774\ub77c\ub294 \uac1c\ub150\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ub525 \ub7ec\ub2dd\uc758 \uad00\uacc4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25185\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 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