{"id":3224,"date":"2019-10-19T21:49:51","date_gmt":"2019-10-19T12:49:51","guid":{"rendered":"https:\/\/now0930.pe.kr\/wordpress\/?p=3224"},"modified":"2019-10-27T14:07:50","modified_gmt":"2019-10-27T05:07:50","slug":"keras%eb%a1%9c-%ed%82%a4%ec%9b%8c%eb%93%9c-%eb%b6%84%ec%84%9d51-5","status":"publish","type":"post","link":"https:\/\/now0930.pe.kr\/wordpress\/keras%eb%a1%9c-%ed%82%a4%ec%9b%8c%eb%93%9c-%eb%b6%84%ec%84%9d51-5\/","title":{"rendered":"keras\ub85c \ud0a4\uc6cc\ub4dc \ubd84\uc11d((5+1)\/5)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\uc815\ub9d0 \uac04\ub2e8\ud55c LSTM\uc73c\ub85c \uc815\ud655\ub3c4 80%\ub300\uae4c\uc9c0 \uc62c\ub838\ub2e4. 23,000\uac1c \ub370\uc774\ud130\ub97c 7,000\ubc88 \ud559\uc2b5\uc2dc\uacbc\ub2e4. \uc815\ud655\ud558\uac8c \ud558\ub824\uba74 \ubaa8\ub4e0 \uce74\ud14c\uace0\ub9ac \ub370\uc774\ud130\ub97c \ub3d9\uc77c\ud558\uac8c \ub9de\ucd94\uace0, \ub0b4\ubd80 \ud0dc\uadf8\ub97c \uc815\ud655\ud558\uac8c \uc815\ub9ac\ud574\uc57c \ud558\ub294\ub370 \uc2dc\uac04\uc5c6\uc5b4 \ud558\uc9c0 \ubabb\ud588\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"314\" data-enlighter-title=\"\" data-enlighter-group=\"\">[21:33:28]>cat process | head -100\n\ub85c\ub4dc\ud55c \ubaa8\ub378 vocab \ucd5c\ub300\uac12\uc740 2611\n\ub85c\ub4dc\ud55c \ubaa8\ub378 vectror \ud06c\uae30\ub294 5\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\nModel: \"sequential_1\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nembedding_1 (Embedding)      (None, 10, 5)             13055     \n_________________________________________________________________\nlstm_1 (LSTM)                (None, 32)                4864      \n_________________________________________________________________\ndropout_1 (Dropout)          (None, 32)                0         \n_________________________________________________________________\ndense_1 (Dense)              (None, 16)                528       \n_________________________________________________________________\ndropout_2 (Dropout)          (None, 16)                0         \n_________________________________________________________________\ndense_2 (Dense)              (None, 9)                 153       \n=================================================================\nTotal params: 18,600\nTrainable params: 5,545\nNon-trainable params: 13,055\n_________________________________________________________________\nTrain on 18757 samples, validate on 4690 samples\nEpoch 1\/1000\n - 5s - loss: 2.1842 - acc: 0.0887 - val_loss: 2.1683 - val_acc: 0.0908\nEpoch 00001: acc improved from -inf to 0.08866, saving model to .\/saved_network_weightv2.h5\nEpoch 2\/1000\n - 4s - loss: 2.1073 - acc: 0.1674 - val_loss: 2.1181 - val_acc: 0.2066\nEpoch 00002: acc improved from 0.08866 to 0.16735, saving model to .\/saved_network_weightv2.h5\nEpoch 3\/1000\n - 4s - loss: 2.0133 - acc: 0.2660 - val_loss: 2.0448 - val_acc: 0.2652\nEpoch 02019: acc improved from 0.88084 to 0.88122, saving model to .\/saved_network_weightv2.h5\nEpoch 02129: acc improved from 0.88122 to 0.88218, saving model to .\/saved_network_weightv2.h5\nEpoch 02190: acc improved from 0.88218 to 0.88292, saving model to .\/saved_network_weightv2.h5\nEpoch 02542: acc improved from 0.88292 to 0.88394, saving model to .\/saved_network_weightv2.h5\nEpoch 02805: acc improved from 0.88394 to 0.88426, saving model to .\/saved_network_weightv2.h5\nEpoch 02928: acc improved from 0.88426 to 0.88474, saving model to .\/saved_network_weightv2.h5\nEpoch 03050: acc improved from 0.88474 to 0.88607, saving model to .\/saved_network_weightv2.h5\nEpoch 03836: acc improved from 0.88607 to 0.88650, saving model to .\/saved_network_weightv2.h5\nEpoch 03940: acc improved from 0.88650 to 0.88762, saving model to .\/saved_network_weightv2.h5\nEpoch 04337: acc improved from 0.88762 to 0.88810, saving model to .\/saved_network_weightv2.h5\n<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc804\uc5d0 \ud14d\uc2a4\ud2b8 0\uc774 \uc778\ub371\uc2a4 \ubc88\ud638 47\ubc88\uc778\uac00 \uadf8\ub7ac\ub2e4. \uc544\ubb34\ub798\ub3c4 \uc774\uc0c1\ud558\uc5ec \ud655\uc774\ud574\ubcf4\ub2c8 zero padding\uc5d0\ub294 0\uc73c\ub85c \ub123\uc5c8\ub2e4. 