usage: cnocr_train.py [-h] [--emb_model_type {conv,conv-lite,densenet,densenet-lite}] [--seq_model_type {lstm,gru,fc}] [--data_root DATA_ROOT] [--train_file TRAIN_FILE] [--test_file TEST_FILE] [--use_train_image_aug] [--gpu GPU] [--optimizer OPTIMIZER] [--epoch EPOCH] [--load_epoch LOAD_EPOCH] [--lr LR] [--wd WD] [--clip_gradient CLIP_GRADIENT] [--prefix PREFIX] cnocr_train.py: error: unrecognized arguments: --model_name densenet-lite-lstm usage: cnocr_train.py [-h] [--emb_model_type {conv,conv-lite,densenet,densenet-lite}] [--seq_model_type {lstm,gru,fc}] [--data_root DATA_ROOT] [--train_file TRAIN_FILE] [--test_file TEST_FILE] [--use_train_image_aug] [--gpu GPU] [--optimizer OPTIMIZER] [--epoch EPOCH] [--load_epoch LOAD_EPOCH] [--lr LR] [--wd WD] [--clip_gradient CLIP_GRADIENT] [--prefix PREFIX] cnocr_train.py: error: unrecognized arguments: --model_name densenet-lite-lstm 2020-04-07 15:49:02,398 Using 1 threads for decoding... 2020-04-07 15:49:02,398 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-07 15:49:02,398 GrayImageIter: loading recordio /dev/data/jinlong/data/lst/cnocr_train.rec... Traceback (most recent call last): File "scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 136, in train_cnocr hp, args.train_file, args.test_file, args.use_train_image_aug File "scripts/cnocr_train.py", line 188, in _gen_iters aug_list=augs, File "/root/jinlong/cnocr/cnocr/data_utils/data_iter.py", line 322, in __init__ super(GrayImageIter, self).__init__(batch_size, data_shape, data_name='data', label_name='label', **kwargs) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/image/image.py", line 1211, in __init__ self.imgrec = recordio.MXIndexedRecordIO(path_imgidx, path_imgrec, 'r') File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/recordio.py", line 245, in __init__ super(MXIndexedRecordIO, self).__init__(uri, flag) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/recordio.py", line 71, in __init__ self.open() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/recordio.py", line 248, in open super(MXIndexedRecordIO, self).open() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/recordio.py", line 79, in open check_call(_LIB.MXRecordIOReaderCreate(self.uri, ctypes.byref(self.handle))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [15:49:02] src/io/local_filesys.cc:209: Check failed: allow_null: LocalFileSystem::Open "/dev/data/jinlong/data/lst/cnocr_train.rec": No such file or directory Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x41044a8) [0x7f0d7d2f14a8] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x40fbe1a) [0x7f0d7d2e8e1a] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(MXRecordIOReaderCreate+0x2d) [0x7f0d7c90607d] [bt] (3) /usr/lib/x86_64-linux-gnu/libffi.so.6(ffi_call_unix64+0x4c) [0x7f0e325a8dae] [bt] (4) /usr/lib/x86_64-linux-gnu/libffi.so.6(ffi_call+0x22f) [0x7f0e325a871f] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/lib-dynload/_ctypes.cpython-36m-x86_64-linux-gnu.so(_ctypes_callproc+0x2b4) [0x7f0e327bc5c4] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/lib-dynload/_ctypes.cpython-36m-x86_64-linux-gnu.so(+0x11c33) [0x7f0e327bcc33] [bt] (7) python(_PyObject_FastCallKeywords+0x19c) [0x5aa69c] [bt] (8) python() [0x50ab53] 2020-04-07 15:50:04,091 Using 1 threads for decoding... 2020-04-07 15:50:04,092 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-07 15:50:04,092 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-07 15:50:14,010 Using 1 threads for decoding... 2020-04-07 15:50:14,011 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-07 15:50:14,011 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-07 15:50:14,762 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0005.params [15:50:27] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-07 15:51:00,947 Epoch[5] Batch [0-50] Speed: 239.62 samples/sec accuracy=0.942862 2020-04-07 15:51:27,291 Epoch[5] Batch [50-100] Speed: 242.94 samples/sec accuracy=0.937500 2020-04-07 15:51:53,297 Epoch[5] Batch [100-150] Speed: 246.10 samples/sec accuracy=0.944531 2020-04-07 15:52:19,362 Epoch[5] Batch [150-200] Speed: 245.54 samples/sec accuracy=0.939063 2020-04-07 15:52:45,433 Epoch[5] Batch [200-250] Speed: 245.48 samples/sec accuracy=0.944844 2020-04-07 15:53:11,446 Epoch[5] Batch [250-300] Speed: 246.03 samples/sec accuracy=0.941250 2020-04-07 15:53:37,772 Epoch[5] Batch [300-350] Speed: 243.11 samples/sec accuracy=0.940781 2020-04-07 15:54:04,133 Epoch[5] Batch [350-400] Speed: 242.78 samples/sec accuracy=0.940781 2020-04-07 15:54:30,118 Epoch[5] Batch [400-450] Speed: 246.30 samples/sec accuracy=0.946406 2020-04-07 15:54:56,044 Epoch[5] Batch [450-500] Speed: 246.86 samples/sec 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2020-04-07 17:17:28,353 Epoch[5] Batch [9950-10000] Speed: 240.01 samples/sec accuracy=0.941562 2020-04-07 17:17:55,017 Epoch[5] Batch [10000-10050] Speed: 240.03 samples/sec accuracy=0.942969 2020-04-07 17:18:21,677 Epoch[5] Batch [10050-10100] Speed: 240.06 samples/sec accuracy=0.940000 2020-04-07 17:18:48,705 Epoch[5] Batch [10100-10150] Speed: 236.79 samples/sec accuracy=0.942656 2020-04-07 17:19:15,338 Epoch[5] Batch [10150-10200] Speed: 240.30 samples/sec accuracy=0.942813 2020-04-07 17:19:41,856 Epoch[5] Batch [10200-10250] Speed: 241.35 samples/sec accuracy=0.942813 2020-04-07 17:20:08,769 Epoch[5] Batch [10250-10300] Speed: 237.80 samples/sec accuracy=0.942344 2020-04-07 17:20:35,520 Epoch[5] Batch [10300-10350] Speed: 239.25 samples/sec accuracy=0.944375 2020-04-07 17:21:02,134 Epoch[5] Batch [10350-10400] Speed: 240.47 samples/sec accuracy=0.947656 2020-04-07 17:21:28,813 Epoch[5] Batch [10400-10450] Speed: 239.89 samples/sec accuracy=0.942969 2020-04-07 17:21:55,987 Epoch[5] Batch [10450-10500] Speed: 235.52 samples/sec accuracy=0.943906 2020-04-07 17:22:22,822 Epoch[5] Batch [10500-10550] Speed: 238.50 samples/sec accuracy=0.938750 2020-04-07 17:22:51,588 Epoch[5] Batch [10550-10600] Speed: 222.49 samples/sec accuracy=0.935312 2020-04-07 17:23:23,254 Epoch[5] Batch [10600-10650] Speed: 202.11 samples/sec accuracy=0.943906 2020-04-07 17:23:54,930 Epoch[5] Batch [10650-10700] Speed: 202.04 samples/sec accuracy=0.946094 2020-04-07 17:24:26,439 Epoch[5] Batch [10700-10750] Speed: 203.12 samples/sec accuracy=0.938906 2020-04-07 17:24:58,053 Epoch[5] Batch [10750-10800] Speed: 202.44 samples/sec accuracy=0.944688 2020-04-07 17:25:29,628 Epoch[5] Batch [10800-10850] Speed: 202.69 samples/sec accuracy=0.944063 2020-04-07 17:26:01,305 Epoch[5] Batch [10850-10900] Speed: 202.04 samples/sec accuracy=0.941875 2020-04-07 17:26:30,472 Epoch[5] Batch [10900-10950] Speed: 219.42 samples/sec accuracy=0.942187 2020-04-07 17:26:57,752 Epoch[5] Batch [10950-11000] Speed: 234.60 samples/sec accuracy=0.943750 2020-04-07 17:27:29,285 Epoch[5] Batch [11000-11050] Speed: 202.97 samples/sec accuracy=0.939219 2020-04-07 17:28:00,706 Epoch[5] Batch [11050-11100] Speed: 203.69 samples/sec accuracy=0.939375 2020-04-07 17:28:32,071 Epoch[5] Batch [11100-11150] Speed: 204.05 samples/sec accuracy=0.937813 2020-04-07 17:29:03,445 Epoch[5] Batch [11150-11200] Speed: 203.99 samples/sec accuracy=0.941250 2020-04-07 17:29:35,216 Epoch[5] Batch [11200-11250] Speed: 201.45 samples/sec accuracy=0.941406 2020-04-07 17:30:04,490 Epoch[5] Batch [11250-11300] Speed: 218.63 samples/sec accuracy=0.947344 2020-04-07 17:30:32,476 Epoch[5] Batch [11300-11350] Speed: 228.68 samples/sec accuracy=0.938594 2020-04-07 17:31:04,229 Epoch[5] Batch [11350-11400] Speed: 201.56 samples/sec accuracy=0.946094 2020-04-07 17:31:35,985 Epoch[5] Batch [11400-11450] Speed: 201.54 samples/sec accuracy=0.943125 2020-04-07 17:32:07,751 Epoch[5] Batch [11450-11500] Speed: 201.48 samples/sec accuracy=0.941875 2020-04-07 17:32:39,987 Epoch[5] Batch [11500-11550] Speed: 198.53 samples/sec accuracy=0.944219 2020-04-07 17:33:11,765 Epoch[5] Batch [11550-11600] Speed: 201.40 samples/sec accuracy=0.940625 2020-04-07 17:33:43,441 Epoch[5] Batch [11600-11650] Speed: 202.05 samples/sec accuracy=0.947500 2020-04-07 17:34:15,112 Epoch[5] Batch [11650-11700] Speed: 202.08 samples/sec accuracy=0.942344 2020-04-07 17:34:46,956 Epoch[5] Batch [11700-11750] Speed: 200.98 samples/sec accuracy=0.937969 2020-04-07 17:35:18,757 Epoch[5] Batch [11750-11800] Speed: 201.25 samples/sec accuracy=0.935312 2020-04-07 17:35:50,468 Epoch[5] Batch [11800-11850] Speed: 201.82 samples/sec accuracy=0.938281 2020-04-07 17:36:22,400 Epoch[5] Batch [11850-11900] Speed: 200.43 samples/sec accuracy=0.942969 2020-04-07 17:36:54,557 Epoch[5] Batch [11900-11950] Speed: 199.02 samples/sec accuracy=0.939531 2020-04-07 17:37:26,225 Epoch[5] Batch [11950-12000] Speed: 202.10 samples/sec accuracy=0.940625 2020-04-07 17:37:58,029 Epoch[5] Batch [12000-12050] Speed: 201.24 samples/sec accuracy=0.941406 2020-04-07 17:38:29,851 Epoch[5] Batch [12050-12100] Speed: 201.12 samples/sec accuracy=0.942656 2020-04-07 17:39:01,684 Epoch[5] Batch [12100-12150] Speed: 201.05 samples/sec accuracy=0.946406 2020-04-07 17:39:33,335 Epoch[5] Batch [12150-12200] Speed: 202.20 samples/sec accuracy=0.942344 2020-04-07 17:40:05,179 Epoch[5] Batch [12200-12250] Speed: 200.98 samples/sec accuracy=0.943281 2020-04-07 17:40:37,005 Epoch[5] Batch [12250-12300] Speed: 201.10 samples/sec accuracy=0.942500 2020-04-07 17:41:08,958 Epoch[5] Batch [12300-12350] Speed: 200.29 samples/sec accuracy=0.940625 2020-04-07 17:41:40,638 Epoch[5] Batch [12350-12400] Speed: 202.03 samples/sec accuracy=0.940156 2020-04-07 17:42:12,473 Epoch[5] Batch [12400-12450] Speed: 201.03 samples/sec accuracy=0.942656 2020-04-07 17:42:44,205 Epoch[5] Batch [12450-12500] Speed: 201.69 samples/sec accuracy=0.944063 2020-04-07 17:43:15,873 Epoch[5] Batch [12500-12550] Speed: 202.10 samples/sec accuracy=0.942969 2020-04-07 17:43:47,918 Epoch[5] Batch [12550-12600] Speed: 199.72 samples/sec accuracy=0.941562 2020-04-07 17:44:19,187 Epoch[5] Batch [12600-12650] Speed: 204.68 samples/sec accuracy=0.938750 2020-04-07 17:44:51,127 Epoch[5] Batch [12650-12700] Speed: 200.38 samples/sec accuracy=0.938281 2020-04-07 17:45:22,805 Epoch[5] Batch [12700-12750] Speed: 202.03 samples/sec accuracy=0.946250 2020-04-07 17:45:54,488 Epoch[5] Batch [12750-12800] Speed: 202.00 samples/sec accuracy=0.942187 2020-04-07 17:46:26,373 Epoch[5] Batch [12800-12850] Speed: 200.72 samples/sec accuracy=0.939063 2020-04-07 17:46:58,149 Epoch[5] Batch [12850-12900] Speed: 201.41 samples/sec accuracy=0.944844 2020-04-07 17:47:30,142 Epoch[5] Batch [12900-12950] Speed: 200.04 samples/sec accuracy=0.946719 2020-04-07 17:48:01,935 Epoch[5] Batch [12950-13000] Speed: 201.30 samples/sec accuracy=0.944219 2020-04-07 17:48:33,737 Epoch[5] Batch [13000-13050] Speed: 201.25 samples/sec accuracy=0.944688 2020-04-07 17:49:05,350 Epoch[5] Batch [13050-13100] Speed: 202.45 samples/sec accuracy=0.946094 2020-04-07 17:49:37,257 Epoch[5] Batch [13100-13150] Speed: 200.59 samples/sec accuracy=0.935469 2020-04-07 17:50:08,907 Epoch[5] Batch [13150-13200] Speed: 202.21 samples/sec accuracy=0.937813 2020-04-07 17:50:40,693 Epoch[5] Batch [13200-13250] Speed: 201.34 samples/sec accuracy=0.942656 2020-04-07 17:51:12,370 Epoch[5] Batch [13250-13300] Speed: 202.04 samples/sec accuracy=0.942344 2020-04-07 17:51:44,261 Epoch[5] Batch [13300-13350] Speed: 200.69 samples/sec accuracy=0.945312 2020-04-07 17:52:16,017 Epoch[5] Batch [13350-13400] Speed: 201.54 samples/sec accuracy=0.941094 2020-04-07 17:52:48,458 Epoch[5] Batch [13400-13450] Speed: 197.28 samples/sec accuracy=0.941406 2020-04-07 17:53:20,105 Epoch[5] Batch [13450-13500] Speed: 202.23 samples/sec accuracy=0.941719 2020-04-07 17:53:51,759 Epoch[5] Batch [13500-13550] Speed: 202.19 samples/sec accuracy=0.938281 2020-04-07 17:54:23,357 Epoch[5] Batch [13550-13600] Speed: 202.55 samples/sec accuracy=0.942500 2020-04-07 17:54:55,307 Epoch[5] Batch [13600-13650] Speed: 200.31 samples/sec accuracy=0.946406 2020-04-07 17:55:27,235 Epoch[5] Batch [13650-13700] Speed: 200.45 samples/sec accuracy=0.932344 2020-04-07 17:55:59,372 Epoch[5] Batch [13700-13750] Speed: 199.15 samples/sec accuracy=0.943281 2020-04-07 17:56:31,490 Epoch[5] Batch [13750-13800] Speed: 199.27 samples/sec accuracy=0.944531 2020-04-07 17:57:03,096 Epoch[5] Batch [13800-13850] Speed: 202.49 samples/sec accuracy=0.941875 2020-04-07 17:57:34,921 Epoch[5] Batch [13850-13900] Speed: 201.10 samples/sec accuracy=0.942187 2020-04-07 17:58:06,635 Epoch[5] Batch [13900-13950] Speed: 201.81 samples/sec accuracy=0.940937 2020-04-07 17:58:38,820 Epoch[5] Batch [13950-14000] Speed: 198.85 samples/sec accuracy=0.941094 2020-04-07 17:59:10,823 Epoch[5] Batch [14000-14050] Speed: 199.98 samples/sec accuracy=0.943594 2020-04-07 17:59:42,325 Epoch[5] Batch [14050-14100] Speed: 203.16 samples/sec accuracy=0.942656 2020-04-07 18:00:13,924 Epoch[5] Batch [14100-14150] Speed: 202.53 samples/sec accuracy=0.946562 2020-04-07 18:00:45,745 Epoch[5] Batch [14150-14200] Speed: 201.13 samples/sec accuracy=0.941875 2020-04-07 18:01:17,648 Epoch[5] Batch [14200-14250] Speed: 200.61 samples/sec accuracy=0.939063 2020-04-07 18:01:49,580 Epoch[5] Batch [14250-14300] Speed: 200.42 samples/sec accuracy=0.944375 2020-04-07 18:02:21,418 Epoch[5] Batch [14300-14350] Speed: 201.02 samples/sec accuracy=0.942344 2020-04-07 18:02:53,179 Epoch[5] Batch [14350-14400] Speed: 201.51 samples/sec accuracy=0.944844 2020-04-07 18:03:24,828 Epoch[5] Batch [14400-14450] Speed: 202.22 samples/sec accuracy=0.943750 2020-04-07 18:03:56,402 Epoch[5] Batch [14450-14500] Speed: 202.69 samples/sec accuracy=0.943438 2020-04-07 18:04:28,217 Epoch[5] Batch [14500-14550] Speed: 201.16 samples/sec accuracy=0.941094 2020-04-07 18:04:59,969 Epoch[5] Batch [14550-14600] Speed: 201.57 samples/sec accuracy=0.944688 2020-04-07 18:05:31,767 Epoch[5] Batch [14600-14650] Speed: 201.27 samples/sec accuracy=0.940625 2020-04-07 18:06:03,741 Epoch[5] Batch [14650-14700] Speed: 200.17 samples/sec accuracy=0.941875 2020-04-07 18:06:35,482 Epoch[5] Batch [14700-14750] Speed: 201.63 samples/sec accuracy=0.944219 2020-04-07 18:07:07,425 Epoch[5] Batch [14750-14800] Speed: 200.36 samples/sec accuracy=0.945156 2020-04-07 18:07:39,806 Epoch[5] Batch [14800-14850] Speed: 197.65 samples/sec accuracy=0.937813 2020-04-07 18:08:11,467 Epoch[5] Batch [14850-14900] Speed: 202.14 samples/sec accuracy=0.941250 2020-04-07 18:08:43,258 Epoch[5] Batch [14900-14950] Speed: 201.32 samples/sec accuracy=0.940469 2020-04-07 18:09:15,356 Epoch[5] Batch [14950-15000] Speed: 199.39 samples/sec accuracy=0.945625 2020-04-07 18:09:47,604 Epoch[5] Batch [15000-15050] Speed: 198.47 samples/sec accuracy=0.940156 2020-04-07 18:10:19,602 Epoch[5] Batch [15050-15100] Speed: 200.01 samples/sec accuracy=0.944688 2020-04-07 18:10:51,397 Epoch[5] Batch [15100-15150] Speed: 201.30 samples/sec accuracy=0.943438 2020-04-07 18:11:23,246 Epoch[5] Batch [15150-15200] Speed: 200.95 samples/sec accuracy=0.943594 2020-04-07 18:11:55,017 Epoch[5] Batch [15200-15250] Speed: 201.44 samples/sec accuracy=0.942187 2020-04-07 18:12:26,850 Epoch[5] Batch [15250-15300] Speed: 201.05 samples/sec accuracy=0.938594 2020-04-07 18:12:58,651 Epoch[5] Batch [15300-15350] Speed: 201.25 samples/sec accuracy=0.942969 2020-04-07 18:13:30,514 Epoch[5] Batch [15350-15400] Speed: 200.86 samples/sec accuracy=0.938125 2020-04-07 18:14:02,268 Epoch[5] Batch [15400-15450] Speed: 201.55 samples/sec accuracy=0.940781 2020-04-07 18:14:34,141 Epoch[5] Batch [15450-15500] Speed: 200.80 samples/sec accuracy=0.942969 2020-04-07 18:15:06,280 Epoch[5] Batch [15500-15550] Speed: 199.14 samples/sec accuracy=0.942344 2020-04-07 18:15:38,174 Epoch[5] Batch [15550-15600] Speed: 200.67 samples/sec accuracy=0.942969 2020-04-07 18:16:09,952 Epoch[5] Batch [15600-15650] Speed: 201.39 samples/sec accuracy=0.938906 2020-04-07 18:16:41,815 Epoch[5] Batch [15650-15700] Speed: 200.86 samples/sec accuracy=0.937813 2020-04-07 18:17:13,445 Epoch[5] Batch [15700-15750] Speed: 202.34 samples/sec accuracy=0.936406 2020-04-07 18:17:45,043 Epoch[5] Batch [15750-15800] Speed: 202.54 samples/sec accuracy=0.942813 2020-04-07 18:18:16,598 Epoch[5] Batch [15800-15850] Speed: 202.82 samples/sec accuracy=0.947500 2020-04-07 18:18:48,281 Epoch[5] Batch [15850-15900] Speed: 202.00 samples/sec accuracy=0.946875 2020-04-07 18:19:19,729 Epoch[5] Batch [15900-15950] Speed: 203.51 samples/sec accuracy=0.942344 2020-04-07 18:19:51,420 Epoch[5] Batch [15950-16000] Speed: 201.95 samples/sec accuracy=0.937969 2020-04-07 18:20:23,127 Epoch[5] Batch [16000-16050] Speed: 201.85 samples/sec accuracy=0.939844 2020-04-07 18:20:54,998 Epoch[5] Batch [16050-16100] Speed: 200.81 samples/sec accuracy=0.941719 2020-04-07 18:21:26,857 Epoch[5] Batch [16100-16150] Speed: 200.89 samples/sec accuracy=0.939688 2020-04-07 18:21:58,501 Epoch[5] Batch [16150-16200] Speed: 202.25 samples/sec accuracy=0.939375 2020-04-07 18:22:30,192 Epoch[5] Batch [16200-16250] Speed: 201.96 samples/sec accuracy=0.935469 2020-04-07 18:23:01,866 Epoch[5] Batch [16250-16300] Speed: 202.06 samples/sec accuracy=0.923438 2020-04-07 18:23:34,138 Epoch[5] Batch [16300-16350] Speed: 198.31 samples/sec accuracy=0.936406 2020-04-07 18:24:06,185 Epoch[5] Batch [16350-16400] Speed: 199.71 samples/sec accuracy=0.934688 2020-04-07 18:24:38,088 Epoch[5] Batch [16400-16450] Speed: 200.60 samples/sec accuracy=0.942031 2020-04-07 18:25:10,286 Epoch[5] Batch [16450-16500] Speed: 198.77 samples/sec accuracy=0.941406 2020-04-07 18:25:41,909 Epoch[5] Batch [16500-16550] Speed: 202.39 samples/sec accuracy=0.941406 2020-04-07 18:26:13,786 Epoch[5] Batch [16550-16600] Speed: 200.77 samples/sec accuracy=0.944688 2020-04-07 18:26:45,739 Epoch[5] Batch [16600-16650] Speed: 200.30 samples/sec accuracy=0.939688 2020-04-07 18:27:17,806 Epoch[5] Batch [16650-16700] Speed: 199.58 samples/sec accuracy=0.945937 2020-04-07 18:27:49,656 Epoch[5] Batch [16700-16750] Speed: 200.95 samples/sec accuracy=0.940625 2020-04-07 18:28:21,518 Epoch[5] Batch [16750-16800] Speed: 200.86 samples/sec accuracy=0.944844 2020-04-07 18:28:53,160 Epoch[5] Batch [16800-16850] Speed: 202.27 samples/sec accuracy=0.944219 2020-04-07 18:29:24,703 Epoch[5] Batch [16850-16900] Speed: 202.90 samples/sec accuracy=0.942656 2020-04-07 18:29:56,482 Epoch[5] Batch [16900-16950] Speed: 201.39 samples/sec accuracy=0.939375 2020-04-07 18:30:28,158 Epoch[5] Batch [16950-17000] Speed: 202.04 samples/sec accuracy=0.946406 2020-04-07 18:31:00,048 Epoch[5] Batch [17000-17050] Speed: 200.69 samples/sec accuracy=0.944375 2020-04-07 18:31:31,635 Epoch[5] Batch [17050-17100] Speed: 202.61 samples/sec accuracy=0.936875 2020-04-07 18:32:03,144 Epoch[5] Batch [17100-17150] Speed: 203.12 samples/sec accuracy=0.945781 2020-04-07 18:32:35,028 Epoch[5] Batch [17150-17200] Speed: 200.73 samples/sec accuracy=0.946406 2020-04-07 18:33:06,541 Epoch[5] Batch [17200-17250] Speed: 203.09 samples/sec accuracy=0.944688 2020-04-07 18:33:38,272 Epoch[5] Batch [17250-17300] Speed: 201.70 samples/sec accuracy=0.946250 2020-04-07 18:34:10,325 Epoch[5] Batch [17300-17350] Speed: 199.67 samples/sec accuracy=0.943594 2020-04-07 18:34:42,037 Epoch[5] Batch [17350-17400] Speed: 201.82 samples/sec accuracy=0.948281 2020-04-07 18:35:13,923 Epoch[5] Batch [17400-17450] Speed: 200.71 samples/sec accuracy=0.945625 2020-04-07 18:35:45,523 Epoch[5] Batch [17450-17500] Speed: 202.54 samples/sec accuracy=0.945469 2020-04-07 18:36:17,584 Epoch[5] Batch [17500-17550] Speed: 199.62 samples/sec accuracy=0.942500 2020-04-07 18:36:49,473 Epoch[5] Batch [17550-17600] Speed: 200.70 samples/sec accuracy=0.947500 2020-04-07 18:37:21,706 Epoch[5] Batch [17600-17650] Speed: 198.55 samples/sec accuracy=0.945000 2020-04-07 18:37:53,148 Epoch[5] Batch [17650-17700] Speed: 203.55 samples/sec accuracy=0.947812 2020-04-07 18:38:24,694 Epoch[5] Batch [17700-17750] Speed: 202.88 samples/sec accuracy=0.949063 2020-04-07 18:38:56,603 Epoch[5] Batch [17750-17800] Speed: 200.57 samples/sec accuracy=0.941094 2020-04-07 18:39:29,104 Epoch[5] Batch [17800-17850] Speed: 196.91 samples/sec accuracy=0.944375 2020-04-07 18:40:01,095 Epoch[5] Batch [17850-17900] Speed: 200.06 samples/sec accuracy=0.941094 2020-04-07 18:40:32,761 Epoch[5] Batch [17900-17950] Speed: 202.11 samples/sec accuracy=0.943281 2020-04-07 18:41:04,576 Epoch[5] Batch [17950-18000] Speed: 201.17 samples/sec accuracy=0.939531 2020-04-07 18:41:36,448 Epoch[5] Batch [18000-18050] Speed: 200.80 samples/sec accuracy=0.942031 2020-04-07 18:42:07,923 Epoch[5] Batch [18050-18100] Speed: 203.34 samples/sec accuracy=0.940000 2020-04-07 18:42:39,659 Epoch[5] Batch [18100-18150] Speed: 201.67 samples/sec accuracy=0.947656 2020-04-07 18:43:11,804 Epoch[5] Batch [18150-18200] Speed: 199.10 samples/sec accuracy=0.942344 2020-04-07 18:43:43,755 Epoch[5] Batch [18200-18250] Speed: 200.30 samples/sec accuracy=0.937344 2020-04-07 18:44:15,635 Epoch[5] Batch [18250-18300] Speed: 200.75 samples/sec accuracy=0.938281 2020-04-07 18:44:47,451 Epoch[5] Batch [18300-18350] Speed: 201.16 samples/sec accuracy=0.940937 2020-04-07 18:45:19,304 Epoch[5] Batch [18350-18400] Speed: 200.92 samples/sec accuracy=0.945000 2020-04-07 18:45:50,884 Epoch[5] Batch [18400-18450] Speed: 202.66 samples/sec accuracy=0.937344 2020-04-07 18:46:22,617 Epoch[5] Batch [18450-18500] Speed: 201.69 samples/sec accuracy=0.939844 2020-04-07 18:46:54,375 Epoch[5] Batch [18500-18550] Speed: 201.53 samples/sec accuracy=0.940156 2020-04-07 18:47:26,052 Epoch[5] Batch [18550-18600] Speed: 202.04 samples/sec accuracy=0.941875 2020-04-07 18:47:58,012 Epoch[5] Batch [18600-18650] Speed: 200.25 samples/sec accuracy=0.942500 2020-04-07 18:48:29,706 Epoch[5] Batch [18650-18700] Speed: 201.94 samples/sec accuracy=0.940156 2020-04-07 18:49:01,716 Epoch[5] Batch [18700-18750] Speed: 199.94 samples/sec accuracy=0.943906 2020-04-07 18:49:33,320 Epoch[5] Batch [18750-18800] Speed: 202.51 samples/sec accuracy=0.939531 2020-04-07 18:50:05,010 Epoch[5] Batch [18800-18850] Speed: 201.95 samples/sec accuracy=0.937500 2020-04-07 18:50:36,907 Epoch[5] Batch [18850-18900] Speed: 200.65 samples/sec accuracy=0.945000 2020-04-07 18:51:08,725 Epoch[5] Batch [18900-18950] Speed: 201.14 samples/sec accuracy=0.945312 2020-04-07 18:51:40,225 Epoch[5] Batch [18950-19000] Speed: 203.18 samples/sec accuracy=0.939219 2020-04-07 18:52:12,192 Epoch[5] Batch [19000-19050] Speed: 200.21 samples/sec accuracy=0.947812 2020-04-07 18:52:44,073 Epoch[5] Batch [19050-19100] Speed: 200.75 samples/sec accuracy=0.944375 2020-04-07 18:53:15,541 Epoch[5] Batch [19100-19150] Speed: 203.38 samples/sec accuracy=0.938594 2020-04-07 18:53:47,236 Epoch[5] Batch [19150-19200] Speed: 201.92 samples/sec accuracy=0.941094 2020-04-07 18:54:19,092 Epoch[5] Batch [19200-19250] Speed: 200.90 samples/sec accuracy=0.938906 2020-04-07 18:54:51,286 Epoch[5] Batch [19250-19300] Speed: 198.80 samples/sec accuracy=0.937813 2020-04-07 18:55:22,955 Epoch[5] Batch [19300-19350] Speed: 202.09 samples/sec accuracy=0.939688 2020-04-07 18:55:54,497 Epoch[5] Batch [19350-19400] Speed: 202.91 samples/sec accuracy=0.944063 2020-04-07 18:56:26,407 Epoch[5] Batch [19400-19450] Speed: 200.57 samples/sec accuracy=0.942031 2020-04-07 18:56:58,148 Epoch[5] Batch [19450-19500] Speed: 201.63 samples/sec accuracy=0.943438 2020-04-07 18:57:30,057 Epoch[5] Batch [19500-19550] Speed: 200.57 samples/sec accuracy=0.944063 2020-04-07 18:58:01,742 Epoch[5] Batch [19550-19600] Speed: 201.99 samples/sec accuracy=0.945625 2020-04-07 18:58:33,314 Epoch[5] Batch [19600-19650] Speed: 202.71 samples/sec accuracy=0.945625 2020-04-07 18:59:05,095 Epoch[5] Batch [19650-19700] Speed: 201.38 samples/sec accuracy=0.943906 2020-04-07 18:59:37,070 Epoch[5] Batch [19700-19750] Speed: 200.16 samples/sec accuracy=0.942969 2020-04-07 19:00:08,903 Epoch[5] Batch [19750-19800] Speed: 201.04 samples/sec accuracy=0.944844 2020-04-07 19:00:40,705 Epoch[5] Batch [19800-19850] Speed: 201.25 samples/sec accuracy=0.940000 2020-04-07 19:01:12,580 Epoch[5] Batch [19850-19900] Speed: 200.78 samples/sec accuracy=0.942500 2020-04-07 19:01:44,219 Epoch[5] Batch [19900-19950] Speed: 202.28 samples/sec accuracy=0.936250 2020-04-07 19:02:16,181 Epoch[5] Batch [19950-20000] Speed: 200.24 samples/sec accuracy=0.942344 2020-04-07 19:02:48,052 Epoch[5] Batch [20000-20050] Speed: 200.81 samples/sec accuracy=0.939219 2020-04-07 19:03:19,994 Epoch[5] Batch [20050-20100] Speed: 200.37 samples/sec accuracy=0.939219 2020-04-07 19:03:51,599 Epoch[5] Batch [20100-20150] Speed: 202.50 samples/sec accuracy=0.943594 2020-04-07 19:04:23,360 Epoch[5] Batch [20150-20200] Speed: 201.50 samples/sec accuracy=0.940781 2020-04-07 19:04:55,125 Epoch[5] Batch [20200-20250] Speed: 201.48 samples/sec accuracy=0.946250 2020-04-07 19:05:26,889 Epoch[5] Batch [20250-20300] Speed: 201.49 samples/sec accuracy=0.941562 2020-04-07 19:05:58,752 Epoch[5] Batch [20300-20350] Speed: 200.86 samples/sec accuracy=0.943125 2020-04-07 19:06:30,652 Epoch[5] Batch [20350-20400] Speed: 200.63 samples/sec accuracy=0.946719 2020-04-07 19:07:02,264 Epoch[5] Batch [20400-20450] Speed: 202.46 samples/sec accuracy=0.951406 2020-04-07 19:07:34,005 Epoch[5] Batch [20450-20500] Speed: 201.64 samples/sec accuracy=0.942344 2020-04-07 19:08:05,903 Epoch[5] Batch [20500-20550] Speed: 200.64 samples/sec accuracy=0.945937 2020-04-07 19:08:37,876 Epoch[5] Batch [20550-20600] Speed: 200.17 samples/sec accuracy=0.945156 2020-04-07 19:09:09,777 Epoch[5] Batch [20600-20650] Speed: 200.62 samples/sec accuracy=0.943594 2020-04-07 19:09:41,834 Epoch[5] Batch [20650-20700] Speed: 199.65 samples/sec accuracy=0.942031 2020-04-07 19:10:13,873 Epoch[5] Batch [20700-20750] Speed: 199.76 samples/sec accuracy=0.940156 2020-04-07 19:10:46,380 Epoch[5] Batch [20750-20800] Speed: 196.89 samples/sec accuracy=0.941719 2020-04-07 19:11:18,105 Epoch[5] Batch [20800-20850] Speed: 201.73 samples/sec accuracy=0.944688 2020-04-07 19:11:50,028 Epoch[5] Batch [20850-20900] Speed: 200.48 samples/sec accuracy=0.946250 2020-04-07 19:12:21,913 Epoch[5] Batch [20900-20950] Speed: 200.73 samples/sec accuracy=0.940312 2020-04-07 19:12:53,807 Epoch[5] Batch [20950-21000] Speed: 200.66 samples/sec accuracy=0.941250 2020-04-07 19:13:25,886 Epoch[5] Batch [21000-21050] Speed: 199.51 samples/sec accuracy=0.939844 2020-04-07 19:13:57,790 Epoch[5] Batch [21050-21100] Speed: 200.60 samples/sec accuracy=0.948438 2020-04-07 19:14:29,698 Epoch[5] Batch [21100-21150] Speed: 200.57 samples/sec accuracy=0.941562 2020-04-07 19:15:01,611 Epoch[5] Batch [21150-21200] Speed: 200.55 samples/sec accuracy=0.943594 2020-04-07 19:15:33,658 Epoch[5] Batch [21200-21250] Speed: 199.71 samples/sec accuracy=0.950313 2020-04-07 19:16:05,233 Epoch[5] Batch [21250-21300] Speed: 202.69 samples/sec accuracy=0.946562 2020-04-07 19:16:37,042 Epoch[5] Batch [21300-21350] Speed: 201.20 samples/sec accuracy=0.946250 2020-04-07 19:17:08,982 Epoch[5] Batch [21350-21400] Speed: 200.38 samples/sec accuracy=0.942031 2020-04-07 19:17:40,767 Epoch[5] Batch [21400-21450] Speed: 201.35 samples/sec accuracy=0.945312 2020-04-07 19:18:12,625 Epoch[5] Batch [21450-21500] Speed: 200.89 samples/sec accuracy=0.945781 2020-04-07 19:18:44,165 Epoch[5] Batch [21500-21550] Speed: 202.92 samples/sec accuracy=0.948750 2020-04-07 19:19:15,888 Epoch[5] Batch [21550-21600] Speed: 201.75 samples/sec accuracy=0.948125 2020-04-07 19:19:47,518 Epoch[5] Batch [21600-21650] Speed: 202.34 samples/sec accuracy=0.944375 2020-04-07 19:20:19,241 Epoch[5] Batch [21650-21700] Speed: 201.75 samples/sec accuracy=0.942344 2020-04-07 19:20:50,969 Epoch[5] Batch [21700-21750] Speed: 201.72 samples/sec accuracy=0.944219 2020-04-07 19:21:22,934 Epoch[5] Batch [21750-21800] Speed: 200.21 samples/sec accuracy=0.947656 2020-04-07 19:21:54,546 Epoch[5] Batch [21800-21850] Speed: 202.46 samples/sec accuracy=0.940156 2020-04-07 19:22:26,412 Epoch[5] Batch [21850-21900] Speed: 200.84 samples/sec accuracy=0.943281 2020-04-07 19:22:57,966 Epoch[5] Batch [21900-21950] Speed: 202.83 samples/sec accuracy=0.942500 2020-04-07 19:23:30,159 Epoch[5] Batch [21950-22000] Speed: 198.80 samples/sec accuracy=0.941094 2020-04-07 19:24:01,714 Epoch[5] Batch [22000-22050] Speed: 202.82 samples/sec accuracy=0.944219 2020-04-07 19:24:33,410 Epoch[5] Batch [22050-22100] Speed: 201.92 samples/sec accuracy=0.945469 2020-04-07 19:25:05,121 Epoch[5] Batch [22100-22150] Speed: 201.82 samples/sec accuracy=0.945000 2020-04-07 19:25:37,003 Epoch[5] Batch [22150-22200] Speed: 200.74 samples/sec accuracy=0.942187 2020-04-07 19:26:08,771 Epoch[5] Batch [22200-22250] Speed: 201.46 samples/sec accuracy=0.944375 2020-04-07 19:26:40,608 Epoch[5] Batch [22250-22300] Speed: 201.03 samples/sec accuracy=0.945156 2020-04-07 19:27:12,882 Epoch[5] Batch [22300-22350] Speed: 198.30 samples/sec accuracy=0.945625 2020-04-07 19:27:44,744 Epoch[5] Batch [22350-22400] Speed: 200.87 samples/sec accuracy=0.945469 2020-04-07 19:28:16,440 Epoch[5] Batch [22400-22450] Speed: 201.92 samples/sec accuracy=0.949688 2020-04-07 19:28:48,266 Epoch[5] Batch [22450-22500] Speed: 201.09 samples/sec accuracy=0.943438 2020-04-07 19:29:19,897 Epoch[5] Batch [22500-22550] Speed: 202.34 samples/sec accuracy=0.941719 2020-04-07 19:29:51,649 Epoch[5] Batch [22550-22600] Speed: 201.56 samples/sec accuracy=0.946562 2020-04-07 19:30:23,415 Epoch[5] Batch [22600-22650] Speed: 201.48 samples/sec accuracy=0.941562 2020-04-07 19:30:54,986 Epoch[5] Batch [22650-22700] Speed: 202.72 samples/sec accuracy=0.943125 2020-04-07 19:31:27,018 Epoch[5] Batch [22700-22750] Speed: 199.80 samples/sec accuracy=0.942187 2020-04-07 19:31:58,817 Epoch[5] Batch [22750-22800] Speed: 201.27 samples/sec accuracy=0.942656 2020-04-07 19:32:30,482 Epoch[5] Batch [22800-22850] Speed: 202.12 samples/sec accuracy=0.945000 2020-04-07 19:33:02,291 Epoch[5] Batch [22850-22900] Speed: 201.20 samples/sec accuracy=0.944375 2020-04-07 19:33:34,231 Epoch[5] Batch [22900-22950] Speed: 200.38 samples/sec accuracy=0.939219 2020-04-07 19:34:05,837 Epoch[5] Batch [22950-23000] Speed: 202.49 samples/sec accuracy=0.935156 2020-04-07 19:34:37,446 Epoch[5] Batch [23000-23050] Speed: 202.48 samples/sec accuracy=0.944063 2020-04-07 19:35:09,464 Epoch[5] Batch [23050-23100] Speed: 199.89 samples/sec accuracy=0.938438 2020-04-07 19:35:41,259 Epoch[5] Batch [23100-23150] Speed: 201.29 samples/sec accuracy=0.938438 2020-04-07 19:36:13,073 Epoch[5] Batch [23150-23200] Speed: 201.17 samples/sec accuracy=0.944063 2020-04-07 19:36:45,036 Epoch[5] Batch [23200-23250] Speed: 200.23 samples/sec accuracy=0.944063 2020-04-07 19:37:16,803 Epoch[5] Batch [23250-23300] Speed: 201.47 samples/sec accuracy=0.947187 2020-04-07 19:37:48,826 Epoch[5] Batch [23300-23350] Speed: 199.86 samples/sec accuracy=0.944063 2020-04-07 19:38:20,773 Epoch[5] Batch [23350-23400] Speed: 200.33 samples/sec accuracy=0.943594 2020-04-07 19:38:52,610 Epoch[5] Batch [23400-23450] Speed: 201.03 samples/sec accuracy=0.946875 2020-04-07 19:39:24,551 Epoch[5] Batch [23450-23500] Speed: 200.37 samples/sec accuracy=0.942187 2020-04-07 19:39:56,565 Epoch[5] Batch [23500-23550] Speed: 199.92 samples/sec accuracy=0.942656 2020-04-07 19:40:28,651 Epoch[5] Batch [23550-23600] Speed: 199.46 samples/sec accuracy=0.948438 2020-04-07 19:41:00,554 Epoch[5] Batch [23600-23650] Speed: 200.61 samples/sec accuracy=0.944219 2020-04-07 19:41:32,400 Epoch[5] Batch [23650-23700] Speed: 200.97 samples/sec accuracy=0.938750 2020-04-07 19:42:04,169 Epoch[5] Batch [23700-23750] Speed: 201.46 samples/sec accuracy=0.946719 2020-04-07 19:42:36,495 Epoch[5] Batch [23750-23800] Speed: 197.99 samples/sec accuracy=0.943594 2020-04-07 19:43:08,519 Epoch[5] Batch [23800-23850] Speed: 199.85 samples/sec accuracy=0.941250 2020-04-07 19:43:40,411 Epoch[5] Batch [23850-23900] Speed: 200.68 samples/sec accuracy=0.941094 2020-04-07 19:44:12,306 Epoch[5] Batch [23900-23950] Speed: 200.66 samples/sec accuracy=0.939219 2020-04-07 19:44:44,055 Epoch[5] Batch [23950-24000] Speed: 201.58 samples/sec accuracy=0.944531 2020-04-07 19:45:15,985 Epoch[5] Batch [24000-24050] Speed: 200.44 samples/sec accuracy=0.946406 2020-04-07 19:45:47,731 Epoch[5] Batch [24050-24100] Speed: 201.60 samples/sec accuracy=0.942813 2020-04-07 19:46:19,762 Epoch[5] Batch [24100-24150] Speed: 199.81 samples/sec accuracy=0.939531 2020-04-07 19:46:51,506 Epoch[5] Batch [24150-24200] Speed: 201.61 samples/sec accuracy=0.942813 2020-04-07 19:47:23,170 Epoch[5] Batch [24200-24250] Speed: 202.12 samples/sec accuracy=0.943594 2020-04-07 19:47:55,175 Epoch[5] Batch [24250-24300] Speed: 199.97 samples/sec accuracy=0.946719 2020-04-07 19:48:26,791 Epoch[5] Batch [24300-24350] Speed: 202.43 samples/sec accuracy=0.944375 2020-04-07 19:48:58,222 Epoch[5] Batch [24350-24400] Speed: 203.62 samples/sec accuracy=0.946719 2020-04-07 19:49:30,470 Epoch[5] Batch [24400-24450] Speed: 198.46 samples/sec accuracy=0.944688 2020-04-07 19:50:02,250 Epoch[5] Batch [24450-24500] Speed: 201.38 samples/sec accuracy=0.942031 2020-04-07 19:50:34,370 Epoch[5] Batch [24500-24550] Speed: 199.26 samples/sec accuracy=0.940625 2020-04-07 19:51:06,417 Epoch[5] Batch [24550-24600] Speed: 199.71 samples/sec accuracy=0.944063 2020-04-07 19:51:38,130 Epoch[5] Batch [24600-24650] Speed: 201.81 samples/sec accuracy=0.942031 2020-04-07 19:52:09,781 Epoch[5] Batch [24650-24700] Speed: 202.20 samples/sec accuracy=0.947031 2020-04-07 19:52:41,478 Epoch[5] Batch [24700-24750] Speed: 201.91 samples/sec accuracy=0.945625 2020-04-07 19:53:13,160 Epoch[5] Batch [24750-24800] Speed: 202.01 samples/sec accuracy=0.943594 2020-04-07 19:53:45,171 Epoch[5] Batch [24800-24850] Speed: 199.93 samples/sec accuracy=0.946250 2020-04-07 19:54:16,921 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accuracy=0.943906 2020-04-07 20:05:25,363 Epoch[5] Batch [25900-25950] Speed: 201.13 samples/sec accuracy=0.944844 2020-04-07 20:05:57,057 Epoch[5] Batch [25950-26000] Speed: 201.93 samples/sec accuracy=0.948906 2020-04-07 20:06:28,905 Epoch[5] Batch [26000-26050] Speed: 200.95 samples/sec accuracy=0.940937 2020-04-07 20:07:00,682 Epoch[5] Batch [26050-26100] Speed: 201.40 samples/sec accuracy=0.945000 2020-04-07 20:07:32,750 Epoch[5] Batch [26100-26150] Speed: 199.58 samples/sec accuracy=0.946250 2020-04-07 20:08:04,553 Epoch[5] Batch [26150-26200] Speed: 201.24 samples/sec accuracy=0.942187 2020-04-07 20:08:36,337 Epoch[5] Batch [26200-26250] Speed: 201.36 samples/sec accuracy=0.943438 2020-04-07 20:09:08,093 Epoch[5] Batch [26250-26300] Speed: 201.54 samples/sec accuracy=0.945000 2020-04-07 20:09:40,044 Epoch[5] Batch [26300-26350] Speed: 200.31 samples/sec