... loading data building the model ... train model ... epoch 1, minibatch 10/10, validation error 38.000000 % *** iter 9 / patience 10000 epoch 1, minibatch 10/10, test error of best model 38.400000 % epoch 2, minibatch 10/10, validation error 34.200000 % *** iter 19 / patience 10000 epoch 2, minibatch 10/10, test error of best model 34.600000 % epoch 3, minibatch 10/10, validation error 22.700000 % *** iter 29 / patience 10000 epoch 3, minibatch 10/10, test error of best model 23.300000 % epoch 4, minibatch 10/10, validation error 17.700000 % *** iter 39 / patience 10000 epoch 4, minibatch 10/10, test error of best model 18.400000 % epoch 5, minibatch 10/10, validation error 16.100000 % *** iter 49 / patience 10000 epoch 5, minibatch 10/10, test error of best model 16.600000 % epoch 6, minibatch 10/10, validation error 14.900000 % *** iter 59 / patience 10000 epoch 6, minibatch 10/10, test error of best model 15.100000 % epoch 7, minibatch 10/10, validation error 12.900000 % *** iter 69 / patience 10000 epoch 7, minibatch 10/10, test error of best model 13.800000 % epoch 8, minibatch 10/10, validation error 12.500000 % *** iter 79 / patience 10000 epoch 8, minibatch 10/10, test error of best model 13.000000 % epoch 9, minibatch 10/10, validation error 12.100000 % *** iter 89 / patience 10000 epoch 9, minibatch 10/10, test error of best model 12.000000 % epoch 10, minibatch 10/10, validation error 11.500000 % *** iter 99 / patience 10000 epoch 10, minibatch 10/10, test error of best model 11.800000 % epoch 11, minibatch 10/10, validation error 11.000000 % *** iter 109 / patience 10000 epoch 11, minibatch 10/10, test error of best model 11.700000 % epoch 12, minibatch 10/10, validation error 10.500000 % *** iter 119 / patience 10000 epoch 12, minibatch 10/10, test error of best model 11.200000 % epoch 13, minibatch 10/10, validation error 10.400000 % *** iter 129 / patience 10000 epoch 13, minibatch 10/10, test error of best model 10.900000 % epoch 14, minibatch 10/10, validation error 10.000000 % *** iter 139 / patience 10000 epoch 14, minibatch 10/10, test error of best model 10.600000 % epoch 15, minibatch 10/10, validation error 9.700000 % *** iter 149 / patience 10000 epoch 15, minibatch 10/10, test error of best model 10.400000 % epoch 16, minibatch 10/10, validation error 9.000000 % *** iter 159 / patience 10000 epoch 16, minibatch 10/10, test error of best model 10.000000 % epoch 17, minibatch 10/10, validation error 9.100000 % epoch 18, minibatch 10/10, validation error 8.800000 % *** iter 179 / patience 10000 epoch 18, minibatch 10/10, test error of best model 9.600000 % epoch 19, minibatch 10/10, validation error 8.400000 % *** iter 189 / patience 10000 epoch 19, minibatch 10/10, test error of best model 9.400000 % epoch 20, minibatch 10/10, validation error 7.900000 % *** iter 199 / patience 10000 epoch 20, minibatch 10/10, test error of best model 8.900000 % epoch 21, minibatch 10/10, validation error 7.600000 % *** iter 209 / patience 10000 epoch 21, minibatch 10/10, test error of best model 8.500000 % epoch 22, minibatch 10/10, validation error 7.500000 % *** iter 219 / patience 10000 epoch 22, minibatch 10/10, test error of best model 8.600000 % epoch 23, minibatch 10/10, validation error 7.400000 % *** iter 229 / patience 10000 epoch 23, minibatch 10/10, test error of best model 8.300000 % epoch 24, minibatch 10/10, validation error 7.200000 % *** iter 239 / patience 10000 epoch 24, minibatch 10/10, test error of best model 7.800000 % epoch 25, minibatch 10/10, validation error 7.100000 % *** iter 249 / patience 10000 epoch 25, minibatch 10/10, test error of best model 7.800000 % epoch 26, minibatch 10/10, validation error 7.000000 % *** iter 259 / patience 10000 epoch 26, minibatch 10/10, test error of best model 7.300000 % epoch 27, minibatch 10/10, validation error 6.900000 % *** iter 269 / patience 10000 epoch 27, minibatch 10/10, test error of best model 6.800000 % epoch 28, minibatch 10/10, validation error 6.700000 % *** iter 279 / patience 10000 epoch 28, minibatch 10/10, test error of best model 6.700000 % epoch 29, minibatch 10/10, validation error 6.600000 % *** iter 289 / patience 10000 epoch 29, minibatch 10/10, test error of best model 6.700000 % epoch 30, minibatch 10/10, validation error 6.300000 % *** iter 299 / patience 10000 epoch 30, minibatch 10/10, test error of best model 6.400000 % epoch 31, minibatch 10/10, validation error 6.000000 % *** iter 309 / patience 10000 epoch 31, minibatch 10/10, test error of best model 6.300000 % epoch 32, minibatch 10/10, validation error 5.900000 % *** iter 319 / patience 10000 epoch 32, minibatch 10/10, test error of best model 5.800000 % epoch 33, minibatch 10/10, validation error 5.800000 % *** iter 329 / patience 10000 epoch 33, minibatch 10/10, test error of best model 5.700000 % epoch 34, minibatch 10/10, validation error 5.600000 % *** iter 339 / patience 10000 epoch 34, minibatch 10/10, test error of best model 5.700000 % epoch 35, minibatch 10/10, validation error 5.600000 % epoch 36, minibatch 10/10, validation error 5.500000 % *** iter 359 / patience 10000 epoch 36, minibatch 10/10, test error of best model 5.600000 % epoch 37, minibatch 10/10, validation error 5.400000 % *** iter 369 / patience 10000 epoch 37, minibatch 10/10, test error of best model 5.400000 % epoch 38, minibatch 10/10, validation error 5.300000 % *** iter 379 / patience 10000 epoch 38, minibatch 10/10, test error of best model 5.400000 % epoch 39, minibatch 10/10, validation error 5.300000 % epoch 40, minibatch 10/10, validation error 5.300000 % epoch 41, minibatch 10/10, validation error 5.200000 % *** iter 409 / patience 10000 epoch 41, minibatch 10/10, test error of best model 5.200000 % epoch 42, minibatch 10/10, validation error 5.100000 % *** iter 419 / patience 10000 epoch 42, minibatch 10/10, test error of best model 5.200000 % epoch 43, minibatch 10/10, validation error 5.100000 % epoch 44, minibatch 10/10, validation error 5.100000 % epoch 45, minibatch 10/10, validation error 5.100000 % epoch 46, minibatch 10/10, validation error 5.100000 % epoch 47, minibatch 10/10, validation error 5.100000 % epoch 48, minibatch 10/10, validation error 5.000000 % *** iter 479 / patience 10000 epoch 48, minibatch 10/10, test error of best model 4.600000 % epoch 49, minibatch 10/10, validation error 5.000000 % epoch 50, minibatch 10/10, validation error 5.100000 % epoch 51, minibatch 10/10, validation error 5.000000 % epoch 52, minibatch 10/10, validation error 4.900000 % *** iter 519 / patience 10000 epoch 52, minibatch 10/10, test error of best model 4.500000 % epoch 53, minibatch 10/10, validation error 4.900000 % epoch 54, minibatch 10/10, validation error 4.900000 % epoch 55, minibatch 10/10, validation error 4.900000 % epoch 56, minibatch 10/10, validation error 4.900000 % epoch 57, minibatch 10/10, validation error 4.800000 % *** iter 569 / patience 10000 epoch 57, minibatch 10/10, test error of best model 4.400000 % epoch 58, minibatch 10/10, validation error 4.600000 % *** iter 579 / patience 10000 epoch 58, minibatch 10/10, test error of best model 4.200000 % epoch 59, minibatch 10/10, validation error 4.500000 % *** iter 589 / patience 10000 epoch 59, minibatch 10/10, test error of best model 4.200000 % epoch 60, minibatch 10/10, validation error 4.400000 % *** iter 599 / patience 10000 epoch 60, minibatch 10/10, test error of best model 4.200000 % epoch 61, minibatch 10/10, validation error 4.400000 % epoch 62, minibatch 10/10, validation error 4.300000 % *** iter 619 / patience 10000 epoch 62, minibatch 10/10, test error of best model 4.200000 % epoch 63, minibatch 10/10, validation error 4.300000 % epoch 64, minibatch 10/10, validation error 4.300000 % epoch 65, minibatch 10/10, validation error 4.300000 % epoch 66, minibatch 10/10, validation error 4.200000 % *** iter 659 / patience 10000 epoch 66, minibatch 10/10, test error of best model 4.200000 % epoch 67, minibatch 10/10, validation error 4.200000 % epoch 68, minibatch 10/10, validation error 4.200000 % epoch 69, minibatch 10/10, validation error 4.200000 % epoch 70, minibatch 10/10, validation error 4.200000 % epoch 71, minibatch 10/10, validation error 4.100000 % *** iter 709 / patience 10000 epoch 71, minibatch 10/10, test error of best model 4.000000 % epoch 72, minibatch 