0\uc744 \uc22b\uc790\ub85c \ucc98\ub9ac\ud560\uc9c0, zero padding \uac12\uc73c\ub85c \ucc98\ub9ac\ud560 \uc9c0 \uacb0\uc815\ud574\uc57c \ud55c\ub2e4. \uc77c\ub2e8 \uac80\uc99d\ud560 \uacbd\uc6b0\uc5d0\ub294 0\uc744 \uac15\uc81c\ub85c \uc785\ub825\ud588\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', 'YD', '4', 'PIN', 'SHIFT', '1', '\uc804\uc9c4', '\ub2e8', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 0.87\ud655\uc728\ub85c [4]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nYD\n1\n[69, 1]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n4\n11\n[69, 1, 11]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n10\n21\n[69, 1, 11, 21]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nST\n0\n[69, 1, 11, 21, 0]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nPIN\n154\n[69, 1, 11, 21, 0, 154]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ud6c4\uc9c4\n42\n[69, 1, 11, 21, 0, 154, 42]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ub2e8\n13\n[69, 1, 11, 21, 0, 154, 42, 13]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 1, 11, 21, 0, 154, 42, 13, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 1, 11, 21, 0, 154, 42, 13, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', 'YD', '4', '10', 'ST', 'PIN', '\ud6c4\uc9c4', '\ub2e8', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 0.84\ud655\uc728\ub85c [4]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nOTR\n91\n[69, 91]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ub799\n28\n[69, 91, 28]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n10\n21\n[69, 91, 28, 21]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ubc88\ubc29\n121\n[69, 91, 28, 21, 121]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ucc28\uc885\n6\n[69, 91, 28, 21, 121, 6]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n20\n51\n[69, 91, 28, 21, 121, 6, 51]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc774\uc0c1\n8\n[69, 91, 28, 21, 121, 6, 51, 8]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 91, 28, 21, 121, 6, 51, 8, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 91, 28, 21, 121, 6, 51, 8, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', 'OTR', '\ub799', '10', '\ubc88\ubc29', '\ucc28\uc885', '20', '\uc774\uc0c1', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [5]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n70\n36\n[69, 36]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nST\n0\n[69, 36, 0]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc8fc\ubcc0\n292\n[69, 36, 0, 292]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc124\ube44\n322\n[69, 36, 0, 292, 322]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ube44\uc0c1\n63\n[69, 36, 0, 292, 322, 63]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc815\uc9c0\n73\n[69, 36, 0, 292, 322, 63, 73]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 36, 0, 292, 322, 63, 73, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 0, 292, 322, 63, 73, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 0, 292, 322, 63, 73, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '70', 'ST', '\uc8fc\ubcc0', '\uc124\ube44', '\ube44\uc0c1', '\uc815\uc9c0', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [2]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ubcf4\uc870\uc81c\uc5b4\n\ub9ac\uc2a4\ud2b8\uc5d0 \uc5c6\ub294 \ub2e8\uc5b4 \uc785\ub825\ud568. \ub2e4\uc2dc \uc785\ub825\ud558\uc138\uc694\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ubcf4\uc870\n26\n[69, 26]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc81c\uc5b4\n38\n[69, 26, 38]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nGP\n228\n[69, 26, 38, 228]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ub3d9\uc791\n29\n[69, 26, 38, 228, 29]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc120\ud0dd\n14\n[69, 26, 38, 228, 29, 