accuracy=0.944219 2020-04-07 20:10:11,902 Epoch[5] Batch [26350-26400] Speed: 200.89 samples/sec accuracy=0.942656 2020-04-07 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samples/sec accuracy=0.937969 2020-04-07 20:21:51,623 Epoch[5] Batch [27450-27500] Speed: 199.04 samples/sec accuracy=0.945781 2020-04-07 20:22:23,531 Epoch[5] Batch [27500-27550] Speed: 200.58 samples/sec accuracy=0.940781 2020-04-07 20:22:55,206 Epoch[5] Batch [27550-27600] Speed: 202.05 samples/sec accuracy=0.942969 2020-04-07 20:23:26,970 Epoch[5] Batch [27600-27650] Speed: 201.49 samples/sec accuracy=0.943125 2020-04-07 20:23:58,901 Epoch[5] Batch [27650-27700] Speed: 200.43 samples/sec accuracy=0.950625 2020-04-07 20:24:31,026 Epoch[5] Batch [27700-27750] Speed: 199.22 samples/sec accuracy=0.943906 2020-04-07 20:25:02,960 Epoch[5] Batch [27750-27800] Speed: 200.41 samples/sec accuracy=0.946562 2020-04-07 20:25:34,634 Epoch[5] Batch [27800-27850] Speed: 202.06 samples/sec accuracy=0.947187 2020-04-07 20:26:06,348 Epoch[5] Batch [27850-27900] Speed: 201.81 samples/sec accuracy=0.945312 2020-04-07 20:26:38,169 Epoch[5] Batch [27900-27950] Speed: 201.13 samples/sec accuracy=0.943438 2020-04-07 20:27:09,916 Epoch[5] Batch [27950-28000] Speed: 201.60 samples/sec accuracy=0.938125 2020-04-07 20:27:42,085 Epoch[5] Batch [28000-28050] Speed: 198.95 samples/sec accuracy=0.945000 2020-04-07 20:28:14,284 Epoch[5] Batch [28050-28100] Speed: 198.76 samples/sec accuracy=0.943438 2020-04-07 20:28:45,873 Epoch[5] Batch [28100-28150] Speed: 202.60 samples/sec accuracy=0.947500 2020-04-07 20:29:17,497 Epoch[5] Batch [28150-28200] Speed: 202.38 samples/sec accuracy=0.942187 2020-04-07 20:29:41,955 Epoch[5] Train-accuracy=0.942257 2020-04-07 20:29:41,955 Epoch[5] Time cost=16755.426 2020-04-07 20:29:42,312 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0006.params" 2020-04-07 21:01:19,681 Epoch[5] Validation-accuracy=0.973158 2020-04-07 21:01:59,670 Epoch[6] Batch [0-50] Speed: 200.20 samples/sec accuracy=0.941789 2020-04-07 21:02:31,834 Epoch[6] Batch [50-100] Speed: 198.98 samples/sec accuracy=0.943125 2020-04-07 21:03:03,466 Epoch[6] Batch [100-150] 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accuracy=0.946094 2020-04-07 21:14:44,008 Epoch[6] Batch [1200-1250] Speed: 202.36 samples/sec accuracy=0.944844 2020-04-07 21:15:15,575 Epoch[6] Batch [1250-1300] Speed: 202.75 samples/sec accuracy=0.944844 2020-04-07 21:15:47,287 Epoch[6] Batch [1300-1350] Speed: 201.82 samples/sec accuracy=0.944688 2020-04-07 21:16:19,219 Epoch[6] Batch [1350-1400] Speed: 200.43 samples/sec accuracy=0.949219 2020-04-07 21:16:51,313 Epoch[6] Batch [1400-1450] Speed: 199.42 samples/sec accuracy=0.950625 2020-04-07 21:17:23,311 Epoch[6] Batch [1450-1500] Speed: 200.01 samples/sec accuracy=0.944219 2020-04-07 21:17:55,124 Epoch[6] Batch [1500-1550] Speed: 201.18 samples/sec accuracy=0.951719 2020-04-07 21:18:27,005 Epoch[6] Batch [1550-1600] Speed: 200.75 samples/sec accuracy=0.947812 2020-04-07 21:18:58,379 Epoch[6] Batch [1600-1650] Speed: 203.99 samples/sec accuracy=0.951562 2020-04-07 21:19:29,968 Epoch[6] Batch [1650-1700] Speed: 202.60 samples/sec accuracy=0.942813 2020-04-07 21:20:01,945 Epoch[6] 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accuracy=0.942031 2020-04-07 21:25:53,297 Epoch[6] Batch [2250-2300] Speed: 199.42 samples/sec accuracy=0.943594 2020-04-07 21:26:25,107 Epoch[6] Batch [2300-2350] Speed: 201.20 samples/sec accuracy=0.940312 2020-04-07 21:26:57,022 Epoch[6] Batch [2350-2400] Speed: 200.54 samples/sec accuracy=0.943281 2020-04-07 21:27:28,570 Epoch[6] Batch [2400-2450] Speed: 202.87 samples/sec accuracy=0.941094 2020-04-07 21:28:00,440 Epoch[6] Batch [2450-2500] Speed: 200.81 samples/sec accuracy=0.946719 2020-04-07 21:28:32,092 Epoch[6] Batch [2500-2550] Speed: 202.20 samples/sec accuracy=0.946094 2020-04-07 21:29:03,876 Epoch[6] Batch [2550-2600] Speed: 201.36 samples/sec accuracy=0.944063 2020-04-07 21:29:35,775 Epoch[6] Batch [2600-2650] Speed: 200.64 samples/sec accuracy=0.937656 2020-04-07 21:30:07,379 Epoch[6] Batch [2650-2700] Speed: 202.51 samples/sec accuracy=0.947187 2020-04-07 21:30:39,956 Epoch[6] Batch [2700-2750] Speed: 196.46 samples/sec accuracy=0.943438 2020-04-07 21:31:11,386 Epoch[6] 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accuracy=0.942813 2020-04-07 21:37:00,101 Epoch[6] Batch [3300-3350] Speed: 202.16 samples/sec accuracy=0.950781 2020-04-07 21:37:31,973 Epoch[6] Batch [3350-3400] Speed: 200.80 samples/sec accuracy=0.943125 2020-04-07 21:38:03,879 Epoch[6] Batch [3400-3450] Speed: 200.59 samples/sec accuracy=0.941562 2020-04-07 21:38:36,256 Epoch[6] Batch [3450-3500] Speed: 197.67 samples/sec accuracy=0.947500 2020-04-07 21:39:08,159 Epoch[6] Batch [3500-3550] Speed: 200.61 samples/sec accuracy=0.943594 2020-04-07 21:39:40,039 Epoch[6] Batch [3550-3600] Speed: 200.75 samples/sec accuracy=0.948906 2020-04-07 21:40:12,084 Epoch[6] Batch [3600-3650] Speed: 199.72 samples/sec accuracy=0.945156 2020-04-07 21:40:44,087 Epoch[6] Batch [3650-3700] Speed: 199.99 samples/sec accuracy=0.947969 2020-04-07 21:41:15,663 Epoch[6] Batch [3700-3750] Speed: 202.69 samples/sec accuracy=0.947500 2020-04-07 21:41:47,669 Epoch[6] Batch [3750-3800] Speed: 199.96 samples/sec accuracy=0.948281 2020-04-07 21:42:19,584 Epoch[6] 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accuracy=0.944063 2020-04-07 21:48:09,938 Epoch[6] Batch [4350-4400] Speed: 199.91 samples/sec accuracy=0.941406 2020-04-07 21:48:41,737 Epoch[6] Batch [4400-4450] Speed: 201.26 samples/sec accuracy=0.946250 2020-04-07 21:49:13,458 Epoch[6] Batch [4450-4500] Speed: 201.76 samples/sec accuracy=0.943594 2020-04-07 21:49:45,081 Epoch[6] Batch [4500-4550] Speed: 202.39 samples/sec accuracy=0.946250 2020-04-07 21:50:16,921 Epoch[6] Batch [4550-4600] Speed: 201.00 samples/sec accuracy=0.943594 2020-04-07 21:50:48,745 Epoch[6] Batch [4600-4650] Speed: 201.11 samples/sec accuracy=0.945469 2020-04-07 21:51:20,841 Epoch[6] Batch [4650-4700] Speed: 199.40 samples/sec accuracy=0.943906 2020-04-07 21:51:52,783 Epoch[6] Batch [4700-4750] Speed: 200.37 samples/sec accuracy=0.946562 2020-04-07 21:52:25,188 Epoch[6] Batch [4750-4800] Speed: 197.50 samples/sec accuracy=0.940312 2020-04-07 21:52:57,153 Epoch[6] Batch [4800-4850] Speed: 200.22 samples/sec accuracy=0.942656 2020-04-07 21:53:28,885 Epoch[6] 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accuracy=0.948438 2020-04-07 21:59:18,858 Epoch[6] Batch [5400-5450] Speed: 199.26 samples/sec accuracy=0.944375 2020-04-07 21:59:50,711 Epoch[6] Batch [5450-5500] Speed: 200.92 samples/sec accuracy=0.949375 2020-04-07 22:00:22,548 Epoch[6] Batch [5500-5550] Speed: 201.02 samples/sec accuracy=0.945781 2020-04-07 22:00:54,564 Epoch[6] Batch [5550-5600] Speed: 199.90 samples/sec accuracy=0.943750 2020-04-07 22:01:26,258 Epoch[6] Batch [5600-5650] Speed: 201.93 samples/sec accuracy=0.946719 2020-04-07 22:01:58,304 Epoch[6] Batch [5650-5700] Speed: 199.72 samples/sec accuracy=0.945937 2020-04-07 22:02:29,939 Epoch[6] Batch [5700-5750] Speed: 202.31 samples/sec accuracy=0.943281 2020-04-07 22:03:01,642 Epoch[6] Batch [5750-5800] Speed: 201.87 samples/sec accuracy=0.942656 2020-04-07 22:03:33,286 Epoch[6] Batch [5800-5850] Speed: 202.25 samples/sec accuracy=0.942500 2020-04-07 22:04:05,125 Epoch[6] Batch [5850-5900] Speed: 201.01 samples/sec accuracy=0.948281 2020-04-07 22:04:36,634 Epoch[6] 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accuracy=0.941250 2020-04-07 22:10:26,344 Epoch[6] Batch [6450-6500] Speed: 201.11 samples/sec accuracy=0.946094 2020-04-07 22:10:58,251 Epoch[6] Batch [6500-6550] Speed: 200.59 samples/sec accuracy=0.945000 2020-04-07 22:11:29,931 Epoch[6] Batch [6550-6600] Speed: 202.02 samples/sec accuracy=0.947187 2020-04-07 22:12:01,319 Epoch[6] Batch [6600-6650] Speed: 203.90 samples/sec accuracy=0.950313 2020-04-07 22:12:31,965 Epoch[6] Batch [6650-6700] Speed: 208.84 samples/sec accuracy=0.942344 2020-04-07 22:13:02,376 Epoch[6] Batch [6700-6750] Speed: 210.45 samples/sec accuracy=0.949375 2020-04-07 22:13:32,623 Epoch[6] Batch [6750-6800] Speed: 211.59 samples/sec accuracy=0.944063 2020-04-07 22:14:03,028 Epoch[6] Batch [6800-6850] Speed: 210.49 samples/sec accuracy=0.948906 2020-04-07 22:14:33,552 Epoch[6] Batch [6850-6900] Speed: 209.67 samples/sec accuracy=0.944844 2020-04-07 22:15:03,864 Epoch[6] Batch [6900-6950] Speed: 211.14 samples/sec accuracy=0.948594 2020-04-07 22:15:34,439 Epoch[6] 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accuracy=0.945781 2020-04-07 22:21:08,391 Epoch[6] Batch [7500-7550] Speed: 210.27 samples/sec accuracy=0.944844 2020-04-07 22:21:38,713 Epoch[6] Batch [7550-7600] Speed: 211.07 samples/sec accuracy=0.940312 2020-04-07 22:22:09,055 Epoch[6] Batch [7600-7650] Speed: 210.93 samples/sec accuracy=0.951250 2020-04-07 22:22:39,380 Epoch[6] Batch [7650-7700] Speed: 211.05 samples/sec accuracy=0.947656 2020-04-07 22:23:09,695 Epoch[6] Batch [7700-7750] Speed: 211.12 samples/sec accuracy=0.948125 2020-04-07 22:23:40,152 Epoch[6] Batch [7750-7800] Speed: 210.13 samples/sec accuracy=0.943125 2020-04-07 22:24:10,642 Epoch[6] Batch [7800-7850] Speed: 209.91 samples/sec accuracy=0.943438 2020-04-07 22:24:41,510 Epoch[6] Batch [7850-7900] Speed: 207.33 samples/sec accuracy=0.944063 2020-04-07 22:25:11,678 Epoch[6] Batch [7900-7950] Speed: 212.15 samples/sec accuracy=0.946094 2020-04-07 22:25:41,934 Epoch[6] Batch [7950-8000] Speed: 211.53 samples/sec accuracy=0.948438 2020-04-07 22:26:12,351 Epoch[6] 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accuracy=0.942969 2020-04-07 22:31:46,136 Epoch[6] Batch [8550-8600] Speed: 210.80 samples/sec accuracy=0.941406 2020-04-07 22:32:16,287 Epoch[6] Batch [8600-8650] Speed: 212.26 samples/sec accuracy=0.945937 2020-04-07 22:32:46,476 Epoch[6] Batch [8650-8700] Speed: 212.00 samples/sec accuracy=0.949063 2020-04-07 22:33:16,844 Epoch[6] Batch [8700-8750] Speed: 210.75 samples/sec accuracy=0.947031 2020-04-07 22:33:46,903 Epoch[6] Batch [8750-8800] Speed: 212.92 samples/sec accuracy=0.940312 2020-04-07 22:34:17,236 Epoch[6] Batch [8800-8850] Speed: 211.00 samples/sec accuracy=0.944531 2020-04-07 22:34:47,506 Epoch[6] Batch [8850-8900] Speed: 211.43 samples/sec accuracy=0.947812 2020-04-07 22:35:18,120 Epoch[6] Batch [8900-8950] Speed: 209.06 samples/sec accuracy=0.947656 2020-04-07 22:35:48,520 Epoch[6] Batch [8950-9000] Speed: 210.52 samples/sec accuracy=0.944219 2020-04-07 22:36:18,827 Epoch[6] Batch [9000-9050] Speed: 211.18 samples/sec accuracy=0.943594 2020-04-07 22:36:49,050 Epoch[6] 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accuracy=0.940312 2020-04-07 22:42:23,651 Epoch[6] Batch [9600-9650] Speed: 207.53 samples/sec accuracy=0.937500 2020-04-07 22:42:55,434 Epoch[6] Batch [9650-9700] Speed: 201.37 samples/sec accuracy=0.942813 2020-04-07 22:43:27,430 Epoch[6] Batch [9700-9750] Speed: 200.03 samples/sec accuracy=0.942344 2020-04-07 22:43:59,115 Epoch[6] Batch [9750-9800] Speed: 201.99 samples/sec accuracy=0.944531 2020-04-07 22:44:30,774 Epoch[6] Batch [9800-9850] Speed: 202.16 samples/sec accuracy=0.942031 2020-04-07 22:45:02,568 Epoch[6] Batch [9850-9900] Speed: 201.30 samples/sec accuracy=0.943594 2020-04-07 22:45:34,827 Epoch[6] Batch [9900-9950] Speed: 198.39 samples/sec accuracy=0.944219 2020-04-07 22:46:06,695 Epoch[6] Batch [9950-10000] Speed: 200.83 samples/sec accuracy=0.947656 2020-04-07 22:46:38,322 Epoch[6] Batch [10000-10050] Speed: 202.36 samples/sec accuracy=0.945625 2020-04-07 22:47:10,352 Epoch[6] Batch [10050-10100] Speed: 199.81 samples/sec accuracy=0.942500 2020-04-07 22:47:42,339 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accuracy=0.942344 2020-04-07 22:58:52,178 Epoch[6] Batch [11150-11200] Speed: 201.91 samples/sec accuracy=0.937813 2020-04-07 22:59:24,254 Epoch[6] Batch [11200-11250] Speed: 199.52 samples/sec accuracy=0.950781 2020-04-07 22:59:56,454 Epoch[6] Batch [11250-11300] Speed: 198.76 samples/sec accuracy=0.950781 2020-04-07 23:00:28,242 Epoch[6] Batch [11300-11350] Speed: 201.33 samples/sec accuracy=0.947500 2020-04-07 23:01:00,286 Epoch[6] Batch [11350-11400] Speed: 199.73 samples/sec accuracy=0.954531 2020-04-07 23:01:32,020 Epoch[6] Batch [11400-11450] Speed: 201.68 samples/sec accuracy=0.943906 2020-04-07 23:02:04,332 Epoch[6] Batch [11450-11500] Speed: 198.07 samples/sec accuracy=0.949688 2020-04-07 23:02:36,383 Epoch[6] Batch [11500-11550] Speed: 199.68 samples/sec accuracy=0.942969 2020-04-07 23:03:08,332 Epoch[6] Batch [11550-11600] Speed: 200.32 samples/sec accuracy=0.949375 2020-04-07 23:03:39,932 Epoch[6] Batch [11600-11650] Speed: 202.54 samples/sec accuracy=0.945625 2020-04-07 23:04:11,668 Epoch[6] Batch [11650-11700] Speed: 201.67 samples/sec accuracy=0.947969 2020-04-07 23:04:43,289 Epoch[6] Batch [11700-11750] Speed: 202.39 samples/sec accuracy=0.947344 2020-04-07 23:05:15,070 Epoch[6] Batch [11750-11800] Speed: 201.38 samples/sec accuracy=0.945156 2020-04-07 23:05:46,908 Epoch[6] Batch [11800-11850] Speed: 201.02 samples/sec accuracy=0.945625 2020-04-07 23:06:18,848 Epoch[6] Batch [11850-11900] Speed: 200.38 samples/sec accuracy=0.944063 2020-04-07 23:06:50,845 Epoch[6] Batch [11900-11950] Speed: 200.02 samples/sec accuracy=0.946406 2020-04-07 23:07:23,116 Epoch[6] Batch [11950-12000] Speed: 198.32 samples/sec accuracy=0.947500 2020-04-07 23:07:54,915 Epoch[6] Batch [12000-12050] Speed: 201.27 samples/sec accuracy=0.943594 2020-04-07 23:08:26,649 Epoch[6] Batch [12050-12100] Speed: 201.68 samples/sec accuracy=0.942031 2020-04-07 23:08:58,996 Epoch[6] Batch [12100-12150] Speed: 197.86 samples/sec accuracy=0.945937 2020-04-07 23:09:31,241 Epoch[6] Batch [12150-12200] Speed: 198.48 samples/sec accuracy=0.941250 2020-04-07 23:10:02,986 Epoch[6] Batch [12200-12250] Speed: 201.61 samples/sec accuracy=0.942500 2020-04-07 23:10:34,906 Epoch[6] Batch [12250-12300] Speed: 200.50 samples/sec accuracy=0.949688 2020-04-07 23:11:06,611 Epoch[6] Batch [12300-12350] Speed: 201.86 samples/sec accuracy=0.946562 2020-04-07 23:11:38,348 Epoch[6] Batch [12350-12400] Speed: 201.65 samples/sec accuracy=0.947344 2020-04-07 23:12:10,019 Epoch[6] Batch [12400-12450] Speed: 202.08 samples/sec accuracy=0.946250 2020-04-07 23:12:41,924 Epoch[6] Batch [12450-12500] Speed: 200.59 samples/sec accuracy=0.947344 2020-04-07 23:13:13,677 Epoch[6] Batch [12500-12550] Speed: 201.56 samples/sec accuracy=0.947500 2020-04-07 23:13:45,594 Epoch[6] Batch [12550-12600] Speed: 200.52 samples/sec accuracy=0.940000 2020-04-07 23:14:17,582 Epoch[6] Batch [12600-12650] Speed: 200.08 samples/sec accuracy=0.948438 2020-04-07 23:14:49,376 Epoch[6] Batch [12650-12700] Speed: 201.30 samples/sec accuracy=0.943750 2020-04-07 23:15:21,186 Epoch[6] Batch [12700-12750] Speed: 201.20 samples/sec accuracy=0.948438 2020-04-07 23:15:53,016 Epoch[6] Batch [12750-12800] Speed: 201.07 samples/sec accuracy=0.945625 2020-04-07 23:16:24,808 Epoch[6] Batch [12800-12850] Speed: 201.31 samples/sec accuracy=0.950469 2020-04-07 23:16:56,438 Epoch[6] Batch [12850-12900] Speed: 202.34 samples/sec accuracy=0.947031 2020-04-07 23:17:28,049 Epoch[6] Batch [12900-12950] Speed: 202.46 samples/sec accuracy=0.945312 2020-04-07 23:17:59,842 Epoch[6] Batch [12950-13000] Speed: 201.31 samples/sec accuracy=0.950156 2020-04-07 23:18:31,504 Epoch[6] Batch [13000-13050] Speed: 202.13 samples/sec accuracy=0.949063 2020-04-07 23:19:02,967 Epoch[6] Batch [13050-13100] Speed: 203.42 samples/sec accuracy=0.945625 2020-04-07 23:19:34,515 Epoch[6] Batch [13100-13150] Speed: 202.87 samples/sec accuracy=0.944531 2020-04-07 23:20:06,555 Epoch[6] Batch [13150-13200] Speed: 199.75 samples/sec accuracy=0.947969 2020-04-07 23:20:38,219 Epoch[6] Batch [13200-13250] Speed: 202.13 samples/sec accuracy=0.943594 2020-04-07 23:21:09,684 Epoch[6] Batch [13250-13300] Speed: 203.40 samples/sec accuracy=0.945000 2020-04-07 23:21:41,498 Epoch[6] Batch [13300-13350] Speed: 201.17 samples/sec accuracy=0.941875 2020-04-07 23:22:13,197 Epoch[6] Batch [13350-13400] Speed: 201.90 samples/sec accuracy=0.942656 2020-04-07 23:22:45,065 Epoch[6] Batch [13400-13450] Speed: 200.83 samples/sec accuracy=0.942031 2020-04-07 23:23:17,057 Epoch[6] Batch [13450-13500] Speed: 200.05 samples/sec accuracy=0.945000 2020-04-07 23:23:48,816 Epoch[6] Batch [13500-13550] Speed: 201.52 samples/sec accuracy=0.946406 2020-04-07 23:24:20,793 Epoch[6] Batch [13550-13600] Speed: 200.15 samples/sec accuracy=0.947812 2020-04-07 23:24:52,437 Epoch[6] Batch [13600-13650] Speed: 202.25 samples/sec accuracy=0.946562 2020-04-07 23:25:24,432 Epoch[6] Batch [13650-13700] Speed: 200.03 samples/sec accuracy=0.948750 2020-04-07 23:25:56,520 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accuracy=0.945156 2020-04-07 23:37:04,907 Epoch[6] Batch [14750-14800] Speed: 202.05 samples/sec accuracy=0.950625 2020-04-07 23:37:36,988 Epoch[6] Batch [14800-14850] Speed: 199.50 samples/sec accuracy=0.941562 2020-04-07 23:38:08,993 Epoch[6] Batch [14850-14900] Speed: 199.97 samples/sec accuracy=0.947812 2020-04-07 23:38:40,954 Epoch[6] Batch [14900-14950] Speed: 200.25 samples/sec accuracy=0.947187 2020-04-07 23:39:12,580 Epoch[6] Batch [14950-15000] Speed: 202.36 samples/sec accuracy=0.949531 2020-04-07 23:39:44,371 Epoch[6] Batch [15000-15050] Speed: 201.32 samples/sec accuracy=0.943594 2020-04-07 23:40:16,145 Epoch[6] Batch [15050-15100] Speed: 201.43 samples/sec accuracy=0.947344 2020-04-07 23:40:48,157 Epoch[6] Batch [15100-15150] Speed: 199.93 samples/sec accuracy=0.946719 2020-04-07 23:41:20,120 Epoch[6] Batch [15150-15200] Speed: 200.23 samples/sec accuracy=0.949531 2020-04-07 23:41:52,721 Epoch[6] Batch [15200-15250] Speed: 196.31 samples/sec accuracy=0.947812 2020-04-07 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samples/sec accuracy=0.947656 2020-04-07 23:53:34,837 Epoch[6] Batch [16300-16350] Speed: 199.85 samples/sec accuracy=0.944688 2020-04-07 23:54:06,848 Epoch[6] Batch [16350-16400] Speed: 199.93 samples/sec accuracy=0.943750 2020-04-07 23:54:38,467 Epoch[6] Batch [16400-16450] Speed: 202.41 samples/sec accuracy=0.944688 2020-04-07 23:55:09,912 Epoch[6] Batch [16450-16500] Speed: 203.53 samples/sec accuracy=0.950625 2020-04-07 23:55:41,636 Epoch[6] Batch [16500-16550] Speed: 201.74 samples/sec accuracy=0.947656 2020-04-07 23:56:13,663 Epoch[6] Batch [16550-16600] Speed: 199.83 samples/sec accuracy=0.949531 2020-04-07 23:56:45,561 Epoch[6] Batch [16600-16650] Speed: 200.64 samples/sec accuracy=0.945156 2020-04-07 23:57:17,386 Epoch[6] Batch [16650-16700] Speed: 201.10 samples/sec accuracy=0.947656 2020-04-07 23:57:49,270 Epoch[6] Batch [16700-16750] Speed: 200.73 samples/sec accuracy=0.942031 2020-04-07 23:58:21,817 Epoch[6] Batch [16750-16800] Speed: 196.64 samples/sec accuracy=0.947656 2020-04-07 23:58:53,722 Epoch[6] Batch [16800-16850] Speed: 200.60 samples/sec accuracy=0.946406 2020-04-07 23:59:25,370 Epoch[6] Batch [16850-16900] Speed: 202.23 samples/sec accuracy=0.952500 2020-04-07 23:59:57,011 Epoch[6] Batch [16900-16950] Speed: 202.27 samples/sec accuracy=0.940000 2020-04-08 00:00:28,982 Epoch[6] Batch [16950-17000] Speed: 200.19 samples/sec accuracy=0.942656 2020-04-08 00:01:00,772 Epoch[6] Batch [17000-17050] Speed: 201.32 samples/sec accuracy=0.948438 2020-04-08 00:01:32,838 Epoch[6] Batch [17050-17100] Speed: 199.59 samples/sec accuracy=0.945781 2020-04-08 00:02:04,559 Epoch[6] Batch [17100-17150] Speed: 201.76 samples/sec accuracy=0.948281 2020-04-08 00:02:36,527 Epoch[6] Batch [17150-17200] Speed: 200.20 samples/sec accuracy=0.955313 2020-04-08 00:03:08,519 Epoch[6] Batch [17200-17250] Speed: 200.06 samples/sec accuracy=0.947969 2020-04-08 00:03:40,373 Epoch[6] Batch [17250-17300] Speed: 200.91 samples/sec accuracy=0.942187 2020-04-08 00:04:12,071 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accuracy=0.948750 2020-04-08 00:15:20,575 Epoch[6] Batch [18350-18400] Speed: 202.52 samples/sec accuracy=0.946250 2020-04-08 00:15:52,396 Epoch[6] Batch [18400-18450] Speed: 201.12 samples/sec accuracy=0.946875 2020-04-08 00:16:24,166 Epoch[6] Batch [18450-18500] Speed: 201.45 samples/sec accuracy=0.950469 2020-04-08 00:16:56,231 Epoch[6] Batch [18500-18550] Speed: 199.60 samples/sec accuracy=0.950781 2020-04-08 00:17:27,987 Epoch[6] Batch [18550-18600] Speed: 201.54 samples/sec accuracy=0.945937 2020-04-08 00:17:59,964 Epoch[6] Batch [18600-18650] Speed: 200.15 samples/sec accuracy=0.947500 2020-04-08 00:18:31,815 Epoch[6] Batch [18650-18700] Speed: 200.94 samples/sec accuracy=0.946250 2020-04-08 00:19:03,629 Epoch[6] Batch [18700-18750] Speed: 201.17 samples/sec accuracy=0.946875 2020-04-08 00:19:35,693 Epoch[6] Batch [18750-18800] Speed: 199.61 samples/sec accuracy=0.943906 2020-04-08 00:20:07,503 Epoch[6] Batch [18800-18850] Speed: 201.20 samples/sec accuracy=0.947969 2020-04-08 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[19350-19400] Speed: 201.01 samples/sec accuracy=0.943281 2020-04-08 00:26:29,796 Epoch[6] Batch [19400-19450] Speed: 198.57 samples/sec accuracy=0.943281 2020-04-08 00:27:02,002 Epoch[6] Batch [19450-19500] Speed: 198.72 samples/sec accuracy=0.947656 2020-04-08 00:27:34,533 Epoch[6] Batch [19500-19550] Speed: 196.74 samples/sec accuracy=0.943906 2020-04-08 00:28:06,342 Epoch[6] Batch [19550-19600] Speed: 201.20 samples/sec accuracy=0.943906 2020-04-08 00:28:35,806 Epoch[6] Batch [19600-19650] Speed: 217.22 samples/sec accuracy=0.940469 2020-04-08 00:29:05,159 Epoch[6] Batch [19650-19700] Speed: 218.04 samples/sec accuracy=0.947812 2020-04-08 00:29:34,758 Epoch[6] Batch [19700-19750] Speed: 216.22 samples/sec accuracy=0.946250 2020-04-08 00:30:04,205 Epoch[6] Batch [19750-19800] Speed: 217.34 samples/sec accuracy=0.947969 2020-04-08 00:30:33,610 Epoch[6] Batch [19800-19850] Speed: 217.65 samples/sec accuracy=0.944063 2020-04-08 00:31:03,021 Epoch[6] Batch [19850-19900] Speed: 217.61 samples/sec accuracy=0.940937 2020-04-08 00:31:32,490 Epoch[6] Batch [19900-19950] Speed: 217.18 samples/sec accuracy=0.950937 2020-04-08 00:32:01,899 Epoch[6] Batch [19950-20000] Speed: 217.62 samples/sec accuracy=0.940781 2020-04-08 00:32:31,312 Epoch[6] Batch [20000-20050] Speed: 217.59 samples/sec accuracy=0.941406 2020-04-08 00:33:00,733 Epoch[6] Batch [20050-20100] Speed: 217.53 samples/sec accuracy=0.946094 2020-04-08 00:33:29,980 Epoch[6] Batch [20100-20150] Speed: 218.83 samples/sec accuracy=0.948906 2020-04-08 00:33:59,572 Epoch[6] Batch [20150-20200] Speed: 216.28 samples/sec accuracy=0.945937 2020-04-08 00:34:29,401 Epoch[6] Batch [20200-20250] Speed: 214.56 samples/sec accuracy=0.951094 2020-04-08 00:34:58,946 Epoch[6] Batch [20250-20300] Speed: 216.62 samples/sec accuracy=0.947812 2020-04-08 00:35:28,409 Epoch[6] Batch [20300-20350] Speed: 217.22 samples/sec accuracy=0.945937 2020-04-08 00:35:57,817 Epoch[6] Batch [20350-20400] Speed: 217.63 samples/sec accuracy=0.943906 2020-04-08 00:36:27,318 Epoch[6] Batch [20400-20450] Speed: 216.95 samples/sec accuracy=0.949375 2020-04-08 00:36:56,803 Epoch[6] Batch [20450-20500] Speed: 217.06 samples/sec accuracy=0.946562 2020-04-08 00:37:26,154 Epoch[6] Batch [20500-20550] Speed: 218.05 samples/sec accuracy=0.947969 2020-04-08 00:37:55,467 Epoch[6] Batch [20550-20600] Speed: 218.33 samples/sec accuracy=0.947656 2020-04-08 00:38:24,987 Epoch[6] Batch [20600-20650] Speed: 216.80 samples/sec accuracy=0.943906 2020-04-08 00:38:54,377 Epoch[6] Batch [20650-20700] Speed: 217.77 samples/sec accuracy=0.943125 2020-04-08 00:39:23,859 Epoch[6] Batch [20700-20750] Speed: 217.08 samples/sec accuracy=0.946562 2020-04-08 00:39:53,250 Epoch[6] Batch [20750-20800] Speed: 217.76 samples/sec accuracy=0.950313 2020-04-08 00:40:22,802 Epoch[6] Batch [20800-20850] Speed: 216.57 samples/sec accuracy=0.951719 2020-04-08 00:40:52,329 Epoch[6] Batch [20850-20900] Speed: 216.75 samples/sec accuracy=0.945781 2020-04-08 00:41:21,734 Epoch[6] Batch [20900-20950] Speed: 217.66 samples/sec accuracy=0.941094 2020-04-08 00:41:51,253 Epoch[6] Batch [20950-21000] Speed: 216.81 samples/sec accuracy=0.939688 2020-04-08 00:42:20,759 Epoch[6] Batch [21000-21050] Speed: 216.91 samples/sec accuracy=0.941875 2020-04-08 00:42:50,181 Epoch[6] Batch [21050-21100] Speed: 217.53 samples/sec accuracy=0.940312 2020-04-08 00:43:20,065 Epoch[6] Batch [21100-21150] Speed: 214.16 samples/sec accuracy=0.948906 2020-04-08 00:43:49,443 Epoch[6] Batch [21150-21200] Speed: 217.85 samples/sec accuracy=0.941875 2020-04-08 00:44:18,777 Epoch[6] Batch [21200-21250] Speed: 218.18 samples/sec accuracy=0.942813 2020-04-08 00:44:48,205 Epoch[6] Batch [21250-21300] Speed: 217.48 samples/sec accuracy=0.946406 2020-04-08 00:45:17,687 Epoch[6] Batch [21300-21350] Speed: 217.08 samples/sec accuracy=0.944375 2020-04-08 00:45:47,215 Epoch[6] Batch [21350-21400] Speed: 216.75 samples/sec accuracy=0.942969 2020-04-08 00:46:16,646 Epoch[6] Batch [21400-21450] 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accuracy=0.942813 2020-04-08 01:28:43,927 Epoch[6] Batch [25550-25600] Speed: 197.71 samples/sec accuracy=0.946250 2020-04-08 01:29:15,909 Epoch[6] Batch [25600-25650] Speed: 200.12 samples/sec accuracy=0.948281 2020-04-08 01:29:47,694 Epoch[6] Batch [25650-25700] Speed: 201.36 samples/sec accuracy=0.944844 2020-04-08 01:30:19,337 Epoch[6] Batch [25700-25750] Speed: 202.26 samples/sec accuracy=0.949219 2020-04-08 01:30:51,616 Epoch[6] Batch [25750-25800] Speed: 198.27 samples/sec accuracy=0.950469 2020-04-08 01:31:23,570 Epoch[6] Batch [25800-25850] Speed: 200.29 samples/sec accuracy=0.948594 2020-04-08 01:31:55,418 Epoch[6] Batch [25850-25900] Speed: 200.95 samples/sec accuracy=0.946562 2020-04-08 01:32:27,428 Epoch[6] Batch [25900-25950] Speed: 199.94 samples/sec accuracy=0.944844 2020-04-08 01:32:59,196 Epoch[6] Batch [25950-26000] Speed: 201.46 samples/sec accuracy=0.947031 2020-04-08 01:33:31,190 Epoch[6] Batch [26000-26050] Speed: 200.04 samples/sec accuracy=0.943750 2020-04-08 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Epoch[6] Batch [28100-28150] Speed: 200.00 samples/sec accuracy=0.944531 2020-04-08 01:56:20,188 Epoch[6] Batch [28150-28200] Speed: 200.25 samples/sec accuracy=0.946719 2020-04-08 01:56:44,861 Epoch[6] Train-accuracy=0.945771 2020-04-08 01:56:44,861 Epoch[6] Time cost=17718.193 2020-04-08 01:56:45,130 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0007.params" 2020-04-08 02:28:31,180 Epoch[6] Validation-accuracy=0.976224 2020-04-08 02:29:11,527 Epoch[7] Batch [0-50] Speed: 198.34 samples/sec accuracy=0.952053 2020-04-08 02:29:43,347 Epoch[7] Batch [50-100] Speed: 201.13 samples/sec accuracy=0.949531 2020-04-08 02:30:15,223 Epoch[7] Batch [100-150] Speed: 200.78 samples/sec accuracy=0.945625 2020-04-08 02:30:47,275 Epoch[7] Batch [150-200] Speed: 199.68 samples/sec accuracy=0.948906 2020-04-08 02:31:18,856 Epoch[7] Batch [200-250] Speed: 202.65 samples/sec accuracy=0.949688 2020-04-08 02:31:50,912 Epoch[7] Batch [250-300] Speed: 199.65 samples/sec accuracy=0.947187 2020-04-08 02:32:22,627 Epoch[7] Batch [300-350] Speed: 201.80 samples/sec accuracy=0.946719 2020-04-08 02:32:54,633 Epoch[7] Batch [350-400] Speed: 199.97 samples/sec accuracy=0.944375 2020-04-08 02:33:26,612 Epoch[7] Batch [400-450] Speed: 200.13 samples/sec accuracy=0.950156 2020-04-08 02:33:58,616 Epoch[7] Batch [450-500] Speed: 199.98 samples/sec accuracy=0.944063 2020-04-08 02:34:30,339 Epoch[7] Batch [500-550] Speed: 201.74 samples/sec accuracy=0.945937 2020-04-08 02:35:02,895 Epoch[7] Batch [550-600] Speed: 196.58 samples/sec accuracy=0.950937 2020-04-08 02:35:34,646 Epoch[7] Batch [600-650] Speed: 201.57 samples/sec accuracy=0.948594 2020-04-08 02:36:06,208 Epoch[7] Batch [650-700] Speed: 202.77 samples/sec accuracy=0.947812 2020-04-08 02:36:37,915 Epoch[7] Batch [700-750] Speed: 201.85 samples/sec accuracy=0.956250 2020-04-08 02:37:09,991 Epoch[7] Batch [750-800] Speed: 199.53 samples/sec accuracy=0.952812 2020-04-08 02:37:41,631 Epoch[7] Batch [800-850] 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03:28:05,667 Epoch[7] Batch [5550-5600] Speed: 199.25 samples/sec accuracy=0.949375 2020-04-08 03:28:37,487 Epoch[7] Batch [5600-5650] Speed: 201.14 samples/sec accuracy=0.949844 2020-04-08 03:29:09,399 Epoch[7] Batch [5650-5700] Speed: 200.55 samples/sec accuracy=0.950469 2020-04-08 03:29:41,256 Epoch[7] Batch [5700-5750] Speed: 200.90 samples/sec accuracy=0.954063 2020-04-08 03:30:12,930 Epoch[7] Batch [5750-5800] Speed: 202.06 samples/sec accuracy=0.945781 2020-04-08 03:30:44,993 Epoch[7] Batch [5800-5850] Speed: 199.61 samples/sec accuracy=0.950781 2020-04-08 03:31:16,789 Epoch[7] Batch [5850-5900] Speed: 201.28 samples/sec accuracy=0.949219 2020-04-08 03:31:48,766 Epoch[7] Batch [5900-5950] Speed: 200.15 samples/sec accuracy=0.950313 2020-04-08 03:32:20,596 Epoch[7] Batch [5950-6000] Speed: 201.07 samples/sec accuracy=0.950313 2020-04-08 03:32:52,390 Epoch[7] Batch [6000-6050] Speed: 201.30 samples/sec accuracy=0.949063 2020-04-08 03:33:24,472 Epoch[7] Batch [6050-6100] Speed: 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03:39:11,651 Epoch[7] Batch [6600-6650] Speed: 211.13 samples/sec accuracy=0.950313 2020-04-08 03:39:41,877 Epoch[7] Batch [6650-6700] Speed: 211.74 samples/sec accuracy=0.950313 2020-04-08 03:40:12,203 Epoch[7] Batch [6700-6750] Speed: 211.04 samples/sec accuracy=0.949531 2020-04-08 03:40:42,538 Epoch[7] Batch [6750-6800] Speed: 210.98 samples/sec accuracy=0.952969 2020-04-08 03:41:12,882 Epoch[7] Batch [6800-6850] Speed: 210.92 samples/sec accuracy=0.952187 2020-04-08 03:41:42,922 Epoch[7] Batch [6850-6900] Speed: 213.05 samples/sec accuracy=0.948281 2020-04-08 03:42:13,269 Epoch[7] Batch [6900-6950] Speed: 210.89 samples/sec accuracy=0.942500 2020-04-08 03:42:43,441 Epoch[7] Batch [6950-7000] Speed: 212.12 samples/sec accuracy=0.947031 2020-04-08 03:43:13,696 Epoch[7] Batch [7000-7050] Speed: 211.54 samples/sec accuracy=0.949688 2020-04-08 03:43:44,043 Epoch[7] Batch [7050-7100] Speed: 210.89 samples/sec accuracy=0.944375 2020-04-08 03:44:14,349 Epoch[7] Batch [7100-7150] Speed: 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03:49:46,639 Epoch[7] Batch [7650-7700] Speed: 211.78 samples/sec accuracy=0.948750 2020-04-08 03:50:17,056 Epoch[7] Batch [7700-7750] Speed: 210.41 samples/sec accuracy=0.947187 2020-04-08 03:50:47,118 Epoch[7] Batch [7750-7800] Speed: 212.90 samples/sec accuracy=0.947344 2020-04-08 03:51:17,330 Epoch[7] Batch [7800-7850] Speed: 211.84 samples/sec accuracy=0.944688 2020-04-08 03:51:47,809 Epoch[7] Batch [7850-7900] Speed: 209.98 samples/sec accuracy=0.944688 2020-04-08 03:52:18,556 Epoch[7] Batch [7900-7950] Speed: 208.15 samples/sec accuracy=0.942187 2020-04-08 03:52:48,850 Epoch[7] Batch [7950-8000] Speed: 211.27 samples/sec accuracy=0.950313 2020-04-08 03:53:18,969 Epoch[7] Batch [8000-8050] Speed: 212.50 samples/sec accuracy=0.946250 2020-04-08 03:53:49,437 Epoch[7] Batch [8050-8100] Speed: 210.06 samples/sec accuracy=0.956719 2020-04-08 03:54:19,568 Epoch[7] Batch [8100-8150] Speed: 212.41 samples/sec accuracy=0.948906 2020-04-08 03:54:49,732 Epoch[7] Batch [8150-8200] Speed: 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04:00:22,147 Epoch[7] Batch [8700-8750] Speed: 211.54 samples/sec accuracy=0.950625 2020-04-08 04:00:52,513 Epoch[7] Batch [8750-8800] Speed: 210.77 samples/sec accuracy=0.950937 2020-04-08 04:01:22,716 Epoch[7] Batch [8800-8850] Speed: 211.90 samples/sec accuracy=0.943594 2020-04-08 04:01:52,947 Epoch[7] Batch [8850-8900] Speed: 211.70 samples/sec accuracy=0.947812 2020-04-08 04:02:23,088 Epoch[7] Batch [8900-8950] Speed: 212.33 samples/sec accuracy=0.947344 2020-04-08 04:02:53,578 Epoch[7] Batch [8950-9000] Speed: 209.91 samples/sec accuracy=0.948750 2020-04-08 04:03:23,850 Epoch[7] Batch [9000-9050] Speed: 211.42 samples/sec accuracy=0.945625 2020-04-08 04:03:54,280 Epoch[7] Batch [9050-9100] Speed: 210.32 samples/sec accuracy=0.947500 2020-04-08 04:04:24,586 Epoch[7] Batch [9100-9150] Speed: 211.18 samples/sec accuracy=0.952344 2020-04-08 04:04:55,197 Epoch[7] Batch [9150-9200] Speed: 209.08 samples/sec accuracy=0.948281 2020-04-08 04:05:25,546 Epoch[7] Batch [9200-9250] Speed: 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04:11:08,460 Epoch[7] Batch [9750-9800] Speed: 201.98 samples/sec accuracy=0.947031 2020-04-08 04:11:40,044 Epoch[7] Batch [9800-9850] Speed: 202.64 samples/sec accuracy=0.950000 2020-04-08 04:12:12,001 Epoch[7] Batch [9850-9900] Speed: 200.27 samples/sec accuracy=0.953438 2020-04-08 04:12:43,967 Epoch[7] Batch [9900-9950] Speed: 200.21 samples/sec accuracy=0.952969 2020-04-08 04:13:15,498 Epoch[7] Batch [9950-10000] Speed: 202.98 samples/sec accuracy=0.949688 2020-04-08 04:13:47,387 Epoch[7] Batch [10000-10050] Speed: 200.70 samples/sec accuracy=0.951250 2020-04-08 04:14:19,245 Epoch[7] Batch [10050-10100] Speed: 200.90 samples/sec accuracy=0.950313 2020-04-08 04:14:51,145 Epoch[7] Batch [10100-10150] Speed: 200.63 samples/sec accuracy=0.947969 2020-04-08 04:15:23,627 Epoch[7] Batch [10150-10200] Speed: 197.03 samples/sec accuracy=0.949688 2020-04-08 04:15:55,570 Epoch[7] Batch [10200-10250] Speed: 200.36 samples/sec accuracy=0.947344 2020-04-08 04:16:27,451 Epoch[7] Batch [10250-10300] Speed: 200.75 samples/sec accuracy=0.949375 2020-04-08 04:16:59,366 Epoch[7] Batch [10300-10350] Speed: 200.54 samples/sec accuracy=0.947812 2020-04-08 04:17:31,333 Epoch[7] Batch [10350-10400] Speed: 200.21 samples/sec accuracy=0.947344 2020-04-08 04:18:02,736 Epoch[7] Batch [10400-10450] Speed: 203.80 samples/sec accuracy=0.949531 2020-04-08 04:18:34,516 Epoch[7] Batch [10450-10500] Speed: 201.39 samples/sec accuracy=0.949688 2020-04-08 04:19:06,191 Epoch[7] Batch [10500-10550] Speed: 202.05 samples/sec accuracy=0.950625 2020-04-08 04:19:37,967 Epoch[7] Batch [10550-10600] Speed: 201.41 samples/sec accuracy=0.943594 2020-04-08 04:20:10,102 Epoch[7] Batch [10600-10650] Speed: 199.16 samples/sec accuracy=0.947656 2020-04-08 04:20:41,684 Epoch[7] Batch [10650-10700] Speed: 202.65 samples/sec accuracy=0.948906 2020-04-08 04:21:13,666 Epoch[7] Batch [10700-10750] Speed: 200.11 samples/sec accuracy=0.949375 2020-04-08 04:21:45,678 Epoch[7] Batch [10750-10800] Speed: 199.93 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2020-04-08 04:27:35,772 Epoch[7] Batch [11300-11350] Speed: 201.16 samples/sec accuracy=0.946719 2020-04-08 04:28:07,650 Epoch[7] Batch [11350-11400] Speed: 200.77 samples/sec accuracy=0.945937 2020-04-08 04:28:39,684 Epoch[7] Batch [11400-11450] Speed: 199.79 samples/sec accuracy=0.945937 2020-04-08 04:29:11,231 Epoch[7] Batch [11450-11500] Speed: 202.87 