10/10, validation error 4.100000 % epoch 73, minibatch 10/10, validation error 4.100000 % epoch 74, minibatch 10/10, validation error 4.000000 % *** iter 739 / patience 10000 epoch 74, minibatch 10/10, test error of best model 4.000000 % epoch 75, minibatch 10/10, validation error 4.000000 % epoch 76, minibatch 10/10, validation error 4.100000 % epoch 77, minibatch 10/10, validation error 4.100000 % epoch 78, minibatch 10/10, validation error 4.100000 % epoch 79, minibatch 10/10, validation error 4.100000 % epoch 80, minibatch 10/10, validation error 3.900000 % *** iter 799 / patience 10000 epoch 80, minibatch 10/10, test error of best model 4.000000 % epoch 81, minibatch 10/10, validation error 3.900000 % epoch 82, minibatch 10/10, validation error 3.800000 % *** iter 819 / patience 10000 epoch 82, minibatch 10/10, test error of best model 3.900000 % epoch 83, minibatch 10/10, validation error 3.800000 % epoch 84, minibatch 10/10, validation error 3.800000 % epoch 85, minibatch 10/10, validation error 3.700000 % *** iter 849 / patience 10000 epoch 85, minibatch 10/10, test error of best model 3.900000 % epoch 86, minibatch 10/10, validation error 3.800000 % epoch 87, minibatch 10/10, validation error 3.700000 % epoch 88, minibatch 10/10, validation error 3.700000 % epoch 89, minibatch 10/10, validation error 3.700000 % epoch 90, minibatch 10/10, validation error 3.700000 % epoch 91, minibatch 10/10, validation error 3.600000 % *** iter 909 / patience 10000 epoch 91, minibatch 10/10, test error of best model 3.700000 % epoch 92, minibatch 10/10, validation error 3.600000 % epoch 93, minibatch 10/10, validation error 3.600000 % epoch 94, minibatch 10/10, validation error 3.500000 % *** iter 939 / patience 10000 epoch 94, minibatch 10/10, test error of best model 3.600000 % epoch 95, minibatch 10/10, validation error 3.500000 % epoch 96, minibatch 10/10, validation error 3.500000 % epoch 97, minibatch 10/10, validation error 3.500000 % epoch 98, minibatch 10/10, validation error 3.500000 % epoch 99, minibatch 10/10, validation error 3.500000 % epoch 100, minibatch 10/10, validation error 3.500000 % epoch 101, minibatch 10/10, validation error 3.500000 % epoch 102, minibatch 10/10, validation error 3.500000 % epoch 103, minibatch 10/10, validation error 3.500000 % epoch 104, minibatch 10/10, validation error 3.500000 % epoch 105, minibatch 10/10, validation error 3.500000 % epoch 106, minibatch 10/10, validation error 3.500000 % epoch 107, minibatch 10/10, validation error 3.400000 % *** iter 1069 / patience 10000 epoch 107, minibatch 10/10, test error of best model 3.300000 % epoch 108, minibatch 10/10, validation error 3.400000 % epoch 109, minibatch 10/10, validation error 3.400000 % epoch 110, minibatch 10/10, validation error 3.400000 % epoch 111, minibatch 10/10, validation error 3.400000 % epoch 112, minibatch 10/10, validation error 3.400000 % epoch 113, minibatch 10/10, validation error 3.400000 % epoch 114, minibatch 10/10, validation error 3.400000 % epoch 115, minibatch 10/10, validation error 3.400000 % epoch 116, minibatch 10/10, validation error 3.400000 % epoch 117, minibatch 10/10, validation error 3.400000 % epoch 118, minibatch 10/10, validation error 3.300000 % *** iter 1179 / patience 10000 epoch 118, minibatch 10/10, test error of best model 3.200000 % epoch 119, minibatch 10/10, validation error 3.300000 % epoch 120, minibatch 10/10, validation error 3.300000 % epoch 121, minibatch 10/10, validation error 3.300000 % epoch 122, minibatch 10/10, validation error 3.300000 % epoch 123, minibatch 10/10, validation error 3.200000 % *** iter 1229 / patience 10000 epoch 123, minibatch 10/10, test error of best model 3.200000 % epoch 124, minibatch 10/10, validation error 3.200000 % epoch 125, minibatch 10/10, validation error 3.200000 % epoch 126, minibatch 10/10, validation error 3.200000 % epoch 127, minibatch 10/10, validation error 3.200000 % epoch 128, minibatch 10/10, validation error 3.200000 % epoch 129, minibatch 10/10, validation error 3.200000 % epoch 130, minibatch 10/10, validation error 3.100000 % *** iter 1299 / patience 10000 epoch 130, minibatch 10/10, test error