14]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n16\n448\n[69, 26, 38, 228, 29, 14, 448]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 26, 38, 228, 29, 14, 448, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 26, 38, 228, 29, 14, 448, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 26, 38, 228, 29, 14, 448, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '\ubcf4\uc870', '\uc81c\uc5b4', 'GP', '\ub3d9\uc791', '\uc120\ud0dd', '16', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [0]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n70\n36\n[69, 36]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nRH\n9\n[69, 36, 9]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ud53c\ub354\n457\n[69, 36, 9, 457]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc804\ud6c4\uc9c4\n\ub9ac\uc2a4\ud2b8\uc5d0 \uc5c6\ub294 \ub2e8\uc5b4 \uc785\ub825\ud568. \ub2e4\uc2dc \uc785\ub825\ud558\uc138\uc694\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nLS\n75\n[69, 36, 9, 457, 75]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc774\uc0c1\n8\n[69, 36, 9, 457, 75, 8]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '70', 'RH', '\ud53c\ub354', 'LS', '\uc774\uc0c1', 'ZERO!!', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [5]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n80\n209\n[69, 209]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nLH\n5\n[69, 209, 5]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uce74\uc6b8\n\ub9ac\uc2a4\ud2b8\uc5d0 \uc5c6\ub294 \ub2e8\uc5b4 \uc785\ub825\ud568. \ub2e4\uc2dc \uc785\ub825\ud558\uc138\uc694\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nPIN\n154\n[69, 209, 5, 154]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nLS\n75\n[69, 209, 5, 154, 75]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc774\uc0c1\n8\n[69, 209, 5, 154, 75, 8]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '80', 'LH', 'PIN', 'LS', '\uc774\uc0c1', 'ZERO!!', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [5]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n60\n134\n[69, 134]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nRH\n9\n[69, 134, 9]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nCAM\n179\n[69, 134, 9, 179]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nYD\n1\n[69, 134, 9, 179, 1]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc81c\ud488\n50\n[69, 134, 9, 179, 1, 50]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uac10\uc9c0\n53\n[69, 134, 9, 179, 1, 50, 53]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n1\n7\n[69, 134, 9, 179, 1, 50, 53, 7]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 134, 9, 179, 1, 50, 53, 7, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 134, 9, 179, 1, 50, 53, 7, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '60', 'RH', 'CAM', 'YD', '\uc81c\ud488', '\uac10\uc9c0', '1', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [6]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\uc815\ub9d0 \uac04\ub2e8\ud55c LSTM\uc73c\ub85c \uc815\ud655\ub3c4 80%\ub300\uae4c\uc9c0 \uc62c\ub838\ub2e4. 23,000\uac1c \ub370\uc774\ud130\ub97c 7,000\ubc88 \ud559\uc2b5\uc2dc\uacbc\ub2e4. \uc815\ud655\ud558\uac8c \ud558\ub824\uba74 \ubaa8\ub4e0 \uce74\ud14c\uace0\ub9ac \ub370\uc774\ud130\ub97c \ub3d9\uc77c\ud558\uac8c \ub9de\ucd94\uace0, \ub0b4\ubd80 \ud0dc\uadf8\ub97c \uc815\ud655\ud558\uac8c \uc815\ub9ac\ud574\uc57c \ud558\ub294\ub370 \uc2dc\uac04\uc5c6\uc5b4 \ud558\uc9c0 \ubabb\ud588\ub2e4. \uc804\uc5d0 \ud14d\uc2a4\ud2b8 0\uc774 \uc778\ub371\uc2a4 \ubc88\ud638 47\ubc88\uc778\uac00 \uadf8\ub7ac\ub2e4. \uc544\ubb34\ub798\ub3c4 \uc774\uc0c1\ud558\uc5ec \ud655\uc774\ud574\ubcf4\ub2c8 zero padding\uc5d0\ub294 0\uc73c\ub85c \ub123\uc5c8\ub2e4. 0\uc744 \uc22b\uc790\ub85c \ucc98\ub9ac\ud560\uc9c0, zero padding \uac12\uc73c\ub85c \ucc98\ub9ac\ud560 \uc9c0 \uacb0\uc815\ud574\uc57c \ud55c\ub2e4. \uc77c\ub2e8 \uac80\uc99d\ud560 \uacbd\uc6b0\uc5d0\ub294 0\uc744 \uac15\uc81c\ub85c 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