samples/sec accuracy=0.951094 2020-04-08 04:29:42,993 Epoch[7] Batch [11500-11550] Speed: 201.50 samples/sec accuracy=0.949688 2020-04-08 04:30:15,056 Epoch[7] Batch [11550-11600] Speed: 199.61 samples/sec accuracy=0.948281 2020-04-08 04:30:47,002 Epoch[7] Batch [11600-11650] Speed: 200.34 samples/sec accuracy=0.944844 2020-04-08 04:31:18,919 Epoch[7] Batch [11650-11700] Speed: 200.52 samples/sec accuracy=0.947187 2020-04-08 04:31:50,735 Epoch[7] Batch [11700-11750] Speed: 201.16 samples/sec accuracy=0.947812 2020-04-08 04:32:22,385 Epoch[7] Batch [11750-11800] Speed: 202.22 samples/sec accuracy=0.943281 2020-04-08 04:32:53,864 Epoch[7] Batch [11800-11850] Speed: 203.31 samples/sec accuracy=0.944219 2020-04-08 04:33:25,533 Epoch[7] Batch [11850-11900] Speed: 202.09 samples/sec accuracy=0.947344 2020-04-08 04:33:57,585 Epoch[7] Batch [11900-11950] Speed: 199.68 samples/sec accuracy=0.945937 2020-04-08 04:34:29,567 Epoch[7] Batch [11950-12000] Speed: 200.11 samples/sec accuracy=0.946406 2020-04-08 04:35:01,304 Epoch[7] Batch [12000-12050] Speed: 201.67 samples/sec accuracy=0.947344 2020-04-08 04:35:33,021 Epoch[7] Batch [12050-12100] Speed: 201.78 samples/sec accuracy=0.948750 2020-04-08 04:36:04,726 Epoch[7] Batch [12100-12150] Speed: 201.86 samples/sec accuracy=0.948594 2020-04-08 04:36:36,565 Epoch[7] Batch [12150-12200] Speed: 201.01 samples/sec accuracy=0.943906 2020-04-08 04:37:08,643 Epoch[7] Batch [12200-12250] Speed: 199.51 samples/sec accuracy=0.950000 2020-04-08 04:37:40,075 Epoch[7] Batch [12250-12300] Speed: 203.62 samples/sec accuracy=0.945625 2020-04-08 04:38:11,865 Epoch[7] Batch [12300-12350] Speed: 201.32 samples/sec accuracy=0.948125 2020-04-08 04:38:43,636 Epoch[7] Batch [12350-12400] Speed: 201.44 samples/sec accuracy=0.950625 2020-04-08 04:39:15,494 Epoch[7] Batch [12400-12450] Speed: 200.89 samples/sec accuracy=0.949688 2020-04-08 04:39:47,567 Epoch[7] Batch [12450-12500] Speed: 199.55 samples/sec accuracy=0.947500 2020-04-08 04:40:20,023 Epoch[7] Batch [12500-12550] Speed: 197.19 samples/sec accuracy=0.950781 2020-04-08 04:40:51,910 Epoch[7] Batch [12550-12600] Speed: 200.71 samples/sec accuracy=0.954844 2020-04-08 04:41:24,117 Epoch[7] Batch [12600-12650] Speed: 198.72 samples/sec accuracy=0.952187 2020-04-08 04:41:55,696 Epoch[7] Batch [12650-12700] Speed: 202.67 samples/sec accuracy=0.945156 2020-04-08 04:42:27,526 Epoch[7] Batch [12700-12750] Speed: 201.06 samples/sec accuracy=0.948281 2020-04-08 04:42:59,622 Epoch[7] Batch [12750-12800] Speed: 199.40 samples/sec accuracy=0.947812 2020-04-08 04:43:31,515 Epoch[7] Batch [12800-12850] Speed: 200.67 samples/sec accuracy=0.943906 2020-04-08 04:44:03,516 Epoch[7] Batch [12850-12900] Speed: 199.99 samples/sec accuracy=0.952031 2020-04-08 04:44:35,383 Epoch[7] Batch [12900-12950] Speed: 200.84 samples/sec accuracy=0.949063 2020-04-08 04:45:07,150 Epoch[7] Batch [12950-13000] Speed: 201.46 samples/sec accuracy=0.947344 2020-04-08 04:45:39,323 Epoch[7] Batch [13000-13050] Speed: 198.93 samples/sec accuracy=0.951562 2020-04-08 04:46:11,317 Epoch[7] Batch [13050-13100] Speed: 200.04 samples/sec accuracy=0.947500 2020-04-08 04:46:42,924 Epoch[7] Batch [13100-13150] Speed: 202.49 samples/sec accuracy=0.946875 2020-04-08 04:47:14,740 Epoch[7] Batch [13150-13200] Speed: 201.15 samples/sec accuracy=0.942969 2020-04-08 04:47:46,649 Epoch[7] Batch [13200-13250] Speed: 200.58 samples/sec accuracy=0.946875 2020-04-08 04:48:18,548 Epoch[7] Batch [13250-13300] Speed: 200.63 samples/sec accuracy=0.945625 2020-04-08 04:48:50,209 Epoch[7] Batch [13300-13350] Speed: 202.14 samples/sec accuracy=0.948750 2020-04-08 04:49:22,092 Epoch[7] Batch [13350-13400] Speed: 200.74 samples/sec accuracy=0.947656 2020-04-08 04:49:54,211 Epoch[7] Batch [13400-13450] Speed: 199.26 samples/sec accuracy=0.949688 2020-04-08 04:50:26,196 Epoch[7] Batch [13450-13500] Speed: 200.10 samples/sec accuracy=0.942344 2020-04-08 04:50:57,858 Epoch[7] Batch [13500-13550] Speed: 202.13 samples/sec accuracy=0.948906 2020-04-08 04:51:29,824 Epoch[7] Batch [13550-13600] Speed: 200.21 samples/sec accuracy=0.948750 2020-04-08 04:52:01,499 Epoch[7] Batch [13600-13650] Speed: 202.06 samples/sec accuracy=0.946562 2020-04-08 04:52:33,546 Epoch[7] Batch [13650-13700] Speed: 199.71 samples/sec accuracy=0.950625 2020-04-08 04:53:04,951 Epoch[7] Batch [13700-13750] Speed: 203.79 samples/sec accuracy=0.947812 2020-04-08 04:53:36,827 Epoch[7] Batch [13750-13800] Speed: 200.78 samples/sec accuracy=0.950625 2020-04-08 04:54:08,368 Epoch[7] Batch [13800-13850] Speed: 202.92 samples/sec accuracy=0.946562 2020-04-08 04:54:40,216 Epoch[7] Batch [13850-13900] Speed: 200.96 samples/sec accuracy=0.949844 2020-04-08 04:55:12,164 Epoch[7] Batch [13900-13950] Speed: 200.33 samples/sec accuracy=0.946406 2020-04-08 04:55:44,221 Epoch[7] Batch [13950-14000] Speed: 199.65 samples/sec accuracy=0.942187 2020-04-08 04:56:15,736 Epoch[7] Batch [14000-14050] Speed: 203.08 samples/sec accuracy=0.949531 2020-04-08 04:56:47,765 Epoch[7] Batch [14050-14100] Speed: 199.82 samples/sec accuracy=0.946719 2020-04-08 04:57:19,625 Epoch[7] Batch [14100-14150] Speed: 200.88 samples/sec accuracy=0.949219 2020-04-08 04:57:51,384 Epoch[7] Batch [14150-14200] Speed: 201.52 samples/sec accuracy=0.945156 2020-04-08 04:58:23,201 Epoch[7] Batch [14200-14250] Speed: 201.15 samples/sec accuracy=0.952656 2020-04-08 04:58:55,167 Epoch[7] Batch [14250-14300] Speed: 200.21 samples/sec accuracy=0.948750 2020-04-08 04:59:27,179 Epoch[7] Batch [14300-14350] Speed: 199.93 samples/sec accuracy=0.945312 2020-04-08 04:59:58,828 Epoch[7] Batch [14350-14400] Speed: 202.22 samples/sec accuracy=0.948594 2020-04-08 05:00:30,635 Epoch[7] Batch [14400-14450] Speed: 201.21 samples/sec accuracy=0.949063 2020-04-08 05:01:02,295 Epoch[7] Batch [14450-14500] Speed: 202.15 samples/sec accuracy=0.946094 2020-04-08 05:01:33,949 Epoch[7] Batch [14500-14550] Speed: 202.19 samples/sec accuracy=0.944375 2020-04-08 05:02:05,838 Epoch[7] Batch [14550-14600] Speed: 200.70 samples/sec accuracy=0.950156 2020-04-08 05:02:37,702 Epoch[7] Batch [14600-14650] Speed: 200.86 samples/sec accuracy=0.947969 2020-04-08 05:03:09,606 Epoch[7] Batch [14650-14700] Speed: 200.60 samples/sec accuracy=0.950469 2020-04-08 05:03:41,477 Epoch[7] Batch [14700-14750] Speed: 200.81 samples/sec accuracy=0.947344 2020-04-08 05:04:13,267 Epoch[7] Batch [14750-14800] Speed: 201.32 samples/sec accuracy=0.943438 2020-04-08 05:04:45,076 Epoch[7] Batch [14800-14850] Speed: 201.20 samples/sec accuracy=0.948125 2020-04-08 05:05:16,888 Epoch[7] Batch [14850-14900] Speed: 201.18 samples/sec accuracy=0.942500 2020-04-08 05:05:48,613 Epoch[7] Batch [14900-14950] Speed: 201.73 samples/sec accuracy=0.950313 2020-04-08 05:06:20,419 Epoch[7] Batch [14950-15000] Speed: 201.22 samples/sec accuracy=0.946406 2020-04-08 05:06:52,625 Epoch[7] Batch [15000-15050] Speed: 198.72 samples/sec accuracy=0.950469 2020-04-08 05:07:24,468 Epoch[7] Batch [15050-15100] Speed: 200.99 samples/sec accuracy=0.945781 2020-04-08 05:07:56,459 Epoch[7] Batch [15100-15150] Speed: 200.06 samples/sec accuracy=0.944375 2020-04-08 05:08:28,054 Epoch[7] Batch [15150-15200] Speed: 202.56 samples/sec accuracy=0.950781 2020-04-08 05:08:59,833 Epoch[7] Batch [15200-15250] Speed: 201.40 samples/sec accuracy=0.948594 2020-04-08 05:09:31,728 Epoch[7] Batch [15250-15300] Speed: 200.66 samples/sec accuracy=0.946875 2020-04-08 05:10:03,516 Epoch[7] Batch [15300-15350] Speed: 201.34 samples/sec accuracy=0.945937 2020-04-08 05:10:35,233 Epoch[7] Batch [15350-15400] Speed: 201.79 samples/sec accuracy=0.949688 2020-04-08 05:11:06,795 Epoch[7] Batch [15400-15450] Speed: 202.77 samples/sec accuracy=0.950781 2020-04-08 05:11:38,196 Epoch[7] Batch [15450-15500] Speed: 203.82 samples/sec accuracy=0.950156 2020-04-08 05:12:10,696 Epoch[7] Batch [15500-15550] Speed: 196.92 samples/sec accuracy=0.948594 2020-04-08 05:12:42,487 Epoch[7] Batch [15550-15600] Speed: 201.32 samples/sec accuracy=0.947031 2020-04-08 05:13:14,664 Epoch[7] Batch [15600-15650] Speed: 198.90 samples/sec accuracy=0.948750 2020-04-08 05:13:46,592 Epoch[7] Batch [15650-15700] Speed: 200.45 samples/sec accuracy=0.946406 2020-04-08 05:14:18,405 Epoch[7] Batch [15700-15750] Speed: 201.18 samples/sec accuracy=0.949688 2020-04-08 05:14:50,110 Epoch[7] Batch [15750-15800] Speed: 201.86 samples/sec accuracy=0.950781 2020-04-08 05:15:22,183 Epoch[7] Batch [15800-15850] Speed: 199.54 samples/sec accuracy=0.948750 2020-04-08 05:15:53,940 Epoch[7] Batch [15850-15900] Speed: 201.53 samples/sec accuracy=0.947500 2020-04-08 05:16:25,756 Epoch[7] Batch [15900-15950] Speed: 201.16 samples/sec accuracy=0.947187 2020-04-08 05:16:57,473 Epoch[7] Batch [15950-16000] Speed: 201.78 samples/sec accuracy=0.947969 2020-04-08 05:17:29,243 Epoch[7] Batch [16000-16050] Speed: 201.45 samples/sec accuracy=0.947187 2020-04-08 05:18:01,436 Epoch[7] Batch [16050-16100] Speed: 198.80 samples/sec accuracy=0.943906 2020-04-08 05:18:33,427 Epoch[7] Batch [16100-16150] Speed: 200.06 samples/sec accuracy=0.951719 2020-04-08 05:19:05,182 Epoch[7] Batch [16150-16200] Speed: 201.54 samples/sec accuracy=0.947344 2020-04-08 05:19:36,981 Epoch[7] Batch [16200-16250] Speed: 201.27 samples/sec accuracy=0.945781 2020-04-08 05:20:08,824 Epoch[7] Batch [16250-16300] Speed: 200.99 samples/sec accuracy=0.948125 2020-04-08 05:20:40,893 Epoch[7] Batch [16300-16350] Speed: 199.57 samples/sec accuracy=0.947969 2020-04-08 05:21:12,547 Epoch[7] Batch [16350-16400] Speed: 202.19 samples/sec accuracy=0.942344 2020-04-08 05:21:44,203 Epoch[7] Batch [16400-16450] Speed: 202.17 samples/sec accuracy=0.948594 2020-04-08 05:22:16,149 Epoch[7] Batch [16450-16500] Speed: 200.34 samples/sec accuracy=0.949063 2020-04-08 05:22:47,693 Epoch[7] Batch [16500-16550] Speed: 202.89 samples/sec accuracy=0.946875 2020-04-08 05:23:19,737 Epoch[7] Batch [16550-16600] Speed: 199.73 samples/sec accuracy=0.944688 2020-04-08 05:23:51,413 Epoch[7] Batch [16600-16650] Speed: 202.05 samples/sec accuracy=0.947031 2020-04-08 05:24:23,669 Epoch[7] Batch [16650-16700] Speed: 198.41 samples/sec accuracy=0.944531 2020-04-08 05:24:55,418 Epoch[7] Batch [16700-16750] Speed: 201.58 samples/sec accuracy=0.946719 2020-04-08 05:25:27,233 Epoch[7] Batch [16750-16800] Speed: 201.16 samples/sec accuracy=0.946406 2020-04-08 05:25:59,566 Epoch[7] Batch [16800-16850] Speed: 197.95 samples/sec accuracy=0.946094 2020-04-08 05:26:31,393 Epoch[7] Batch [16850-16900] Speed: 201.09 samples/sec accuracy=0.938750 2020-04-08 05:27:03,217 Epoch[7] Batch [16900-16950] Speed: 201.11 samples/sec accuracy=0.945312 2020-04-08 05:27:34,978 Epoch[7] Batch [16950-17000] Speed: 201.51 samples/sec accuracy=0.945937 2020-04-08 05:28:07,028 Epoch[7] Batch [17000-17050] Speed: 199.69 samples/sec accuracy=0.946875 2020-04-08 05:28:38,769 Epoch[7] Batch [17050-17100] Speed: 201.63 samples/sec accuracy=0.945469 2020-04-08 05:29:10,354 Epoch[7] Batch [17100-17150] Speed: 202.63 samples/sec accuracy=0.946562 2020-04-08 05:29:42,390 Epoch[7] Batch [17150-17200] Speed: 199.78 samples/sec accuracy=0.949375 2020-04-08 05:30:14,156 Epoch[7] Batch [17200-17250] Speed: 201.47 samples/sec accuracy=0.937187 2020-04-08 05:30:46,148 Epoch[7] Batch [17250-17300] Speed: 200.05 samples/sec accuracy=0.947969 2020-04-08 05:31:18,018 Epoch[7] Batch [17300-17350] Speed: 200.81 samples/sec accuracy=0.942656 2020-04-08 05:31:50,034 Epoch[7] Batch [17350-17400] Speed: 199.91 samples/sec accuracy=0.946094 2020-04-08 05:32:22,005 Epoch[7] Batch [17400-17450] Speed: 200.18 samples/sec accuracy=0.949219 2020-04-08 05:32:53,746 Epoch[7] Batch [17450-17500] Speed: 201.64 samples/sec accuracy=0.950000 2020-04-08 05:33:25,576 Epoch[7] Batch [17500-17550] Speed: 201.07 samples/sec accuracy=0.949063 2020-04-08 05:33:57,103 Epoch[7] Batch [17550-17600] Speed: 203.00 samples/sec accuracy=0.949844 2020-04-08 05:34:28,733 Epoch[7] Batch [17600-17650] Speed: 202.34 samples/sec accuracy=0.946875 2020-04-08 05:35:00,500 Epoch[7] Batch [17650-17700] Speed: 201.47 samples/sec accuracy=0.951406 2020-04-08 05:35:32,408 Epoch[7] Batch [17700-17750] Speed: 200.57 samples/sec accuracy=0.946719 2020-04-08 05:36:04,210 Epoch[7] Batch [17750-17800] Speed: 201.25 samples/sec accuracy=0.946406 2020-04-08 05:36:35,973 Epoch[7] Batch [17800-17850] Speed: 201.50 samples/sec accuracy=0.948125 2020-04-08 05:37:07,532 Epoch[7] Batch [17850-17900] Speed: 202.80 samples/sec accuracy=0.946406 2020-04-08 05:37:39,125 Epoch[7] Batch [17900-17950] Speed: 202.58 samples/sec accuracy=0.949844 2020-04-08 05:38:10,760 Epoch[7] Batch [17950-18000] Speed: 202.31 samples/sec accuracy=0.951719 2020-04-08 05:38:42,910 Epoch[7] Batch [18000-18050] Speed: 199.07 samples/sec accuracy=0.942969 2020-04-08 05:39:14,861 Epoch[7] Batch [18050-18100] Speed: 200.31 samples/sec accuracy=0.949063 2020-04-08 05:39:46,764 Epoch[7] Batch [18100-18150] Speed: 200.61 samples/sec accuracy=0.950313 2020-04-08 05:40:18,424 Epoch[7] Batch [18150-18200] Speed: 202.15 samples/sec accuracy=0.944688 2020-04-08 05:40:50,400 Epoch[7] Batch [18200-18250] Speed: 200.15 samples/sec accuracy=0.949063 2020-04-08 05:41:22,054 Epoch[7] Batch [18250-18300] Speed: 202.18 samples/sec accuracy=0.947187 2020-04-08 05:41:53,929 Epoch[7] Batch [18300-18350] Speed: 200.79 samples/sec accuracy=0.949844 2020-04-08 05:42:25,577 Epoch[7] Batch [18350-18400] Speed: 202.23 samples/sec accuracy=0.949375 2020-04-08 05:42:57,797 Epoch[7] Batch [18400-18450] Speed: 198.63 samples/sec accuracy=0.952187 2020-04-08 05:43:29,815 Epoch[7] Batch [18450-18500] Speed: 199.89 samples/sec accuracy=0.945937 2020-04-08 05:44:01,743 Epoch[7] Batch [18500-18550] Speed: 200.45 samples/sec accuracy=0.949219 2020-04-08 05:44:33,499 Epoch[7] Batch [18550-18600] Speed: 201.53 samples/sec accuracy=0.949688 2020-04-08 05:45:05,163 Epoch[7] Batch [18600-18650] Speed: 202.13 samples/sec accuracy=0.948906 2020-04-08 05:45:36,778 Epoch[7] Batch [18650-18700] Speed: 202.44 samples/sec accuracy=0.949375 2020-04-08 05:46:08,458 Epoch[7] Batch [18700-18750] Speed: 202.02 samples/sec accuracy=0.952187 2020-04-08 05:46:40,268 Epoch[7] Batch [18750-18800] Speed: 201.19 samples/sec accuracy=0.948594 2020-04-08 05:47:11,819 Epoch[7] Batch [18800-18850] Speed: 202.85 samples/sec accuracy=0.947187 2020-04-08 05:47:43,850 Epoch[7] Batch [18850-18900] Speed: 199.81 samples/sec accuracy=0.944688 2020-04-08 05:48:15,600 Epoch[7] Batch [18900-18950] Speed: 201.58 samples/sec accuracy=0.950625 2020-04-08 05:48:47,197 Epoch[7] Batch [18950-19000] Speed: 202.56 samples/sec accuracy=0.947969 2020-04-08 05:49:18,745 Epoch[7] Batch [19000-19050] Speed: 202.86 samples/sec accuracy=0.954531 2020-04-08 05:49:50,511 Epoch[7] Batch [19050-19100] Speed: 201.48 samples/sec accuracy=0.950000 2020-04-08 05:50:23,204 Epoch[7] Batch [19100-19150] Speed: 195.76 samples/sec accuracy=0.950937 2020-04-08 05:50:54,995 Epoch[7] Batch [19150-19200] Speed: 201.32 samples/sec accuracy=0.944531 2020-04-08 05:51:26,750 Epoch[7] Batch [19200-19250] Speed: 201.54 samples/sec accuracy=0.951094 2020-04-08 05:51:58,691 Epoch[7] Batch [19250-19300] Speed: 200.37 samples/sec accuracy=0.952187 2020-04-08 05:52:30,273 Epoch[7] Batch [19300-19350] Speed: 202.65 samples/sec accuracy=0.953750 2020-04-08 05:53:02,165 Epoch[7] Batch [19350-19400] Speed: 200.68 samples/sec accuracy=0.950625 2020-04-08 05:53:33,840 Epoch[7] Batch [19400-19450] Speed: 202.05 samples/sec accuracy=0.947656 2020-04-08 05:54:05,680 Epoch[7] Batch [19450-19500] Speed: 201.01 samples/sec accuracy=0.951719 2020-04-08 05:54:37,595 Epoch[7] Batch [19500-19550] Speed: 200.54 samples/sec accuracy=0.949844 2020-04-08 05:55:09,091 Epoch[7] Batch [19550-19600] Speed: 203.20 samples/sec accuracy=0.951250 2020-04-08 05:55:41,044 Epoch[7] Batch [19600-19650] Speed: 200.29 samples/sec accuracy=0.949219 2020-04-08 05:56:13,000 Epoch[7] Batch [19650-19700] Speed: 200.28 samples/sec accuracy=0.947031 2020-04-08 05:56:44,428 Epoch[7] Batch [19700-19750] Speed: 203.64 samples/sec accuracy=0.945937 2020-04-08 05:57:16,551 Epoch[7] Batch [19750-19800] Speed: 199.23 samples/sec accuracy=0.945625 2020-04-08 05:57:48,256 Epoch[7] Batch [19800-19850] Speed: 201.86 samples/sec accuracy=0.941719 2020-04-08 05:58:19,947 Epoch[7] Batch [19850-19900] Speed: 201.95 samples/sec accuracy=0.945625 2020-04-08 05:58:52,386 Epoch[7] Batch [19900-19950] Speed: 197.29 samples/sec accuracy=0.947187 2020-04-08 05:59:24,291 Epoch[7] Batch [19950-20000] Speed: 200.60 samples/sec accuracy=0.946406 2020-04-08 05:59:55,897 Epoch[7] Batch [20000-20050] Speed: 202.50 samples/sec accuracy=0.950937 2020-04-08 06:00:28,023 Epoch[7] Batch [20050-20100] Speed: 199.22 samples/sec accuracy=0.945469 2020-04-08 06:00:59,291 Epoch[7] Batch [20100-20150] Speed: 204.68 samples/sec accuracy=0.944063 2020-04-08 06:01:31,031 Epoch[7] Batch [20150-20200] Speed: 201.64 samples/sec accuracy=0.946094 2020-04-08 06:02:02,982 Epoch[7] Batch [20200-20250] Speed: 200.31 samples/sec accuracy=0.949219 2020-04-08 06:02:35,153 Epoch[7] Batch [20250-20300] Speed: 198.94 samples/sec accuracy=0.953125 2020-04-08 06:03:06,904 Epoch[7] Batch [20300-20350] Speed: 201.57 samples/sec accuracy=0.952344 2020-04-08 06:03:38,439 Epoch[7] Batch [20350-20400] Speed: 202.95 samples/sec accuracy=0.949063 2020-04-08 06:04:09,941 Epoch[7] Batch [20400-20450] Speed: 203.16 samples/sec accuracy=0.950937 2020-04-08 06:04:41,633 Epoch[7] Batch [20450-20500] Speed: 201.94 samples/sec accuracy=0.948594 2020-04-08 06:05:13,469 Epoch[7] Batch [20500-20550] Speed: 201.03 samples/sec accuracy=0.951094 2020-04-08 06:05:45,363 Epoch[7] Batch [20550-20600] Speed: 200.66 samples/sec accuracy=0.952031 2020-04-08 06:06:17,402 Epoch[7] Batch [20600-20650] Speed: 199.76 samples/sec accuracy=0.950469 2020-04-08 06:06:48,990 Epoch[7] Batch [20650-20700] Speed: 202.61 samples/sec accuracy=0.948281 2020-04-08 06:07:20,616 Epoch[7] Batch [20700-20750] Speed: 202.37 samples/sec accuracy=0.945625 2020-04-08 06:07:52,694 Epoch[7] Batch [20750-20800] Speed: 199.52 samples/sec accuracy=0.955469 2020-04-08 06:08:24,315 Epoch[7] Batch [20800-20850] Speed: 202.39 samples/sec accuracy=0.947656 2020-04-08 06:08:56,107 Epoch[7] Batch [20850-20900] Speed: 201.31 samples/sec accuracy=0.949063 2020-04-08 06:09:27,835 Epoch[7] Batch [20900-20950] Speed: 201.72 samples/sec accuracy=0.948438 2020-04-08 06:09:59,862 Epoch[7] Batch [20950-21000] Speed: 199.83 samples/sec accuracy=0.947656 2020-04-08 06:10:31,719 Epoch[7] Batch [21000-21050] Speed: 200.90 samples/sec accuracy=0.948906 2020-04-08 06:11:03,666 Epoch[7] Batch 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accuracy=0.954063 2020-04-08 06:38:41,236 Epoch[7] Batch [23650-23700] Speed: 199.96 samples/sec accuracy=0.949531 2020-04-08 06:39:13,066 Epoch[7] Batch [23700-23750] Speed: 201.07 samples/sec accuracy=0.949531 2020-04-08 06:39:44,978 Epoch[7] Batch [23750-23800] Speed: 200.56 samples/sec accuracy=0.946875 2020-04-08 06:40:16,588 Epoch[7] Batch [23800-23850] Speed: 202.46 samples/sec accuracy=0.946406 2020-04-08 06:40:48,524 Epoch[7] Batch [23850-23900] Speed: 200.41 samples/sec accuracy=0.946719 2020-04-08 06:41:20,299 Epoch[7] Batch [23900-23950] Speed: 201.42 samples/sec accuracy=0.950313 2020-04-08 06:41:51,842 Epoch[7] Batch [23950-24000] Speed: 202.90 samples/sec accuracy=0.949844 2020-04-08 06:42:23,630 Epoch[7] Batch [24000-24050] Speed: 201.33 samples/sec accuracy=0.953281 2020-04-08 06:42:55,225 Epoch[7] Batch [24050-24100] Speed: 202.57 samples/sec accuracy=0.949219 2020-04-08 06:43:26,957 Epoch[7] Batch [24100-24150] Speed: 201.69 samples/sec accuracy=0.946719 2020-04-08 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2020-04-08 07:00:24,743 Epoch[7] Batch [25700-25750] Speed: 201.36 samples/sec accuracy=0.953594 2020-04-08 07:00:56,369 Epoch[7] Batch [25750-25800] Speed: 202.37 samples/sec accuracy=0.946875 2020-04-08 07:01:28,232 Epoch[7] Batch [25800-25850] Speed: 200.86 samples/sec accuracy=0.954219 2020-04-08 07:02:00,159 Epoch[7] Batch [25850-25900] Speed: 200.46 samples/sec accuracy=0.941562 2020-04-08 07:02:31,865 Epoch[7] Batch [25900-25950] Speed: 201.86 samples/sec accuracy=0.945469 2020-04-08 07:03:03,520 Epoch[7] Batch [25950-26000] Speed: 202.18 samples/sec accuracy=0.950000 2020-04-08 07:03:35,890 Epoch[7] Batch [26000-26050] Speed: 197.71 samples/sec accuracy=0.945625 2020-04-08 07:04:07,769 Epoch[7] Batch [26050-26100] Speed: 200.76 samples/sec accuracy=0.949063 2020-04-08 07:04:39,599 Epoch[7] Batch [26100-26150] Speed: 201.07 samples/sec accuracy=0.943750 2020-04-08 07:05:11,487 Epoch[7] Batch [26150-26200] Speed: 200.71 samples/sec accuracy=0.943281 2020-04-08 07:05:43,212 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accuracy=0.954688 2020-04-08 07:16:49,481 Epoch[7] Batch [27250-27300] Speed: 201.98 samples/sec accuracy=0.947031 2020-04-08 07:17:21,635 Epoch[7] Batch [27300-27350] Speed: 199.04 samples/sec accuracy=0.943438 2020-04-08 07:17:53,282 Epoch[7] Batch [27350-27400] Speed: 202.23 samples/sec accuracy=0.948906 2020-04-08 07:18:24,999 Epoch[7] Batch [27400-27450] Speed: 201.79 samples/sec accuracy=0.948281 2020-04-08 07:18:57,236 Epoch[7] Batch [27450-27500] Speed: 198.53 samples/sec accuracy=0.946406 2020-04-08 07:19:28,578 Epoch[7] Batch [27500-27550] Speed: 204.20 samples/sec accuracy=0.946719 2020-04-08 07:20:00,509 Epoch[7] Batch [27550-27600] Speed: 200.44 samples/sec accuracy=0.944531 2020-04-08 07:20:32,132 Epoch[7] Batch [27600-27650] Speed: 202.38 samples/sec accuracy=0.948594 2020-04-08 07:21:03,844 Epoch[7] Batch [27650-27700] Speed: 201.82 samples/sec accuracy=0.944375 2020-04-08 07:21:35,681 Epoch[7] Batch [27700-27750] Speed: 201.02 samples/sec accuracy=0.947187 2020-04-08 07:22:07,472 Epoch[7] Batch [27750-27800] Speed: 201.32 samples/sec accuracy=0.949531 2020-04-08 07:22:39,496 Epoch[7] Batch [27800-27850] Speed: 199.85 samples/sec accuracy=0.945781 2020-04-08 07:23:11,329 Epoch[7] Batch [27850-27900] Speed: 201.05 samples/sec accuracy=0.946406 2020-04-08 07:23:43,034 Epoch[7] Batch [27900-27950] Speed: 201.86 samples/sec accuracy=0.948438 2020-04-08 07:24:14,977 Epoch[7] Batch [27950-28000] Speed: 200.36 samples/sec accuracy=0.951406 2020-04-08 07:24:46,729 Epoch[7] Batch [28000-28050] Speed: 201.56 samples/sec accuracy=0.950000 2020-04-08 07:25:18,793 Epoch[7] Batch [28050-28100] Speed: 199.61 samples/sec accuracy=0.948125 2020-04-08 07:25:50,620 Epoch[7] Batch [28100-28150] Speed: 201.09 samples/sec accuracy=0.951094 2020-04-08 07:26:22,549 Epoch[7] Batch [28150-28200] Speed: 200.44 samples/sec accuracy=0.954531 2020-04-08 07:26:47,067 Epoch[7] Train-accuracy=0.948111 2020-04-08 07:26:47,067 Epoch[7] Time cost=17888.844 2020-04-08 07:26:47,443 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0008.params" 2020-04-08 07:58:11,815 Epoch[7] Validation-accuracy=0.976497 2020-04-08 07:58:49,077 Epoch[8] Batch [0-50] Speed: 218.32 samples/sec accuracy=0.950061 2020-04-08 07:59:18,434 Epoch[8] Batch [50-100] Speed: 218.01 samples/sec accuracy=0.950313 2020-04-08 07:59:47,828 Epoch[8] Batch [100-150] Speed: 217.73 samples/sec accuracy=0.950469 2020-04-08 08:00:17,134 Epoch[8] Batch [150-200] Speed: 218.39 samples/sec accuracy=0.949219 2020-04-08 08:00:46,450 Epoch[8] Batch [200-250] Speed: 218.31 samples/sec accuracy=0.947187 2020-04-08 08:01:15,876 Epoch[8] Batch [250-300] Speed: 217.49 samples/sec accuracy=0.949688 2020-04-08 08:01:45,149 Epoch[8] Batch [300-350] Speed: 218.64 samples/sec accuracy=0.954219 2020-04-08 08:02:14,595 Epoch[8] Batch [350-400] Speed: 217.35 samples/sec accuracy=0.952656 2020-04-08 08:02:43,913 Epoch[8] Batch [400-450] Speed: 218.29 samples/sec accuracy=0.948438 2020-04-08 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accuracy=0.949219 2020-04-08 08:40:04,246 Epoch[8] Batch [4150-4200] Speed: 200.64 samples/sec accuracy=0.951875 2020-04-08 08:40:35,899 Epoch[8] Batch [4200-4250] Speed: 202.20 samples/sec accuracy=0.950313 2020-04-08 08:41:07,522 Epoch[8] Batch [4250-4300] Speed: 202.39 samples/sec accuracy=0.950469 2020-04-08 08:41:39,551 Epoch[8] Batch [4300-4350] Speed: 199.82 samples/sec accuracy=0.952500 2020-04-08 08:42:11,546 Epoch[8] Batch [4350-4400] Speed: 200.04 samples/sec accuracy=0.950469 2020-04-08 08:42:43,646 Epoch[8] Batch [4400-4450] Speed: 199.38 samples/sec accuracy=0.951875 2020-04-08 08:43:15,241 Epoch[8] Batch [4450-4500] Speed: 202.57 samples/sec accuracy=0.950937 2020-04-08 08:43:47,101 Epoch[8] Batch [4500-4550] Speed: 200.88 samples/sec accuracy=0.953281 2020-04-08 08:44:19,059 Epoch[8] Batch [4550-4600] Speed: 200.27 samples/sec accuracy=0.951406 2020-04-08 08:44:50,754 Epoch[8] Batch [4600-4650] Speed: 201.92 samples/sec accuracy=0.953281 2020-04-08 08:45:22,420 Epoch[8] 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accuracy=0.951875 2020-04-08 08:51:12,305 Epoch[8] Batch [5200-5250] Speed: 200.33 samples/sec accuracy=0.952031 2020-04-08 08:51:44,247 Epoch[8] Batch [5250-5300] Speed: 200.36 samples/sec accuracy=0.945312 2020-04-08 08:52:16,004 Epoch[8] Batch [5300-5350] Speed: 201.53 samples/sec accuracy=0.951250 2020-04-08 08:52:47,909 Epoch[8] Batch [5350-5400] Speed: 200.60 samples/sec accuracy=0.945156 2020-04-08 08:53:19,687 Epoch[8] Batch [5400-5450] Speed: 201.39 samples/sec accuracy=0.950937 2020-04-08 08:53:51,408 Epoch[8] Batch [5450-5500] Speed: 201.76 samples/sec accuracy=0.953594 2020-04-08 08:54:23,094 Epoch[8] Batch [5500-5550] Speed: 201.98 samples/sec accuracy=0.950156 2020-04-08 08:54:55,056 Epoch[8] Batch [5550-5600] Speed: 200.24 samples/sec accuracy=0.950000 2020-04-08 08:55:26,831 Epoch[8] Batch [5600-5650] Speed: 201.42 samples/sec accuracy=0.948438 2020-04-08 08:55:58,600 Epoch[8] Batch [5650-5700] Speed: 201.45 samples/sec accuracy=0.954219 2020-04-08 08:56:30,494 Epoch[8] 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accuracy=0.949844 2020-04-08 09:02:21,072 Epoch[8] Batch [6250-6300] Speed: 202.17 samples/sec accuracy=0.952656 2020-04-08 09:02:52,679 Epoch[8] Batch [6300-6350] Speed: 202.49 samples/sec accuracy=0.948906 2020-04-08 09:03:24,334 Epoch[8] Batch [6350-6400] Speed: 202.18 samples/sec accuracy=0.947031 2020-04-08 09:03:54,462 Epoch[8] Batch [6400-6450] Speed: 212.42 samples/sec accuracy=0.949063 2020-04-08 09:04:24,899 Epoch[8] Batch [6450-6500] Speed: 210.27 samples/sec accuracy=0.952187 2020-04-08 09:04:55,346 Epoch[8] Batch [6500-6550] Speed: 210.20 samples/sec accuracy=0.956406 2020-04-08 09:05:25,432 Epoch[8] Batch [6550-6600] Speed: 212.72 samples/sec accuracy=0.950313 2020-04-08 09:05:55,783 Epoch[8] Batch [6600-6650] Speed: 210.86 samples/sec accuracy=0.948594 2020-04-08 09:06:25,841 Epoch[8] Batch [6650-6700] Speed: 212.93 samples/sec accuracy=0.950469 2020-04-08 09:06:55,991 Epoch[8] Batch [6700-6750] Speed: 212.28 samples/sec accuracy=0.951562 2020-04-08 09:07:26,360 Epoch[8] 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accuracy=0.950156 2020-04-08 09:12:59,227 Epoch[8] Batch [7300-7350] Speed: 211.01 samples/sec accuracy=0.951562 2020-04-08 09:13:29,713 Epoch[8] Batch [7350-7400] Speed: 209.93 samples/sec accuracy=0.951719 2020-04-08 09:14:00,104 Epoch[8] Batch [7400-7450] Speed: 210.59 samples/sec accuracy=0.953125 2020-04-08 09:14:30,458 Epoch[8] Batch [7450-7500] Speed: 210.84 samples/sec accuracy=0.953750 2020-04-08 09:15:00,761 Epoch[8] Batch [7500-7550] Speed: 211.20 samples/sec accuracy=0.953594 2020-04-08 09:15:31,006 Epoch[8] Batch [7550-7600] Speed: 211.61 samples/sec accuracy=0.947344 2020-04-08 09:16:01,294 Epoch[8] Batch [7600-7650] Speed: 211.30 samples/sec accuracy=0.951094 2020-04-08 09:16:31,734 Epoch[8] Batch [7650-7700] Speed: 210.25 samples/sec accuracy=0.951094 2020-04-08 09:17:01,904 Epoch[8] Batch [7700-7750] Speed: 212.13 samples/sec accuracy=0.954688 2020-04-08 09:17:32,305 Epoch[8] Batch [7750-7800] Speed: 210.52 samples/sec accuracy=0.953281 2020-04-08 09:18:02,720 Epoch[8] 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accuracy=0.949688 2020-04-08 09:23:36,363 Epoch[8] Batch [8350-8400] Speed: 209.87 samples/sec accuracy=0.950156 2020-04-08 09:24:06,600 Epoch[8] Batch [8400-8450] Speed: 211.66 samples/sec accuracy=0.949688 2020-04-08 09:24:36,916 Epoch[8] Batch [8450-8500] Speed: 211.11 samples/sec accuracy=0.955313 2020-04-08 09:25:07,030 Epoch[8] Batch [8500-8550] Speed: 212.52 samples/sec accuracy=0.954063 2020-04-08 09:25:37,421 Epoch[8] Batch [8550-8600] Speed: 210.59 samples/sec accuracy=0.946719 2020-04-08 09:26:07,710 Epoch[8] Batch [8600-8650] Speed: 211.30 samples/sec accuracy=0.949375 2020-04-08 09:26:38,057 Epoch[8] Batch [8650-8700] Speed: 210.90 samples/sec accuracy=0.953438 2020-04-08 09:27:08,215 Epoch[8] Batch [8700-8750] Speed: 212.21 samples/sec accuracy=0.953281 2020-04-08 09:27:38,549 Epoch[8] Batch [8750-8800] Speed: 210.99 samples/sec accuracy=0.952812 2020-04-08 09:28:10,067 Epoch[8] Batch [8800-8850] Speed: 203.06 samples/sec accuracy=0.952812 2020-04-08 09:28:40,433 Epoch[8] 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accuracy=0.949531 2020-04-08 09:34:15,958 Epoch[8] Batch [9400-9450] Speed: 199.93 samples/sec accuracy=0.956094 2020-04-08 09:34:47,612 Epoch[8] Batch [9450-9500] Speed: 202.19 samples/sec accuracy=0.949844 2020-04-08 09:35:19,564 Epoch[8] Batch [9500-9550] Speed: 200.30 samples/sec accuracy=0.945000 2020-04-08 09:35:51,564 Epoch[8] Batch [9550-9600] Speed: 200.00 samples/sec accuracy=0.952187 2020-04-08 09:36:23,247 Epoch[8] Batch [9600-9650] Speed: 202.00 samples/sec accuracy=0.947031 2020-04-08 09:36:55,211 Epoch[8] Batch [9650-9700] Speed: 200.22 samples/sec accuracy=0.949844 2020-04-08 09:37:27,066 Epoch[8] Batch [9700-9750] Speed: 200.92 samples/sec accuracy=0.945625 2020-04-08 09:37:58,646 Epoch[8] Batch [9750-9800] Speed: 202.66 samples/sec accuracy=0.950000 2020-04-08 09:38:30,460 Epoch[8] Batch [9800-9850] Speed: 201.17 samples/sec accuracy=0.946250 2020-04-08 09:39:02,473 Epoch[8] Batch [9850-9900] Speed: 199.92 samples/sec accuracy=0.946562 2020-04-08 09:39:34,387 Epoch[8] 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samples/sec accuracy=0.947969 2020-04-08 09:45:24,339 Epoch[8] Batch [10450-10500] Speed: 201.97 samples/sec accuracy=0.948906 2020-04-08 09:45:56,936 Epoch[8] Batch [10500-10550] Speed: 196.34 samples/sec accuracy=0.954219 2020-04-08 09:46:29,024 Epoch[8] Batch [10550-10600] Speed: 199.45 samples/sec accuracy=0.951094 2020-04-08 09:47:01,178 Epoch[8] Batch [10600-10650] Speed: 199.04 samples/sec accuracy=0.944844 2020-04-08 09:47:33,052 Epoch[8] Batch [10650-10700] Speed: 200.79 samples/sec accuracy=0.944844 2020-04-08 09:48:05,017 Epoch[8] Batch [10700-10750] Speed: 200.22 samples/sec accuracy=0.947344 2020-04-08 09:48:37,105 Epoch[8] Batch [10750-10800] Speed: 199.46 samples/sec accuracy=0.946406 2020-04-08 09:49:09,041 Epoch[8] Batch [10800-10850] Speed: 200.40 samples/sec accuracy=0.948750 2020-04-08 09:49:40,753 Epoch[8] Batch [10850-10900] Speed: 201.82 samples/sec accuracy=0.949844 2020-04-08 09:50:12,627 Epoch[8] Batch [10900-10950] Speed: 200.79 samples/sec accuracy=0.949375 2020-04-08 09:50:44,549 Epoch[8] Batch [10950-11000] Speed: 200.49 samples/sec accuracy=0.952812 2020-04-08 09:51:16,468 Epoch[8] Batch [11000-11050] Speed: 200.51 samples/sec accuracy=0.953906 2020-04-08 09:51:48,437 Epoch[8] Batch [11050-11100] Speed: 200.20 samples/sec accuracy=0.951250 2020-04-08 09:52:20,612 Epoch[8] Batch [11100-11150] Speed: 198.91 samples/sec accuracy=0.955313 2020-04-08 09:52:52,400 Epoch[8] Batch [11150-11200] Speed: 201.34 samples/sec accuracy=0.952969 2020-04-08 09:53:24,129 Epoch[8] Batch [11200-11250] Speed: 201.71 samples/sec accuracy=0.948594 2020-04-08 09:53:55,876 Epoch[8] Batch [11250-11300] Speed: 201.60 samples/sec accuracy=0.954063 2020-04-08 09:54:27,431 Epoch[8] Batch [11300-11350] Speed: 202.82 samples/sec accuracy=0.945000 2020-04-08 09:54:59,372 Epoch[8] Batch [11350-11400] Speed: 200.37 samples/sec accuracy=0.949375 2020-04-08 09:55:31,004 Epoch[8] Batch [11400-11450] Speed: 202.33 samples/sec accuracy=0.952031 2020-04-08 09:56:02,988 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Speed: 197.04 samples/sec accuracy=0.946094 2020-04-08 10:01:55,323 Epoch[8] Batch [12000-12050] Speed: 198.82 samples/sec accuracy=0.948438 2020-04-08 10:02:26,919 Epoch[8] Batch [12050-12100] Speed: 202.56 samples/sec accuracy=0.949844 2020-04-08 10:02:58,546 Epoch[8] Batch [12100-12150] Speed: 202.36 samples/sec accuracy=0.950625 2020-04-08 10:03:30,997 Epoch[8] Batch [12150-12200] Speed: 197.22 samples/sec accuracy=0.950937 2020-04-08 10:04:02,671 Epoch[8] Batch [12200-12250] Speed: 202.06 samples/sec accuracy=0.950937 2020-04-08 10:04:34,832 Epoch[8] Batch [12250-12300] Speed: 199.00 samples/sec accuracy=0.953594 2020-04-08 10:05:07,108 Epoch[8] Batch [12300-12350] Speed: 198.29 samples/sec accuracy=0.948438 2020-04-08 10:05:39,059 Epoch[8] Batch [12350-12400] Speed: 200.31 samples/sec accuracy=0.953438 2020-04-08 10:06:11,010 Epoch[8] Batch [12400-12450] Speed: 200.31 samples/sec accuracy=0.955000 2020-04-08 10:06:42,982 Epoch[8] Batch [12450-12500] Speed: 200.18 samples/sec accuracy=0.947656 2020-04-08 10:07:14,534 Epoch[8] Batch [12500-12550] Speed: 202.84 samples/sec accuracy=0.946875 2020-04-08 10:07:46,215 Epoch[8] Batch [12550-12600] Speed: 202.01 samples/sec accuracy=0.947812 2020-04-08 10:08:18,324 Epoch[8] Batch [12600-12650] Speed: 199.32 samples/sec accuracy=0.953125 2020-04-08 10:08:50,489 Epoch[8] Batch [12650-12700] Speed: 198.98 samples/sec accuracy=0.953125 2020-04-08 10:09:22,348 Epoch[8] Batch [12700-12750] Speed: 200.88 samples/sec accuracy=0.945312 2020-04-08 10:09:54,036 Epoch[8] Batch [12750-12800] Speed: 201.97 samples/sec accuracy=0.950313 2020-04-08 10:10:26,109 Epoch[8] Batch [12800-12850] Speed: 199.54 samples/sec accuracy=0.948906 2020-04-08 10:10:58,111 Epoch[8] Batch [12850-12900] Speed: 199.99 samples/sec accuracy=0.947656 2020-04-08 10:11:30,137 Epoch[8] Batch [12900-12950] Speed: 199.84 samples/sec accuracy=0.947187 2020-04-08 10:12:01,917 Epoch[8] Batch [12950-13000] Speed: 201.38 samples/sec accuracy=0.946719 2020-04-08 10:12:33,564 Epoch[8] Batch [13000-13050] Speed: 202.24 samples/sec accuracy=0.948438 2020-04-08 10:13:05,248 Epoch[8] Batch [13050-13100] Speed: 202.00 samples/sec accuracy=0.946875 2020-04-08 10:13:36,672 Epoch[8] Batch [13100-13150] Speed: 203.66 samples/sec accuracy=0.944219 2020-04-08 10:14:08,309 Epoch[8] Batch [13150-13200] Speed: 202.30 samples/sec accuracy=0.945625 2020-04-08 10:14:40,037 Epoch[8] Batch [13200-13250] Speed: 201.72 samples/sec accuracy=0.955781 