of best model 3.100000 % epoch 131, minibatch 10/10, validation error 3.100000 % epoch 132, minibatch 10/10, validation error 3.100000 % epoch 133, minibatch 10/10, validation error 3.100000 % epoch 134, minibatch 10/10, validation error 3.100000 % epoch 135, minibatch 10/10, validation error 3.100000 % epoch 136, minibatch 10/10, validation error 3.100000 % epoch 137, minibatch 10/10, validation error 3.100000 % epoch 138, minibatch 10/10, validation error 3.100000 % epoch 139, minibatch 10/10, validation error 3.100000 % epoch 140, minibatch 10/10, validation error 3.100000 % epoch 141, minibatch 10/10, validation error 3.100000 % epoch 142, minibatch 10/10, validation error 3.100000 % epoch 143, minibatch 10/10, validation error 3.200000 % epoch 144, minibatch 10/10, validation error 3.200000 % epoch 145, minibatch 10/10, validation error 3.200000 % epoch 146, minibatch 10/10, validation error 3.200000 % epoch 147, minibatch 10/10, validation error 3.200000 % epoch 148, minibatch 10/10, validation error 3.200000 % epoch 149, minibatch 10/10, validation error 3.200000 % epoch 150, minibatch 10/10, validation error 3.200000 % epoch 151, minibatch 10/10, validation error 3.200000 % epoch 152, minibatch 10/10, validation error 3.200000 % epoch 153, minibatch 10/10, validation error 3.100000 % epoch 154, minibatch 10/10, validation error 3.100000 % epoch 155, minibatch 10/10, validation error 3.100000 % epoch 156, minibatch 10/10, validation error 3.200000 % epoch 157, minibatch 10/10, validation error 3.200000 % epoch 158, minibatch 10/10, validation error 3.200000 % epoch 159, minibatch 10/10, validation error 3.200000 % epoch 160, minibatch 10/10, validation error 3.200000 % epoch 161, minibatch 10/10, validation error 3.200000 % epoch 162, minibatch 10/10, validation error 3.200000 % epoch 163, minibatch 10/10, validation error 3.200000 % epoch 164, minibatch 10/10, validation error 3.200000 % epoch 165, minibatch 10/10, validation error 3.200000 % epoch 166, minibatch 10/10, validation error 3.200000 % epoch 167, minibatch 10/10, validation error 3.200000 % epoch 168, minibatch 10/10, validation error 3.200000 % epoch 169, minibatch 10/10, validation error 3.100000 % epoch 170, minibatch 10/10, validation error 3.100000 % epoch 171, minibatch 10/10, validation error 3.100000 % epoch 172, minibatch 10/10, validation error 3.100000 % epoch 173, minibatch 10/10, validation error 3.100000 % epoch 174, minibatch 10/10, validation error 3.100000 % epoch 175, minibatch 10/10, validation error 3.100000 % epoch 176, minibatch 10/10, validation error 3.100000 % epoch 177, minibatch 10/10, validation error 3.100000 % epoch 178, minibatch 10/10, validation error 3.100000 % epoch 179, minibatch 10/10, validation error 3.100000 % epoch 180, minibatch 10/10, validation error 3.100000 % epoch 181, minibatch 10/10, validation error 3.100000 % epoch 182, minibatch 10/10, validation error 3.100000 % epoch 183, minibatch 10/10, validation error 3.100000 % epoch 184, minibatch 10/10, validation error 3.100000 % epoch 185, minibatch 10/10, validation error 3.100000 % epoch 186, minibatch 10/10, validation error 3.100000 % epoch 187, minibatch 10/10, validation error 3.100000 % epoch 188, minibatch 10/10, validation error 3.100000 % epoch 189, minibatch 10/10, validation error 3.100000 % epoch 190, minibatch 10/10, validation error 3.000000 % *** iter 1899 / patience 10000 epoch 190, minibatch 10/10, test error of best model 2.900000 % epoch 191, minibatch 10/10, validation error 3.000000 % epoch 192, minibatch 10/10, validation error 3.000000 % epoch 193, minibatch 10/10, validation error 3.000000 % epoch 194, minibatch 10/10, validation error 3.000000 % epoch 195, minibatch 10/10, validation error 3.000000 % epoch 196, minibatch 10/10, validation error 3.000000 % epoch 197, minibatch 10/10, validation error 3.000000 % epoch 198, minibatch 10/10, validation error 3.000000 % epoch 199, minibatch 10/10, validation error 3.000000 % epoch 200, minibatch 10/10, validation error 3.000000 % Optimization complete. Best validation score of 3.000000 % obtained at iteration 1900, with test performance 2.900000 % Ran for 119.10m