2020-04-08 10:15:11,953 Epoch[8] Batch [13250-13300] Speed: 200.52 samples/sec accuracy=0.952656 2020-04-08 10:15:43,536 Epoch[8] Batch [13300-13350] Speed: 202.64 samples/sec accuracy=0.952187 2020-04-08 10:16:15,324 Epoch[8] Batch [13350-13400] Speed: 201.34 samples/sec accuracy=0.949219 2020-04-08 10:16:47,138 Epoch[8] Batch [13400-13450] Speed: 201.17 samples/sec accuracy=0.951250 2020-04-08 10:17:18,777 Epoch[8] Batch [13450-13500] Speed: 202.28 samples/sec accuracy=0.946406 2020-04-08 10:17:51,444 Epoch[8] Batch [13500-13550] Speed: 195.92 samples/sec accuracy=0.954375 2020-04-08 10:18:23,268 Epoch[8] Batch [13550-13600] Speed: 201.10 samples/sec accuracy=0.952187 2020-04-08 10:18:54,870 Epoch[8] Batch [13600-13650] Speed: 202.52 samples/sec accuracy=0.953281 2020-04-08 10:19:26,917 Epoch[8] Batch [13650-13700] Speed: 199.71 samples/sec accuracy=0.947187 2020-04-08 10:19:58,665 Epoch[8] Batch [13700-13750] Speed: 201.59 samples/sec accuracy=0.948281 2020-04-08 10:20:30,732 Epoch[8] Batch [13750-13800] Speed: 199.59 samples/sec accuracy=0.948750 2020-04-08 10:21:02,487 Epoch[8] Batch [13800-13850] Speed: 201.54 samples/sec accuracy=0.952812 2020-04-08 10:21:34,453 Epoch[8] Batch [13850-13900] Speed: 200.21 samples/sec accuracy=0.955469 2020-04-08 10:22:06,476 Epoch[8] Batch [13900-13950] Speed: 199.86 samples/sec accuracy=0.954688 2020-04-08 10:22:38,098 Epoch[8] Batch [13950-14000] Speed: 202.39 samples/sec accuracy=0.951250 2020-04-08 10:23:09,943 Epoch[8] Batch [14000-14050] Speed: 200.98 samples/sec accuracy=0.950469 2020-04-08 10:23:41,909 Epoch[8] Batch [14050-14100] Speed: 200.22 samples/sec accuracy=0.951719 2020-04-08 10:24:13,816 Epoch[8] Batch [14100-14150] Speed: 200.59 samples/sec accuracy=0.953125 2020-04-08 10:24:45,470 Epoch[8] Batch [14150-14200] Speed: 202.19 samples/sec accuracy=0.952969 2020-04-08 10:25:17,209 Epoch[8] Batch [14200-14250] Speed: 201.64 samples/sec accuracy=0.950313 2020-04-08 10:25:48,989 Epoch[8] Batch [14250-14300] Speed: 201.39 samples/sec accuracy=0.946719 2020-04-08 10:26:20,678 Epoch[8] Batch [14300-14350] Speed: 201.96 samples/sec accuracy=0.948281 2020-04-08 10:26:52,735 Epoch[8] Batch [14350-14400] Speed: 199.65 samples/sec accuracy=0.944063 2020-04-08 10:27:24,184 Epoch[8] Batch [14400-14450] Speed: 203.51 samples/sec accuracy=0.946875 2020-04-08 10:27:55,880 Epoch[8] Batch [14450-14500] Speed: 201.92 samples/sec accuracy=0.945625 2020-04-08 10:28:27,580 Epoch[8] Batch [14500-14550] Speed: 201.90 samples/sec accuracy=0.952969 2020-04-08 10:28:59,327 Epoch[8] Batch [14550-14600] Speed: 201.59 samples/sec accuracy=0.949531 2020-04-08 10:29:31,416 Epoch[8] Batch [14600-14650] Speed: 199.45 samples/sec accuracy=0.942187 2020-04-08 10:30:03,275 Epoch[8] Batch [14650-14700] Speed: 200.89 samples/sec accuracy=0.943281 2020-04-08 10:30:34,797 Epoch[8] Batch [14700-14750] Speed: 203.03 samples/sec accuracy=0.944844 2020-04-08 10:31:06,742 Epoch[8] Batch [14750-14800] Speed: 200.35 samples/sec accuracy=0.949219 2020-04-08 10:31:38,559 Epoch[8] Batch [14800-14850] Speed: 201.15 samples/sec accuracy=0.954531 2020-04-08 10:32:10,553 Epoch[8] Batch [14850-14900] Speed: 200.04 samples/sec accuracy=0.950937 2020-04-08 10:32:42,400 Epoch[8] Batch [14900-14950] Speed: 200.96 samples/sec accuracy=0.953438 2020-04-08 10:33:14,905 Epoch[8] Batch [14950-15000] Speed: 196.89 samples/sec accuracy=0.944531 2020-04-08 10:33:46,590 Epoch[8] Batch [15000-15050] Speed: 201.99 samples/sec accuracy=0.952344 2020-04-08 10:34:18,179 Epoch[8] Batch [15050-15100] Speed: 202.60 samples/sec accuracy=0.950000 2020-04-08 10:34:49,916 Epoch[8] Batch [15100-15150] Speed: 201.66 samples/sec accuracy=0.954063 2020-04-08 10:35:21,943 Epoch[8] Batch [15150-15200] Speed: 199.83 samples/sec accuracy=0.950469 2020-04-08 10:35:53,725 Epoch[8] Batch [15200-15250] Speed: 201.37 samples/sec accuracy=0.950937 2020-04-08 10:36:25,376 Epoch[8] Batch [15250-15300] Speed: 202.21 samples/sec accuracy=0.952344 2020-04-08 10:36:57,276 Epoch[8] Batch [15300-15350] Speed: 200.62 samples/sec accuracy=0.952500 2020-04-08 10:37:28,862 Epoch[8] Batch [15350-15400] Speed: 202.63 samples/sec accuracy=0.946875 2020-04-08 10:38:00,518 Epoch[8] Batch [15400-15450] Speed: 202.17 samples/sec accuracy=0.950156 2020-04-08 10:38:32,271 Epoch[8] Batch [15450-15500] Speed: 201.56 samples/sec accuracy=0.948750 2020-04-08 10:39:03,887 Epoch[8] Batch [15500-15550] Speed: 202.43 samples/sec accuracy=0.950313 2020-04-08 10:39:35,534 Epoch[8] Batch [15550-15600] Speed: 202.23 samples/sec accuracy=0.949219 2020-04-08 10:40:07,328 Epoch[8] Batch [15600-15650] Speed: 201.30 samples/sec accuracy=0.953281 2020-04-08 10:40:39,146 Epoch[8] Batch [15650-15700] Speed: 201.14 samples/sec accuracy=0.955625 2020-04-08 10:41:10,753 Epoch[8] Batch [15700-15750] Speed: 202.49 samples/sec accuracy=0.953438 2020-04-08 10:41:42,759 Epoch[8] Batch [15750-15800] Speed: 199.96 samples/sec accuracy=0.955469 2020-04-08 10:42:14,784 Epoch[8] Batch [15800-15850] Speed: 199.84 samples/sec accuracy=0.953281 2020-04-08 10:42:46,568 Epoch[8] Batch [15850-15900] Speed: 201.36 samples/sec accuracy=0.947500 2020-04-08 10:43:18,227 Epoch[8] Batch [15900-15950] Speed: 202.16 samples/sec accuracy=0.948125 2020-04-08 10:43:50,097 Epoch[8] Batch [15950-16000] Speed: 200.82 samples/sec accuracy=0.948125 2020-04-08 10:44:21,597 Epoch[8] Batch [16000-16050] Speed: 203.18 samples/sec accuracy=0.953281 2020-04-08 10:44:53,329 Epoch[8] Batch [16050-16100] Speed: 201.69 samples/sec accuracy=0.947344 2020-04-08 10:45:25,418 Epoch[8] Batch [16100-16150] Speed: 199.45 samples/sec accuracy=0.953125 2020-04-08 10:45:57,348 Epoch[8] Batch [16150-16200] Speed: 200.44 samples/sec accuracy=0.952500 2020-04-08 10:46:29,106 Epoch[8] Batch [16200-16250] Speed: 201.53 samples/sec accuracy=0.952344 2020-04-08 10:47:01,362 Epoch[8] Batch [16250-16300] Speed: 198.41 samples/sec accuracy=0.943438 2020-04-08 10:47:33,043 Epoch[8] Batch [16300-16350] Speed: 202.02 samples/sec accuracy=0.950000 2020-04-08 10:48:04,688 Epoch[8] Batch [16350-16400] Speed: 202.24 samples/sec accuracy=0.951719 2020-04-08 10:48:36,455 Epoch[8] Batch [16400-16450] Speed: 201.47 samples/sec accuracy=0.954063 2020-04-08 10:49:08,459 Epoch[8] Batch [16450-16500] Speed: 199.97 samples/sec accuracy=0.950156 2020-04-08 10:49:40,416 Epoch[8] Batch [16500-16550] Speed: 200.27 samples/sec accuracy=0.952187 2020-04-08 10:50:12,077 Epoch[8] Batch [16550-16600] Speed: 202.14 samples/sec accuracy=0.950625 2020-04-08 10:50:43,988 Epoch[8] Batch [16600-16650] Speed: 200.56 samples/sec accuracy=0.950625 2020-04-08 10:51:16,122 Epoch[8] Batch [16650-16700] Speed: 199.17 samples/sec accuracy=0.955000 2020-04-08 10:51:47,773 Epoch[8] Batch [16700-16750] Speed: 202.20 samples/sec accuracy=0.952031 2020-04-08 10:52:19,505 Epoch[8] Batch [16750-16800] Speed: 201.69 samples/sec accuracy=0.944844 2020-04-08 10:52:51,520 Epoch[8] Batch [16800-16850] Speed: 199.90 samples/sec accuracy=0.942813 2020-04-08 10:53:23,457 Epoch[8] Batch [16850-16900] Speed: 200.40 samples/sec accuracy=0.945469 2020-04-08 10:53:55,211 Epoch[8] Batch [16900-16950] Speed: 201.55 samples/sec accuracy=0.951875 2020-04-08 10:54:26,812 Epoch[8] Batch [16950-17000] Speed: 202.53 samples/sec accuracy=0.952344 2020-04-08 10:54:58,998 Epoch[8] Batch [17000-17050] Speed: 198.85 samples/sec accuracy=0.957500 2020-04-08 10:55:30,710 Epoch[8] Batch [17050-17100] Speed: 201.82 samples/sec accuracy=0.952969 2020-04-08 10:56:02,647 Epoch[8] Batch [17100-17150] Speed: 200.40 samples/sec accuracy=0.952031 2020-04-08 10:56:34,265 Epoch[8] Batch [17150-17200] Speed: 202.42 samples/sec accuracy=0.947187 2020-04-08 10:57:06,226 Epoch[8] Batch [17200-17250] Speed: 200.24 samples/sec accuracy=0.954531 2020-04-08 10:57:37,529 Epoch[8] Batch [17250-17300] Speed: 204.45 samples/sec accuracy=0.949375 2020-04-08 10:58:09,115 Epoch[8] Batch [17300-17350] Speed: 202.62 samples/sec accuracy=0.946875 2020-04-08 10:58:40,682 Epoch[8] Batch [17350-17400] Speed: 202.75 samples/sec accuracy=0.950156 2020-04-08 10:59:12,576 Epoch[8] Batch [17400-17450] Speed: 200.67 samples/sec accuracy=0.952812 2020-04-08 10:59:44,416 Epoch[8] Batch [17450-17500] Speed: 201.00 samples/sec accuracy=0.950625 2020-04-08 11:00:16,181 Epoch[8] Batch [17500-17550] Speed: 201.48 samples/sec accuracy=0.947031 2020-04-08 11:00:48,152 Epoch[8] Batch [17550-17600] Speed: 200.18 samples/sec accuracy=0.952031 2020-04-08 11:01:20,460 Epoch[8] Batch [17600-17650] Speed: 198.10 samples/sec accuracy=0.953750 2020-04-08 11:01:52,548 Epoch[8] Batch [17650-17700] Speed: 199.45 samples/sec accuracy=0.946250 2020-04-08 11:02:24,732 Epoch[8] Batch [17700-17750] Speed: 198.86 samples/sec accuracy=0.947187 2020-04-08 11:02:56,822 Epoch[8] Batch [17750-17800] Speed: 199.44 samples/sec accuracy=0.953594 2020-04-08 11:03:28,791 Epoch[8] Batch [17800-17850] Speed: 200.19 samples/sec accuracy=0.949844 2020-04-08 11:04:01,275 Epoch[8] Batch [17850-17900] Speed: 197.02 samples/sec accuracy=0.952187 2020-04-08 11:04:33,052 Epoch[8] Batch [17900-17950] Speed: 201.41 samples/sec accuracy=0.950937 2020-04-08 11:05:04,692 Epoch[8] Batch [17950-18000] Speed: 202.28 samples/sec accuracy=0.947344 2020-04-08 11:05:36,354 Epoch[8] Batch [18000-18050] Speed: 202.14 samples/sec accuracy=0.951094 2020-04-08 11:06:08,471 Epoch[8] Batch [18050-18100] Speed: 199.27 samples/sec accuracy=0.951250 2020-04-08 11:06:40,448 Epoch[8] Batch [18100-18150] Speed: 200.15 samples/sec accuracy=0.953906 2020-04-08 11:07:12,396 Epoch[8] Batch [18150-18200] Speed: 200.32 samples/sec accuracy=0.950000 2020-04-08 11:07:43,988 Epoch[8] Batch [18200-18250] Speed: 202.58 samples/sec accuracy=0.950156 2020-04-08 11:08:15,862 Epoch[8] Batch [18250-18300] Speed: 200.79 samples/sec accuracy=0.951562 2020-04-08 11:08:47,543 Epoch[8] Batch [18300-18350] Speed: 202.02 samples/sec accuracy=0.946875 2020-04-08 11:09:19,218 Epoch[8] Batch [18350-18400] Speed: 202.05 samples/sec accuracy=0.948750 2020-04-08 11:09:51,062 Epoch[8] Batch [18400-18450] Speed: 200.98 samples/sec accuracy=0.949688 2020-04-08 11:10:23,210 Epoch[8] Batch [18450-18500] Speed: 199.08 samples/sec accuracy=0.948438 2020-04-08 11:10:55,254 Epoch[8] Batch [18500-18550] Speed: 199.72 samples/sec accuracy=0.950625 2020-04-08 11:11:27,096 Epoch[8] Batch [18550-18600] Speed: 200.99 samples/sec accuracy=0.946406 2020-04-08 11:11:58,479 Epoch[8] Batch [18600-18650] Speed: 203.93 samples/sec accuracy=0.950625 2020-04-08 11:12:30,107 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accuracy=0.939844 2020-04-08 11:23:39,047 Epoch[8] Batch [19700-19750] Speed: 199.78 samples/sec accuracy=0.947969 2020-04-08 11:24:11,247 Epoch[8] Batch [19750-19800] Speed: 198.76 samples/sec accuracy=0.947969 2020-04-08 11:24:43,537 Epoch[8] Batch [19800-19850] Speed: 198.21 samples/sec accuracy=0.948750 2020-04-08 11:25:15,339 Epoch[8] Batch [19850-19900] Speed: 201.25 samples/sec accuracy=0.946719 2020-04-08 11:25:47,357 Epoch[8] Batch [19900-19950] Speed: 199.89 samples/sec accuracy=0.950937 2020-04-08 11:26:19,230 Epoch[8] Batch [19950-20000] Speed: 200.80 samples/sec accuracy=0.955937 2020-04-08 11:26:50,930 Epoch[8] Batch [20000-20050] Speed: 201.89 samples/sec accuracy=0.950469 2020-04-08 11:27:22,741 Epoch[8] Batch [20050-20100] Speed: 201.19 samples/sec accuracy=0.948750 2020-04-08 11:27:54,608 Epoch[8] Batch [20100-20150] Speed: 200.84 samples/sec accuracy=0.953750 2020-04-08 11:28:26,497 Epoch[8] Batch [20150-20200] Speed: 200.70 samples/sec accuracy=0.954063 2020-04-08 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samples/sec accuracy=0.951562 2020-04-08 11:40:07,053 Epoch[8] Batch [21250-21300] Speed: 199.66 samples/sec accuracy=0.957344 2020-04-08 11:40:39,251 Epoch[8] Batch [21300-21350] Speed: 198.77 samples/sec accuracy=0.950156 2020-04-08 11:41:11,095 Epoch[8] Batch [21350-21400] Speed: 200.98 samples/sec accuracy=0.948906 2020-04-08 11:41:42,881 Epoch[8] Batch [21400-21450] Speed: 201.35 samples/sec accuracy=0.946562 2020-04-08 11:42:15,034 Epoch[8] Batch [21450-21500] Speed: 199.05 samples/sec accuracy=0.952187 2020-04-08 11:42:46,956 Epoch[8] Batch [21500-21550] Speed: 200.49 samples/sec accuracy=0.954688 2020-04-08 11:43:18,962 Epoch[8] Batch [21550-21600] Speed: 199.96 samples/sec accuracy=0.945156 2020-04-08 11:43:50,496 Epoch[8] Batch [21600-21650] Speed: 202.96 samples/sec accuracy=0.949063 2020-04-08 11:44:22,263 Epoch[8] Batch [21650-21700] Speed: 201.47 samples/sec accuracy=0.952656 2020-04-08 11:44:53,755 Epoch[8] Batch [21700-21750] Speed: 203.23 samples/sec accuracy=0.950469 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accuracy=0.949844 2020-04-08 12:01:52,681 Epoch[8] Batch [23300-23350] Speed: 200.45 samples/sec accuracy=0.944063 2020-04-08 12:02:24,239 Epoch[8] Batch [23350-23400] Speed: 202.80 samples/sec accuracy=0.954531 2020-04-08 12:02:55,739 Epoch[8] Batch [23400-23450] Speed: 203.18 samples/sec accuracy=0.953281 2020-04-08 12:03:27,512 Epoch[8] Batch [23450-23500] Speed: 201.43 samples/sec accuracy=0.949844 2020-04-08 12:03:59,148 Epoch[8] Batch [23500-23550] Speed: 202.30 samples/sec accuracy=0.949063 2020-04-08 12:04:31,187 Epoch[8] Batch [23550-23600] Speed: 199.76 samples/sec accuracy=0.953125 2020-04-08 12:05:03,167 Epoch[8] Batch [23600-23650] Speed: 200.13 samples/sec accuracy=0.949063 2020-04-08 12:05:34,798 Epoch[8] Batch [23650-23700] Speed: 202.33 samples/sec accuracy=0.954844 2020-04-08 12:06:06,616 Epoch[8] Batch [23700-23750] Speed: 201.14 samples/sec accuracy=0.950781 2020-04-08 12:06:38,556 Epoch[8] Batch [23750-23800] Speed: 200.38 samples/sec accuracy=0.950156 2020-04-08 12:07:10,509 Epoch[8] Batch [23800-23850] Speed: 200.30 samples/sec accuracy=0.955000 2020-04-08 12:07:43,044 Epoch[8] Batch [23850-23900] Speed: 196.71 samples/sec accuracy=0.948438 2020-04-08 12:08:14,823 Epoch[8] Batch [23900-23950] Speed: 201.39 samples/sec accuracy=0.954375 2020-04-08 12:08:46,512 Epoch[8] Batch [23950-24000] Speed: 201.96 samples/sec accuracy=0.953594 2020-04-08 12:09:18,455 Epoch[8] Batch [24000-24050] Speed: 200.36 samples/sec accuracy=0.951562 2020-04-08 12:09:50,311 Epoch[8] Batch [24050-24100] Speed: 200.90 samples/sec accuracy=0.953750 2020-04-08 12:10:22,179 Epoch[8] Batch [24100-24150] Speed: 200.83 samples/sec accuracy=0.956562 2020-04-08 12:10:54,028 Epoch[8] Batch [24150-24200] Speed: 200.95 samples/sec accuracy=0.950781 2020-04-08 12:11:26,556 Epoch[8] Batch [24200-24250] Speed: 196.75 samples/sec accuracy=0.951406 2020-04-08 12:11:58,515 Epoch[8] Batch [24250-24300] Speed: 200.26 samples/sec accuracy=0.951406 2020-04-08 12:12:30,317 Epoch[8] Batch [24300-24350] Speed: 201.25 samples/sec accuracy=0.950156 2020-04-08 12:13:02,102 Epoch[8] Batch [24350-24400] Speed: 201.35 samples/sec accuracy=0.951562 2020-04-08 12:13:33,777 Epoch[8] Batch [24400-24450] Speed: 202.05 samples/sec accuracy=0.952344 2020-04-08 12:14:05,155 Epoch[8] Batch [24450-24500] Speed: 203.96 samples/sec accuracy=0.952812 2020-04-08 12:14:36,811 Epoch[8] Batch [24500-24550] Speed: 202.18 samples/sec accuracy=0.958281 2020-04-08 12:15:08,644 Epoch[8] Batch [24550-24600] Speed: 201.05 samples/sec accuracy=0.953438 2020-04-08 12:15:40,363 Epoch[8] Batch [24600-24650] Speed: 201.77 samples/sec accuracy=0.952344 2020-04-08 12:16:12,112 Epoch[8] Batch [24650-24700] Speed: 201.58 samples/sec accuracy=0.948125 2020-04-08 12:16:43,800 Epoch[8] Batch [24700-24750] Speed: 201.98 samples/sec accuracy=0.950469 2020-04-08 12:17:15,853 Epoch[8] Batch [24750-24800] Speed: 199.67 samples/sec accuracy=0.946094 2020-04-08 12:17:47,363 Epoch[8] Batch [24800-24850] Speed: 203.11 samples/sec accuracy=0.956250 2020-04-08 12:18:19,086 Epoch[8] Batch [24850-24900] Speed: 201.75 samples/sec accuracy=0.947031 2020-04-08 12:18:51,282 Epoch[8] Batch [24900-24950] Speed: 198.79 samples/sec accuracy=0.952969 2020-04-08 12:19:23,092 Epoch[8] Batch [24950-25000] Speed: 201.20 samples/sec accuracy=0.941719 2020-04-08 12:19:55,114 Epoch[8] Batch [25000-25050] Speed: 199.86 samples/sec accuracy=0.952187 2020-04-08 12:20:26,940 Epoch[8] Batch [25050-25100] Speed: 201.10 samples/sec accuracy=0.956875 2020-04-08 12:20:58,732 Epoch[8] Batch [25100-25150] Speed: 201.30 samples/sec accuracy=0.945625 2020-04-08 12:21:30,908 Epoch[8] Batch [25150-25200] Speed: 198.91 samples/sec accuracy=0.951875 2020-04-08 12:22:03,134 Epoch[8] Batch [25200-25250] Speed: 198.60 samples/sec accuracy=0.952500 2020-04-08 12:22:35,201 Epoch[8] Batch [25250-25300] Speed: 199.58 samples/sec accuracy=0.951250 2020-04-08 12:23:07,257 Epoch[8] Batch [25300-25350] Speed: 199.66 samples/sec accuracy=0.955313 2020-04-08 12:23:39,027 Epoch[8] Batch [25350-25400] Speed: 201.45 samples/sec accuracy=0.950156 2020-04-08 12:24:10,808 Epoch[8] Batch [25400-25450] Speed: 201.38 samples/sec accuracy=0.952344 2020-04-08 12:24:42,875 Epoch[8] Batch [25450-25500] Speed: 199.59 samples/sec accuracy=0.950781 2020-04-08 12:25:14,932 Epoch[8] Batch [25500-25550] Speed: 199.64 samples/sec accuracy=0.947500 2020-04-08 12:25:46,569 Epoch[8] Batch [25550-25600] Speed: 202.30 samples/sec accuracy=0.951562 2020-04-08 12:26:18,358 Epoch[8] Batch [25600-25650] Speed: 201.33 samples/sec accuracy=0.951094 2020-04-08 12:26:50,172 Epoch[8] Batch [25650-25700] Speed: 201.17 samples/sec accuracy=0.951719 2020-04-08 12:27:21,707 Epoch[8] Batch [25700-25750] Speed: 202.95 samples/sec accuracy=0.947031 2020-04-08 12:27:53,252 Epoch[8] Batch [25750-25800] Speed: 202.89 samples/sec accuracy=0.953438 2020-04-08 12:28:25,081 Epoch[8] Batch [25800-25850] Speed: 201.07 samples/sec accuracy=0.946562 2020-04-08 12:28:56,867 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Speed: 201.13 samples/sec accuracy=0.949531 2020-04-08 12:34:47,571 Epoch[8] Batch [26400-26450] Speed: 201.24 samples/sec accuracy=0.953438 2020-04-08 12:35:19,451 Epoch[8] Batch [26450-26500] Speed: 200.75 samples/sec accuracy=0.950625 2020-04-08 12:35:51,083 Epoch[8] Batch [26500-26550] Speed: 202.33 samples/sec accuracy=0.951562 2020-04-08 12:36:22,863 Epoch[8] Batch [26550-26600] Speed: 201.39 samples/sec accuracy=0.952969 2020-04-08 12:36:54,882 Epoch[8] Batch [26600-26650] Speed: 199.88 samples/sec accuracy=0.950156 2020-04-08 12:37:26,794 Epoch[8] Batch [26650-26700] Speed: 200.56 samples/sec accuracy=0.951406 2020-04-08 12:37:58,411 Epoch[8] Batch [26700-26750] Speed: 202.42 samples/sec accuracy=0.950625 2020-04-08 12:38:30,092 Epoch[8] Batch [26750-26800] Speed: 202.01 samples/sec accuracy=0.953906 2020-04-08 12:39:01,893 Epoch[8] Batch [26800-26850] Speed: 201.26 samples/sec accuracy=0.948594 2020-04-08 12:39:33,801 Epoch[8] Batch [26850-26900] Speed: 200.58 samples/sec accuracy=0.949531 2020-04-08 12:40:06,249 Epoch[8] Batch [26900-26950] Speed: 197.24 samples/sec accuracy=0.948438 2020-04-08 12:40:38,351 Epoch[8] Batch [26950-27000] Speed: 199.37 samples/sec accuracy=0.950625 2020-04-08 12:41:10,287 Epoch[8] Batch [27000-27050] Speed: 200.40 samples/sec accuracy=0.946250 2020-04-08 12:41:42,154 Epoch[8] Batch [27050-27100] Speed: 200.84 samples/sec accuracy=0.948906 2020-04-08 12:42:14,200 Epoch[8] Batch [27100-27150] Speed: 199.72 samples/sec accuracy=0.946094 2020-04-08 12:42:46,385 Epoch[8] Batch [27150-27200] Speed: 198.85 samples/sec accuracy=0.952656 2020-04-08 12:43:18,455 Epoch[8] Batch [27200-27250] Speed: 199.57 samples/sec accuracy=0.955000 2020-04-08 12:43:50,342 Epoch[8] Batch [27250-27300] Speed: 200.70 samples/sec accuracy=0.957031 2020-04-08 12:44:21,980 Epoch[8] Batch [27300-27350] Speed: 202.29 samples/sec accuracy=0.950937 2020-04-08 12:44:53,769 Epoch[8] Batch [27350-27400] Speed: 201.33 samples/sec accuracy=0.947187 2020-04-08 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accuracy=0.948906 2020-04-08 15:52:43,655 Epoch[9] Batch [14200-14250] Speed: 218.07 samples/sec accuracy=0.952031 2020-04-08 15:53:12,977 Epoch[9] Batch [14250-14300] Speed: 218.27 samples/sec accuracy=0.948125 2020-04-08 15:53:42,335 Epoch[9] Batch [14300-14350] Speed: 218.00 samples/sec accuracy=0.947344 2020-04-08 15:54:11,572 Epoch[9] Batch [14350-14400] Speed: 218.90 samples/sec accuracy=0.948281 2020-04-08 15:54:40,837 Epoch[9] Batch [14400-14450] Speed: 218.69 samples/sec accuracy=0.952812 2020-04-08 15:55:10,258 Epoch[9] Batch [14450-14500] Speed: 217.53 samples/sec accuracy=0.951406 2020-04-08 15:55:39,659 Epoch[9] Batch [14500-14550] Speed: 217.69 samples/sec accuracy=0.953125 2020-04-08 15:56:09,120 Epoch[9] Batch [14550-14600] Speed: 217.24 samples/sec accuracy=0.953438 2020-04-08 15:56:38,617 Epoch[9] Batch [14600-14650] Speed: 216.97 samples/sec accuracy=0.951094 2020-04-08 15:57:07,964 Epoch[9] Batch [14650-14700] Speed: 218.08 samples/sec accuracy=0.950781 2020-04-08 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accuracy=0.951719 2020-04-08 16:30:20,374 Epoch[9] Batch [17800-17850] Speed: 199.09 samples/sec accuracy=0.952656 2020-04-08 16:30:52,210 Epoch[9] Batch [17850-17900] Speed: 201.03 samples/sec accuracy=0.953125 2020-04-08 16:31:24,013 Epoch[9] Batch [17900-17950] Speed: 201.24 samples/sec accuracy=0.951562 2020-04-08 16:31:55,759 Epoch[9] Batch [17950-18000] Speed: 201.60 samples/sec accuracy=0.950781 2020-04-08 16:32:27,389 Epoch[9] Batch [18000-18050] Speed: 202.34 samples/sec accuracy=0.952187 2020-04-08 16:32:59,360 Epoch[9] Batch [18050-18100] Speed: 200.18 samples/sec accuracy=0.949063 2020-04-08 16:33:31,054 Epoch[9] Batch [18100-18150] Speed: 201.93 samples/sec accuracy=0.950781 2020-04-08 16:34:03,072 Epoch[9] Batch [18150-18200] Speed: 199.89 samples/sec accuracy=0.952812 2020-04-08 16:34:35,005 Epoch[9] Batch [18200-18250] Speed: 200.42 samples/sec accuracy=0.951250 2020-04-08 16:35:06,885 Epoch[9] Batch [18250-18300] Speed: 200.76 samples/sec accuracy=0.951562 2020-04-08 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samples/sec accuracy=0.950469 2020-04-08 16:46:47,516 Epoch[9] Batch [19350-19400] Speed: 200.55 samples/sec accuracy=0.951250 2020-04-08 16:47:19,189 Epoch[9] Batch [19400-19450] Speed: 202.06 samples/sec accuracy=0.951719 2020-04-08 16:47:51,170 Epoch[9] Batch [19450-19500] Speed: 200.12 samples/sec accuracy=0.955469 2020-04-08 16:48:23,164 Epoch[9] Batch [19500-19550] Speed: 200.04 samples/sec accuracy=0.956250 2020-04-08 16:48:54,961 Epoch[9] Batch [19550-19600] Speed: 201.28 samples/sec accuracy=0.949844 2020-04-08 16:49:26,722 Epoch[9] Batch [19600-19650] Speed: 201.51 samples/sec accuracy=0.952031 2020-04-08 16:49:58,597 Epoch[9] Batch [19650-19700] Speed: 200.78 samples/sec accuracy=0.951562 2020-04-08 16:50:30,134 Epoch[9] Batch [19700-19750] Speed: 202.94 samples/sec accuracy=0.955469 2020-04-08 16:51:02,013 Epoch[9] Batch [19750-19800] Speed: 200.76 samples/sec accuracy=0.956875 2020-04-08 16:51:34,033 Epoch[9] Batch [19800-19850] Speed: 199.87 samples/sec accuracy=0.956562 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accuracy=0.950781 2020-04-08 17:08:34,610 Epoch[9] Batch [21400-21450] Speed: 201.46 samples/sec accuracy=0.950156 2020-04-08 17:09:06,293 Epoch[9] Batch [21450-21500] Speed: 202.00 samples/sec accuracy=0.951250 2020-04-08 17:09:38,291 Epoch[9] Batch [21500-21550] Speed: 200.01 samples/sec accuracy=0.950781 2020-04-08 17:10:10,367 Epoch[9] Batch [21550-21600] Speed: 199.52 samples/sec accuracy=0.954063 2020-04-08 17:10:41,903 Epoch[9] Batch [21600-21650] Speed: 202.95 samples/sec accuracy=0.950781 2020-04-08 17:11:13,605 Epoch[9] Batch [21650-21700] Speed: 201.88 samples/sec accuracy=0.955469 2020-04-08 17:11:45,244 Epoch[9] Batch [21700-21750] Speed: 202.28 samples/sec accuracy=0.949375 2020-04-08 17:12:16,929 Epoch[9] Batch [21750-21800] Speed: 201.99 samples/sec accuracy=0.953438 2020-04-08 17:12:48,873 Epoch[9] Batch [21800-21850] Speed: 200.35 samples/sec accuracy=0.951406 2020-04-08 17:13:20,467 Epoch[9] Batch [21850-21900] Speed: 202.57 samples/sec accuracy=0.955937 2020-04-08 17:13:52,457 Epoch[9] Batch [21900-21950] Speed: 200.07 samples/sec accuracy=0.947812 2020-04-08 17:14:23,682 Epoch[9] Batch [21950-22000] Speed: 204.96 samples/sec accuracy=0.951094 2020-04-08 17:14:55,604 Epoch[9] Batch [22000-22050] Speed: 200.49 samples/sec accuracy=0.951094 2020-04-08 17:15:27,631 Epoch[9] Batch [22050-22100] Speed: 199.83 samples/sec accuracy=0.954844 2020-04-08 17:15:59,326 Epoch[9] Batch [22100-22150] Speed: 201.93 samples/sec accuracy=0.958906 2020-04-08 17:16:31,233 Epoch[9] Batch [22150-22200] Speed: 200.59 samples/sec accuracy=0.952500 2020-04-08 17:17:03,124 Epoch[9] Batch [22200-22250] Speed: 200.68 samples/sec accuracy=0.953281 2020-04-08 17:17:34,827 Epoch[9] Batch [22250-22300] Speed: 201.87 samples/sec accuracy=0.953750 2020-04-08 17:18:06,933 Epoch[9] Batch [22300-22350] Speed: 199.34 samples/sec accuracy=0.955313 2020-04-08 17:18:38,591 Epoch[9] Batch [22350-22400] Speed: 202.16 samples/sec accuracy=0.952812 2020-04-08 17:19:10,315 Epoch[9] Batch [22400-22450] Speed: 201.74 samples/sec accuracy=0.953281 2020-04-08 17:19:42,049 Epoch[9] Batch [22450-22500] Speed: 201.68 samples/sec accuracy=0.949531 2020-04-08 17:20:13,728 Epoch[9] Batch [22500-22550] Speed: 202.03 samples/sec accuracy=0.950469 2020-04-08 17:20:45,470 Epoch[9] Batch [22550-22600] Speed: 201.62 samples/sec accuracy=0.942813 2020-04-08 17:21:17,085 Epoch[9] Batch [22600-22650] Speed: 202.44 samples/sec accuracy=0.949688 2020-04-08 17:21:48,904 Epoch[9] Batch [22650-22700] Speed: 201.14 samples/sec accuracy=0.946406 2020-04-08 17:22:20,766 Epoch[9] Batch [22700-22750] Speed: 200.87 samples/sec accuracy=0.949375 2020-04-08 17:22:52,615 Epoch[9] Batch [22750-22800] Speed: 200.95 samples/sec accuracy=0.952656 2020-04-08 17:23:24,525 Epoch[9] Batch [22800-22850] Speed: 200.57 samples/sec accuracy=0.952344 2020-04-08 17:23:56,725 Epoch[9] Batch [22850-22900] Speed: 198.76 samples/sec accuracy=0.945469 2020-04-08 17:24:28,455 Epoch[9] Batch [22900-22950] Speed: 201.71 samples/sec accuracy=0.947500 2020-04-08 17:25:00,656 Epoch[9] Batch [22950-23000] Speed: 198.75 samples/sec accuracy=0.950000 2020-04-08 17:25:32,643 Epoch[9] Batch [23000-23050] Speed: 200.08 samples/sec accuracy=0.949844 2020-04-08 17:26:04,279 Epoch[9] Batch [23050-23100] Speed: 202.30 samples/sec accuracy=0.951875 2020-04-08 17:26:36,288 Epoch[9] Batch [23100-23150] Speed: 199.94 samples/sec accuracy=0.953906 2020-04-08 17:27:08,480 Epoch[9] Batch [23150-23200] Speed: 198.81 samples/sec accuracy=0.953750 2020-04-08 17:27:40,224 Epoch[9] Batch [23200-23250] Speed: 201.61 samples/sec accuracy=0.948281 2020-04-08 17:28:12,054 Epoch[9] Batch [23250-23300] Speed: 201.07 samples/sec accuracy=0.954375 2020-04-08 17:28:43,973 Epoch[9] Batch [23300-23350] Speed: 200.51 samples/sec accuracy=0.953906 2020-04-08 17:29:15,481 Epoch[9] Batch [23350-23400] Speed: 203.12 samples/sec accuracy=0.952969 2020-04-08 17:29:47,229 Epoch[9] Batch [23400-23450] Speed: 201.59 samples/sec accuracy=0.957344 2020-04-08 17:30:19,080 Epoch[9] Batch [23450-23500] Speed: 200.93 samples/sec accuracy=0.956094 2020-04-08 17:30:51,353 Epoch[9] Batch [23500-23550] Speed: 198.31 samples/sec accuracy=0.952344 2020-04-08 17:31:23,101 Epoch[9] Batch [23550-23600] Speed: 201.59 samples/sec accuracy=0.955625 2020-04-08 17:31:54,886 Epoch[9] Batch [23600-23650] Speed: 201.36 samples/sec accuracy=0.955000 2020-04-08 17:32:26,680 Epoch[9] Batch [23650-23700] Speed: 201.29 samples/sec accuracy=0.956875 2020-04-08 17:32:58,686 Epoch[9] Batch [23700-23750] Speed: 199.96 samples/sec accuracy=0.952812 2020-04-08 17:33:30,813 Epoch[9] Batch [23750-23800] Speed: 199.21 samples/sec accuracy=0.952187 2020-04-08 17:34:02,418 Epoch[9] Batch [23800-23850] Speed: 202.50 samples/sec accuracy=0.952187 2020-04-08 17:34:34,270 Epoch[9] Batch [23850-23900] Speed: 200.93 samples/sec accuracy=0.953438 2020-04-08 17:35:06,405 Epoch[9] Batch [23900-23950] Speed: 199.16 samples/sec accuracy=0.948750 2020-04-08 17:35:38,116 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accuracy=0.948906 2020-04-08 17:46:48,171 Epoch[9] Batch [25000-25050] Speed: 201.54 samples/sec accuracy=0.957031 2020-04-08 17:47:20,146 Epoch[9] Batch [25050-25100] Speed: 200.16 samples/sec accuracy=0.949063 2020-04-08 17:47:52,275 Epoch[9] Batch [25100-25150] Speed: 199.19 samples/sec accuracy=0.952969 2020-04-08 17:48:24,225 Epoch[9] Batch [25150-25200] Speed: 200.32 samples/sec accuracy=0.948125 2020-04-08 17:48:55,886 Epoch[9] Batch [25200-25250] Speed: 202.14 samples/sec accuracy=0.958906 2020-04-08 17:49:27,752 Epoch[9] Batch [25250-25300] Speed: 200.84 samples/sec accuracy=0.953594 2020-04-08 17:49:59,407 Epoch[9] Batch [25300-25350] Speed: 202.18 samples/sec accuracy=0.952812 2020-04-08 17:50:31,429 Epoch[9] Batch [25350-25400] Speed: 199.87 samples/sec accuracy=0.955156 2020-04-08 17:51:03,448 Epoch[9] Batch [25400-25450] Speed: 199.88 samples/sec accuracy=0.959531 2020-04-08 17:51:34,964 Epoch[9] Batch [25450-25500] Speed: 203.07 samples/sec accuracy=0.953281 2020-04-08 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Speed: 199.69 samples/sec accuracy=0.953438 2020-04-08 18:19:42,744 Epoch[9] Batch [28100-28150] Speed: 199.97 samples/sec accuracy=0.949219 2020-04-08 18:20:14,421 Epoch[9] Batch [28150-28200] Speed: 202.05 samples/sec accuracy=0.950000 2020-04-08 18:20:38,939 Epoch[9] Train-accuracy=0.952009 2020-04-08 18:20:38,939 Epoch[9] Time cost=17707.368 2020-04-08 18:20:39,206 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0010.params" 2020-04-08 18:52:23,835 Epoch[9] Validation-accuracy=0.979227 2020-04-08 23:24:44,027 Using 1 threads for decoding... 2020-04-08 23:24:44,028 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-08 23:24:44,028 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-08 23:24:54,519 Using 1 threads for decoding... 2020-04-08 23:24:54,520 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-08 23:24:54,520 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-08 23:24:55,248 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0010.params [23:25:13] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-08 23:25:53,647 Epoch[10] Batch [0-50] Speed: 194.10 samples/sec accuracy=0.957414 2020-04-08 23:26:26,407 Epoch[10] Batch [50-100] Speed: 195.36 samples/sec accuracy=0.953125 2020-04-08 23:26:58,224 Epoch[10] Batch [100-150] Speed: 201.15 samples/sec accuracy=0.956719 2020-04-08 23:27:29,730 Epoch[10] Batch [150-200] Speed: 203.14 samples/sec accuracy=0.962969 2020-04-08 23:28:01,529 Epoch[10] Batch [200-250] Speed: 201.27 samples/sec accuracy=0.959219 2020-04-08 23:28:33,305 Epoch[10] Batch [250-300] Speed: 201.41 samples/sec accuracy=0.954844 2020-04-08 23:29:05,065 Epoch[10] Batch [300-350] Speed: 201.51 samples/sec accuracy=0.959531 2020-04-08 23:29:37,237 Epoch[10] Batch [350-400] Speed: 198.93 samples/sec accuracy=0.955625 2020-04-08 23:30:08,962 Epoch[10] Batch [400-450] Speed: 201.74 samples/sec accuracy=0.954063 2020-04-08 23:30:40,603 Epoch[10] Batch [450-500] Speed: 202.27 samples/sec 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accuracy=0.964063 2020-04-09 00:31:44,377 Epoch[10] Batch [6200-6250] Speed: 201.29 samples/sec accuracy=0.961875 2020-04-09 00:32:16,440 Epoch[10] Batch [6250-6300] Speed: 199.61 samples/sec accuracy=0.960469 2020-04-09 00:32:48,607 Epoch[10] Batch [6300-6350] Speed: 198.96 samples/sec accuracy=0.960469 2020-04-09 00:33:20,492 Epoch[10] Batch [6350-6400] Speed: 200.72 samples/sec accuracy=0.963594 2020-04-09 00:33:52,594 Epoch[10] Batch [6400-6450] Speed: 199.37 samples/sec accuracy=0.961094 2020-04-09 00:34:24,313 Epoch[10] Batch [6450-6500] Speed: 201.77 samples/sec accuracy=0.961250 2020-04-09 00:34:56,332 Epoch[10] Batch [6500-6550] Speed: 199.88 samples/sec accuracy=0.960938 2020-04-09 00:35:27,976 Epoch[10] Batch [6550-6600] Speed: 202.25 samples/sec accuracy=0.959688 2020-04-09 00:36:00,438 Epoch[10] Batch [6600-6650] Speed: 197.15 samples/sec accuracy=0.961875 2020-04-09 00:36:32,044 Epoch[10] Batch [6650-6700] Speed: 202.50 samples/sec accuracy=0.960938 2020-04-09 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accuracy=0.960469 2020-04-09 00:48:12,889 Epoch[10] Batch [7750-7800] Speed: 199.62 samples/sec accuracy=0.960469 2020-04-09 00:48:44,771 Epoch[10] Batch [7800-7850] Speed: 200.74 samples/sec accuracy=0.963281 2020-04-09 00:49:16,324 Epoch[10] Batch [7850-7900] Speed: 202.84 samples/sec accuracy=0.964375 2020-04-09 00:49:48,370 Epoch[10] Batch [7900-7950] Speed: 199.71 samples/sec accuracy=0.957969 2020-04-09 00:50:20,495 Epoch[10] Batch [7950-8000] Speed: 199.22 samples/sec accuracy=0.958750 2020-04-09 00:50:52,622 Epoch[10] Batch [8000-8050] Speed: 199.21 samples/sec accuracy=0.958906 2020-04-09 00:51:24,962 Epoch[10] Batch [8050-8100] Speed: 197.90 samples/sec accuracy=0.962344 2020-04-09 00:51:56,932 Epoch[10] Batch [8100-8150] Speed: 200.19 samples/sec accuracy=0.962344 2020-04-09 00:52:28,668 Epoch[10] Batch [8150-8200] Speed: 201.67 samples/sec accuracy=0.957656 2020-04-09 00:53:00,325 Epoch[10] Batch [8200-8250] Speed: 202.17 samples/sec accuracy=0.964219 2020-04-09 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accuracy=0.960938 2020-04-09 01:04:35,355 Epoch[10] Batch [9300-9350] Speed: 211.15 samples/sec accuracy=0.960938 2020-04-09 01:05:06,344 Epoch[10] Batch [9350-9400] Speed: 206.53 samples/sec accuracy=0.958438 2020-04-09 01:05:36,547 Epoch[10] Batch [9400-9450] Speed: 211.89 samples/sec accuracy=0.960938 2020-04-09 01:06:06,797 Epoch[10] Batch [9450-9500] Speed: 211.58 samples/sec accuracy=0.960313 2020-04-09 01:06:37,096 Epoch[10] Batch [9500-9550] Speed: 211.22 samples/sec accuracy=0.960469 2020-04-09 01:07:07,299 Epoch[10] Batch [9550-9600] Speed: 211.91 samples/sec accuracy=0.961250 2020-04-09 01:07:37,358 Epoch[10] Batch [9600-9650] Speed: 212.91 samples/sec accuracy=0.958438 2020-04-09 01:08:07,770 Epoch[10] Batch [9650-9700] Speed: 210.44 samples/sec accuracy=0.960625 2020-04-09 01:08:37,932 Epoch[10] Batch [9700-9750] Speed: 212.19 samples/sec accuracy=0.959844 2020-04-09 01:09:08,250 Epoch[10] Batch [9750-9800] Speed: 211.10 samples/sec accuracy=0.963750 2020-04-09 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samples/sec accuracy=0.962344 2020-04-09 01:25:17,053 Epoch[10] Batch [11350-11400] Speed: 211.86 samples/sec accuracy=0.963906 2020-04-09 01:25:47,152 Epoch[10] Batch [11400-11450] Speed: 212.63 samples/sec accuracy=0.956406 2020-04-09 01:26:17,429 Epoch[10] Batch [11450-11500] Speed: 211.38 samples/sec accuracy=0.959219 2020-04-09 01:26:47,684 Epoch[10] Batch [11500-11550] Speed: 211.54 samples/sec accuracy=0.963750 2020-04-09 01:27:17,693 Epoch[10] Batch [11550-11600] Speed: 213.27 samples/sec accuracy=0.957812 2020-04-09 01:27:47,863 Epoch[10] Batch [11600-11650] Speed: 212.13 samples/sec accuracy=0.962656 2020-04-09 01:28:18,094 Epoch[10] Batch [11650-11700] Speed: 211.71 samples/sec accuracy=0.959531 2020-04-09 01:28:49,003 Epoch[10] Batch [11700-11750] Speed: 207.06 samples/sec accuracy=0.958594 2020-04-09 01:29:19,031 Epoch[10] Batch [11750-11800] Speed: 213.13 samples/sec accuracy=0.964844 2020-04-09 01:29:49,146 Epoch[10] Batch [11800-11850] Speed: 212.52 samples/sec accuracy=0.964844 2020-04-09 01:30:19,254 Epoch[10] Batch [11850-11900] Speed: 212.57 samples/sec accuracy=0.960625 2020-04-09 01:30:49,533 Epoch[10] Batch [11900-11950] Speed: 211.37 samples/sec accuracy=0.963281 2020-04-09 01:31:19,736 Epoch[10] Batch [11950-12000] Speed: 211.90 samples/sec accuracy=0.960000 2020-04-09 01:31:50,017 Epoch[10] Batch [12000-12050] Speed: 211.36 samples/sec accuracy=0.958750 2020-04-09 01:32:20,303 Epoch[10] Batch [12050-12100] Speed: 211.32 samples/sec accuracy=0.956406 2020-04-09 01:32:50,366 Epoch[10] Batch [12100-12150] Speed: 212.89 samples/sec accuracy=0.960000 2020-04-09 01:33:22,062 Epoch[10] Batch [12150-12200] Speed: 201.92 samples/sec accuracy=0.956562 2020-04-09 01:33:54,757 Epoch[10] Batch [12200-12250] Speed: 195.75 samples/sec accuracy=0.963281 2020-04-09 01:34:27,120 Epoch[10] Batch [12250-12300] Speed: 197.75 samples/sec accuracy=0.961875 2020-04-09 01:34:59,174 Epoch[10] Batch [12300-12350] Speed: 199.67 samples/sec accuracy=0.962812 2020-04-09 01:35:31,201 Epoch[10] Batch [12350-12400] Speed: 199.83 samples/sec accuracy=0.960313 2020-04-09 01:36:03,212 Epoch[10] Batch [12400-12450] Speed: 199.94 samples/sec accuracy=0.961562 2020-04-09 01:36:34,779 Epoch[10] Batch [12450-12500] Speed: 202.74 samples/sec accuracy=0.962187 2020-04-09 01:37:06,512 Epoch[10] Batch [12500-12550] Speed: 201.68 samples/sec accuracy=0.959063 2020-04-09 01:37:38,326 Epoch[10] Batch [12550-12600] Speed: 201.17 samples/sec accuracy=0.960000 2020-04-09 01:38:09,980 Epoch[10] Batch [12600-12650] Speed: 202.19 samples/sec accuracy=0.961406 2020-04-09 01:38:41,962 Epoch[10] Batch [12650-12700] Speed: 200.11 samples/sec accuracy=0.961562 2020-04-09 01:39:13,895 Epoch[10] Batch [12700-12750] Speed: 200.42 samples/sec accuracy=0.960313 2020-04-09 01:39:45,932 Epoch[10] Batch [12750-12800] Speed: 199.77 samples/sec accuracy=0.960000 2020-04-09 01:40:17,698 Epoch[10] Batch [12800-12850] Speed: 201.47 samples/sec accuracy=0.960313 2020-04-09 01:40:49,513 Epoch[10] Batch [12850-12900] Speed: 201.16 samples/sec accuracy=0.963437 2020-04-09 01:41:21,209 Epoch[10] Batch [12900-12950] Speed: 201.92 samples/sec accuracy=0.959063 2020-04-09 01:41:52,957 Epoch[10] Batch [12950-13000] Speed: 201.59 samples/sec accuracy=0.960781 2020-04-09 01:42:24,883 Epoch[10] Batch [13000-13050] Speed: 200.46 samples/sec accuracy=0.956719 2020-04-09 01:42:56,861 Epoch[10] Batch [13050-13100] Speed: 200.14 samples/sec accuracy=0.962969 2020-04-09 01:43:28,982 Epoch[10] Batch [13100-13150] Speed: 199.25 samples/sec accuracy=0.959375 2020-04-09 01:44:01,059 Epoch[10] Batch [13150-13200] Speed: 199.52 samples/sec accuracy=0.962344 2020-04-09 01:44:33,093 Epoch[10] Batch [13200-13250] Speed: 199.79 samples/sec accuracy=0.966406 2020-04-09 01:45:04,791 Epoch[10] Batch [13250-13300] Speed: 201.91 samples/sec accuracy=0.964688 2020-04-09 01:45:36,414 Epoch[10] Batch [13300-13350] Speed: 202.39 samples/sec accuracy=0.958594 2020-04-09 01:46:08,369 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[13850-13900] Speed: 201.81 samples/sec accuracy=0.962656 2020-04-09 01:51:58,520 Epoch[10] Batch [13900-13950] Speed: 202.66 samples/sec accuracy=0.963437 2020-04-09 01:52:30,286 Epoch[10] Batch [13950-14000] Speed: 201.47 samples/sec accuracy=0.958281 2020-04-09 01:53:02,030 Epoch[10] Batch [14000-14050] Speed: 201.61 samples/sec accuracy=0.960469 2020-04-09 01:53:34,162 Epoch[10] Batch [14050-14100] Speed: 199.18 samples/sec accuracy=0.959063 2020-04-09 01:54:06,062 Epoch[10] Batch [14100-14150] Speed: 200.63 samples/sec accuracy=0.961250 2020-04-09 01:54:38,074 Epoch[10] Batch [14150-14200] Speed: 199.92 samples/sec accuracy=0.964844 2020-04-09 01:55:09,830 Epoch[10] Batch [14200-14250] Speed: 201.54 samples/sec accuracy=0.961406 2020-04-09 01:55:41,497 Epoch[10] Batch [14250-14300] Speed: 202.11 samples/sec accuracy=0.960625 2020-04-09 01:56:13,389 Epoch[10] Batch [14300-14350] Speed: 200.67 samples/sec accuracy=0.964219 2020-04-09 01:56:45,374 Epoch[10] Batch [14350-14400] Speed: 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accuracy=0.961875 2020-04-09 02:02:37,036 Epoch[10] Batch [14900-14950] Speed: 200.15 samples/sec accuracy=0.960313 2020-04-09 02:03:08,571 Epoch[10] Batch [14950-15000] Speed: 202.95 samples/sec accuracy=0.960000 2020-04-09 02:03:40,556 Epoch[10] Batch [15000-15050] Speed: 200.10 samples/sec accuracy=0.957969 2020-04-09 02:04:12,146 Epoch[10] Batch [15050-15100] Speed: 202.59 samples/sec accuracy=0.962500 2020-04-09 02:04:44,124 Epoch[10] Batch [15100-15150] Speed: 200.14 samples/sec accuracy=0.956875 2020-04-09 02:05:16,588 Epoch[10] Batch [15150-15200] Speed: 197.14 samples/sec accuracy=0.964844 2020-04-09 02:05:48,382 Epoch[10] Batch [15200-15250] Speed: 201.30 samples/sec accuracy=0.960469 2020-04-09 02:06:19,842 Epoch[10] Batch [15250-15300] Speed: 203.43 samples/sec accuracy=0.963906 2020-04-09 02:06:51,852 Epoch[10] Batch [15300-15350] Speed: 199.94 samples/sec accuracy=0.955000 2020-04-09 02:07:23,518 Epoch[10] Batch [15350-15400] Speed: 202.11 samples/sec accuracy=0.960781 2020-04-09 02:07:55,388 Epoch[10] Batch [15400-15450] Speed: 200.82 samples/sec accuracy=0.962812 2020-04-09 02:08:27,560 Epoch[10] Batch [15450-15500] Speed: 198.93 samples/sec accuracy=0.959688 2020-04-09 02:08:59,393 Epoch[10] Batch [15500-15550] Speed: 201.05 samples/sec accuracy=0.965469 2020-04-09 02:09:31,295 Epoch[10] Batch [15550-15600] Speed: 200.61 samples/sec accuracy=0.963594 2020-04-09 02:10:03,047 Epoch[10] Batch [15600-15650] Speed: 201.56 samples/sec accuracy=0.959688 2020-04-09 02:10:35,092 Epoch[10] Batch [15650-15700] Speed: 199.72 samples/sec accuracy=0.962187 2020-04-09 02:11:07,015 Epoch[10] Batch [15700-15750] Speed: 200.48 samples/sec accuracy=0.962344 2020-04-09 02:11:38,822 Epoch[10] Batch [15750-15800] Speed: 201.21 samples/sec accuracy=0.960781 2020-04-09 02:12:10,774 Epoch[10] Batch [15800-15850] Speed: 200.31 samples/sec accuracy=0.960625 2020-04-09 02:12:42,684 Epoch[10] Batch [15850-15900] Speed: 200.56 samples/sec accuracy=0.963437 2020-04-09 02:13:14,627 Epoch[10] Batch [15900-15950] Speed: 200.36 samples/sec accuracy=0.956719 2020-04-09 02:13:46,647 Epoch[10] Batch [15950-16000] Speed: 199.88 samples/sec accuracy=0.963594 2020-04-09 02:14:19,046 Epoch[10] Batch [16000-16050] Speed: 197.54 samples/sec accuracy=0.957969 2020-04-09 02:14:50,663 Epoch[10] Batch [16050-16100] Speed: 202.42 samples/sec accuracy=0.956875 2020-04-09 02:15:22,849 Epoch[10] Batch [16100-16150] Speed: 198.85 samples/sec accuracy=0.958438 2020-04-09 02:15:54,377 Epoch[10] Batch [16150-16200] Speed: 202.99 samples/sec accuracy=0.960625 2020-04-09 02:16:26,116 Epoch[10] Batch [16200-16250] Speed: 201.64 samples/sec accuracy=0.955625 2020-04-09 02:16:57,880 Epoch[10] Batch [16250-16300] Speed: 201.49 samples/sec accuracy=0.960469 2020-04-09 02:17:29,895 Epoch[10] Batch [16300-16350] Speed: 199.91 samples/sec accuracy=0.959844 2020-04-09 02:18:01,681 Epoch[10] Batch [16350-16400] Speed: 201.35 samples/sec accuracy=0.962969 2020-04-09 02:18:33,489 Epoch[10] Batch [16400-16450] Speed: 201.21 samples/sec accuracy=0.964219 2020-04-09 02:19:05,020 Epoch[10] Batch [16450-16500] Speed: 202.97 samples/sec accuracy=0.963906 2020-04-09 02:19:36,851 Epoch[10] Batch [16500-16550] Speed: 201.07 samples/sec accuracy=0.962187 2020-04-09 02:20:08,947 Epoch[10] Batch [16550-16600] Speed: 199.40 samples/sec accuracy=0.962031 2020-04-09 02:20:40,661 Epoch[10] Batch [16600-16650] Speed: 201.80 samples/sec accuracy=0.962031 2020-04-09 02:21:12,427 Epoch[10] Batch [16650-16700] Speed: 201.47 samples/sec accuracy=0.965469 2020-04-09 02:21:44,917 Epoch[10] Batch [16700-16750] Speed: 196.98 samples/sec accuracy=0.964375 2020-04-09 02:22:16,696 Epoch[10] Batch [16750-16800] Speed: 201.39 samples/sec accuracy=0.960625 2020-04-09 02:22:48,406 Epoch[10] Batch [16800-16850] Speed: 201.84 samples/sec accuracy=0.956719 2020-04-09 02:23:19,745 Epoch[10] Batch [16850-16900] Speed: 204.22 samples/sec accuracy=0.957969 2020-04-09 02:23:51,398 Epoch[10] Batch [16900-16950] Speed: 202.19 samples/sec accuracy=0.961250 2020-04-09 02:24:23,547 Epoch[10] Batch [16950-17000] Speed: 199.08 samples/sec accuracy=0.962344 2020-04-09 02:24:55,435 Epoch[10] Batch [17000-17050] Speed: 200.70 samples/sec accuracy=0.958125 2020-04-09 02:25:27,432 Epoch[10] Batch [17050-17100] Speed: 200.02 samples/sec accuracy=0.962656 2020-04-09 02:25:59,106 Epoch[10] Batch [17100-17150] Speed: 202.06 samples/sec accuracy=0.959688 2020-04-09 02:26:30,756 Epoch[10] Batch [17150-17200] Speed: 202.22 samples/sec accuracy=0.958750 2020-04-09 02:27:02,384 Epoch[10] Batch [17200-17250] Speed: 202.35 samples/sec accuracy=0.959063 2020-04-09 02:27:34,427 Epoch[10] Batch [17250-17300] Speed: 199.73 samples/sec accuracy=0.962656 2020-04-09 02:28:06,248 Epoch[10] Batch [17300-17350] Speed: 201.13 samples/sec accuracy=0.958906 2020-04-09 02:28:38,215 Epoch[10] Batch [17350-17400] Speed: 200.21 samples/sec accuracy=0.961719 2020-04-09 02:29:10,023 Epoch[10] Batch [17400-17450] Speed: 201.20 samples/sec accuracy=0.959844 2020-04-09 02:29:41,897 Epoch[10] Batch [17450-17500] Speed: 200.80 samples/sec accuracy=0.960000 2020-04-09 02:30:14,185 Epoch[10] Batch [17500-17550] Speed: 198.22 samples/sec accuracy=0.959219 2020-04-09 02:30:46,185 Epoch[10] Batch [17550-17600] Speed: 200.00 samples/sec accuracy=0.960469 2020-04-09 02:31:18,065 Epoch[10] Batch [17600-17650] Speed: 200.75 samples/sec accuracy=0.960938 2020-04-09 02:31:50,074 Epoch[10] Batch [17650-17700] Speed: 199.94 samples/sec accuracy=0.960781 2020-04-09 02:32:21,762 Epoch[10] Batch [17700-17750] Speed: 201.97 samples/sec accuracy=0.959531 2020-04-09 02:32:53,859 Epoch[10] Batch [17750-17800] Speed: 199.39 samples/sec accuracy=0.957187 2020-04-09 02:33:25,586 Epoch[10] Batch [17800-17850] Speed: 201.72 samples/sec accuracy=0.959688 2020-04-09 02:33:57,619 Epoch[10] Batch [17850-17900] Speed: 199.80 samples/sec accuracy=0.959063 2020-04-09 02:34:29,533 Epoch[10] Batch [17900-17950] Speed: 200.54 samples/sec accuracy=0.960469 2020-04-09 02:35:01,206 Epoch[10] Batch [17950-18000] Speed: 202.07 samples/sec accuracy=0.961875 2020-04-09 02:35:33,035 Epoch[10] Batch [18000-18050] Speed: 201.07 samples/sec accuracy=0.961719 2020-04-09 02:36:04,940 Epoch[10] Batch [18050-18100] Speed: 200.60 samples/sec accuracy=0.965156 2020-04-09 02:36:37,276 Epoch[10] Batch [18100-18150] Speed: 197.92 samples/sec accuracy=0.960313 2020-04-09 02:37:09,342 Epoch[10] Batch [18150-18200] Speed: 199.59 samples/sec accuracy=0.958906 2020-04-09 02:37:41,129 Epoch[10] Batch [18200-18250] Speed: 201.34 samples/sec accuracy=0.962344 2020-04-09 02:38:13,050 Epoch[10] Batch [18250-18300] Speed: 200.50 samples/sec accuracy=0.960781 2020-04-09 02:38:44,719 Epoch[10] Batch [18300-18350] Speed: 202.09 samples/sec accuracy=0.960156 2020-04-09 02:39:16,545 Epoch[10] Batch [18350-18400] Speed: 201.09 samples/sec accuracy=0.960781 2020-04-09 02:39:48,012 Epoch[10] Batch [18400-18450] Speed: 203.39 samples/sec accuracy=0.964219 2020-04-09 02:40:20,237 Epoch[10] Batch [18450-18500] Speed: 198.61 samples/sec accuracy=0.962969 2020-04-09 02:40:52,336 Epoch[10] Batch [18500-18550] Speed: 199.38 samples/sec accuracy=0.959531 2020-04-09 02:41:24,179 Epoch[10] Batch [18550-18600] Speed: 200.99 samples/sec accuracy=0.963594 2020-04-09 02:41:56,247 Epoch[10] Batch [18600-18650] Speed: 199.58 samples/sec accuracy=0.960000 2020-04-09 02:42:27,988 Epoch[10] Batch [18650-18700] Speed: 201.63 samples/sec accuracy=0.959063 2020-04-09 02:42:59,937 Epoch[10] Batch [18700-18750] Speed: 200.32 samples/sec accuracy=0.962344 2020-04-09 02:43:31,834 Epoch[10] Batch [18750-18800] Speed: 200.64 samples/sec accuracy=0.961562 2020-04-09 02:44:03,653 Epoch[10] Batch [18800-18850] Speed: 201.14 samples/sec accuracy=0.960781 2020-04-09 02:44:35,544 Epoch[10] Batch [18850-18900] Speed: 200.69 samples/sec accuracy=0.962187 2020-04-09 02:45:07,641 Epoch[10] Batch [18900-18950] Speed: 199.40 samples/sec accuracy=0.962187 2020-04-09 02:45:39,274 Epoch[10] Batch [18950-19000] Speed: 202.32 samples/sec accuracy=0.962969 2020-04-09 02:46:10,919 Epoch[10] Batch [19000-19050] Speed: 202.25 samples/sec accuracy=0.960156 2020-04-09 02:46:42,743 Epoch[10] Batch [19050-19100] Speed: 201.11 samples/sec accuracy=0.958750 2020-04-09 02:47:14,727 Epoch[10] Batch [19100-19150] Speed: 200.10 samples/sec accuracy=0.962187 2020-04-09 02:47:46,285 Epoch[10] Batch [19150-19200] Speed: 202.80 samples/sec accuracy=0.959844 2020-04-09 02:48:18,354 Epoch[10] Batch [19200-19250] Speed: 199.57 samples/sec accuracy=0.958906 2020-04-09 02:48:50,420 Epoch[10] Batch [19250-19300] Speed: 199.59 samples/sec accuracy=0.961094 2020-04-09 02:49:22,230 Epoch[10] Batch [19300-19350] Speed: 201.19 samples/sec accuracy=0.957656 2020-04-09 02:49:53,734 Epoch[10] Batch [19350-19400] Speed: 203.15 samples/sec accuracy=0.961406 2020-04-09 02:50:25,628 Epoch[10] Batch [19400-19450] Speed: 200.66 samples/sec accuracy=0.960938 2020-04-09 02:50:57,456 Epoch[10] Batch [19450-19500] Speed: 201.09 samples/sec accuracy=0.962969 2020-04-09 02:51:29,362 Epoch[10] Batch [19500-19550] Speed: 200.59 samples/sec accuracy=0.959688 2020-04-09 02:52:01,230 Epoch[10] Batch [19550-19600] Speed: 200.83 samples/sec accuracy=0.959375 2020-04-09 02:52:33,505 Epoch[10] Batch [19600-19650] Speed: 198.29 samples/sec accuracy=0.957031 2020-04-09 02:53:05,641 Epoch[10] Batch [19650-19700] Speed: 199.16 samples/sec accuracy=0.960000 2020-04-09 02:53:37,658 Epoch[10] Batch [19700-19750] Speed: 199.90 samples/sec accuracy=0.963281 2020-04-09 02:54:09,530 Epoch[10] Batch [19750-19800] Speed: 200.80 samples/sec accuracy=0.956094 2020-04-09 02:54:41,226 Epoch[10] Batch [19800-19850] Speed: 201.92 samples/sec accuracy=0.962969 2020-04-09 02:55:12,972 Epoch[10] Batch [19850-19900] Speed: 201.60 samples/sec accuracy=0.962187 2020-04-09 02:55:45,179 Epoch[10] Batch [19900-19950] Speed: 198.72 samples/sec accuracy=0.962031 2020-04-09 02:56:16,958 Epoch[10] Batch [19950-20000] Speed: 201.39 samples/sec accuracy=0.963437 2020-04-09 02:56:48,428 Epoch[10] Batch [20000-20050] Speed: 203.37 samples/sec accuracy=0.959688 2020-04-09 02:57:20,555 Epoch[10] Batch [20050-20100] Speed: 199.21 samples/sec accuracy=0.965000 2020-04-09 02:57:52,613 Epoch[10] Batch [20100-20150] Speed: 199.64 samples/sec accuracy=0.963594 2020-04-09 02:58:24,559 Epoch[10] Batch [20150-20200] Speed: 200.34 samples/sec accuracy=0.959063 2020-04-09 02:58:56,382 Epoch[10] Batch [20200-20250] Speed: 201.12 samples/sec accuracy=0.958906 2020-04-09 02:59:28,180 Epoch[10] Batch [20250-20300] Speed: 201.27 samples/sec accuracy=0.964375 2020-04-09 02:59:59,887 Epoch[10] Batch [20300-20350] Speed: 201.85 samples/sec accuracy=0.959531 2020-04-09 03:00:31,583 Epoch[10] Batch [20350-20400] Speed: 201.92 samples/sec accuracy=0.958125 2020-04-09 03:01:02,897 Epoch[10] Batch [20400-20450] Speed: 204.38 samples/sec accuracy=0.961719 2020-04-09 03:01:35,040 Epoch[10] Batch [20450-20500] Speed: 199.11 samples/sec accuracy=0.959844 2020-04-09 03:02:07,404 Epoch[10] Batch [20500-20550] Speed: 197.75 samples/sec accuracy=0.959531 2020-04-09 03:02:39,294 Epoch[10] Batch [20550-20600] Speed: 200.69 samples/sec accuracy=0.964531 2020-04-09 03:03:11,093 Epoch[10] Batch [20600-20650] Speed: 201.26 samples/sec accuracy=0.964688 2020-04-09 03:03:42,732 Epoch[10] Batch [20650-20700] Speed: 202.29 samples/sec accuracy=0.964688 2020-04-09 03:04:14,710 Epoch[10] Batch [20700-20750] Speed: 200.14 samples/sec accuracy=0.964063 2020-04-09 03:04:46,716 Epoch[10] Batch [20750-20800] Speed: 199.96 samples/sec accuracy=0.960000 2020-04-09 03:05:18,146 Epoch[10] Batch [20800-20850] Speed: 203.63 samples/sec accuracy=0.960313 2020-04-09 03:05:49,966 Epoch[10] Batch [20850-20900] Speed: 201.13 samples/sec accuracy=0.959375 2020-04-09 03:06:22,072 Epoch[10] Batch [20900-20950] Speed: 199.34 samples/sec accuracy=0.960000 2020-04-09 03:06:53,729 Epoch[10] Batch [20950-21000] Speed: 202.17 samples/sec accuracy=0.960156 2020-04-09 03:07:25,434 Epoch[10] Batch [21000-21050] Speed: 201.86 samples/sec accuracy=0.960469 2020-04-09 03:07:57,165 Epoch[10] Batch [21050-21100] Speed: 201.69 samples/sec accuracy=0.959375 2020-04-09 03:08:28,631 Epoch[10] Batch [21100-21150] Speed: 203.40 samples/sec accuracy=0.962969 2020-04-09 03:09:00,945 Epoch[10] Batch [21150-21200] Speed: 198.06 samples/sec accuracy=0.961406 2020-04-09 03:09:32,728 Epoch[10] Batch [21200-21250] Speed: 201.36 samples/sec accuracy=0.960781 2020-04-09 03:10:04,626 Epoch[10] Batch [21250-21300] Speed: 200.64 samples/sec accuracy=0.963437 2020-04-09 03:10:36,443 Epoch[10] Batch [21300-21350] Speed: 201.15 samples/sec accuracy=0.960625 2020-04-09 03:11:08,202 Epoch[10] Batch [21350-21400] Speed: 201.52 samples/sec accuracy=0.965781 2020-04-09 03:11:39,865 Epoch[10] Batch [21400-21450] Speed: 202.13 samples/sec accuracy=0.964063 2020-04-09 03:12:11,882 Epoch[10] Batch [21450-21500] Speed: 199.90 samples/sec accuracy=0.965625 2020-04-09 03:12:43,395 Epoch[10] Batch [21500-21550] Speed: 203.10 samples/sec accuracy=0.963125 2020-04-09 03:13:15,449 Epoch[10] Batch [21550-21600] Speed: 199.66 samples/sec accuracy=0.957031 2020-04-09 03:13:47,405 Epoch[10] Batch [21600-21650] Speed: 200.28 samples/sec accuracy=0.960313 2020-04-09 03:14:19,140 Epoch[10] Batch [21650-21700] Speed: 201.67 samples/sec accuracy=0.961406 2020-04-09 03:14:51,142 Epoch[10] Batch [21700-21750] Speed: 199.99 samples/sec accuracy=0.964063 2020-04-09 03:15:23,001 Epoch[10] Batch [21750-21800] Speed: 200.88 samples/sec accuracy=0.958594 2020-04-09 03:15:54,436 Epoch[10] Batch [21800-21850] Speed: 203.59 samples/sec accuracy=0.963125 2020-04-09 03:16:26,313 Epoch[10] Batch [21850-21900] Speed: 200.78 samples/sec accuracy=0.961094 2020-04-09 03:16:58,158 Epoch[10] Batch [21900-21950] Speed: 200.97 samples/sec accuracy=0.958750 2020-04-09 03:17:30,263 Epoch[10] Batch [21950-22000] Speed: 199.35 samples/sec accuracy=0.960156 2020-04-09 03:18:01,719 Epoch[10] Batch [22000-22050] Speed: 203.46 samples/sec accuracy=0.956406 2020-04-09 03:18:33,466 Epoch[10] Batch [22050-22100] Speed: 201.59 samples/sec accuracy=0.962344 2020-04-09 03:19:05,483 Epoch[10] Batch [22100-22150] Speed: 199.89 samples/sec accuracy=0.960313 2020-04-09 03:19:37,629 Epoch[10] Batch [22150-22200] Speed: 199.10 samples/sec accuracy=0.961094 2020-04-09 03:20:09,633 Epoch[10] Batch [22200-22250] Speed: 199.98 samples/sec accuracy=0.961562 2020-04-09 03:20:41,521 Epoch[10] Batch [22250-22300] Speed: 200.70 samples/sec accuracy=0.961875 2020-04-09 03:21:13,250 Epoch[10] Batch [22300-22350] Speed: 201.71 samples/sec accuracy=0.961250 2020-04-09 03:21:45,067 Epoch[10] Batch [22350-22400] Speed: 201.15 samples/sec accuracy=0.961094 2020-04-09 03:22:17,019 Epoch[10] Batch [22400-22450] Speed: 200.31 samples/sec accuracy=0.957500 2020-04-09 03:22:48,582 Epoch[10] Batch [22450-22500] Speed: 202.77 samples/sec accuracy=0.959531 2020-04-09 03:23:20,763 Epoch[10] Batch [22500-22550] Speed: 198.87 samples/sec accuracy=0.962187 2020-04-09 03:23:52,535 Epoch[10] Batch [22550-22600] Speed: 201.44 samples/sec accuracy=0.962812 2020-04-09 03:24:25,092 Epoch[10] Batch [22600-22650] Speed: 196.58 samples/sec accuracy=0.963437 2020-04-09 03:24:57,281 Epoch[10] Batch [22650-22700] Speed: 198.83 samples/sec accuracy=0.964531 2020-04-09 03:25:29,346 Epoch[10] Batch [22700-22750] Speed: 199.60 samples/sec accuracy=0.963594 2020-04-09 03:26:00,800 Epoch[10] Batch [22750-22800] Speed: 203.47 samples/sec accuracy=0.960000 2020-04-09 03:26:32,564 Epoch[10] Batch [22800-22850] Speed: 201.49 samples/sec accuracy=0.962500 2020-04-09 03:27:04,819 Epoch[10] Batch [22850-22900] Speed: 198.42 samples/sec accuracy=0.958125 2020-04-09 03:27:36,747 Epoch[10] Batch [22900-22950] Speed: 200.45 samples/sec accuracy=0.962031 2020-04-09 03:28:09,078 Epoch[10] Batch [22950-23000] Speed: 197.95 samples/sec accuracy=0.960469 2020-04-09 03:28:40,801 Epoch[10] Batch [23000-23050] Speed: 201.75 samples/sec accuracy=0.961406 2020-04-09 03:29:13,010 Epoch[10] Batch [23050-23100] Speed: 198.70 samples/sec accuracy=0.959531 2020-04-09 03:29:44,229 Epoch[10] Batch [23100-23150] Speed: 205.00 samples/sec accuracy=0.957656 2020-04-09 03:30:16,115 Epoch[10] Batch [23150-23200] Speed: 200.72 samples/sec accuracy=0.963594 2020-04-09 03:30:48,060 Epoch[10] Batch [23200-23250] Speed: 200.34 samples/sec accuracy=0.960156 2020-04-09 03:31:20,127 Epoch[10] Batch [23250-23300] Speed: 199.59 samples/sec accuracy=0.961094 2020-04-09 03:31:52,131 Epoch[10] Batch [23300-23350] Speed: 199.98 samples/sec accuracy=0.963281 2020-04-09 03:32:23,856 Epoch[10] Batch [23350-23400] Speed: 201.74 samples/sec accuracy=0.962344 2020-04-09 03:32:55,891 Epoch[10] Batch [23400-23450] Speed: 199.78 samples/sec accuracy=0.964688 2020-04-09 03:33:28,352 Epoch[10] Batch [23450-23500] Speed: 197.16 samples/sec accuracy=0.961875 2020-04-09 03:34:00,425 Epoch[10] Batch [23500-23550] Speed: 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accuracy=0.958906 2020-04-09 03:39:50,803 Epoch[10] Batch [24050-24100] Speed: 202.86 samples/sec accuracy=0.961562 2020-04-09 03:40:22,350 Epoch[10] Batch [24100-24150] Speed: 202.87 samples/sec accuracy=0.963594 2020-04-09 03:40:54,817 Epoch[10] Batch [24150-24200] Speed: 197.13 samples/sec accuracy=0.961875 2020-04-09 03:41:26,562 Epoch[10] Batch [24200-24250] Speed: 201.61 samples/sec accuracy=0.964063 2020-04-09 03:41:58,596 Epoch[10] Batch [24250-24300] Speed: 199.79 samples/sec accuracy=0.959844 2020-04-09 03:42:30,530 Epoch[10] Batch [24300-24350] Speed: 200.41 samples/sec accuracy=0.958594 2020-04-09 03:43:02,669 Epoch[10] Batch [24350-24400] Speed: 199.13 samples/sec accuracy=0.960625 2020-04-09 03:43:34,172 Epoch[10] Batch [24400-24450] Speed: 203.16 samples/sec accuracy=0.960625 2020-04-09 03:44:06,051 Epoch[10] Batch [24450-24500] Speed: 200.76 samples/sec accuracy=0.959844 2020-04-09 03:44:37,910 Epoch[10] Batch [24500-24550] Speed: 200.88 samples/sec accuracy=0.959063 2020-04-09 03:45:09,811 Epoch[10] Batch [24550-24600] Speed: 200.62 samples/sec accuracy=0.956406 2020-04-09 03:45:41,823 Epoch[10] Batch [24600-24650] Speed: 199.93 samples/sec accuracy=0.960313 2020-04-09 03:46:13,566 Epoch[10] Batch [24650-24700] Speed: 201.62 samples/sec accuracy=0.962656 2020-04-09 03:46:45,547 Epoch[10] Batch [24700-24750] Speed: 200.12 samples/sec accuracy=0.962187 2020-04-09 03:47:17,315 Epoch[10] Batch [24750-24800] Speed: 201.46 samples/sec accuracy=0.959531 2020-04-09 03:47:49,439 Epoch[10] Batch [24800-24850] Speed: 199.23 samples/sec accuracy=0.964219 2020-04-09 03:48:21,422 Epoch[10] Batch [24850-24900] Speed: 200.11 samples/sec accuracy=0.959375 2020-04-09 03:48:53,233 Epoch[10] Batch [24900-24950] Speed: 201.19 samples/sec accuracy=0.962969 2020-04-09 03:49:25,088 Epoch[10] Batch [24950-25000] Speed: 200.91 samples/sec accuracy=0.962656 2020-04-09 03:49:57,044 Epoch[10] Batch [25000-25050] Speed: 200.28 samples/sec accuracy=0.964063 2020-04-09 03:50:29,213 Epoch[10] Batch [25050-25100] Speed: 198.95 samples/sec accuracy=0.960625 2020-04-09 03:51:01,000 Epoch[10] Batch [25100-25150] Speed: 201.35 samples/sec accuracy=0.965625 2020-04-09 03:51:32,644 Epoch[10] Batch [25150-25200] Speed: 202.25 samples/sec accuracy=0.964688 2020-04-09 03:52:04,621 Epoch[10] Batch [25200-25250] Speed: 200.15 samples/sec accuracy=0.964844 2020-04-09 03:52:36,376 Epoch[10] Batch [25250-25300] Speed: 201.54 samples/sec accuracy=0.963125 2020-04-09 03:53:08,584 Epoch[10] Batch [25300-25350] Speed: 198.71 samples/sec accuracy=0.964531 2020-04-09 03:53:40,755 Epoch[10] Batch [25350-25400] Speed: 198.94 samples/sec accuracy=0.962344 2020-04-09 03:54:12,596 Epoch[10] Batch [25400-25450] Speed: 201.00 samples/sec accuracy=0.957344 2020-04-09 03:54:44,327 Epoch[10] Batch [25450-25500] Speed: 201.70 samples/sec accuracy=0.959063 2020-04-09 03:55:16,342 Epoch[10] Batch [25500-25550] Speed: 199.91 samples/sec accuracy=0.961875 2020-04-09 03:55:48,336 Epoch[10] Batch [25550-25600] Speed: 200.04 samples/sec accuracy=0.960313 2020-04-09 03:56:20,838 Epoch[10] Batch [25600-25650] Speed: 196.91 samples/sec accuracy=0.959531 2020-04-09 03:56:52,603 Epoch[10] Batch [25650-25700] Speed: 201.48 samples/sec accuracy=0.962031 2020-04-09 03:57:24,766 Epoch[10] Batch [25700-25750] Speed: 198.99 samples/sec accuracy=0.960156 2020-04-09 03:57:56,748 Epoch[10] Batch [25750-25800] Speed: 200.11 samples/sec accuracy=0.962969 2020-04-09 03:58:28,678 Epoch[10] Batch [25800-25850] Speed: 200.44 samples/sec accuracy=0.960938 2020-04-09 03:59:00,414 Epoch[10] Batch [25850-25900] Speed: 201.67 samples/sec accuracy=0.961875 2020-04-09 03:59:32,253 Epoch[10] Batch [25900-25950] Speed: 201.02 samples/sec accuracy=0.959375 2020-04-09 04:00:04,149 Epoch[10] Batch [25950-26000] Speed: 200.65 samples/sec accuracy=0.963437 2020-04-09 04:00:36,046 Epoch[10] Batch [26000-26050] Speed: 200.65 samples/sec accuracy=0.958906 2020-04-09 04:01:07,677 Epoch[10] Batch [26050-26100] Speed: 202.33 samples/sec accuracy=0.963750 2020-04-09 04:01:39,544 Epoch[10] Batch [26100-26150] Speed: 200.84 samples/sec accuracy=0.961406 2020-04-09 04:02:11,641 Epoch[10] Batch [26150-26200] Speed: 199.40 samples/sec accuracy=0.963281 2020-04-09 04:02:44,032 Epoch[10] Batch [26200-26250] Speed: 197.59 samples/sec accuracy=0.962812 2020-04-09 04:03:16,174 Epoch[10] Batch [26250-26300] Speed: 199.12 samples/sec accuracy=0.957344 2020-04-09 04:03:47,949 Epoch[10] Batch [26300-26350] Speed: 201.41 samples/sec accuracy=0.961406 2020-04-09 04:04:19,532 Epoch[10] Batch [26350-26400] Speed: 202.64 samples/sec accuracy=0.957969 2020-04-09 04:04:51,525 Epoch[10] Batch [26400-26450] Speed: 200.04 samples/sec accuracy=0.965156 2020-04-09 04:05:23,841 Epoch[10] Batch [26450-26500] Speed: 198.05 samples/sec accuracy=0.966562 2020-04-09 04:05:55,753 Epoch[10] Batch [26500-26550] Speed: 200.55 samples/sec accuracy=0.958750 2020-04-09 04:06:27,577 Epoch[10] Batch [26550-26600] Speed: 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accuracy=0.964375 2020-04-09 04:12:19,010 Epoch[10] Batch [27100-27150] Speed: 198.39 samples/sec accuracy=0.963281 2020-04-09 04:12:50,883 Epoch[10] Batch [27150-27200] Speed: 200.80 samples/sec accuracy=0.958281 2020-04-09 04:13:22,631 Epoch[10] Batch [27200-27250] Speed: 201.59 samples/sec accuracy=0.963906 2020-04-09 04:13:54,531 Epoch[10] Batch [27250-27300] Speed: 200.63 samples/sec accuracy=0.962031 2020-04-09 04:14:26,318 Epoch[10] Batch [27300-27350] Speed: 201.34 samples/sec accuracy=0.959375 2020-04-09 04:14:58,480 Epoch[10] Batch [27350-27400] Speed: 198.99 samples/sec accuracy=0.966250 2020-04-09 04:15:30,115 Epoch[10] Batch [27400-27450] Speed: 202.31 samples/sec accuracy=0.963437 2020-04-09 04:16:02,063 Epoch[10] Batch [27450-27500] Speed: 200.33 samples/sec accuracy=0.970313 2020-04-09 04:16:34,199 Epoch[10] Batch [27500-27550] Speed: 199.16 samples/sec accuracy=0.960469 2020-04-09 04:17:06,526 Epoch[10] Batch [27550-27600] Speed: 197.98 samples/sec accuracy=0.960781 2020-04-09 04:17:38,615 Epoch[10] Batch [27600-27650] Speed: 199.45 samples/sec accuracy=0.963281 2020-04-09 04:18:10,234 Epoch[10] Batch [27650-27700] Speed: 202.41 samples/sec accuracy=0.960469 2020-04-09 04:18:42,011 Epoch[10] Batch [27700-27750] Speed: 201.41 samples/sec accuracy=0.961406 2020-04-09 04:19:13,748 Epoch[10] Batch [27750-27800] Speed: 201.66 samples/sec accuracy=0.962500 2020-04-09 04:19:45,791 Epoch[10] Batch [27800-27850] Speed: 199.73 samples/sec accuracy=0.962969 2020-04-09 04:20:17,673 Epoch[10] Batch [27850-27900] Speed: 200.74 samples/sec accuracy=0.961094 2020-04-09 04:20:49,597 Epoch[10] Batch [27900-27950] Speed: 200.48 samples/sec accuracy=0.960781 2020-04-09 04:21:21,327 Epoch[10] Batch [27950-28000] Speed: 201.71 samples/sec accuracy=0.962812 2020-04-09 04:21:53,093 Epoch[10] Batch [28000-28050] Speed: 201.47 samples/sec accuracy=0.964219 2020-04-09 04:22:25,267 Epoch[10] Batch [28050-28100] Speed: 198.92 samples/sec accuracy=0.958906 2020-04-09 04:22:57,309 Epoch[10] Batch [28100-28150] Speed: 199.74 samples/sec accuracy=0.958906 2020-04-09 04:23:29,091 Epoch[10] Batch [28150-28200] Speed: 201.37 samples/sec accuracy=0.965000 2020-04-09 04:23:53,521 Epoch[10] Train-accuracy=0.960731 2020-04-09 04:23:53,521 Epoch[10] Time cost=17920.877 2020-04-09 04:23:53,825 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0011.params" 2020-04-09 04:55:28,869 Epoch[10] Validation-accuracy=0.982893 2020-04-09 04:56:08,834 Epoch[11] Batch [0-50] Speed: 201.34 samples/sec accuracy=0.962163 2020-04-09 04:56:40,799 Epoch[11] Batch [50-100] Speed: 200.22 samples/sec accuracy=0.963437 2020-04-09 04:57:12,998 Epoch[11] Batch [100-150] Speed: 198.76 samples/sec accuracy=0.966250 2020-04-09 04:57:44,770 Epoch[11] Batch [150-200] Speed: 201.44 samples/sec accuracy=0.962187 2020-04-09 04:58:16,512 Epoch[11] Batch [200-250] Speed: 201.63 samples/sec accuracy=0.961719 2020-04-09 04:58:48,325 Epoch[11] Batch [250-300] Speed: 201.17 samples/sec accuracy=0.962031 2020-04-09 04:59:20,062 Epoch[11] Batch [300-350] Speed: 201.66 samples/sec accuracy=0.963125 2020-04-09 04:59:51,842 Epoch[11] Batch [350-400] Speed: 201.39 samples/sec accuracy=0.962187 2020-04-09 05:00:21,763 Epoch[11] Batch [400-450] Speed: 213.90 samples/sec accuracy=0.965000 2020-04-09 05:00:51,240 Epoch[11] Batch [450-500] Speed: 217.12 samples/sec accuracy=0.962031 2020-04-09 05:01:20,716 Epoch[11] Batch [500-550] Speed: 217.13 samples/sec accuracy=0.966875 2020-04-09 05:01:50,129 Epoch[11] Batch [550-600] Speed: 217.59 samples/sec accuracy=0.963125 2020-04-09 05:02:19,457 Epoch[11] Batch [600-650] Speed: 218.23 samples/sec accuracy=0.962031 2020-04-09 05:02:49,273 Epoch[11] Batch [650-700] Speed: 214.65 samples/sec accuracy=0.962500 2020-04-09 05:03:18,467 Epoch[11] Batch [700-750] Speed: 219.22 samples/sec accuracy=0.964219 2020-04-09 05:03:48,117 Epoch[11] Batch [750-800] Speed: 215.85 samples/sec accuracy=0.960781 2020-04-09 05:04:17,379 Epoch[11] Batch [800-850] Speed: 218.72 samples/sec accuracy=0.958125 2020-04-09 05:04:46,961 Epoch[11] Batch [850-900] Speed: 216.35 samples/sec accuracy=0.962656 2020-04-09 05:05:16,701 Epoch[11] Batch [900-950] Speed: 215.20 samples/sec accuracy=0.962031 2020-04-09 05:05:46,056 Epoch[11] Batch [950-1000] Speed: 218.02 samples/sec accuracy=0.962656 2020-04-09 05:06:15,533 Epoch[11] Batch [1000-1050] Speed: 217.12 samples/sec accuracy=0.961719 2020-04-09 05:06:45,181 Epoch[11] Batch [1050-1100] Speed: 215.87 samples/sec accuracy=0.963437 2020-04-09 05:07:14,517 Epoch[11] Batch [1100-1150] Speed: 218.16 samples/sec accuracy=0.963437 2020-04-09 05:07:43,914 Epoch[11] Batch [1150-1200] Speed: 217.71 samples/sec accuracy=0.964531 2020-04-09 05:08:13,696 Epoch[11] Batch [1200-1250] Speed: 214.90 samples/sec accuracy=0.960781 2020-04-09 05:08:42,925 Epoch[11] Batch [1250-1300] Speed: 218.97 samples/sec accuracy=0.965781 2020-04-09 05:09:12,156 Epoch[11] Batch [1300-1350] Speed: 218.95 samples/sec accuracy=0.962031 2020-04-09 05:09:41,639 Epoch[11] Batch [1350-1400] Speed: 217.08 samples/sec accuracy=0.962187 2020-04-09 05:10:10,859 Epoch[11] Batch [1400-1450] Speed: 219.03 samples/sec accuracy=0.963594 2020-04-09 05:10:40,317 Epoch[11] Batch [1450-1500] Speed: 217.26 samples/sec accuracy=0.962812 2020-04-09 05:11:10,189 Epoch[11] Batch [1500-1550] Speed: 214.25 samples/sec accuracy=0.959219 2020-04-09 05:11:39,590 Epoch[11] Batch [1550-1600] Speed: 217.68 samples/sec accuracy=0.960625 2020-04-09 05:12:09,143 Epoch[11] Batch [1600-1650] Speed: 216.56 samples/sec accuracy=0.959063 2020-04-09 05:12:39,038 Epoch[11] Batch [1650-1700] Speed: 214.09 samples/sec accuracy=0.963594 2020-04-09 05:13:08,879 Epoch[11] Batch [1700-1750] Speed: 214.47 samples/sec accuracy=0.958594 2020-04-09 05:13:38,407 Epoch[11] Batch [1750-1800] Speed: 216.74 samples/sec accuracy=0.962812 2020-04-09 05:14:07,923 Epoch[11] Batch [1800-1850] Speed: 216.83 samples/sec accuracy=0.961875 2020-04-09 05:14:37,386 Epoch[11] Batch [1850-1900] Speed: 217.23 samples/sec accuracy=0.961875 2020-04-09 05:15:06,755 Epoch[11] Batch [1900-1950] Speed: 217.92 samples/sec accuracy=0.962656 2020-04-09 05:15:36,218 Epoch[11] Batch [1950-2000] Speed: 217.22 samples/sec accuracy=0.963750 2020-04-09 05:16:05,747 Epoch[11] Batch [2000-2050] Speed: 216.74 samples/sec accuracy=0.965781 2020-04-09 05:16:35,115 Epoch[11] Batch [2050-2100] Speed: 217.92 samples/sec accuracy=0.957344 2020-04-09 05:17:05,278 Epoch[11] Batch [2100-2150] Speed: 212.18 samples/sec accuracy=0.960469 2020-04-09 05:17:34,659 Epoch[11] Batch [2150-2200] Speed: 217.84 samples/sec accuracy=0.960469 2020-04-09 05:18:04,022 Epoch[11] Batch [2200-2250] Speed: 217.96 samples/sec accuracy=0.964531 2020-04-09 05:18:33,369 Epoch[11] Batch [2250-2300] Speed: 218.09 samples/sec accuracy=0.964531 2020-04-09 05:19:02,833 Epoch[11] Batch [2300-2350] Speed: 217.21 samples/sec accuracy=0.963125 2020-04-09 05:19:32,438 Epoch[11] Batch [2350-2400] 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accuracy=0.960313 2020-04-09 05:24:56,058 Epoch[11] Batch [2900-2950] Speed: 218.51 samples/sec accuracy=0.960313 2020-04-09 05:25:25,390 Epoch[11] Batch [2950-3000] Speed: 218.19 samples/sec accuracy=0.959219 2020-04-09 05:25:54,554 Epoch[11] Batch [3000-3050] Speed: 219.45 samples/sec accuracy=0.962187 2020-04-09 05:26:24,133 Epoch[11] Batch [3050-3100] Speed: 216.37 samples/sec accuracy=0.966250 2020-04-09 05:26:54,078 Epoch[11] Batch [3100-3150] Speed: 213.73 samples/sec accuracy=0.969219 2020-04-09 05:27:23,882 Epoch[11] Batch [3150-3200] Speed: 214.74 samples/sec accuracy=0.962031 2020-04-09 05:27:53,505 Epoch[11] Batch [3200-3250] Speed: 216.05 samples/sec accuracy=0.960469 2020-04-09 05:28:22,829 Epoch[11] Batch [3250-3300] Speed: 218.25 samples/sec accuracy=0.961875 2020-04-09 05:28:52,119 Epoch[11] Batch [3300-3350] Speed: 218.51 samples/sec accuracy=0.967656 2020-04-09 05:29:21,625 Epoch[11] Batch [3350-3400] Speed: 216.90 samples/sec accuracy=0.962031 2020-04-09 05:29:50,888 Epoch[11] Batch [3400-3450] Speed: 218.71 samples/sec accuracy=0.958125 2020-04-09 05:30:20,216 Epoch[11] Batch [3450-3500] Speed: 218.22 samples/sec accuracy=0.960156 2020-04-09 05:30:49,569 Epoch[11] Batch [3500-3550] Speed: 218.04 samples/sec accuracy=0.963906 2020-04-09 05:31:19,124 Epoch[11] Batch [3550-3600] Speed: 216.55 samples/sec accuracy=0.965781 2020-04-09 05:31:48,892 Epoch[11] Batch [3600-3650] Speed: 215.00 samples/sec accuracy=0.963281 2020-04-09 05:32:18,276 Epoch[11] Batch [3650-3700] Speed: 217.81 samples/sec accuracy=0.962500 2020-04-09 05:32:47,666 Epoch[11] Batch [3700-3750] Speed: 217.77 samples/sec accuracy=0.965000 2020-04-09 05:33:16,984 Epoch[11] Batch [3750-3800] Speed: 218.30 samples/sec accuracy=0.962344 2020-04-09 05:33:46,402 Epoch[11] Batch [3800-3850] Speed: 217.55 samples/sec accuracy=0.964219 2020-04-09 05:34:15,683 Epoch[11] Batch [3850-3900] Speed: 218.58 samples/sec accuracy=0.961406 2020-04-09 05:34:45,790 Epoch[11] Batch [3900-3950] 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accuracy=0.965156 2020-04-09 05:40:19,605 Epoch[11] Batch [4450-4500] Speed: 201.88 samples/sec accuracy=0.965156 2020-04-09 05:40:51,779 Epoch[11] Batch [4500-4550] Speed: 198.92 samples/sec accuracy=0.958438 2020-04-09 05:41:23,739 Epoch[11] Batch [4550-4600] Speed: 200.25 samples/sec accuracy=0.962031 2020-04-09 05:41:55,264 Epoch[11] Batch [4600-4650] Speed: 203.02 samples/sec accuracy=0.958750 2020-04-09 05:42:27,051 Epoch[11] Batch [4650-4700] Speed: 201.34 samples/sec accuracy=0.963750 2020-04-09 05:42:59,045 Epoch[11] Batch [4700-4750] Speed: 200.04 samples/sec accuracy=0.957187 2020-04-09 05:43:30,927 Epoch[11] Batch [4750-4800] Speed: 200.74 samples/sec accuracy=0.963437 2020-04-09 05:44:02,871 Epoch[11] Batch [4800-4850] Speed: 200.35 samples/sec accuracy=0.959219 2020-04-09 05:44:35,017 Epoch[11] Batch [4850-4900] Speed: 199.09 samples/sec accuracy=0.958750 2020-04-09 05:45:06,721 Epoch[11] Batch [4900-4950] Speed: 201.87 samples/sec accuracy=0.962187 2020-04-09 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accuracy=0.965000 2020-04-09 05:56:49,924 Epoch[11] Batch [6000-6050] Speed: 199.70 samples/sec accuracy=0.967969 2020-04-09 05:57:21,537 Epoch[11] Batch [6050-6100] Speed: 202.45 samples/sec accuracy=0.964688 2020-04-09 05:57:53,518 Epoch[11] Batch [6100-6150] Speed: 200.12 samples/sec accuracy=0.963437 2020-04-09 05:58:25,185 Epoch[11] Batch [6150-6200] Speed: 202.10 samples/sec accuracy=0.965938 2020-04-09 05:58:57,008 Epoch[11] Batch [6200-6250] Speed: 201.12 samples/sec accuracy=0.960313 2020-04-09 05:59:28,773 Epoch[11] Batch [6250-6300] Speed: 201.48 samples/sec accuracy=0.964531 2020-04-09 06:00:01,043 Epoch[11] Batch [6300-6350] Speed: 198.32 samples/sec accuracy=0.962812 2020-04-09 06:00:32,962 Epoch[11] Batch [6350-6400] Speed: 200.51 samples/sec accuracy=0.961094 2020-04-09 06:01:04,721 Epoch[11] Batch [6400-6450] Speed: 201.52 samples/sec accuracy=0.959531 2020-04-09 06:01:36,813 Epoch[11] Batch [6450-6500] Speed: 199.43 samples/sec accuracy=0.962344 2020-04-09 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accuracy=0.960625 2020-04-09 06:13:18,094 Epoch[11] Batch [7550-7600] Speed: 202.38 samples/sec accuracy=0.956875 2020-04-09 06:13:49,840 Epoch[11] Batch [7600-7650] Speed: 201.61 samples/sec accuracy=0.957969 2020-04-09 06:14:21,673 Epoch[11] Batch [7650-7700] Speed: 201.05 samples/sec accuracy=0.963437 2020-04-09 06:14:53,302 Epoch[11] Batch [7700-7750] Speed: 202.35 samples/sec accuracy=0.963594 2020-04-09 06:15:25,363 Epoch[11] Batch [7750-7800] Speed: 199.62 samples/sec accuracy=0.964063 2020-04-09 06:15:57,231 Epoch[11] Batch [7800-7850] Speed: 200.83 samples/sec accuracy=0.959688 2020-04-09 06:16:29,069 Epoch[11] Batch [7850-7900] Speed: 201.02 samples/sec accuracy=0.958125 2020-04-09 06:17:00,823 Epoch[11] Batch [7900-7950] Speed: 201.56 samples/sec accuracy=0.964219 2020-04-09 06:17:32,753 Epoch[11] Batch [7950-8000] Speed: 200.44 samples/sec accuracy=0.960313 2020-04-09 06:18:04,449 Epoch[11] Batch [8000-8050] Speed: 201.92 samples/sec accuracy=0.956719 2020-04-09 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accuracy=0.959375 2020-04-09 06:29:41,579 Epoch[11] Batch [9100-9150] Speed: 211.84 samples/sec accuracy=0.961406 2020-04-09 06:30:11,818 Epoch[11] Batch [9150-9200] Speed: 211.65 samples/sec accuracy=0.964375 2020-04-09 06:30:42,152 Epoch[11] Batch [9200-9250] Speed: 210.98 samples/sec accuracy=0.963281 2020-04-09 06:31:12,379 Epoch[11] Batch [9250-9300] Speed: 211.74 samples/sec accuracy=0.963281 2020-04-09 06:31:42,480 Epoch[11] Batch [9300-9350] Speed: 212.62 samples/sec accuracy=0.961875 2020-04-09 06:32:12,638 Epoch[11] Batch [9350-9400] Speed: 212.21 samples/sec accuracy=0.962031 2020-04-09 06:32:42,944 Epoch[11] Batch [9400-9450] Speed: 211.18 samples/sec accuracy=0.961094 2020-04-09 06:33:13,082 Epoch[11] Batch [9450-9500] Speed: 212.36 samples/sec accuracy=0.966562 2020-04-09 06:33:43,444 Epoch[11] Batch [9500-9550] Speed: 210.79 samples/sec accuracy=0.965000 2020-04-09 06:34:13,659 Epoch[11] Batch [9550-9600] Speed: 211.82 samples/sec accuracy=0.958438 2020-04-09 06:34:43,794 Epoch[11] Batch [9600-9650] Speed: 212.38 samples/sec accuracy=0.960781 2020-04-09 06:35:14,067 Epoch[11] Batch [9650-9700] Speed: 211.41 samples/sec accuracy=0.956719 2020-04-09 06:35:44,611 Epoch[11] Batch [9700-9750] Speed: 209.54 samples/sec accuracy=0.962656 2020-04-09 06:36:15,332 Epoch[11] Batch [9750-9800] Speed: 208.33 samples/sec accuracy=0.962969 2020-04-09 06:36:45,645 Epoch[11] Batch [9800-9850] Speed: 211.13 samples/sec accuracy=0.958750 2020-04-09 06:37:15,749 Epoch[11] Batch [9850-9900] Speed: 212.60 samples/sec accuracy=0.965156 2020-04-09 06:37:46,063 Epoch[11] Batch [9900-9950] Speed: 211.12 samples/sec accuracy=0.964375 2020-04-09 06:38:16,324 Epoch[11] Batch [9950-10000] Speed: 211.50 samples/sec accuracy=0.962344 2020-04-09 06:38:48,031 Epoch[11] Batch [10000-10050] Speed: 201.85 samples/sec accuracy=0.960938 2020-04-09 06:39:18,360 Epoch[11] Batch [10050-10100] Speed: 211.02 samples/sec accuracy=0.957812 2020-04-09 06:39:48,717 Epoch[11] Batch [10100-10150] Speed: 210.82 samples/sec accuracy=0.962344 2020-04-09 06:40:19,112 Epoch[11] Batch [10150-10200] Speed: 210.56 samples/sec accuracy=0.960938 2020-04-09 06:40:49,525 Epoch[11] Batch [10200-10250] Speed: 210.44 samples/sec accuracy=0.963437 2020-04-09 06:41:19,896 Epoch[11] Batch [10250-10300] Speed: 210.73 samples/sec accuracy=0.965000 2020-04-09 06:41:50,327 Epoch[11] Batch [10300-10350] Speed: 210.31 samples/sec accuracy=0.964844 2020-04-09 06:42:20,451 Epoch[11] Batch [10350-10400] Speed: 212.45 samples/sec accuracy=0.963594 2020-04-09 06:42:50,713 Epoch[11] Batch [10400-10450] Speed: 211.49 samples/sec accuracy=0.961094 2020-04-09 06:43:20,875 Epoch[11] Batch [10450-10500] Speed: 212.19 samples/sec accuracy=0.964844 2020-04-09 06:43:51,129 Epoch[11] Batch [10500-10550] Speed: 211.54 samples/sec accuracy=0.962031 2020-04-09 06:44:21,578 Epoch[11] Batch [10550-10600] Speed: 210.19 samples/sec accuracy=0.964063 2020-04-09 06:44:51,860 Epoch[11] Batch [10600-10650] Speed: 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accuracy=0.962500 2020-04-09 06:50:24,653 Epoch[11] Batch [11150-11200] Speed: 211.12 samples/sec accuracy=0.962187 2020-04-09 06:50:54,813 Epoch[11] Batch [11200-11250] Speed: 212.20 samples/sec accuracy=0.961094 2020-04-09 06:51:25,194 Epoch[11] Batch [11250-11300] Speed: 210.66 samples/sec accuracy=0.960938 2020-04-09 06:51:56,066 Epoch[11] Batch [11300-11350] Speed: 207.31 samples/sec accuracy=0.960938 2020-04-09 06:52:26,337 Epoch[11] Batch [11350-11400] Speed: 211.43 samples/sec accuracy=0.963281 2020-04-09 06:52:56,569 Epoch[11] Batch [11400-11450] Speed: 211.70 samples/sec accuracy=0.959375 2020-04-09 06:53:26,820 Epoch[11] Batch [11450-11500] Speed: 211.56 samples/sec accuracy=0.960156 2020-04-09 06:53:56,996 Epoch[11] Batch [11500-11550] Speed: 212.09 samples/sec accuracy=0.960469 2020-04-09 06:54:27,289 Epoch[11] Batch [11550-11600] Speed: 211.27 samples/sec accuracy=0.962344 2020-04-09 06:54:57,463 Epoch[11] Batch [11600-11650] Speed: 212.10 samples/sec accuracy=0.961562 2020-04-09 06:55:27,695 Epoch[11] Batch [11650-11700] Speed: 211.70 samples/sec accuracy=0.962812 2020-04-09 06:55:57,863 Epoch[11] Batch [11700-11750] Speed: 212.14 samples/sec accuracy=0.960000 2020-04-09 06:56:27,984 Epoch[11] Batch [11750-11800] Speed: 212.48 samples/sec accuracy=0.958125 2020-04-09 06:56:58,149 Epoch[11] Batch [11800-11850] Speed: 212.17 samples/sec accuracy=0.962656 2020-04-09 06:57:28,616 Epoch[11] Batch [11850-11900] Speed: 210.06 samples/sec accuracy=0.964688 2020-04-09 06:57:58,821 Epoch[11] Batch [11900-11950] Speed: 211.89 samples/sec accuracy=0.962500 2020-04-09 06:58:29,075 Epoch[11] Batch [11950-12000] Speed: 211.55 samples/sec accuracy=0.961562 2020-04-09 06:59:00,195 Epoch[11] Batch [12000-12050] Speed: 205.65 samples/sec accuracy=0.962031 2020-04-09 06:59:31,968 Epoch[11] Batch [12050-12100] Speed: 201.43 samples/sec accuracy=0.966250 2020-04-09 07:00:03,863 Epoch[11] Batch [12100-12150] Speed: 200.66 samples/sec accuracy=0.962812 2020-04-09 07:00:35,805 Epoch[11] Batch [12150-12200] Speed: 200.36 samples/sec accuracy=0.959219 2020-04-09 07:01:07,982 Epoch[11] Batch [12200-12250] Speed: 198.90 samples/sec accuracy=0.964063 2020-04-09 07:01:40,402 Epoch[11] Batch [12250-12300] Speed: 197.41 samples/sec accuracy=0.964688 2020-04-09 07:02:12,234 Epoch[11] Batch [12300-12350] Speed: 201.06 samples/sec accuracy=0.963281 2020-04-09 07:02:44,128 Epoch[11] Batch [12350-12400] Speed: 200.67 samples/sec accuracy=0.964219 2020-04-09 07:03:15,913 Epoch[11] Batch [12400-12450] Speed: 201.35 samples/sec accuracy=0.961719 2020-04-09 07:03:48,381 Epoch[11] Batch [12450-12500] Speed: 197.12 samples/sec accuracy=0.966094 2020-04-09 07:04:20,433 Epoch[11] Batch [12500-12550] Speed: 199.68 samples/sec accuracy=0.960000 2020-04-09 07:04:52,277 Epoch[11] Batch [12550-12600] Speed: 200.98 samples/sec accuracy=0.961719 2020-04-09 07:05:24,215 Epoch[11] Batch [12600-12650] Speed: 200.39 samples/sec accuracy=0.959531 2020-04-09 07:05:56,094 Epoch[11] Batch [12650-12700] Speed: 200.76 samples/sec accuracy=0.964219 2020-04-09 07:06:28,702 Epoch[11] Batch [12700-12750] Speed: 196.27 samples/sec accuracy=0.964219 2020-04-09 07:07:00,847 Epoch[11] Batch [12750-12800] Speed: 199.10 samples/sec accuracy=0.959375 2020-04-09 07:07:32,527 Epoch[11] Batch [12800-12850] Speed: 202.02 samples/sec accuracy=0.963906 2020-04-09 07:08:04,237 Epoch[11] Batch [12850-12900] Speed: 201.83 samples/sec accuracy=0.961562 2020-04-09 07:08:36,046 Epoch[11] Batch [12900-12950] Speed: 201.20 samples/sec accuracy=0.965781 2020-04-09 07:09:07,758 Epoch[11] Batch [12950-13000] Speed: 201.82 samples/sec accuracy=0.963750 2020-04-09 07:09:39,858 Epoch[11] Batch [13000-13050] Speed: 199.38 samples/sec accuracy=0.963281 2020-04-09 07:10:11,571 Epoch[11] Batch [13050-13100] Speed: 201.82 samples/sec accuracy=0.961406 2020-04-09 07:10:43,550 Epoch[11] Batch [13100-13150] Speed: 200.13 samples/sec accuracy=0.965313 2020-04-09 07:11:15,565 Epoch[11] Batch [13150-13200] Speed: 199.91 samples/sec accuracy=0.962031 2020-04-09 07:11:47,458 Epoch[11] Batch [13200-13250] Speed: 200.67 samples/sec accuracy=0.965469 2020-04-09 07:12:19,460 Epoch[11] Batch [13250-13300] Speed: 199.99 samples/sec accuracy=0.963281 2020-04-09 07:12:51,483 Epoch[11] Batch [13300-13350] Speed: 199.85 samples/sec accuracy=0.962656 2020-04-09 07:13:23,119 Epoch[11] Batch [13350-13400] Speed: 202.30 samples/sec accuracy=0.963437 2020-04-09 07:13:54,962 Epoch[11] Batch [13400-13450] Speed: 200.99 samples/sec accuracy=0.965938 2020-04-09 07:14:26,752 Epoch[11] Batch [13450-13500] Speed: 201.33 samples/sec accuracy=0.965938 2020-04-09 07:14:58,659 Epoch[11] Batch [13500-13550] Speed: 200.58 samples/sec accuracy=0.962344 2020-04-09 07:15:30,388 Epoch[11] Batch [13550-13600] Speed: 201.71 samples/sec accuracy=0.963281 2020-04-09 07:16:01,854 Epoch[11] Batch [13600-13650] Speed: 203.40 samples/sec accuracy=0.960938 2020-04-09 07:16:33,378 Epoch[11] Batch [13650-13700] Speed: 203.02 samples/sec accuracy=0.960781 2020-04-09 07:17:05,076 Epoch[11] Batch [13700-13750] Speed: 201.91 samples/sec accuracy=0.965625 2020-04-09 07:17:36,893 Epoch[11] Batch [13750-13800] Speed: 201.15 samples/sec accuracy=0.959063 2020-04-09 07:18:08,897 Epoch[11] Batch [13800-13850] Speed: 199.98 samples/sec accuracy=0.963906 2020-04-09 07:18:40,500 Epoch[11] Batch [13850-13900] Speed: 202.52 samples/sec accuracy=0.960938 2020-04-09 07:19:12,195 Epoch[11] Batch [13900-13950] Speed: 201.92 samples/sec accuracy=0.960938 2020-04-09 07:19:44,291 Epoch[11] Batch [13950-14000] Speed: 199.41 samples/sec accuracy=0.964375 2020-04-09 07:20:16,040 Epoch[11] Batch [14000-14050] Speed: 201.58 samples/sec accuracy=0.963906 2020-04-09 07:20:48,528 Epoch[11] Batch [14050-14100] Speed: 197.00 samples/sec accuracy=0.961094 2020-04-09 07:21:20,088 Epoch[11] Batch [14100-14150] Speed: 202.79 samples/sec accuracy=0.964219 2020-04-09 07:21:52,015 Epoch[11] Batch [14150-14200] Speed: 200.46 samples/sec accuracy=0.963125 2020-04-09 07:22:23,629 Epoch[11] Batch [14200-14250] Speed: 202.44 samples/sec accuracy=0.962812 2020-04-09 07:22:55,545 Epoch[11] Batch [14250-14300] Speed: 200.53 samples/sec accuracy=0.960781 2020-04-09 07:23:27,223 Epoch[11] Batch [14300-14350] Speed: 202.04 samples/sec accuracy=0.958906 2020-04-09 07:23:59,122 Epoch[11] Batch [14350-14400] Speed: 200.63 samples/sec accuracy=0.962656 2020-04-09 07:24:30,903 Epoch[11] Batch [14400-14450] Speed: 201.39 samples/sec accuracy=0.967656 2020-04-09 07:25:02,683 Epoch[11] Batch [14450-14500] Speed: 201.38 samples/sec accuracy=0.959531 2020-04-09 07:25:34,636 Epoch[11] Batch [14500-14550] Speed: 200.30 samples/sec accuracy=0.961875 2020-04-09 07:26:06,852 Epoch[11] Batch [14550-14600] Speed: 198.66 samples/sec accuracy=0.960156 2020-04-09 07:26:38,862 Epoch[11] Batch [14600-14650] Speed: 199.94 samples/sec accuracy=0.963750 2020-04-09 07:27:10,666 Epoch[11] Batch [14650-14700] Speed: 201.24 samples/sec accuracy=0.963906 2020-04-09 07:27:42,215 Epoch[11] Batch [14700-14750] Speed: 202.86 samples/sec accuracy=0.962187 2020-04-09 07:28:14,457 Epoch[11] Batch [14750-14800] Speed: 198.50 samples/sec accuracy=0.965156 2020-04-09 07:28:46,330 Epoch[11] Batch [14800-14850] Speed: 200.80 samples/sec accuracy=0.964063 2020-04-09 07:29:18,066 Epoch[11] Batch [14850-14900] Speed: 201.67 samples/sec accuracy=0.961250 2020-04-09 07:29:50,058 Epoch[11] Batch [14900-14950] Speed: 200.05 samples/sec accuracy=0.961719 2020-04-09 07:30:22,086 Epoch[11] Batch [14950-15000] Speed: 199.83 samples/sec accuracy=0.962187 2020-04-09 07:30:54,109 Epoch[11] Batch [15000-15050] Speed: 199.86 samples/sec accuracy=0.962656 2020-04-09 07:31:26,024 Epoch[11] Batch [15050-15100] Speed: 200.53 samples/sec accuracy=0.965313 2020-04-09 07:31:58,119 Epoch[11] Batch [15100-15150] Speed: 199.41 samples/sec accuracy=0.962187 2020-04-09 07:32:29,712 Epoch[11] Batch [15150-15200] Speed: 202.58 samples/sec accuracy=0.965000 2020-04-09 07:33:01,788 Epoch[11] Batch [15200-15250] Speed: 199.53 samples/sec accuracy=0.962500 2020-04-09 07:33:33,677 Epoch[11] Batch [15250-15300] Speed: 200.70 samples/sec accuracy=0.960469 2020-04-09 07:34:05,727 Epoch[11] Batch [15300-15350] Speed: 199.69 samples/sec accuracy=0.957344 2020-04-09 07:34:37,649 Epoch[11] Batch [15350-15400] Speed: 200.49 samples/sec accuracy=0.967031 2020-04-09 07:35:09,279 Epoch[11] Batch [15400-15450] Speed: 202.34 samples/sec accuracy=0.964375 2020-04-09 07:35:40,858 Epoch[11] Batch [15450-15500] Speed: 202.67 samples/sec accuracy=0.962500 2020-04-09 07:36:12,675 Epoch[11] Batch [15500-15550] Speed: 201.16 samples/sec accuracy=0.961875 2020-04-09 07:36:44,285 Epoch[11] Batch [15550-15600] Speed: 202.47 samples/sec accuracy=0.963281 2020-04-09 07:37:16,686 Epoch[11] Batch [15600-15650] Speed: 197.52 samples/sec accuracy=0.962344 2020-04-09 07:37:48,497 Epoch[11] Batch [15650-15700] Speed: 201.19 samples/sec accuracy=0.959688 2020-04-09 07:38:20,390 Epoch[11] Batch [15700-15750] Speed: 200.67 samples/sec accuracy=0.961562 2020-04-09 07:38:52,629 Epoch[11] Batch [15750-15800] Speed: 198.52 samples/sec accuracy=0.960781 2020-04-09 07:39:24,571 Epoch[11] Batch [15800-15850] Speed: 200.36 samples/sec accuracy=0.964375 2020-04-09 07:39:56,524 Epoch[11] Batch [15850-15900] Speed: 200.30 samples/sec accuracy=0.961875 2020-04-09 07:40:28,429 Epoch[11] Batch [15900-15950] Speed: 200.60 samples/sec accuracy=0.959219 2020-04-09 07:41:00,579 Epoch[11] Batch [15950-16000] Speed: 199.07 samples/sec accuracy=0.958125 2020-04-09 07:41:32,639 Epoch[11] Batch [16000-16050] Speed: 199.63 samples/sec accuracy=0.963281 2020-04-09 07:42:04,054 Epoch[11] Batch [16050-16100] Speed: 203.73 samples/sec accuracy=0.963750 2020-04-09 07:42:36,195 Epoch[11] Batch [16100-16150] Speed: 199.12 samples/sec accuracy=0.963281 2020-04-09 07:43:08,242 Epoch[11] Batch [16150-16200] Speed: 199.71 samples/sec accuracy=0.962031 2020-04-09 07:43:39,745 Epoch[11] Batch [16200-16250] Speed: 203.15 samples/sec accuracy=0.962500 2020-04-09 07:44:11,458 Epoch[11] Batch [16250-16300] Speed: 201.82 samples/sec accuracy=0.962812 2020-04-09 07:44:43,101 Epoch[11] Batch [16300-16350] Speed: 202.25 samples/sec accuracy=0.964844 2020-04-09 07:45:15,163 Epoch[11] Batch [16350-16400] Speed: 199.62 samples/sec accuracy=0.961406 2020-04-09 07:45:47,107 Epoch[11] Batch [16400-16450] Speed: 200.35 samples/sec accuracy=0.959375 2020-04-09 07:46:18,844 Epoch[11] Batch [16450-16500] Speed: 201.66 samples/sec accuracy=0.959375 2020-04-09 07:46:50,789 Epoch[11] Batch [16500-16550] Speed: 200.35 samples/sec accuracy=0.962500 2020-04-09 07:47:22,295 Epoch[11] Batch [16550-16600] Speed: 203.14 samples/sec accuracy=0.963281 2020-04-09 07:47:54,322 Epoch[11] Batch [16600-16650] Speed: 199.83 samples/sec accuracy=0.964219 2020-04-09 07:48:26,180 Epoch[11] Batch [16650-16700] Speed: 200.89 samples/sec accuracy=0.960313 2020-04-09 07:48:57,969 Epoch[11] Batch [16700-16750] Speed: 201.33 samples/sec accuracy=0.961406 2020-04-09 07:49:29,660 Epoch[11] Batch [16750-16800] Speed: 201.95 samples/sec accuracy=0.961406 2020-04-09 07:50:01,456 Epoch[11] Batch [16800-16850] Speed: 201.29 samples/sec accuracy=0.961875 2020-04-09 07:50:33,404 Epoch[11] Batch [16850-16900] Speed: 200.33 samples/sec accuracy=0.962812 2020-04-09 07:51:05,312 Epoch[11] Batch [16900-16950] Speed: 200.58 samples/sec accuracy=0.964531 2020-04-09 07:51:37,257 Epoch[11] Batch [16950-17000] Speed: 200.34 samples/sec accuracy=0.962031 2020-04-09 07:52:09,212 Epoch[11] Batch [17000-17050] Speed: 200.29 samples/sec accuracy=0.960000 2020-04-09 07:52:41,230 Epoch[11] Batch [17050-17100] Speed: 199.89 samples/sec accuracy=0.964531 2020-04-09 07:53:13,893 Epoch[11] Batch [17100-17150] Speed: 195.94 samples/sec accuracy=0.961719 2020-04-09 07:53:45,483 Epoch[11] Batch [17150-17200] Speed: 202.60 samples/sec accuracy=0.959844 2020-04-09 07:54:17,497 Epoch[11] Batch [17200-17250] Speed: 199.91 samples/sec accuracy=0.960000 2020-04-09 07:54:49,254 Epoch[11] Batch [17250-17300] Speed: 201.53 samples/sec accuracy=0.961406 2020-04-09 07:55:21,171 Epoch[11] Batch [17300-17350] Speed: 200.52 samples/sec accuracy=0.966719 2020-04-09 07:55:53,243 Epoch[11] Batch [17350-17400] Speed: 199.55 samples/sec accuracy=0.962344 2020-04-09 07:56:25,206 Epoch[11] Batch [17400-17450] Speed: 200.23 samples/sec accuracy=0.961406 2020-04-09 07:56:57,252 Epoch[11] Batch [17450-17500] Speed: 199.71 samples/sec accuracy=0.965781 2020-04-09 07:57:29,257 Epoch[11] Batch [17500-17550] Speed: 199.98 samples/sec accuracy=0.962344 2020-04-09 07:58:01,761 Epoch[11] Batch [17550-17600] Speed: 196.90 samples/sec accuracy=0.957031 2020-04-09 07:58:33,767 Epoch[11] Batch [17600-17650] Speed: 199.97 samples/sec accuracy=0.963437 2020-04-09 07:59:05,753 Epoch[11] Batch [17650-17700] Speed: 200.09 samples/sec accuracy=0.960938 2020-04-09 07:59:37,790 Epoch[11] Batch [17700-17750] Speed: 199.77 samples/sec accuracy=0.966094 2020-04-09 08:00:09,678 Epoch[11] Batch [17750-17800] Speed: 200.70 samples/sec accuracy=0.960938 2020-04-09 08:00:41,393 Epoch[11] Batch [17800-17850] Speed: 201.80 samples/sec accuracy=0.963594 2020-04-09 08:01:13,184 Epoch[11] Batch [17850-17900] Speed: 201.32 samples/sec accuracy=0.959844 2020-04-09 08:01:45,136 Epoch[11] Batch [17900-17950] Speed: 200.30 samples/sec accuracy=0.968437 2020-04-09 08:02:16,967 Epoch[11] Batch [17950-18000] Speed: 201.07 samples/sec accuracy=0.965156 2020-04-09 08:02:48,940 Epoch[11] Batch [18000-18050] Speed: 200.17 samples/sec accuracy=0.962500 2020-04-09 08:03:20,725 Epoch[11] Batch [18050-18100] Speed: 201.36 samples/sec accuracy=0.961562 2020-04-09 08:03:52,499 Epoch[11] Batch [18100-18150] Speed: 201.42 samples/sec accuracy=0.965469 2020-04-09 08:04:24,644 Epoch[11] Batch [18150-18200] Speed: 199.10 samples/sec accuracy=0.957812 2020-04-09 08:04:56,665 Epoch[11] Batch [18200-18250] Speed: 199.87 samples/sec accuracy=0.966094 2020-04-09 08:05:28,447 Epoch[11] Batch [18250-18300] Speed: 201.38 samples/sec accuracy=0.964219 2020-04-09 08:06:00,533 Epoch[11] Batch [18300-18350] Speed: 199.46 samples/sec accuracy=0.968437 2020-04-09 08:06:33,199 Epoch[11] Batch [18350-18400] Speed: 195.92 samples/sec accuracy=0.962187 2020-04-09 08:07:05,036 Epoch[11] Batch [18400-18450] Speed: 201.03 samples/sec accuracy=0.962187 2020-04-09 08:07:37,150 Epoch[11] Batch [18450-18500] Speed: 199.29 samples/sec accuracy=0.961250 2020-04-09 08:08:08,997 Epoch[11] Batch [18500-18550] Speed: 200.96 samples/sec accuracy=0.965469 2020-04-09 08:08:40,582 Epoch[11] Batch [18550-18600] Speed: 202.63 samples/sec accuracy=0.957656 2020-04-09 08:09:12,742 Epoch[11] Batch [18600-18650] Speed: 199.00 samples/sec accuracy=0.962656 2020-04-09 08:09:44,858 Epoch[11] Batch [18650-18700] Speed: 199.28 samples/sec accuracy=0.965156 2020-04-09 08:10:16,683 Epoch[11] Batch [18700-18750] Speed: 201.10 samples/sec accuracy=0.961094 2020-04-09 08:10:48,570 Epoch[11] Batch [18750-18800] Speed: 200.71 samples/sec accuracy=0.960313 2020-04-09 08:11:20,277 Epoch[11] Batch [18800-18850] Speed: 201.85 samples/sec accuracy=0.965938 2020-04-09 08:11:52,160 Epoch[11] Batch [18850-18900] Speed: 200.74 samples/sec accuracy=0.960313 2020-04-09 08:12:24,059 Epoch[11] Batch [18900-18950] Speed: 200.64 samples/sec accuracy=0.962344 2020-04-09 08:12:55,962 Epoch[11] Batch [18950-19000] Speed: 200.61 samples/sec accuracy=0.960156 2020-04-09 08:13:28,069 Epoch[11] Batch [19000-19050] Speed: 199.34 samples/sec accuracy=0.959531 2020-04-09 08:14:00,190 Epoch[11] Batch [19050-19100] Speed: 199.25 samples/sec accuracy=0.964375 2020-04-09 08:14:32,149 Epoch[11] Batch [19100-19150] Speed: 200.26 samples/sec accuracy=0.965000 2020-04-09 08:15:04,062 Epoch[11] Batch [19150-19200] Speed: 200.55 samples/sec accuracy=0.963125 2020-04-09 08:15:36,230 Epoch[11] Batch [19200-19250] Speed: 198.96 samples/sec accuracy=0.962969 2020-04-09 08:16:07,792 Epoch[11] Batch [19250-19300] Speed: 202.78 samples/sec accuracy=0.962500 2020-04-09 08:16:39,700 Epoch[11] Batch [19300-19350] Speed: 200.58 samples/sec accuracy=0.963594 2020-04-09 08:17:11,498 Epoch[11] Batch [19350-19400] Speed: 201.27 samples/sec accuracy=0.959531 2020-04-09 08:17:43,323 Epoch[11] Batch [19400-19450] Speed: 201.11 samples/sec accuracy=0.962187 2020-04-09 08:18:14,911 Epoch[11] Batch [19450-19500] Speed: 202.61 samples/sec accuracy=0.963281 2020-04-09 08:18:46,739 Epoch[11] Batch [19500-19550] Speed: 201.08 samples/sec accuracy=0.957187 2020-04-09 08:19:18,431 Epoch[11] Batch [19550-19600] Speed: 201.95 samples/sec accuracy=0.963750 2020-04-09 08:19:50,180 Epoch[11] Batch [19600-19650] Speed: 201.58 samples/sec accuracy=0.963594 2020-04-09 08:20:22,179 Epoch[11] Batch [19650-19700] Speed: 200.01 samples/sec accuracy=0.958438 2020-04-09 08:20:53,902 Epoch[11] Batch [19700-19750] Speed: 201.74 samples/sec accuracy=0.963437 2020-04-09 08:21:25,494 Epoch[11] Batch [19750-19800] Speed: 202.59 samples/sec accuracy=0.962969 2020-04-09 08:21:57,639 Epoch[11] Batch [19800-19850] Speed: 199.10 samples/sec accuracy=0.966406 2020-04-09 08:22:29,858 Epoch[11] Batch [19850-19900] Speed: 198.64 samples/sec accuracy=0.964219 2020-04-09 08:23:01,661 Epoch[11] Batch [19900-19950] Speed: 201.25 samples/sec accuracy=0.964219 2020-04-09 08:23:33,407 Epoch[11] Batch [19950-20000] Speed: 201.60 samples/sec accuracy=0.964219 2020-04-09 08:24:05,402 Epoch[11] Batch [20000-20050] Speed: 200.03 samples/sec accuracy=0.960156 2020-04-09 08:24:37,108 Epoch[11] Batch [20050-20100] Speed: 201.86 samples/sec accuracy=0.963125 2020-04-09 08:25:09,127 Epoch[11] Batch [20100-20150] Speed: 199.88 samples/sec accuracy=0.963750 2020-04-09 08:25:41,498 Epoch[11] Batch [20150-20200] Speed: 197.71 samples/sec accuracy=0.962031 2020-04-09 08:26:13,213 Epoch[11] Batch [20200-20250] Speed: 201.80 samples/sec accuracy=0.963281 2020-04-09 08:26:45,587 Epoch[11] Batch [20250-20300] Speed: 197.69 samples/sec accuracy=0.962344 2020-04-09 08:27:17,348 Epoch[11] Batch [20300-20350] Speed: 201.51 samples/sec accuracy=0.965625 2020-04-09 08:27:48,998 Epoch[11] Batch [20350-20400] Speed: 202.21 samples/sec accuracy=0.960938 2020-04-09 08:28:20,648 Epoch[11] Batch [20400-20450] Speed: 202.21 samples/sec accuracy=0.960938 2020-04-09 08:28:52,474 Epoch[11] Batch [20450-20500] Speed: 201.10 samples/sec accuracy=0.960625 2020-04-09 08:29:24,195 Epoch[11] Batch [20500-20550] Speed: 201.76 samples/sec accuracy=0.958438 2020-04-09 08:29:56,546 Epoch[11] Batch [20550-20600] Speed: 197.83 samples/sec accuracy=0.959531 2020-04-09 08:30:28,317 Epoch[11] Batch [20600-20650] Speed: 201.45 samples/sec accuracy=0.965781 2020-04-09 08:31:00,071 Epoch[11] Batch [20650-20700] Speed: 201.55 samples/sec accuracy=0.966719 2020-04-09 08:31:31,708 Epoch[11] Batch [20700-20750] Speed: 202.29 samples/sec accuracy=0.958281 2020-04-09 08:32:03,340 Epoch[11] Batch [20750-20800] Speed: 202.33 samples/sec accuracy=0.961719 2020-04-09 08:32:35,272 Epoch[11] Batch [20800-20850] Speed: 200.43 samples/sec accuracy=0.962344 2020-04-09 08:33:07,041 Epoch[11] Batch [20850-20900] Speed: 201.46 samples/sec accuracy=0.957187 2020-04-09 08:33:38,994 Epoch[11] Batch [20900-20950] Speed: 200.29 samples/sec accuracy=0.963906 2020-04-09 08:34:10,906 Epoch[11] Batch [20950-21000] Speed: 200.55 samples/sec accuracy=0.964375 2020-04-09 08:34:43,070 Epoch[11] Batch [21000-21050] Speed: 198.98 samples/sec accuracy=0.960938 2020-04-09 08:35:15,097 Epoch[11] Batch [21050-21100] Speed: 199.84 samples/sec accuracy=0.961406 2020-04-09 08:35:47,261 Epoch[11] Batch [21100-21150] Speed: 198.98 samples/sec accuracy=0.962344 2020-04-09 08:36:19,038 Epoch[11] Batch [21150-21200] Speed: 201.41 samples/sec accuracy=0.959844 2020-04-09 08:36:50,959 Epoch[11] Batch [21200-21250] Speed: 200.50 samples/sec accuracy=0.961406 2020-04-09 08:37:22,775 Epoch[11] Batch [21250-21300] Speed: 201.16 samples/sec accuracy=0.962344 2020-04-09 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Epoch[11] Batch [21800-21850] Speed: 202.08 samples/sec accuracy=0.962812 2020-04-09 08:43:46,734 Epoch[11] Batch [21850-21900] Speed: 199.59 samples/sec accuracy=0.963125 2020-04-09 08:44:18,601 Epoch[11] Batch [21900-21950] Speed: 200.84 samples/sec accuracy=0.963437 2020-04-09 08:44:50,391 Epoch[11] Batch [21950-22000] Speed: 201.32 samples/sec accuracy=0.961250 2020-04-09 08:45:22,061 Epoch[11] Batch [22000-22050] Speed: 202.08 samples/sec accuracy=0.960313 2020-04-09 08:45:53,814 Epoch[11] Batch [22050-22100] Speed: 201.56 samples/sec accuracy=0.966250 2020-04-09 08:46:25,923 Epoch[11] Batch [22100-22150] Speed: 199.33 samples/sec accuracy=0.963125 2020-04-09 08:46:57,809 Epoch[11] Batch [22150-22200] Speed: 200.72 samples/sec accuracy=0.962969 2020-04-09 08:47:29,786 Epoch[11] Batch [22200-22250] Speed: 200.14 samples/sec accuracy=0.963437 2020-04-09 08:48:01,507 Epoch[11] Batch [22250-22300] Speed: 201.76 samples/sec accuracy=0.965156 2020-04-09 08:48:33,129 Epoch[11] Batch 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accuracy=0.962500 2020-04-09 08:59:43,552 Epoch[11] Batch [23350-23400] Speed: 200.84 samples/sec accuracy=0.956406 2020-04-09 09:00:15,513 Epoch[11] Batch [23400-23450] Speed: 200.25 samples/sec accuracy=0.961719 2020-04-09 09:00:47,364 Epoch[11] Batch [23450-23500] Speed: 200.94 samples/sec accuracy=0.964063 2020-04-09 09:01:19,160 Epoch[11] Batch [23500-23550] Speed: 201.29 samples/sec accuracy=0.962656 2020-04-09 09:01:51,062 Epoch[11] Batch [23550-23600] Speed: 200.61 samples/sec accuracy=0.962344 2020-04-09 09:02:22,893 Epoch[11] Batch [23600-23650] Speed: 201.06 samples/sec accuracy=0.963437 2020-04-09 09:02:54,745 Epoch[11] Batch [23650-23700] Speed: 200.93 samples/sec accuracy=0.962812 2020-04-09 09:03:26,734 Epoch[11] Batch [23700-23750] Speed: 200.07 samples/sec accuracy=0.962344 2020-04-09 09:03:58,718 Epoch[11] Batch [23750-23800] Speed: 200.10 samples/sec accuracy=0.961250 2020-04-09 09:04:30,586 Epoch[11] Batch [23800-23850] Speed: 200.83 samples/sec accuracy=0.967031 2020-04-09 09:05:02,174 Epoch[11] Batch [23850-23900] Speed: 202.61 samples/sec accuracy=0.963281 2020-04-09 09:05:34,274 Epoch[11] Batch [23900-23950] Speed: 199.38 samples/sec accuracy=0.966250 2020-04-09 09:06:06,397 Epoch[11] Batch [23950-24000] Speed: 199.24 samples/sec accuracy=0.967656 2020-04-09 09:06:38,158 Epoch[11] Batch [24000-24050] Speed: 201.51 samples/sec accuracy=0.961875 2020-04-09 09:07:09,977 Epoch[11] Batch [24050-24100] Speed: 201.14 samples/sec accuracy=0.959531 2020-04-09 09:07:42,160 Epoch[11] Batch [24100-24150] Speed: 198.86 samples/sec accuracy=0.965625 2020-04-09 09:08:13,749 Epoch[11] Batch [24150-24200] Speed: 202.60 samples/sec accuracy=0.961406 2020-04-09 09:08:46,072 Epoch[11] Batch [24200-24250] Speed: 198.01 samples/sec accuracy=0.970313 2020-04-09 09:09:17,711 Epoch[11] Batch [24250-24300] Speed: 202.28 samples/sec accuracy=0.962344 2020-04-09 09:09:49,485 Epoch[11] Batch [24300-24350] Speed: 201.42 samples/sec accuracy=0.967812 2020-04-09 09:10:21,173 Epoch[11] Batch [24350-24400] Speed: 201.97 samples/sec accuracy=0.959844 2020-04-09 09:10:53,527 Epoch[11] Batch [24400-24450] Speed: 197.81 samples/sec accuracy=0.965625 2020-04-09 09:11:25,028 Epoch[11] Batch [24450-24500] Speed: 203.17 samples/sec accuracy=0.958750 2020-04-09 09:11:56,922 Epoch[11] Batch [24500-24550] Speed: 200.67 samples/sec accuracy=0.961406 2020-04-09 09:12:29,027 Epoch[11] Batch [24550-24600] Speed: 199.35 samples/sec accuracy=0.962500 2020-04-09 09:13:00,872 Epoch[11] Batch [24600-24650] Speed: 200.97 samples/sec accuracy=0.968750 2020-04-09 09:13:32,908 Epoch[11] Batch [24650-24700] Speed: 199.78 samples/sec accuracy=0.964844 2020-04-09 09:14:04,787 Epoch[11] Batch [24700-24750] Speed: 200.76 samples/sec accuracy=0.962812 2020-04-09 09:14:37,114 Epoch[11] Batch [24750-24800] Speed: 197.98 samples/sec accuracy=0.962187 2020-04-09 09:15:09,009 Epoch[11] Batch [24800-24850] Speed: 200.65 samples/sec accuracy=0.963906 2020-04-09 09:15:40,935 Epoch[11] Batch [24850-24900] Speed: 200.47 samples/sec accuracy=0.965000 2020-04-09 09:16:12,739 Epoch[11] Batch [24900-24950] Speed: 201.24 samples/sec accuracy=0.966719 2020-04-09 09:16:44,421 Epoch[11] Batch [24950-25000] Speed: 202.00 samples/sec accuracy=0.964375 2020-04-09 09:17:16,343 Epoch[11] Batch [25000-25050] Speed: 200.49 samples/sec accuracy=0.966562 2020-04-09 09:17:48,089 Epoch[11] Batch [25050-25100] Speed: 201.60 samples/sec accuracy=0.967812 2020-04-09 09:18:19,935 Epoch[11] Batch [25100-25150] Speed: 200.97 samples/sec accuracy=0.961094 2020-04-09 09:18:51,862 Epoch[11] Batch [25150-25200] Speed: 200.46 samples/sec accuracy=0.963437 2020-04-09 09:19:23,675 Epoch[11] Batch [25200-25250] Speed: 201.18 samples/sec accuracy=0.957344 2020-04-09 09:19:55,415 Epoch[11] Batch [25250-25300] Speed: 201.64 samples/sec accuracy=0.962969 2020-04-09 09:20:27,285 Epoch[11] Batch [25300-25350] Speed: 200.82 samples/sec accuracy=0.960156 2020-04-09 09:20:59,368 Epoch[11] Batch [25350-25400] Speed: 199.48 samples/sec accuracy=0.965313 2020-04-09 09:21:31,096 Epoch[11] Batch [25400-25450] Speed: 201.72 samples/sec accuracy=0.963437 2020-04-09 09:22:02,683 Epoch[11] Batch [25450-25500] Speed: 202.61 samples/sec accuracy=0.963750 2020-04-09 09:22:34,682 Epoch[11] Batch [25500-25550] Speed: 200.01 samples/sec accuracy=0.961875 2020-04-09 09:23:06,549 Epoch[11] Batch [25550-25600] Speed: 200.84 samples/sec accuracy=0.962187 2020-04-09 09:23:38,507 Epoch[11] Batch [25600-25650] Speed: 200.26 samples/sec accuracy=0.960781 2020-04-09 09:24:10,200 Epoch[11] Batch [25650-25700] Speed: 201.94 samples/sec accuracy=0.964844 2020-04-09 09:24:42,187 Epoch[11] Batch [25700-25750] Speed: 200.08 samples/sec accuracy=0.964219 2020-04-09 09:25:14,405 Epoch[11] Batch [25750-25800] Speed: 198.64 samples/sec accuracy=0.962344 2020-04-09 09:25:46,717 Epoch[11] Batch [25800-25850] Speed: 198.07 samples/sec accuracy=0.962656 2020-04-09 09:26:18,579 Epoch[11] Batch [25850-25900] Speed: 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accuracy=0.965625 2020-04-09 09:32:09,733 Epoch[11] Batch [26400-26450] Speed: 200.86 samples/sec accuracy=0.959688 2020-04-09 09:32:41,864 Epoch[11] Batch [26450-26500] Speed: 199.19 samples/sec accuracy=0.963125 2020-04-09 09:33:13,902 Epoch[11] Batch [26500-26550] Speed: 199.77 samples/sec accuracy=0.962187 2020-04-09 09:33:45,695 Epoch[11] Batch [26550-26600] Speed: 201.30 samples/sec accuracy=0.963437 2020-04-09 09:34:17,638 Epoch[11] Batch [26600-26650] Speed: 200.36 samples/sec accuracy=0.960781 2020-04-09 09:34:49,435 Epoch[11] Batch [26650-26700] Speed: 201.28 samples/sec accuracy=0.961406 2020-04-09 09:35:21,506 Epoch[11] Batch [26700-26750] Speed: 199.56 samples/sec accuracy=0.962656 2020-04-09 09:35:53,307 Epoch[11] Batch [26750-26800] Speed: 201.25 samples/sec accuracy=0.962656 2020-04-09 09:36:25,141 Epoch[11] Batch [26800-26850] Speed: 201.04 samples/sec accuracy=0.962500 2020-04-09 09:36:57,423 Epoch[11] Batch [26850-26900] Speed: 198.25 samples/sec accuracy=0.960625 2020-04-09 09:37:29,080 Epoch[11] Batch [26900-26950] Speed: 202.17 samples/sec accuracy=0.957969 2020-04-09 09:38:00,900 Epoch[11] Batch [26950-27000] Speed: 201.14 samples/sec accuracy=0.962031 2020-04-09 09:38:32,457 Epoch[11] Batch [27000-27050] Speed: 202.81 samples/sec accuracy=0.962812 2020-04-09 09:39:04,647 Epoch[11] Batch [27050-27100] Speed: 198.82 samples/sec accuracy=0.964844 2020-04-09 09:39:36,866 Epoch[11] Batch [27100-27150] Speed: 198.64 samples/sec accuracy=0.960000 2020-04-09 09:40:08,575 Epoch[11] Batch [27150-27200] Speed: 201.84 samples/sec accuracy=0.962187 2020-04-09 09:40:40,446 Epoch[11] Batch [27200-27250] Speed: 200.81 samples/sec accuracy=0.962344 2020-04-09 09:41:12,967 Epoch[11] Batch [27250-27300] Speed: 196.79 samples/sec accuracy=0.958281 2020-04-09 09:41:45,315 Epoch[11] Batch [27300-27350] Speed: 197.85 samples/sec accuracy=0.963906 2020-04-09 09:42:17,146 Epoch[11] Batch [27350-27400] Speed: 201.06 samples/sec accuracy=0.963906 2020-04-09 09:42:49,202 Epoch[11] Batch [27400-27450] Speed: 199.65 samples/sec accuracy=0.958594 2020-04-09 09:43:21,217 Epoch[11] Batch [27450-27500] Speed: 199.91 samples/sec accuracy=0.960938 2020-04-09 09:43:53,237 Epoch[11] Batch [27500-27550] Speed: 199.88 samples/sec accuracy=0.959531 2020-04-09 09:44:25,064 Epoch[11] Batch [27550-27600] Speed: 201.09 samples/sec accuracy=0.962500 2020-04-09 09:44:57,122 Epoch[11] Batch [27600-27650] Speed: 199.64 samples/sec accuracy=0.962344 2020-04-09 09:45:28,743 Epoch[11] Batch [27650-27700] Speed: 202.39 samples/sec accuracy=0.959375 2020-04-09 09:46:00,449 Epoch[11] Batch [27700-27750] Speed: 201.86 samples/sec accuracy=0.959688 2020-04-09 09:46:32,935 Epoch[11] Batch [27750-27800] Speed: 197.01 samples/sec accuracy=0.964063 2020-04-09 09:47:04,877 Epoch[11] Batch [27800-27850] Speed: 200.36 samples/sec accuracy=0.964844 2020-04-09 09:47:36,620 Epoch[11] Batch [27850-27900] Speed: 201.62 samples/sec accuracy=0.956719 2020-04-09 09:48:08,901 Epoch[11] Batch [27900-27950] Speed: 198.26 samples/sec accuracy=0.964375 2020-04-09 09:48:40,803 Epoch[11] Batch [27950-28000] Speed: 200.62 samples/sec accuracy=0.964531 2020-04-09 09:49:12,726 Epoch[11] Batch [28000-28050] Speed: 200.49 samples/sec accuracy=0.962344 2020-04-09 09:49:44,525 Epoch[11] Batch [28050-28100] Speed: 201.26 samples/sec accuracy=0.961719 2020-04-09 09:50:16,248 Epoch[11] Batch [28100-28150] Speed: 201.75 samples/sec accuracy=0.962656 2020-04-09 09:50:48,210 Epoch[11] Batch [28150-28200] Speed: 200.24 samples/sec accuracy=0.960313 2020-04-09 09:51:12,722 Epoch[11] Train-accuracy=0.962436 2020-04-09 09:51:12,722 Epoch[11] Time cost=17736.700 2020-04-09 09:51:12,962 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0012.params" 2020-04-09 10:22:51,384 Epoch[11] Validation-accuracy=0.982912 2020-04-09 10:23:31,679 Epoch[12] Batch [0-50] Speed: 199.90 samples/sec accuracy=0.959712 2020-04-09 10:24:03,522 Epoch[12] Batch [50-100] Speed: 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accuracy=0.965469 2020-04-09 10:35:44,632 Epoch[12] Batch [1150-1200] Speed: 201.84 samples/sec accuracy=0.965938 2020-04-09 10:36:16,352 Epoch[12] Batch [1200-1250] Speed: 201.77 samples/sec accuracy=0.964688 2020-04-09 10:36:48,210 Epoch[12] Batch [1250-1300] Speed: 200.89 samples/sec accuracy=0.959844 2020-04-09 10:37:20,284 Epoch[12] Batch [1300-1350] Speed: 199.54 samples/sec accuracy=0.963594 2020-04-09 10:37:52,803 Epoch[12] Batch [1350-1400] Speed: 196.81 samples/sec accuracy=0.966719 2020-04-09 10:38:24,775 Epoch[12] Batch [1400-1450] Speed: 200.17 samples/sec accuracy=0.961875 2020-04-09 10:38:57,286 Epoch[12] Batch [1450-1500] Speed: 196.86 samples/sec accuracy=0.960781 2020-04-09 10:39:29,305 Epoch[12] Batch [1500-1550] Speed: 199.88 samples/sec accuracy=0.962812 2020-04-09 10:40:01,401 Epoch[12] Batch [1550-1600] Speed: 199.40 samples/sec accuracy=0.964531 2020-04-09 10:40:33,132 Epoch[12] Batch [1600-1650] Speed: 201.70 samples/sec accuracy=0.962969 2020-04-09 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accuracy=0.962344 2020-04-09 10:52:14,532 Epoch[12] Batch [2700-2750] Speed: 201.67 samples/sec accuracy=0.965469 2020-04-09 10:52:46,523 Epoch[12] Batch [2750-2800] Speed: 200.06 samples/sec accuracy=0.963906 2020-04-09 10:53:18,300 Epoch[12] Batch [2800-2850] Speed: 201.40 samples/sec accuracy=0.966094 2020-04-09 10:53:50,039 Epoch[12] Batch [2850-2900] Speed: 201.65 samples/sec accuracy=0.967656 2020-04-09 10:54:21,962 Epoch[12] Batch [2900-2950] Speed: 200.48 samples/sec accuracy=0.965313 2020-04-09 10:54:54,426 Epoch[12] Batch [2950-3000] Speed: 197.14 samples/sec accuracy=0.962812 2020-04-09 10:55:25,999 Epoch[12] Batch [3000-3050] Speed: 202.71 samples/sec accuracy=0.955469 2020-04-09 10:55:57,858 Epoch[12] Batch [3050-3100] Speed: 200.89 samples/sec accuracy=0.967500 2020-04-09 10:56:29,484 Epoch[12] Batch [3100-3150] Speed: 202.37 samples/sec accuracy=0.964688 2020-04-09 10:57:01,137 Epoch[12] Batch [3150-3200] Speed: 202.20 samples/sec accuracy=0.964063 2020-04-09 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accuracy=0.958594 2020-04-09 11:08:43,102 Epoch[12] Batch [4250-4300] Speed: 203.69 samples/sec accuracy=0.964063 2020-04-09 11:09:15,113 Epoch[12] Batch [4300-4350] Speed: 199.93 samples/sec accuracy=0.963437 2020-04-09 11:09:47,241 Epoch[12] Batch [4350-4400] Speed: 199.20 samples/sec accuracy=0.962344 2020-04-09 11:10:19,315 Epoch[12] Batch [4400-4450] Speed: 199.54 samples/sec accuracy=0.962031 2020-04-09 11:10:51,582 Epoch[12] Batch [4450-4500] Speed: 198.35 samples/sec accuracy=0.964375 2020-04-09 11:11:23,336 Epoch[12] Batch [4500-4550] Speed: 201.55 samples/sec accuracy=0.959375 2020-04-09 11:11:55,419 Epoch[12] Batch [4550-4600] Speed: 199.49 samples/sec accuracy=0.965000 2020-04-09 11:12:27,379 Epoch[12] Batch [4600-4650] Speed: 200.25 samples/sec accuracy=0.961875 2020-04-09 11:12:59,245 Epoch[12] Batch [4650-4700] Speed: 200.84 samples/sec accuracy=0.962187 2020-04-09 11:13:30,972 Epoch[12] Batch [4700-4750] Speed: 201.72 samples/sec accuracy=0.965469 2020-04-09 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accuracy=0.962969 2020-04-09 11:25:12,144 Epoch[12] Batch [5800-5850] Speed: 199.47 samples/sec accuracy=0.964375 2020-04-09 11:25:44,295 Epoch[12] Batch [5850-5900] Speed: 199.06 samples/sec accuracy=0.962812 2020-04-09 11:26:16,527 Epoch[12] Batch [5900-5950] Speed: 198.56 samples/sec accuracy=0.961250 2020-04-09 11:26:48,407 Epoch[12] Batch [5950-6000] Speed: 200.75 samples/sec accuracy=0.963125 2020-04-09 11:27:20,879 Epoch[12] Batch [6000-6050] Speed: 197.09 samples/sec accuracy=0.964688 2020-04-09 11:27:52,796 Epoch[12] Batch [6050-6100] Speed: 200.52 samples/sec accuracy=0.962969 2020-04-09 11:28:24,579 Epoch[12] Batch [6100-6150] Speed: 201.37 samples/sec accuracy=0.964531 2020-04-09 11:28:56,428 Epoch[12] Batch [6150-6200] Speed: 200.95 samples/sec accuracy=0.964844 2020-04-09 11:29:28,516 Epoch[12] Batch [6200-6250] Speed: 199.45 samples/sec accuracy=0.964844 2020-04-09 11:30:00,521 Epoch[12] Batch [6250-6300] Speed: 199.97 samples/sec accuracy=0.967031 2020-04-09 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accuracy=0.965469 2020-04-09 11:41:40,520 Epoch[12] Batch [7350-7400] Speed: 203.33 samples/sec accuracy=0.964219 2020-04-09 11:42:12,821 Epoch[12] Batch [7400-7450] Speed: 198.14 samples/sec accuracy=0.960000 2020-04-09 11:42:44,229 Epoch[12] Batch [7450-7500] Speed: 203.77 samples/sec accuracy=0.966406 2020-04-09 11:43:16,377 Epoch[12] Batch [7500-7550] Speed: 199.08 samples/sec accuracy=0.963125 2020-04-09 11:43:48,283 Epoch[12] Batch [7550-7600] Speed: 200.59 samples/sec accuracy=0.961406 2020-04-09 11:44:20,118 Epoch[12] Batch [7600-7650] Speed: 201.04 samples/sec accuracy=0.965781 2020-04-09 11:44:52,213 Epoch[12] Batch [7650-7700] Speed: 199.41 samples/sec accuracy=0.966094 2020-04-09 11:45:24,175 Epoch[12] Batch [7700-7750] Speed: 200.24 samples/sec accuracy=0.964375 2020-04-09 11:45:55,856 Epoch[12] Batch [7750-7800] Speed: 202.02 samples/sec accuracy=0.960156 2020-04-09 11:46:27,342 Epoch[12] Batch [7800-7850] Speed: 203.27 samples/sec accuracy=0.961250 2020-04-09 11:46:59,533 Epoch[12] Batch [7850-7900] Speed: 198.81 samples/sec accuracy=0.962187 2020-04-09 11:47:31,404 Epoch[12] Batch [7900-7950] Speed: 200.81 samples/sec accuracy=0.963281 2020-04-09 11:48:03,177 Epoch[12] Batch [7950-8000] Speed: 201.43 samples/sec accuracy=0.967500 2020-04-09 11:48:34,917 Epoch[12] Batch [8000-8050] Speed: 201.64 samples/sec accuracy=0.964844 2020-04-09 11:49:06,782 Epoch[12] Batch [8050-8100] Speed: 200.84 samples/sec accuracy=0.961094 2020-04-09 11:49:38,723 Epoch[12] Batch [8100-8150] Speed: 200.37 samples/sec accuracy=0.961094 2020-04-09 11:50:10,191 Epoch[12] Batch [8150-8200] Speed: 203.38 samples/sec accuracy=0.964531 2020-04-09 11:50:41,951 Epoch[12] Batch [8200-8250] Speed: 201.51 samples/sec accuracy=0.965938 2020-04-09 11:51:13,920 Epoch[12] Batch [8250-8300] Speed: 200.19 samples/sec accuracy=0.963281 2020-04-09 11:51:45,878 Epoch[12] Batch [8300-8350] Speed: 200.26 samples/sec accuracy=0.962031 2020-04-09 11:52:17,880 Epoch[12] Batch [8350-8400] 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accuracy=0.964531 2020-04-09 11:58:06,823 Epoch[12] Batch [8900-8950] Speed: 212.54 samples/sec accuracy=0.962344 2020-04-09 11:58:37,193 Epoch[12] Batch [8950-9000] Speed: 210.73 samples/sec accuracy=0.963281 2020-04-09 11:59:07,544 Epoch[12] Batch [9000-9050] Speed: 210.87 samples/sec accuracy=0.966562 2020-04-09 11:59:37,857 Epoch[12] Batch [9050-9100] Speed: 211.14 samples/sec accuracy=0.961094 2020-04-09 12:00:08,181 Epoch[12] Batch [9100-9150] Speed: 211.05 samples/sec accuracy=0.962187 2020-04-09 12:00:38,429 Epoch[12] Batch [9150-9200] Speed: 211.59 samples/sec accuracy=0.965938 2020-04-09 12:01:08,604 Epoch[12] Batch [9200-9250] Speed: 212.09 samples/sec accuracy=0.964844 2020-04-09 12:01:38,908 Epoch[12] Batch [9250-9300] Speed: 211.20 samples/sec accuracy=0.961094 2020-04-09 12:02:09,233 Epoch[12] Batch [9300-9350] Speed: 211.05 samples/sec accuracy=0.964375 2020-04-09 12:02:39,542 Epoch[12] Batch [9350-9400] Speed: 211.16 samples/sec accuracy=0.963750 2020-04-09 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accuracy=0.963437 2020-04-09 12:18:51,525 Epoch[12] Batch [10950-11000] Speed: 211.28 samples/sec accuracy=0.965469 2020-04-09 12:19:22,017 Epoch[12] Batch [11000-11050] Speed: 209.89 samples/sec accuracy=0.964531 2020-04-09 12:19:52,247 Epoch[12] Batch [11050-11100] Speed: 211.71 samples/sec accuracy=0.966094 2020-04-09 12:20:22,545 Epoch[12] Batch [11100-11150] Speed: 211.24 samples/sec accuracy=0.963906 2020-04-09 12:20:53,019 Epoch[12] Batch [11150-11200] Speed: 210.01 samples/sec accuracy=0.964688 2020-04-09 12:21:23,111 Epoch[12] Batch [11200-11250] Speed: 212.69 samples/sec accuracy=0.964063 2020-04-09 12:21:53,455 Epoch[12] Batch [11250-11300] Speed: 210.92 samples/sec accuracy=0.965000 2020-04-09 12:22:23,772 Epoch[12] Batch [11300-11350] Speed: 211.10 samples/sec accuracy=0.965625 2020-04-09 12:22:54,135 Epoch[12] Batch [11350-11400] Speed: 210.78 samples/sec accuracy=0.964063 2020-04-09 12:23:24,461 Epoch[12] Batch [11400-11450] Speed: 211.04 samples/sec accuracy=0.960469 2020-04-09 12:23:54,827 Epoch[12] Batch [11450-11500] Speed: 210.77 samples/sec accuracy=0.960938 2020-04-09 12:24:25,155 Epoch[12] Batch [11500-11550] Speed: 211.03 samples/sec accuracy=0.963906 2020-04-09 12:24:55,466 Epoch[12] Batch [11550-11600] Speed: 211.14 samples/sec accuracy=0.961562 2020-04-09 12:25:24,299 Epoch[12] Batch [11600-11650] Speed: 221.97 samples/sec accuracy=0.962812 Traceback (most recent call last): File "scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 146, in train_cnocr data_names=data_names, File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 61, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [12:26:03] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7febe54b1b5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7febe85b09d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7febe85e1795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7febe85bd961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7febe85c0ea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7febe85c1136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7febe85bc114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7fec9ae00a60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7fec9f81d6db] 2020-04-09 12:58:59,306 Using 1 threads for decoding... 2020-04-09 12:58:59,306 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-09 12:58:59,306 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-09 12:59:10,003 Using 1 threads for decoding... 2020-04-09 12:59:10,004 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-09 12:59:10,004 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-09 12:59:10,758 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0012.params [12:59:29] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-09 13:00:08,908 Epoch[12] Batch [0-50] Speed: 197.94 samples/sec accuracy=0.964154 2020-04-09 13:00:41,578 Epoch[12] Batch [50-100] Speed: 195.90 samples/sec accuracy=0.962031 2020-04-09 13:01:13,547 Epoch[12] Batch [100-150] Speed: 200.20 samples/sec accuracy=0.964688 2020-04-09 13:01:45,572 Epoch[12] Batch [150-200] Speed: 199.84 samples/sec accuracy=0.964375 2020-04-09 13:02:17,552 Epoch[12] Batch [200-250] Speed: 200.13 samples/sec accuracy=0.962812 2020-04-09 13:02:49,076 Epoch[12] Batch [250-300] Speed: 203.02 samples/sec accuracy=0.961406 2020-04-09 13:03:20,810 Epoch[12] Batch [300-350] Speed: 201.68 samples/sec accuracy=0.960469 2020-04-09 13:03:53,234 Epoch[12] Batch [350-400] Speed: 197.39 samples/sec accuracy=0.964688 2020-04-09 13:04:24,959 Epoch[12] Batch [400-450] Speed: 201.74 samples/sec accuracy=0.961250 2020-04-09 13:04:56,810 Epoch[12] Batch [450-500] Speed: 200.94 samples/sec 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accuracy=0.962187 2020-04-09 14:06:01,321 Epoch[12] Batch [6200-6250] Speed: 203.14 samples/sec accuracy=0.962812 2020-04-09 14:06:33,590 Epoch[12] Batch [6250-6300] Speed: 198.33 samples/sec accuracy=0.959844 2020-04-09 14:07:05,506 Epoch[12] Batch [6300-6350] Speed: 200.53 samples/sec accuracy=0.963594 2020-04-09 14:07:37,204 Epoch[12] Batch [6350-6400] Speed: 201.90 samples/sec accuracy=0.961719 2020-04-09 14:08:09,008 Epoch[12] Batch [6400-6450] Speed: 201.24 samples/sec accuracy=0.960000 2020-04-09 14:08:40,518 Epoch[12] Batch [6450-6500] Speed: 203.11 samples/sec accuracy=0.961406 2020-04-09 14:09:12,334 Epoch[12] Batch [6500-6550] Speed: 201.16 samples/sec accuracy=0.964375 2020-04-09 14:09:44,032 Epoch[12] Batch [6550-6600] Speed: 201.91 samples/sec accuracy=0.959531 2020-04-09 14:10:15,724 Epoch[12] Batch [6600-6650] Speed: 201.95 samples/sec accuracy=0.958750 2020-04-09 14:10:47,773 Epoch[12] Batch [6650-6700] Speed: 199.70 samples/sec accuracy=0.962969 2020-04-09 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accuracy=0.961094 2020-04-09 14:22:28,042 Epoch[12] Batch [7750-7800] Speed: 199.58 samples/sec accuracy=0.965156 2020-04-09 14:22:59,980 Epoch[12] Batch [7800-7850] Speed: 200.39 samples/sec accuracy=0.962969 2020-04-09 14:23:31,726 Epoch[12] Batch [7850-7900] Speed: 201.60 samples/sec accuracy=0.963281 2020-04-09 14:24:03,555 Epoch[12] Batch [7900-7950] Speed: 201.07 samples/sec accuracy=0.965156 2020-04-09 14:24:35,552 Epoch[12] Batch [7950-8000] Speed: 200.02 samples/sec accuracy=0.966875 2020-04-09 14:25:07,438 Epoch[12] Batch [8000-8050] Speed: 200.72 samples/sec accuracy=0.965625 2020-04-09 14:25:39,328 Epoch[12] Batch [8050-8100] Speed: 200.69 samples/sec accuracy=0.965156 2020-04-09 14:26:10,872 Epoch[12] Batch [8100-8150] Speed: 202.89 samples/sec accuracy=0.964063 2020-04-09 14:26:42,683 Epoch[12] Batch [8150-8200] Speed: 201.18 samples/sec accuracy=0.966250 2020-04-09 14:27:15,055 Epoch[12] Batch [8200-8250] Speed: 197.71 samples/sec accuracy=0.964063 2020-04-09 14:27:46,334 Epoch[12] Batch [8250-8300] Speed: 204.61 samples/sec accuracy=0.960000 2020-04-09 14:28:18,009 Epoch[12] Batch [8300-8350] Speed: 202.05 samples/sec accuracy=0.962969 2020-04-09 14:28:49,477 Epoch[12] Batch [8350-8400] Speed: 203.38 samples/sec accuracy=0.969844 2020-04-09 14:29:21,503 Epoch[12] Batch [8400-8450] Speed: 199.84 samples/sec accuracy=0.963437 2020-04-09 14:29:53,170 Epoch[12] Batch [8450-8500] Speed: 202.11 samples/sec accuracy=0.964844 2020-04-09 14:30:25,111 Epoch[12] Batch [8500-8550] Speed: 200.37 samples/sec accuracy=0.960469 2020-04-09 14:30:56,584 Epoch[12] Batch [8550-8600] Speed: 203.35 samples/sec accuracy=0.966094 2020-04-09 14:31:28,395 Epoch[12] Batch [8600-8650] Speed: 201.19 samples/sec accuracy=0.961094 2020-04-09 14:32:00,344 Epoch[12] Batch [8650-8700] Speed: 200.32 samples/sec accuracy=0.963437 2020-04-09 14:32:32,076 Epoch[12] Batch [8700-8750] Speed: 201.70 samples/sec accuracy=0.965156 2020-04-09 14:33:04,197 Epoch[12] Batch [8750-8800] 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accuracy=0.962031 2020-04-09 14:38:54,727 Epoch[12] Batch [9300-9350] Speed: 203.18 samples/sec accuracy=0.962500 2020-04-09 14:39:26,697 Epoch[12] Batch [9350-9400] Speed: 200.19 samples/sec accuracy=0.962031 2020-04-09 14:39:58,448 Epoch[12] Batch [9400-9450] Speed: 201.57 samples/sec accuracy=0.963125 2020-04-09 14:40:30,768 Epoch[12] Batch [9450-9500] Speed: 198.02 samples/sec accuracy=0.963594 2020-04-09 14:41:02,522 Epoch[12] Batch [9500-9550] Speed: 201.55 samples/sec accuracy=0.966406 2020-04-09 14:41:34,159 Epoch[12] Batch [9550-9600] Speed: 202.29 samples/sec accuracy=0.960781 2020-04-09 14:42:06,183 Epoch[12] Batch [9600-9650] Speed: 199.85 samples/sec accuracy=0.963125 2020-04-09 14:42:38,202 Epoch[12] Batch [9650-9700] Speed: 199.88 samples/sec accuracy=0.964844 2020-04-09 14:43:09,738 Epoch[12] Batch [9700-9750] Speed: 202.95 samples/sec accuracy=0.961875 2020-04-09 14:43:41,341 Epoch[12] Batch [9750-9800] Speed: 202.51 samples/sec accuracy=0.964688 2020-04-09 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samples/sec accuracy=0.963906 2020-04-09 15:00:41,167 Epoch[12] Batch [11350-11400] Speed: 199.79 samples/sec accuracy=0.962969 2020-04-09 15:01:12,685 Epoch[12] Batch [11400-11450] Speed: 203.06 samples/sec accuracy=0.965469 2020-04-09 15:01:44,191 Epoch[12] Batch [11450-11500] Speed: 203.13 samples/sec accuracy=0.961562 2020-04-09 15:02:16,023 Epoch[12] Batch [11500-11550] Speed: 201.06 samples/sec accuracy=0.960000 2020-04-09 15:02:47,974 Epoch[12] Batch [11550-11600] Speed: 200.31 samples/sec accuracy=0.963594 2020-04-09 15:03:19,594 Epoch[12] Batch [11600-11650] Speed: 202.40 samples/sec accuracy=0.969688 2020-04-09 15:03:51,429 Epoch[12] Batch [11650-11700] Speed: 201.04 samples/sec accuracy=0.964531 2020-04-09 15:04:23,470 Epoch[12] Batch [11700-11750] Speed: 199.75 samples/sec accuracy=0.962656 2020-04-09 15:04:55,271 Epoch[12] Batch [11750-11800] Speed: 201.25 samples/sec accuracy=0.960313 2020-04-09 15:05:27,027 Epoch[12] Batch [11800-11850] Speed: 201.53 samples/sec accuracy=0.965938 2020-04-09 15:05:58,831 Epoch[12] Batch [11850-11900] Speed: 201.24 samples/sec accuracy=0.965000 2020-04-09 15:06:30,581 Epoch[12] Batch [11900-11950] Speed: 201.58 samples/sec accuracy=0.961250 2020-04-09 15:07:02,337 Epoch[12] Batch [11950-12000] Speed: 201.53 samples/sec accuracy=0.963437 2020-04-09 15:07:34,155 Epoch[12] Batch [12000-12050] Speed: 201.15 samples/sec accuracy=0.961875 2020-04-09 15:08:05,853 Epoch[12] Batch [12050-12100] Speed: 201.91 samples/sec accuracy=0.966875 2020-04-09 15:08:37,691 Epoch[12] Batch [12100-12150] Speed: 201.02 samples/sec accuracy=0.964063 2020-04-09 15:09:09,392 Epoch[12] Batch [12150-12200] Speed: 201.89 samples/sec accuracy=0.967969 2020-04-09 15:09:41,032 Epoch[12] Batch [12200-12250] Speed: 202.27 samples/sec accuracy=0.963125 2020-04-09 15:10:12,729 Epoch[12] Batch [12250-12300] Speed: 201.92 samples/sec accuracy=0.957187 2020-04-09 15:10:44,627 Epoch[12] Batch [12300-12350] Speed: 200.64 samples/sec accuracy=0.963906 2020-04-09 15:11:16,552 Epoch[12] Batch [12350-12400] Speed: 200.47 samples/sec accuracy=0.962656 2020-04-09 15:11:48,632 Epoch[12] Batch [12400-12450] Speed: 199.51 samples/sec accuracy=0.960938 2020-04-09 15:12:20,319 Epoch[12] Batch [12450-12500] Speed: 201.98 samples/sec accuracy=0.961875 2020-04-09 15:12:52,100 Epoch[12] Batch [12500-12550] Speed: 201.38 samples/sec accuracy=0.965938 2020-04-09 15:13:24,288 Epoch[12] Batch [12550-12600] Speed: 198.83 samples/sec accuracy=0.965781 2020-04-09 15:13:56,020 Epoch[12] Batch [12600-12650] Speed: 201.69 samples/sec accuracy=0.963750 2020-04-09 15:14:27,646 Epoch[12] Batch [12650-12700] Speed: 202.37 samples/sec accuracy=0.963906 2020-04-09 15:14:59,608 Epoch[12] Batch [12700-12750] Speed: 200.24 samples/sec accuracy=0.960781 2020-04-09 15:15:31,828 Epoch[12] Batch [12750-12800] Speed: 198.64 samples/sec accuracy=0.962031 2020-04-09 15:16:03,720 Epoch[12] Batch [12800-12850] Speed: 200.68 samples/sec accuracy=0.963906 2020-04-09 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accuracy=0.960938 2020-04-09 15:38:22,735 Epoch[12] Batch [14900-14950] Speed: 200.51 samples/sec accuracy=0.963125 2020-04-09 15:38:54,428 Epoch[12] Batch [14950-15000] Speed: 201.94 samples/sec accuracy=0.963281 2020-04-09 15:39:25,925 Epoch[12] Batch [15000-15050] Speed: 203.19 samples/sec accuracy=0.962500 2020-04-09 15:39:57,550 Epoch[12] Batch [15050-15100] Speed: 202.37 samples/sec accuracy=0.962656 2020-04-09 15:40:29,470 Epoch[12] Batch [15100-15150] Speed: 200.50 samples/sec accuracy=0.963750 2020-04-09 15:41:01,570 Epoch[12] Batch [15150-15200] Speed: 199.38 samples/sec accuracy=0.966094 2020-04-09 15:41:33,416 Epoch[12] Batch [15200-15250] Speed: 200.97 samples/sec accuracy=0.963750 2020-04-09 15:42:05,037 Epoch[12] Batch [15250-15300] Speed: 202.40 samples/sec accuracy=0.961875 2020-04-09 15:42:36,554 Epoch[12] Batch [15300-15350] Speed: 203.07 samples/sec accuracy=0.964375 2020-04-09 15:43:08,746 Epoch[12] Batch [15350-15400] Speed: 198.81 samples/sec accuracy=0.965469 2020-04-09 15:43:40,681 Epoch[12] Batch [15400-15450] Speed: 200.41 samples/sec accuracy=0.962812 2020-04-09 15:44:12,286 Epoch[12] Batch [15450-15500] Speed: 202.50 samples/sec accuracy=0.960625 2020-04-09 15:44:44,336 Epoch[12] Batch [15500-15550] Speed: 199.69 samples/sec accuracy=0.963437 2020-04-09 15:45:16,129 Epoch[12] Batch [15550-15600] Speed: 201.31 samples/sec accuracy=0.962187 2020-04-09 15:45:48,157 Epoch[12] Batch [15600-15650] Speed: 199.82 samples/sec accuracy=0.962656 2020-04-09 15:46:19,807 Epoch[12] Batch [15650-15700] Speed: 202.22 samples/sec accuracy=0.962969 2020-04-09 15:46:51,227 Epoch[12] Batch [15700-15750] Speed: 203.69 samples/sec accuracy=0.958594 2020-04-09 15:47:22,919 Epoch[12] Batch [15750-15800] Speed: 201.94 samples/sec accuracy=0.965625 2020-04-09 15:47:54,899 Epoch[12] Batch [15800-15850] Speed: 200.13 samples/sec accuracy=0.962812 2020-04-09 15:48:27,177 Epoch[12] Batch [15850-15900] Speed: 198.27 samples/sec accuracy=0.961875 2020-04-09 15:48:58,807 Epoch[12] Batch [15900-15950] Speed: 202.34 samples/sec accuracy=0.962031 2020-04-09 15:49:30,764 Epoch[12] Batch [15950-16000] Speed: 200.27 samples/sec accuracy=0.964219 2020-04-09 15:50:02,773 Epoch[12] Batch [16000-16050] Speed: 199.95 samples/sec accuracy=0.960781 2020-04-09 15:50:35,347 Epoch[12] Batch [16050-16100] Speed: 196.47 samples/sec accuracy=0.962812 2020-04-09 15:51:06,973 Epoch[12] Batch [16100-16150] Speed: 202.37 samples/sec accuracy=0.964375 2020-04-09 15:51:38,897 Epoch[12] Batch [16150-16200] Speed: 200.48 samples/sec accuracy=0.965781 2020-04-09 15:52:10,640 Epoch[12] Batch [16200-16250] Speed: 201.62 samples/sec accuracy=0.965313 2020-04-09 15:52:42,369 Epoch[12] Batch [16250-16300] Speed: 201.70 samples/sec accuracy=0.965469 2020-04-09 15:53:14,236 Epoch[12] Batch [16300-16350] Speed: 200.84 samples/sec accuracy=0.966562 2020-04-09 15:53:45,928 Epoch[12] Batch [16350-16400] Speed: 201.94 samples/sec accuracy=0.962031 2020-04-09 15:54:17,432 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[16900-16950] Speed: 202.23 samples/sec accuracy=0.961562 2020-04-09 16:00:07,738 Epoch[12] Batch [16950-17000] Speed: 202.01 samples/sec accuracy=0.962187 2020-04-09 16:00:39,874 Epoch[12] Batch [17000-17050] Speed: 199.16 samples/sec accuracy=0.962031 2020-04-09 16:01:11,312 Epoch[12] Batch [17050-17100] Speed: 203.58 samples/sec accuracy=0.963125 2020-04-09 16:01:43,032 Epoch[12] Batch [17100-17150] Speed: 201.76 samples/sec accuracy=0.964844 2020-04-09 16:02:15,199 Epoch[12] Batch [17150-17200] Speed: 198.97 samples/sec accuracy=0.963281 2020-04-09 16:02:46,962 Epoch[12] Batch [17200-17250] Speed: 201.49 samples/sec accuracy=0.960625 2020-04-09 16:03:18,685 Epoch[12] Batch [17250-17300] Speed: 201.75 samples/sec accuracy=0.962656 2020-04-09 16:03:50,486 Epoch[12] Batch [17300-17350] Speed: 201.25 samples/sec accuracy=0.968437 2020-04-09 16:04:22,151 Epoch[12] Batch [17350-17400] Speed: 202.12 samples/sec accuracy=0.960625 2020-04-09 16:04:53,679 Epoch[12] Batch [17400-17450] Speed: 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accuracy=0.966250 2020-04-09 16:10:44,326 Epoch[12] Batch [17950-18000] Speed: 202.49 samples/sec accuracy=0.961562 2020-04-09 16:11:16,135 Epoch[12] Batch [18000-18050] Speed: 201.20 samples/sec accuracy=0.962031 2020-04-09 16:11:48,010 Epoch[12] Batch [18050-18100] Speed: 200.79 samples/sec accuracy=0.965938 2020-04-09 16:12:19,614 Epoch[12] Batch [18100-18150] Speed: 202.51 samples/sec accuracy=0.962500 2020-04-09 16:12:51,491 Epoch[12] Batch [18150-18200] Speed: 200.77 samples/sec accuracy=0.965156 2020-04-09 16:13:23,208 Epoch[12] Batch [18200-18250] Speed: 201.79 samples/sec accuracy=0.964531 2020-04-09 16:13:54,987 Epoch[12] Batch [18250-18300] Speed: 201.39 samples/sec accuracy=0.965938 2020-04-09 16:14:26,593 Epoch[12] Batch [18300-18350] Speed: 202.50 samples/sec accuracy=0.960781 2020-04-09 16:14:58,509 Epoch[12] Batch [18350-18400] Speed: 200.53 samples/sec accuracy=0.967812 2020-04-09 16:15:30,073 Epoch[12] Batch [18400-18450] Speed: 202.76 samples/sec accuracy=0.956719 2020-04-09 16:16:01,879 Epoch[12] Batch [18450-18500] Speed: 201.22 samples/sec accuracy=0.962656 2020-04-09 16:16:33,677 Epoch[12] Batch [18500-18550] Speed: 201.27 samples/sec accuracy=0.963437 2020-04-09 16:17:05,632 Epoch[12] Batch [18550-18600] Speed: 200.28 samples/sec accuracy=0.960313 2020-04-09 16:17:37,480 Epoch[12] Batch [18600-18650] Speed: 200.96 samples/sec accuracy=0.963750 2020-04-09 16:18:09,347 Epoch[12] Batch [18650-18700] Speed: 200.84 samples/sec accuracy=0.963281 2020-04-09 16:18:41,238 Epoch[12] Batch [18700-18750] Speed: 200.68 samples/sec accuracy=0.962969 2020-04-09 16:19:13,240 Epoch[12] Batch [18750-18800] Speed: 199.99 samples/sec accuracy=0.966406 2020-04-09 16:19:45,447 Epoch[12] Batch [18800-18850] Speed: 198.72 samples/sec accuracy=0.964688 2020-04-09 16:20:17,440 Epoch[12] Batch [18850-18900] Speed: 200.04 samples/sec accuracy=0.963437 2020-04-09 16:20:49,274 Epoch[12] Batch [18900-18950] Speed: 201.05 samples/sec accuracy=0.962344 2020-04-09 16:21:20,704 Epoch[12] Batch [18950-19000] Speed: 203.63 samples/sec accuracy=0.960000 2020-04-09 16:21:52,899 Epoch[12] Batch [19000-19050] Speed: 198.79 samples/sec accuracy=0.965000 2020-04-09 16:22:24,999 Epoch[12] Batch [19050-19100] Speed: 199.38 samples/sec accuracy=0.961250 2020-04-09 16:22:56,736 Epoch[12] Batch [19100-19150] Speed: 201.66 samples/sec accuracy=0.962500 2020-04-09 16:23:28,649 Epoch[12] Batch [19150-19200] Speed: 200.55 samples/sec accuracy=0.957031 2020-04-09 16:24:00,365 Epoch[12] Batch [19200-19250] Speed: 201.79 samples/sec accuracy=0.961562 2020-04-09 16:24:32,215 Epoch[12] Batch [19250-19300] Speed: 200.94 samples/sec accuracy=0.962656 2020-04-09 16:25:04,099 Epoch[12] Batch [19300-19350] Speed: 200.73 samples/sec accuracy=0.959219 2020-04-09 16:25:35,573 Epoch[12] Batch [19350-19400] Speed: 203.34 samples/sec accuracy=0.967500 2020-04-09 16:26:07,461 Epoch[12] Batch [19400-19450] Speed: 200.70 samples/sec accuracy=0.963437 2020-04-09 16:26:39,378 Epoch[12] Batch [19450-19500] Speed: 200.53 samples/sec accuracy=0.965469 2020-04-09 16:27:11,164 Epoch[12] Batch [19500-19550] Speed: 201.35 samples/sec accuracy=0.966406 2020-04-09 16:27:42,921 Epoch[12] Batch [19550-19600] Speed: 201.53 samples/sec accuracy=0.965938 2020-04-09 16:28:14,842 Epoch[12] Batch [19600-19650] Speed: 200.50 samples/sec accuracy=0.965625 2020-04-09 16:28:46,769 Epoch[12] Batch [19650-19700] Speed: 200.46 samples/sec accuracy=0.965625 2020-04-09 16:29:18,823 Epoch[12] Batch [19700-19750] Speed: 199.66 samples/sec accuracy=0.960000 2020-04-09 16:29:50,356 Epoch[12] Batch [19750-19800] Speed: 202.96 samples/sec accuracy=0.965156 2020-04-09 16:30:22,164 Epoch[12] Batch [19800-19850] Speed: 201.21 samples/sec accuracy=0.967500 2020-04-09 16:30:53,943 Epoch[12] Batch [19850-19900] Speed: 201.39 samples/sec accuracy=0.966094 2020-04-09 16:31:25,595 Epoch[12] Batch [19900-19950] Speed: 202.20 samples/sec accuracy=0.963125 2020-04-09 16:31:57,438 Epoch[12] Batch [19950-20000] Speed: 200.98 samples/sec accuracy=0.964688 2020-04-09 16:32:29,306 Epoch[12] Batch [20000-20050] Speed: 200.83 samples/sec accuracy=0.961562 2020-04-09 16:33:01,031 Epoch[12] Batch [20050-20100] Speed: 201.73 samples/sec accuracy=0.960625 2020-04-09 16:33:33,092 Epoch[12] Batch [20100-20150] Speed: 199.62 samples/sec accuracy=0.959844 2020-04-09 16:34:04,676 Epoch[12] Batch [20150-20200] Speed: 202.63 samples/sec accuracy=0.967187 2020-04-09 16:34:36,671 Epoch[12] Batch [20200-20250] Speed: 200.03 samples/sec accuracy=0.964219 2020-04-09 16:35:08,398 Epoch[12] Batch [20250-20300] Speed: 201.72 samples/sec accuracy=0.965781 2020-04-09 16:35:40,068 Epoch[12] Batch [20300-20350] Speed: 202.08 samples/sec accuracy=0.964219 2020-04-09 16:36:11,636 Epoch[12] Batch [20350-20400] Speed: 202.74 samples/sec accuracy=0.959844 2020-04-09 16:36:43,489 Epoch[12] Batch [20400-20450] Speed: 200.92 samples/sec accuracy=0.965156 2020-04-09 16:37:16,180 Epoch[12] Batch [20450-20500] Speed: 195.78 samples/sec accuracy=0.970313 2020-04-09 16:37:48,084 Epoch[12] Batch [20500-20550] Speed: 200.60 samples/sec accuracy=0.963750 2020-04-09 16:38:20,642 Epoch[12] Batch [20550-20600] Speed: 196.58 samples/sec accuracy=0.964375 2020-04-09 16:38:51,870 Epoch[12] Batch [20600-20650] Speed: 204.95 samples/sec accuracy=0.963437 2020-04-09 16:39:23,558 Epoch[12] Batch [20650-20700] Speed: 201.97 samples/sec accuracy=0.960000 2020-04-09 16:39:55,102 Epoch[12] Batch [20700-20750] Speed: 202.89 samples/sec accuracy=0.962031 2020-04-09 16:40:27,064 Epoch[12] Batch [20750-20800] Speed: 200.24 samples/sec accuracy=0.962656 2020-04-09 16:40:58,922 Epoch[12] Batch [20800-20850] Speed: 200.89 samples/sec accuracy=0.963906 2020-04-09 16:41:30,699 Epoch[12] Batch [20850-20900] Speed: 201.41 samples/sec accuracy=0.964063 2020-04-09 16:42:02,275 Epoch[12] Batch [20900-20950] Speed: 202.69 samples/sec accuracy=0.964219 2020-04-09 16:42:34,140 Epoch[12] Batch [20950-21000] Speed: 200.85 samples/sec accuracy=0.966250 2020-04-09 16:43:06,114 Epoch[12] Batch [21000-21050] Speed: 200.17 samples/sec accuracy=0.967656 2020-04-09 16:43:38,083 Epoch[12] Batch [21050-21100] Speed: 200.20 samples/sec accuracy=0.965156 2020-04-09 16:44:09,884 Epoch[12] Batch [21100-21150] Speed: 201.25 samples/sec accuracy=0.966562 2020-04-09 16:44:41,415 Epoch[12] Batch [21150-21200] Speed: 202.97 samples/sec accuracy=0.963750 2020-04-09 16:45:13,345 Epoch[12] Batch [21200-21250] Speed: 200.44 samples/sec accuracy=0.959531 2020-04-09 16:45:45,063 Epoch[12] Batch [21250-21300] Speed: 201.78 samples/sec accuracy=0.964063 2020-04-09 16:46:17,160 Epoch[12] Batch [21300-21350] Speed: 199.40 samples/sec accuracy=0.965313 2020-04-09 16:46:49,080 Epoch[12] Batch [21350-21400] Speed: 200.50 samples/sec accuracy=0.967500 2020-04-09 16:47:20,774 Epoch[12] Batch [21400-21450] Speed: 201.93 samples/sec accuracy=0.962969 2020-04-09 16:47:52,641 Epoch[12] Batch [21450-21500] Speed: 200.84 samples/sec accuracy=0.965156 2020-04-09 16:48:24,052 Epoch[12] Batch [21500-21550] Speed: 203.75 samples/sec accuracy=0.964688 2020-04-09 16:48:55,388 Epoch[12] Batch [21550-21600] Speed: 204.23 samples/sec accuracy=0.964844 2020-04-09 16:49:27,328 Epoch[12] Batch [21600-21650] Speed: 200.38 samples/sec accuracy=0.964375 2020-04-09 16:49:59,409 Epoch[12] Batch [21650-21700] Speed: 199.50 samples/sec accuracy=0.963437 2020-04-09 16:50:31,322 Epoch[12] Batch [21700-21750] Speed: 200.55 samples/sec accuracy=0.962031 2020-04-09 16:51:03,304 Epoch[12] Batch [21750-21800] Speed: 200.12 samples/sec accuracy=0.965625 2020-04-09 16:51:35,367 Epoch[12] Batch [21800-21850] Speed: 199.60 samples/sec accuracy=0.960469 2020-04-09 16:52:07,400 Epoch[12] Batch [21850-21900] Speed: 199.80 samples/sec accuracy=0.962031 2020-04-09 16:52:39,332 Epoch[12] Batch [21900-21950] Speed: 200.43 samples/sec accuracy=0.964531 2020-04-09 16:53:11,064 Epoch[12] Batch [21950-22000] Speed: 201.69 samples/sec accuracy=0.968594 2020-04-09 16:53:43,960 Epoch[12] Batch [22000-22050] Speed: 194.56 samples/sec accuracy=0.960313 2020-04-09 16:54:16,203 Epoch[12] Batch [22050-22100] Speed: 198.49 samples/sec accuracy=0.963125 2020-04-09 16:54:47,957 Epoch[12] Batch [22100-22150] Speed: 201.55 samples/sec accuracy=0.960156 2020-04-09 16:55:19,765 Epoch[12] Batch [22150-22200] Speed: 201.21 samples/sec accuracy=0.960625 2020-04-09 16:55:51,279 Epoch[12] Batch [22200-22250] Speed: 203.09 samples/sec accuracy=0.963750 2020-04-09 16:56:23,070 Epoch[12] Batch [22250-22300] Speed: 201.32 samples/sec accuracy=0.965000 2020-04-09 16:56:54,981 Epoch[12] Batch [22300-22350] Speed: 200.56 samples/sec accuracy=0.966250 2020-04-09 16:57:26,991 Epoch[12] Batch [22350-22400] Speed: 199.94 samples/sec accuracy=0.959375 2020-04-09 16:57:58,482 Epoch[12] Batch [22400-22450] Speed: 203.24 samples/sec accuracy=0.965000 2020-04-09 16:58:30,227 Epoch[12] Batch [22450-22500] Speed: 201.61 samples/sec accuracy=0.963281 2020-04-09 16:59:01,691 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accuracy=0.965625 2020-04-09 17:15:29,175 Epoch[12] Batch [24050-24100] Speed: 198.26 samples/sec accuracy=0.959844 2020-04-09 17:16:01,229 Epoch[12] Batch [24100-24150] Speed: 199.67 samples/sec accuracy=0.965938 2020-04-09 17:16:33,119 Epoch[12] Batch [24150-24200] Speed: 200.69 samples/sec accuracy=0.966875 2020-04-09 17:17:05,050 Epoch[12] Batch [24200-24250] Speed: 200.44 samples/sec accuracy=0.957031 2020-04-09 17:17:36,784 Epoch[12] Batch [24250-24300] Speed: 201.67 samples/sec accuracy=0.965156 2020-04-09 17:18:08,468 Epoch[12] Batch [24300-24350] Speed: 202.00 samples/sec accuracy=0.965313 2020-04-09 17:18:40,393 Epoch[12] Batch [24350-24400] Speed: 200.47 samples/sec accuracy=0.965938 2020-04-09 17:19:12,132 Epoch[12] Batch [24400-24450] Speed: 201.65 samples/sec accuracy=0.962031 2020-04-09 17:19:44,003 Epoch[12] Batch [24450-24500] Speed: 200.81 samples/sec accuracy=0.966875 2020-04-09 17:20:16,054 Epoch[12] Batch [24500-24550] Speed: 199.68 samples/sec accuracy=0.963594 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accuracy=0.967969 2020-04-09 17:46:34,901 Epoch[12] Batch [27100-27150] Speed: 210.72 samples/sec accuracy=0.963750 2020-04-09 17:47:05,253 Epoch[12] Batch [27150-27200] Speed: 210.87 samples/sec accuracy=0.966875 2020-04-09 17:47:35,412 Epoch[12] Batch [27200-27250] Speed: 212.21 samples/sec accuracy=0.963437 2020-04-09 17:48:05,733 Epoch[12] Batch [27250-27300] Speed: 211.08 samples/sec accuracy=0.963906 2020-04-09 17:48:35,947 Epoch[12] Batch [27300-27350] Speed: 211.82 samples/sec accuracy=0.966875 2020-04-09 17:49:06,122 Epoch[12] Batch [27350-27400] Speed: 212.09 samples/sec accuracy=0.967187 2020-04-09 17:49:36,468 Epoch[12] Batch [27400-27450] Speed: 210.91 samples/sec accuracy=0.963281 2020-04-09 17:50:07,182 Epoch[12] Batch [27450-27500] Speed: 208.37 samples/sec accuracy=0.961250 2020-04-09 17:50:37,393 Epoch[12] Batch [27500-27550] Speed: 211.85 samples/sec accuracy=0.960938 2020-04-09 17:51:07,658 Epoch[12] Batch [27550-27600] Speed: 211.46 samples/sec accuracy=0.962500 2020-04-09 17:51:37,887 Epoch[12] Batch [27600-27650] Speed: 211.72 samples/sec accuracy=0.963437 2020-04-09 17:52:08,195 Epoch[12] Batch [27650-27700] Speed: 211.17 samples/sec accuracy=0.961719 2020-04-09 17:52:38,251 Epoch[12] Batch [27700-27750] Speed: 212.94 samples/sec accuracy=0.966406 2020-04-09 17:53:09,599 Epoch[12] Batch [27750-27800] Speed: 204.16 samples/sec accuracy=0.962656 2020-04-09 17:53:41,604 Epoch[12] Batch [27800-27850] Speed: 199.97 samples/sec accuracy=0.957969 2020-04-09 17:54:13,739 Epoch[12] Batch [27850-27900] Speed: 199.16 samples/sec accuracy=0.964844 2020-04-09 17:54:45,630 Epoch[12] Batch [27900-27950] Speed: 200.68 samples/sec accuracy=0.959375 2020-04-09 17:55:17,458 Epoch[12] Batch [27950-28000] Speed: 201.08 samples/sec accuracy=0.964688 2020-04-09 17:55:49,414 Epoch[12] Batch [28000-28050] Speed: 200.28 samples/sec accuracy=0.962656 2020-04-09 17:56:21,687 Epoch[12] Batch [28050-28100] Speed: 198.31 samples/sec accuracy=0.962812 2020-04-09 17:56:53,835 Epoch[12] Batch [28100-28150] Speed: 199.08 samples/sec accuracy=0.961250 2020-04-09 17:57:25,515 Epoch[12] Batch [28150-28200] Speed: 202.02 samples/sec accuracy=0.960625 2020-04-09 17:57:50,230 Epoch[12] Train-accuracy=0.963378 2020-04-09 17:57:50,230 Epoch[12] Time cost=17901.341 2020-04-09 17:57:50,458 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0013.params" 2020-04-09 18:29:24,567 Epoch[12] Validation-accuracy=0.983284 2020-04-09 18:30:04,727 Epoch[13] Batch [0-50] Speed: 199.27 samples/sec accuracy=0.964614 2020-04-09 18:30:36,442 Epoch[13] Batch [50-100] Speed: 201.80 samples/sec accuracy=0.964531 2020-04-09 18:31:08,151 Epoch[13] Batch [100-150] Speed: 201.84 samples/sec accuracy=0.964375 2020-04-09 18:31:39,934 Epoch[13] Batch [150-200] Speed: 201.36 samples/sec accuracy=0.960156 2020-04-09 18:32:12,005 Epoch[13] Batch [200-250] Speed: 199.56 samples/sec accuracy=0.967656 2020-04-09 18:32:43,937 Epoch[13] Batch [250-300] Speed: 200.42 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accuracy=0.962500 2020-04-09 19:00:54,552 Epoch[13] Batch [2900-2950] Speed: 200.78 samples/sec accuracy=0.966875 2020-04-09 19:01:26,209 Epoch[13] Batch [2950-3000] Speed: 202.17 samples/sec accuracy=0.963437 2020-04-09 19:01:58,166 Epoch[13] Batch [3000-3050] Speed: 200.27 samples/sec accuracy=0.966875 2020-04-09 19:02:29,867 Epoch[13] Batch [3050-3100] Speed: 201.88 samples/sec accuracy=0.965000 2020-04-09 19:03:01,682 Epoch[13] Batch [3100-3150] Speed: 201.16 samples/sec accuracy=0.967344 2020-04-09 19:03:34,124 Epoch[13] Batch [3150-3200] Speed: 197.28 samples/sec accuracy=0.964219 2020-04-09 19:04:06,589 Epoch[13] Batch [3200-3250] Speed: 197.14 samples/sec accuracy=0.960938 2020-04-09 19:04:37,967 Epoch[13] Batch [3250-3300] Speed: 203.97 samples/sec accuracy=0.957812 2020-04-09 19:05:09,849 Epoch[13] Batch [3300-3350] Speed: 200.74 samples/sec accuracy=0.963281 2020-04-09 19:05:41,627 Epoch[13] Batch [3350-3400] Speed: 201.40 samples/sec accuracy=0.959063 2020-04-09 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accuracy=0.966719 2020-04-09 19:17:21,557 Epoch[13] Batch [4450-4500] Speed: 199.16 samples/sec accuracy=0.966094 2020-04-09 19:17:53,201 Epoch[13] Batch [4500-4550] Speed: 202.25 samples/sec accuracy=0.966094 2020-04-09 19:18:25,250 Epoch[13] Batch [4550-4600] Speed: 199.70 samples/sec accuracy=0.964531 2020-04-09 19:18:57,235 Epoch[13] Batch [4600-4650] Speed: 200.09 samples/sec accuracy=0.965313 2020-04-09 19:19:29,486 Epoch[13] Batch [4650-4700] Speed: 198.44 samples/sec accuracy=0.963594 2020-04-09 19:20:01,803 Epoch[13] Batch [4700-4750] Speed: 198.04 samples/sec accuracy=0.965313 2020-04-09 19:20:33,748 Epoch[13] Batch [4750-4800] Speed: 200.34 samples/sec accuracy=0.961562 2020-04-09 19:21:05,741 Epoch[13] Batch [4800-4850] Speed: 200.05 samples/sec accuracy=0.960938 2020-04-09 19:21:37,438 Epoch[13] Batch [4850-4900] Speed: 201.91 samples/sec accuracy=0.967344 2020-04-09 19:22:09,400 Epoch[13] Batch [4900-4950] Speed: 200.24 samples/sec accuracy=0.964844 2020-04-09 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accuracy=0.962344 2020-04-09 19:33:47,999 Epoch[13] Batch [6000-6050] Speed: 200.45 samples/sec accuracy=0.963281 2020-04-09 19:34:20,611 Epoch[13] Batch [6050-6100] Speed: 196.25 samples/sec accuracy=0.967500 2020-04-09 19:34:52,663 Epoch[13] Batch [6100-6150] Speed: 199.68 samples/sec accuracy=0.962344 2020-04-09 19:35:24,169 Epoch[13] Batch [6150-6200] Speed: 203.13 samples/sec accuracy=0.965469 2020-04-09 19:35:56,148 Epoch[13] Batch [6200-6250] Speed: 200.14 samples/sec accuracy=0.964688 2020-04-09 19:36:28,220 Epoch[13] Batch [6250-6300] Speed: 199.55 samples/sec accuracy=0.965313 2020-04-09 19:37:00,269 Epoch[13] Batch [6300-6350] Speed: 199.70 samples/sec accuracy=0.961250 2020-04-09 19:37:32,199 Epoch[13] Batch [6350-6400] Speed: 200.44 samples/sec accuracy=0.965000 2020-04-09 19:38:04,115 Epoch[13] Batch [6400-6450] Speed: 200.53 samples/sec accuracy=0.960625 2020-04-09 19:38:36,229 Epoch[13] Batch [6450-6500] Speed: 199.29 samples/sec accuracy=0.965625 2020-04-09 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accuracy=0.962187 2020-04-09 19:50:16,688 Epoch[13] Batch [7550-7600] Speed: 198.67 samples/sec accuracy=0.963437 2020-04-09 19:50:48,342 Epoch[13] Batch [7600-7650] Speed: 202.19 samples/sec accuracy=0.963125 2020-04-09 19:51:20,489 Epoch[13] Batch [7650-7700] Speed: 199.09 samples/sec accuracy=0.958281 2020-04-09 19:51:51,453 Epoch[13] Batch [7700-7750] Speed: 206.69 samples/sec accuracy=0.967187 2020-04-09 19:52:20,871 Epoch[13] Batch [7750-7800] Speed: 217.55 samples/sec accuracy=0.962969 2020-04-09 19:52:50,204 Epoch[13] Batch [7800-7850] Speed: 218.19 samples/sec accuracy=0.964219 2020-04-09 19:53:19,474 Epoch[13] Batch [7850-7900] Speed: 218.65 samples/sec accuracy=0.966406 2020-04-09 19:53:48,896 Epoch[13] Batch [7900-7950] Speed: 217.53 samples/sec accuracy=0.961562 2020-04-09 19:54:18,167 Epoch[13] Batch [7950-8000] Speed: 218.65 samples/sec accuracy=0.966875 2020-04-09 19:54:47,559 Epoch[13] Batch [8000-8050] Speed: 217.74 samples/sec accuracy=0.966250 2020-04-09 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accuracy=0.963750 2020-04-09 20:05:34,878 Epoch[13] Batch [9100-9150] Speed: 217.52 samples/sec accuracy=0.964844 2020-04-09 20:06:04,736 Epoch[13] Batch [9150-9200] Speed: 214.35 samples/sec accuracy=0.966094 2020-04-09 20:06:34,193 Epoch[13] Batch [9200-9250] Speed: 217.26 samples/sec accuracy=0.963750 2020-04-09 20:07:03,510 Epoch[13] Batch [9250-9300] Speed: 218.31 samples/sec accuracy=0.962500 2020-04-09 20:07:32,959 Epoch[13] Batch [9300-9350] Speed: 217.32 samples/sec accuracy=0.962656 2020-04-09 20:08:02,423 Epoch[13] Batch [9350-9400] Speed: 217.21 samples/sec accuracy=0.966406 2020-04-09 20:08:31,937 Epoch[13] Batch [9400-9450] Speed: 216.85 samples/sec accuracy=0.960781 2020-04-09 20:09:01,128 Epoch[13] Batch [9450-9500] Speed: 219.24 samples/sec accuracy=0.961562 2020-04-09 20:09:30,605 Epoch[13] Batch [9500-9550] Speed: 217.12 samples/sec accuracy=0.970781 2020-04-09 20:09:59,801 Epoch[13] Batch [9550-9600] Speed: 219.21 samples/sec accuracy=0.965000 2020-04-09 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accuracy=0.966094 2020-04-09 20:25:39,957 Epoch[13] Batch [11150-11200] Speed: 217.34 samples/sec accuracy=0.960938 2020-04-09 20:26:09,218 Epoch[13] Batch [11200-11250] Speed: 218.72 samples/sec accuracy=0.963906 2020-04-09 20:26:38,602 Epoch[13] Batch [11250-11300] Speed: 217.81 samples/sec accuracy=0.965000 2020-04-09 20:27:07,949 Epoch[13] Batch [11300-11350] Speed: 218.09 samples/sec accuracy=0.959844 2020-04-09 20:27:37,376 Epoch[13] Batch [11350-11400] Speed: 217.48 samples/sec accuracy=0.965781 2020-04-09 20:28:06,891 Epoch[13] Batch [11400-11450] Speed: 216.84 samples/sec accuracy=0.962500 2020-04-09 20:28:36,264 Epoch[13] Batch [11450-11500] Speed: 217.89 samples/sec accuracy=0.965000 2020-04-09 20:29:05,544 Epoch[13] Batch [11500-11550] Speed: 218.58 samples/sec accuracy=0.965781 2020-04-09 20:29:34,695 Epoch[13] Batch [11550-11600] Speed: 219.55 samples/sec accuracy=0.964375 2020-04-09 20:30:05,009 Epoch[13] Batch [11600-11650] Speed: 211.12 samples/sec accuracy=0.961250 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20:35:55,963 Epoch[13] Batch [12150-12200] Speed: 200.48 samples/sec accuracy=0.969688 2020-04-09 20:36:27,798 Epoch[13] Batch [12200-12250] Speed: 201.04 samples/sec accuracy=0.965313 2020-04-09 20:36:59,442 Epoch[13] Batch [12250-12300] Speed: 202.25 samples/sec accuracy=0.966875 2020-04-09 20:37:31,255 Epoch[13] Batch [12300-12350] Speed: 201.18 samples/sec accuracy=0.964219 2020-04-09 20:38:02,892 Epoch[13] Batch [12350-12400] Speed: 202.29 samples/sec accuracy=0.959844 2020-04-09 20:38:35,366 Epoch[13] Batch [12400-12450] Speed: 197.09 samples/sec accuracy=0.965313 2020-04-09 20:39:07,184 Epoch[13] Batch [12450-12500] Speed: 201.15 samples/sec accuracy=0.963437 2020-04-09 20:39:38,967 Epoch[13] Batch [12500-12550] Speed: 201.36 samples/sec accuracy=0.963281 2020-04-09 20:40:10,606 Epoch[13] Batch [12550-12600] Speed: 202.28 samples/sec accuracy=0.961719 2020-04-09 20:40:42,384 Epoch[13] Batch [12600-12650] Speed: 201.40 samples/sec accuracy=0.966250 2020-04-09 20:41:14,164 Epoch[13] Batch [12650-12700] Speed: 201.39 samples/sec accuracy=0.965156 2020-04-09 20:41:46,198 Epoch[13] Batch [12700-12750] Speed: 199.79 samples/sec accuracy=0.960625 2020-04-09 20:42:17,924 Epoch[13] Batch [12750-12800] Speed: 201.73 samples/sec accuracy=0.965156 2020-04-09 20:42:50,024 Epoch[13] Batch [12800-12850] Speed: 199.38 samples/sec accuracy=0.960000 2020-04-09 20:43:21,704 Epoch[13] Batch [12850-12900] Speed: 202.02 samples/sec accuracy=0.963437 2020-04-09 20:43:53,306 Epoch[13] Batch [12900-12950] Speed: 202.52 samples/sec accuracy=0.962500 2020-04-09 20:44:24,980 Epoch[13] Batch [12950-13000] Speed: 202.06 samples/sec accuracy=0.963281 2020-04-09 20:44:56,703 Epoch[13] Batch [13000-13050] Speed: 201.75 samples/sec accuracy=0.963906 2020-04-09 20:45:28,268 Epoch[13] Batch [13050-13100] Speed: 202.76 samples/sec accuracy=0.960313 2020-04-09 20:46:00,155 Epoch[13] Batch [13100-13150] Speed: 200.71 samples/sec accuracy=0.965781 2020-04-09 20:46:31,794 Epoch[13] Batch [13150-13200] Speed: 202.29 samples/sec accuracy=0.965313 2020-04-09 20:47:03,538 Epoch[13] Batch [13200-13250] Speed: 201.61 samples/sec accuracy=0.962500 2020-04-09 20:47:35,760 Epoch[13] Batch [13250-13300] Speed: 198.62 samples/sec accuracy=0.960469 2020-04-09 20:48:07,873 Epoch[13] Batch [13300-13350] Speed: 199.30 samples/sec accuracy=0.967969 2020-04-09 20:48:39,067 Epoch[13] Batch [13350-13400] Speed: 205.17 samples/sec accuracy=0.963750 2020-04-09 20:49:11,184 Epoch[13] Batch [13400-13450] Speed: 199.28 samples/sec accuracy=0.966562 2020-04-09 20:49:42,890 Epoch[13] Batch [13450-13500] Speed: 201.86 samples/sec accuracy=0.966406 2020-04-09 20:50:14,816 Epoch[13] Batch [13500-13550] Speed: 200.46 samples/sec accuracy=0.966562 2020-04-09 20:50:46,707 Epoch[13] Batch [13550-13600] Speed: 200.68 samples/sec accuracy=0.965000 2020-04-09 20:51:18,416 Epoch[13] Batch [13600-13650] Speed: 201.84 samples/sec accuracy=0.965625 2020-04-09 20:51:50,192 Epoch[13] Batch [13650-13700] Speed: 201.41 samples/sec accuracy=0.961250 2020-04-09 20:52:22,260 Epoch[13] Batch [13700-13750] Speed: 199.58 samples/sec accuracy=0.964844 2020-04-09 20:52:53,944 Epoch[13] Batch [13750-13800] Speed: 201.99 samples/sec accuracy=0.963125 2020-04-09 20:53:25,825 Epoch[13] Batch [13800-13850] Speed: 200.75 samples/sec accuracy=0.964219 2020-04-09 20:53:57,669 Epoch[13] Batch [13850-13900] Speed: 200.98 samples/sec accuracy=0.965156 2020-04-09 20:54:29,561 Epoch[13] Batch [13900-13950] Speed: 200.68 samples/sec accuracy=0.967656 2020-04-09 20:55:01,445 Epoch[13] Batch [13950-14000] Speed: 200.73 samples/sec accuracy=0.967500 2020-04-09 20:55:33,369 Epoch[13] Batch [14000-14050] Speed: 200.48 samples/sec accuracy=0.967187 2020-04-09 20:56:05,265 Epoch[13] Batch [14050-14100] Speed: 200.65 samples/sec accuracy=0.961406 2020-04-09 20:56:36,871 Epoch[13] Batch [14100-14150] Speed: 202.50 samples/sec accuracy=0.964063 2020-04-09 20:57:08,681 Epoch[13] Batch [14150-14200] Speed: 201.19 samples/sec accuracy=0.965000 2020-04-09 20:57:40,505 Epoch[13] Batch [14200-14250] Speed: 201.11 samples/sec accuracy=0.965156 2020-04-09 20:58:12,507 Epoch[13] Batch [14250-14300] Speed: 199.99 samples/sec accuracy=0.962344 2020-04-09 20:58:44,099 Epoch[13] Batch [14300-14350] Speed: 202.58 samples/sec accuracy=0.960000 2020-04-09 20:59:15,815 Epoch[13] Batch [14350-14400] Speed: 201.79 samples/sec accuracy=0.964688 2020-04-09 20:59:47,668 Epoch[13] Batch [14400-14450] Speed: 200.93 samples/sec accuracy=0.970000 2020-04-09 21:00:19,122 Epoch[13] Batch [14450-14500] Speed: 203.47 samples/sec accuracy=0.962344 2020-04-09 21:00:51,051 Epoch[13] Batch [14500-14550] Speed: 200.45 samples/sec accuracy=0.960000 2020-04-09 21:01:22,690 Epoch[13] Batch [14550-14600] Speed: 202.28 samples/sec accuracy=0.966406 2020-04-09 21:01:54,668 Epoch[13] Batch [14600-14650] Speed: 200.14 samples/sec accuracy=0.963437 2020-04-09 21:02:26,541 Epoch[13] Batch [14650-14700] Speed: 200.80 samples/sec accuracy=0.964063 2020-04-09 21:02:58,382 Epoch[13] Batch [14700-14750] Speed: 201.00 samples/sec accuracy=0.963906 2020-04-09 21:03:29,992 Epoch[13] Batch [14750-14800] Speed: 202.47 samples/sec accuracy=0.963125 2020-04-09 21:04:01,649 Epoch[13] Batch [14800-14850] Speed: 202.17 samples/sec accuracy=0.965781 2020-04-09 21:04:33,238 Epoch[13] Batch [14850-14900] Speed: 202.61 samples/sec accuracy=0.963281 2020-04-09 21:05:05,266 Epoch[13] Batch [14900-14950] Speed: 199.82 samples/sec accuracy=0.962656 2020-04-09 21:05:37,283 Epoch[13] Batch [14950-15000] Speed: 199.90 samples/sec accuracy=0.962344 2020-04-09 21:06:09,783 Epoch[13] Batch [15000-15050] Speed: 196.93 samples/sec accuracy=0.967500 2020-04-09 21:06:41,615 Epoch[13] Batch [15050-15100] Speed: 201.06 samples/sec accuracy=0.961719 2020-04-09 21:07:13,644 Epoch[13] Batch [15100-15150] Speed: 199.82 samples/sec accuracy=0.965000 2020-04-09 21:07:45,352 Epoch[13] Batch [15150-15200] Speed: 201.84 samples/sec accuracy=0.961875 2020-04-09 21:08:17,478 Epoch[13] Batch [15200-15250] Speed: 199.22 samples/sec accuracy=0.961719 2020-04-09 21:08:49,966 Epoch[13] Batch [15250-15300] Speed: 197.00 samples/sec accuracy=0.970938 2020-04-09 21:09:21,938 Epoch[13] Batch [15300-15350] Speed: 200.18 samples/sec accuracy=0.963437 2020-04-09 21:09:53,745 Epoch[13] Batch [15350-15400] Speed: 201.21 samples/sec accuracy=0.963125 2020-04-09 21:10:25,609 Epoch[13] Batch [15400-15450] Speed: 200.86 samples/sec accuracy=0.961719 2020-04-09 21:10:57,707 Epoch[13] Batch [15450-15500] Speed: 199.39 samples/sec accuracy=0.955781 2020-04-09 21:11:29,583 Epoch[13] Batch [15500-15550] Speed: 200.78 samples/sec accuracy=0.963594 2020-04-09 21:12:01,207 Epoch[13] Batch [15550-15600] Speed: 202.38 samples/sec accuracy=0.966250 2020-04-09 21:12:33,005 Epoch[13] Batch [15600-15650] Speed: 201.27 samples/sec accuracy=0.965156 2020-04-09 21:13:04,998 Epoch[13] Batch [15650-15700] Speed: 200.04 samples/sec accuracy=0.962187 2020-04-09 21:13:36,761 Epoch[13] Batch [15700-15750] Speed: 201.49 samples/sec accuracy=0.965781 2020-04-09 21:14:08,660 Epoch[13] Batch [15750-15800] Speed: 200.64 samples/sec accuracy=0.968125 2020-04-09 21:14:40,366 Epoch[13] Batch [15800-15850] Speed: 201.85 samples/sec accuracy=0.968906 2020-04-09 21:15:12,339 Epoch[13] Batch [15850-15900] Speed: 200.17 samples/sec accuracy=0.964688 2020-04-09 21:15:44,232 Epoch[13] Batch [15900-15950] Speed: 200.68 samples/sec accuracy=0.962812 2020-04-09 21:16:15,782 Epoch[13] Batch [15950-16000] Speed: 202.85 samples/sec accuracy=0.966875 2020-04-09 21:16:47,690 Epoch[13] Batch [16000-16050] Speed: 200.58 samples/sec accuracy=0.960938 2020-04-09 21:17:19,125 Epoch[13] Batch [16050-16100] Speed: 203.60 samples/sec accuracy=0.966406 2020-04-09 21:17:51,223 Epoch[13] Batch [16100-16150] Speed: 199.39 samples/sec accuracy=0.961562 2020-04-09 21:18:23,009 Epoch[13] Batch [16150-16200] Speed: 201.35 samples/sec accuracy=0.961875 2020-04-09 21:18:54,838 Epoch[13] Batch [16200-16250] Speed: 201.08 samples/sec accuracy=0.965000 2020-04-09 21:19:26,786 Epoch[13] Batch [16250-16300] Speed: 200.33 samples/sec accuracy=0.958594 2020-04-09 21:19:58,740 Epoch[13] Batch [16300-16350] Speed: 200.28 samples/sec accuracy=0.960156 2020-04-09 21:20:30,389 Epoch[13] Batch [16350-16400] Speed: 202.22 samples/sec accuracy=0.960781 2020-04-09 21:21:02,219 Epoch[13] Batch [16400-16450] Speed: 201.07 samples/sec accuracy=0.967969 2020-04-09 21:21:33,608 Epoch[13] Batch [16450-16500] Speed: 203.90 samples/sec accuracy=0.967344 2020-04-09 21:22:05,674 Epoch[13] Batch [16500-16550] Speed: 199.59 samples/sec accuracy=0.967344 2020-04-09 21:22:37,722 Epoch[13] Batch [16550-16600] Speed: 199.70 samples/sec accuracy=0.965156 2020-04-09 21:23:09,546 Epoch[13] Batch [16600-16650] Speed: 201.10 samples/sec accuracy=0.965000 2020-04-09 21:23:41,245 Epoch[13] Batch [16650-16700] Speed: 201.90 samples/sec accuracy=0.959375 2020-04-09 21:24:13,008 Epoch[13] Batch [16700-16750] Speed: 201.50 samples/sec accuracy=0.962812 2020-04-09 21:24:45,212 Epoch[13] Batch [16750-16800] Speed: 198.73 samples/sec accuracy=0.957812 2020-04-09 21:25:16,939 Epoch[13] Batch [16800-16850] Speed: 201.72 samples/sec accuracy=0.958594 2020-04-09 21:25:48,961 Epoch[13] Batch [16850-16900] Speed: 199.86 samples/sec accuracy=0.969063 2020-04-09 21:26:20,882 Epoch[13] Batch [16900-16950] Speed: 200.50 samples/sec accuracy=0.963594 2020-04-09 21:26:52,410 Epoch[13] Batch [16950-17000] Speed: 202.99 samples/sec accuracy=0.964844 2020-04-09 21:27:23,856 Epoch[13] Batch [17000-17050] Speed: 203.53 samples/sec accuracy=0.961250 2020-04-09 21:27:55,789 Epoch[13] Batch [17050-17100] Speed: 200.42 samples/sec accuracy=0.959688 2020-04-09 21:28:27,460 Epoch[13] Batch [17100-17150] Speed: 202.08 samples/sec accuracy=0.960313 2020-04-09 21:28:58,810 Epoch[13] Batch [17150-17200] Speed: 204.15 samples/sec accuracy=0.965156 2020-04-09 21:29:30,523 Epoch[13] Batch [17200-17250] Speed: 201.81 samples/sec accuracy=0.966875 2020-04-09 21:30:03,440 Epoch[13] Batch [17250-17300] Speed: 194.43 samples/sec accuracy=0.965938 2020-04-09 21:30:35,190 Epoch[13] Batch [17300-17350] Speed: 201.58 samples/sec accuracy=0.965781 2020-04-09 21:31:07,048 Epoch[13] Batch [17350-17400] Speed: 200.89 samples/sec accuracy=0.969375 2020-04-09 21:31:38,901 Epoch[13] Batch [17400-17450] Speed: 200.92 samples/sec accuracy=0.964531 2020-04-09 21:32:10,656 Epoch[13] Batch [17450-17500] Speed: 201.54 samples/sec accuracy=0.960469 2020-04-09 21:32:42,421 Epoch[13] Batch [17500-17550] Speed: 201.48 samples/sec accuracy=0.964531 2020-04-09 21:33:14,523 Epoch[13] Batch [17550-17600] Speed: 199.36 samples/sec accuracy=0.963750 2020-04-09 21:33:46,570 Epoch[13] Batch [17600-17650] Speed: 199.71 samples/sec accuracy=0.965156 2020-04-09 21:34:18,306 Epoch[13] Batch [17650-17700] Speed: 201.66 samples/sec accuracy=0.961562 2020-04-09 21:34:50,533 Epoch[13] Batch [17700-17750] Speed: 198.59 samples/sec accuracy=0.962656 2020-04-09 21:35:22,542 Epoch[13] Batch [17750-17800] Speed: 199.95 samples/sec accuracy=0.962656 2020-04-09 21:35:54,653 Epoch[13] Batch [17800-17850] Speed: 199.31 samples/sec accuracy=0.962812 2020-04-09 21:36:26,238 Epoch[13] Batch [17850-17900] Speed: 202.63 samples/sec accuracy=0.967187 2020-04-09 21:36:58,018 Epoch[13] Batch [17900-17950] Speed: 201.38 samples/sec accuracy=0.963437 2020-04-09 21:37:29,892 Epoch[13] Batch [17950-18000] Speed: 200.79 samples/sec accuracy=0.967344 2020-04-09 21:38:01,905 Epoch[13] Batch [18000-18050] Speed: 199.92 samples/sec accuracy=0.962031 2020-04-09 21:38:34,185 Epoch[13] Batch [18050-18100] Speed: 198.26 samples/sec accuracy=0.965469 2020-04-09 21:39:05,889 Epoch[13] Batch [18100-18150] Speed: 201.87 samples/sec accuracy=0.961875 2020-04-09 21:39:37,620 Epoch[13] Batch [18150-18200] Speed: 201.70 samples/sec accuracy=0.963750 2020-04-09 21:40:09,679 Epoch[13] Batch [18200-18250] Speed: 199.64 samples/sec accuracy=0.964844 2020-04-09 21:40:41,456 Epoch[13] Batch [18250-18300] Speed: 201.40 samples/sec accuracy=0.962187 2020-04-09 21:41:13,766 Epoch[13] Batch [18300-18350] Speed: 198.08 samples/sec accuracy=0.966250 2020-04-09 21:41:45,685 Epoch[13] Batch [18350-18400] Speed: 200.51 samples/sec accuracy=0.963750 2020-04-09 21:42:17,275 Epoch[13] Batch [18400-18450] Speed: 202.60 samples/sec accuracy=0.966250 2020-04-09 21:42:49,109 Epoch[13] Batch [18450-18500] Speed: 201.04 samples/sec accuracy=0.966875 2020-04-09 21:43:21,030 Epoch[13] Batch [18500-18550] Speed: 200.50 samples/sec accuracy=0.962344 2020-04-09 21:43:52,724 Epoch[13] Batch [18550-18600] Speed: 201.93 samples/sec accuracy=0.962500 2020-04-09 21:44:24,731 Epoch[13] Batch [18600-18650] Speed: 199.96 samples/sec accuracy=0.964531 2020-04-09 21:44:56,667 Epoch[13] Batch [18650-18700] Speed: 200.40 samples/sec accuracy=0.965156 2020-04-09 21:45:28,549 Epoch[13] Batch [18700-18750] Speed: 200.74 samples/sec accuracy=0.964219 2020-04-09 21:46:00,476 Epoch[13] Batch [18750-18800] Speed: 200.46 samples/sec accuracy=0.964844 2020-04-09 21:46:32,596 Epoch[13] Batch [18800-18850] Speed: 199.26 samples/sec accuracy=0.962031 2020-04-09 21:47:04,306 Epoch[13] Batch [18850-18900] Speed: 201.83 samples/sec accuracy=0.963281 2020-04-09 21:47:36,492 Epoch[13] Batch [18900-18950] Speed: 198.84 samples/sec accuracy=0.962344 2020-04-09 21:48:08,602 Epoch[13] Batch [18950-19000] Speed: 199.32 samples/sec accuracy=0.964844 2020-04-09 21:48:40,327 Epoch[13] Batch [19000-19050] Speed: 201.74 samples/sec accuracy=0.961250 2020-04-09 21:49:12,260 Epoch[13] Batch [19050-19100] Speed: 200.42 samples/sec accuracy=0.959063 2020-04-09 21:49:44,139 Epoch[13] Batch [19100-19150] Speed: 200.76 samples/sec accuracy=0.960156 2020-04-09 21:50:16,084 Epoch[13] Batch [19150-19200] Speed: 200.35 samples/sec accuracy=0.964375 2020-04-09 21:50:48,117 Epoch[13] Batch [19200-19250] Speed: 199.80 samples/sec accuracy=0.960781 2020-04-09 21:51:19,940 Epoch[13] Batch [19250-19300] Speed: 201.11 samples/sec accuracy=0.962500 2020-04-09 21:51:51,697 Epoch[13] Batch [19300-19350] Speed: 201.53 samples/sec accuracy=0.965156 2020-04-09 21:52:23,763 Epoch[13] Batch [19350-19400] Speed: 199.59 samples/sec accuracy=0.967656 2020-04-09 21:52:55,585 Epoch[13] Batch [19400-19450] Speed: 201.12 samples/sec accuracy=0.965469 2020-04-09 21:53:28,019 Epoch[13] Batch [19450-19500] Speed: 197.33 samples/sec accuracy=0.967187 2020-04-09 21:53:59,778 Epoch[13] Batch [19500-19550] Speed: 201.52 samples/sec accuracy=0.964375 2020-04-09 21:54:31,789 Epoch[13] Batch [19550-19600] Speed: 199.94 samples/sec accuracy=0.963437 2020-04-09 21:55:03,661 Epoch[13] Batch [19600-19650] Speed: 200.80 samples/sec accuracy=0.962656 2020-04-09 21:55:35,373 Epoch[13] Batch [19650-19700] Speed: 201.82 samples/sec accuracy=0.962656 2020-04-09 21:56:07,260 Epoch[13] Batch [19700-19750] Speed: 200.71 samples/sec accuracy=0.962500 2020-04-09 21:56:38,760 Epoch[13] Batch [19750-19800] Speed: 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accuracy=0.965000 2020-04-09 22:02:29,912 Epoch[13] Batch [20300-20350] Speed: 200.89 samples/sec accuracy=0.962812 2020-04-09 22:03:02,077 Epoch[13] Batch [20350-20400] Speed: 198.97 samples/sec accuracy=0.962344 2020-04-09 22:03:33,938 Epoch[13] Batch [20400-20450] Speed: 200.87 samples/sec accuracy=0.965938 2020-04-09 22:04:05,845 Epoch[13] Batch [20450-20500] Speed: 200.58 samples/sec accuracy=0.967969 2020-04-09 22:04:37,679 Epoch[13] Batch [20500-20550] Speed: 201.05 samples/sec accuracy=0.960313 2020-04-09 22:05:09,617 Epoch[13] Batch [20550-20600] Speed: 200.39 samples/sec accuracy=0.966094 2020-04-09 22:05:41,541 Epoch[13] Batch [20600-20650] Speed: 200.47 samples/sec accuracy=0.964375 2020-04-09 22:06:13,341 Epoch[13] Batch [20650-20700] Speed: 201.26 samples/sec accuracy=0.966562 2020-04-09 22:06:45,255 Epoch[13] Batch [20700-20750] Speed: 200.54 samples/sec accuracy=0.963750 2020-04-09 22:07:17,050 Epoch[13] Batch [20750-20800] Speed: 201.29 samples/sec accuracy=0.961719 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accuracy=0.961875 2020-04-09 22:34:55,020 Epoch[13] Batch [23350-23400] Speed: 200.86 samples/sec accuracy=0.963281 2020-04-09 22:35:26,558 Epoch[13] Batch [23400-23450] Speed: 202.94 samples/sec accuracy=0.962812 2020-04-09 22:35:58,501 Epoch[13] Batch [23450-23500] Speed: 200.36 samples/sec accuracy=0.958438 2020-04-09 22:36:30,318 Epoch[13] Batch [23500-23550] Speed: 201.15 samples/sec accuracy=0.960625 2020-04-09 22:37:02,147 Epoch[13] Batch [23550-23600] Speed: 201.07 samples/sec accuracy=0.963437 2020-04-09 22:37:34,044 Epoch[13] Batch [23600-23650] Speed: 200.65 samples/sec accuracy=0.957812 2020-04-09 22:38:05,970 Epoch[13] Batch [23650-23700] Speed: 200.46 samples/sec accuracy=0.966094 2020-04-09 22:38:37,741 Epoch[13] Batch [23700-23750] Speed: 201.44 samples/sec accuracy=0.964375 2020-04-09 22:39:09,610 Epoch[13] Batch [23750-23800] Speed: 200.82 samples/sec accuracy=0.963594 2020-04-09 22:39:41,677 Epoch[13] Batch [23800-23850] Speed: 199.58 samples/sec accuracy=0.960938 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accuracy=0.961719 2020-04-09 23:06:20,069 Epoch[13] Batch [26400-26450] Speed: 210.59 samples/sec accuracy=0.960938 2020-04-09 23:06:50,075 Epoch[13] Batch [26450-26500] Speed: 213.29 samples/sec accuracy=0.967344 2020-04-09 23:07:20,252 Epoch[13] Batch [26500-26550] Speed: 212.09 samples/sec accuracy=0.965313 2020-04-09 23:07:50,696 Epoch[13] Batch [26550-26600] Speed: 210.23 samples/sec accuracy=0.964531 2020-04-09 23:08:21,034 Epoch[13] Batch [26600-26650] Speed: 210.96 samples/sec accuracy=0.964219 2020-04-09 23:08:51,205 Epoch[13] Batch [26650-26700] Speed: 212.12 samples/sec accuracy=0.964375 2020-04-09 23:09:21,541 Epoch[13] Batch [26700-26750] Speed: 210.97 samples/sec accuracy=0.962656 2020-04-09 23:09:51,791 Epoch[13] Batch [26750-26800] Speed: 211.57 samples/sec accuracy=0.961719 2020-04-09 23:10:21,897 Epoch[13] Batch [26800-26850] Speed: 212.58 samples/sec accuracy=0.960156 2020-04-09 23:10:52,704 Epoch[13] Batch [26850-26900] Speed: 207.75 samples/sec accuracy=0.962656 2020-04-09 23:11:23,150 Epoch[13] Batch [26900-26950] Speed: 210.21 samples/sec accuracy=0.964375 2020-04-09 23:11:53,381 Epoch[13] Batch [26950-27000] Speed: 211.70 samples/sec accuracy=0.957969 2020-04-09 23:12:23,549 Epoch[13] Batch [27000-27050] Speed: 212.15 samples/sec accuracy=0.964063 2020-04-09 23:12:53,946 Epoch[13] Batch [27050-27100] Speed: 210.55 samples/sec accuracy=0.963125 2020-04-09 23:13:24,152 Epoch[13] Batch [27100-27150] Speed: 211.88 samples/sec accuracy=0.963281 2020-04-09 23:13:54,468 Epoch[13] Batch [27150-27200] Speed: 211.11 samples/sec accuracy=0.958750 2020-04-09 23:14:24,958 Epoch[13] Batch [27200-27250] Speed: 209.91 samples/sec accuracy=0.964531 2020-04-09 23:14:55,308 Epoch[13] Batch [27250-27300] Speed: 210.88 samples/sec accuracy=0.966094 2020-04-09 23:15:25,737 Epoch[13] Batch [27300-27350] Speed: 210.32 samples/sec accuracy=0.963594 2020-04-09 23:15:56,165 Epoch[13] Batch [27350-27400] Speed: 210.34 samples/sec accuracy=0.963125 2020-04-09 23:16:26,252 Epoch[13] Batch [27400-27450] Speed: 212.72 samples/sec accuracy=0.960313 2020-04-09 23:16:56,569 Epoch[13] Batch [27450-27500] Speed: 211.10 samples/sec accuracy=0.963125 2020-04-09 23:17:26,544 Epoch[13] Batch [27500-27550] Speed: 213.52 samples/sec accuracy=0.967656 2020-04-09 23:17:56,490 Epoch[13] Batch [27550-27600] Speed: 213.72 samples/sec accuracy=0.962656 2020-04-09 23:18:27,008 Epoch[13] Batch [27600-27650] Speed: 209.71 samples/sec accuracy=0.963906 2020-04-09 23:18:57,245 Epoch[13] Batch [27650-27700] Speed: 211.66 samples/sec accuracy=0.959844 2020-04-09 23:19:27,232 Epoch[13] Batch [27700-27750] Speed: 213.43 samples/sec accuracy=0.965313 2020-04-09 23:19:57,352 Epoch[13] Batch [27750-27800] Speed: 212.49 samples/sec accuracy=0.965625 2020-04-09 23:20:27,236 Epoch[13] Batch [27800-27850] Speed: 214.16 samples/sec accuracy=0.968281 2020-04-09 23:20:57,245 Epoch[13] Batch [27850-27900] Speed: 213.27 samples/sec accuracy=0.964375 2020-04-09 23:21:27,305 Epoch[13] Batch [27900-27950] Speed: 212.91 samples/sec accuracy=0.965625 2020-04-09 23:21:57,234 Epoch[13] Batch [27950-28000] Speed: 213.84 samples/sec accuracy=0.964375 2020-04-09 23:22:27,201 Epoch[13] Batch [28000-28050] Speed: 213.57 samples/sec accuracy=0.963906 2020-04-09 23:22:58,006 Epoch[13] Batch [28050-28100] Speed: 207.76 samples/sec accuracy=0.962031 2020-04-09 23:23:28,217 Epoch[13] Batch [28100-28150] Speed: 211.84 samples/sec accuracy=0.964219 2020-04-09 23:23:58,676 Epoch[13] Batch [28150-28200] Speed: 210.12 samples/sec accuracy=0.964531 2020-04-09 23:24:21,796 Epoch[13] Train-accuracy=0.963904 2020-04-09 23:24:21,796 Epoch[13] Time cost=17690.210 2020-04-09 23:24:21,842 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0014.params" 2020-04-09 23:54:42,732 Epoch[13] Validation-accuracy=0.983565 2020-04-09 23:55:22,576 Epoch[14] Batch [0-50] Speed: 201.98 samples/sec accuracy=0.963695 2020-04-09 23:55:54,334 Epoch[14] Batch [50-100] Speed: 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accuracy=0.964375 2020-04-10 00:40:38,021 Epoch[14] Batch [4250-4300] Speed: 201.24 samples/sec accuracy=0.965313 2020-04-10 00:41:09,847 Epoch[14] Batch [4300-4350] Speed: 201.10 samples/sec accuracy=0.964063 2020-04-10 00:41:41,625 Epoch[14] Batch [4350-4400] Speed: 201.40 samples/sec accuracy=0.962031 2020-04-10 00:42:13,383 Epoch[14] Batch [4400-4450] Speed: 201.53 samples/sec accuracy=0.965000 2020-04-10 00:42:45,118 Epoch[14] Batch [4450-4500] Speed: 201.67 samples/sec accuracy=0.968125 2020-04-10 00:43:16,927 Epoch[14] Batch [4500-4550] Speed: 201.20 samples/sec accuracy=0.962656 2020-04-10 00:43:49,088 Epoch[14] Batch [4550-4600] Speed: 199.00 samples/sec accuracy=0.963437 2020-04-10 00:44:21,286 Epoch[14] Batch [4600-4650] Speed: 198.77 samples/sec accuracy=0.966406 2020-04-10 00:44:53,314 Epoch[14] Batch [4650-4700] Speed: 199.82 samples/sec accuracy=0.964375 2020-04-10 00:45:24,896 Epoch[14] Batch [4700-4750] Speed: 202.65 samples/sec accuracy=0.966562 2020-04-10 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accuracy=0.958125 2020-04-10 00:57:07,200 Epoch[14] Batch [5800-5850] Speed: 201.06 samples/sec accuracy=0.964688 2020-04-10 00:57:39,234 Epoch[14] Batch [5850-5900] Speed: 199.79 samples/sec accuracy=0.962500 2020-04-10 00:58:11,384 Epoch[14] Batch [5900-5950] Speed: 199.07 samples/sec accuracy=0.963906 2020-04-10 00:58:43,214 Epoch[14] Batch [5950-6000] Speed: 201.07 samples/sec accuracy=0.961406 2020-04-10 00:59:15,089 Epoch[14] Batch [6000-6050] Speed: 200.79 samples/sec accuracy=0.966562 2020-04-10 00:59:47,075 Epoch[14] Batch [6050-6100] Speed: 200.09 samples/sec accuracy=0.965313 2020-04-10 01:00:18,686 Epoch[14] Batch [6100-6150] Speed: 202.46 samples/sec accuracy=0.966250 2020-04-10 01:00:50,824 Epoch[14] Batch [6150-6200] Speed: 199.14 samples/sec accuracy=0.966406 2020-04-10 01:01:22,908 Epoch[14] Batch [6200-6250] Speed: 199.48 samples/sec accuracy=0.964219 2020-04-10 01:01:54,627 Epoch[14] Batch [6250-6300] Speed: 201.77 samples/sec accuracy=0.966406 2020-04-10 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accuracy=0.969063 2020-04-10 01:30:05,656 Epoch[14] Batch [8900-8950] Speed: 201.28 samples/sec accuracy=0.966406 2020-04-10 01:30:37,755 Epoch[14] Batch [8950-9000] Speed: 199.38 samples/sec accuracy=0.969063 2020-04-10 01:31:09,435 Epoch[14] Batch [9000-9050] Speed: 202.02 samples/sec accuracy=0.961875 2020-04-10 01:31:41,337 Epoch[14] Batch [9050-9100] Speed: 200.62 samples/sec accuracy=0.966094 2020-04-10 01:32:13,017 Epoch[14] Batch [9100-9150] Speed: 202.02 samples/sec accuracy=0.962344 2020-04-10 01:32:45,006 Epoch[14] Batch [9150-9200] Speed: 200.07 samples/sec accuracy=0.962031 2020-04-10 01:33:16,852 Epoch[14] Batch [9200-9250] Speed: 200.97 samples/sec accuracy=0.963125 2020-04-10 01:33:49,552 Epoch[14] Batch [9250-9300] Speed: 195.72 samples/sec accuracy=0.966406 2020-04-10 01:34:21,596 Epoch[14] Batch [9300-9350] Speed: 199.72 samples/sec accuracy=0.964375 2020-04-10 01:34:53,716 Epoch[14] Batch [9350-9400] Speed: 199.25 samples/sec accuracy=0.965156 2020-04-10 01:35:25,605 Epoch[14] Batch [9400-9450] Speed: 200.70 samples/sec accuracy=0.965313 2020-04-10 01:35:57,616 Epoch[14] Batch [9450-9500] Speed: 199.93 samples/sec accuracy=0.964219 2020-04-10 01:36:29,482 Epoch[14] Batch [9500-9550] Speed: 200.84 samples/sec accuracy=0.966406 2020-04-10 01:37:01,365 Epoch[14] Batch [9550-9600] Speed: 200.73 samples/sec accuracy=0.966406 2020-04-10 01:37:33,655 Epoch[14] Batch [9600-9650] Speed: 198.20 samples/sec accuracy=0.957031 2020-04-10 01:38:05,443 Epoch[14] Batch [9650-9700] Speed: 201.34 samples/sec accuracy=0.959531 2020-04-10 01:38:37,141 Epoch[14] Batch [9700-9750] Speed: 201.91 samples/sec accuracy=0.962812 2020-04-10 01:39:09,199 Epoch[14] Batch [9750-9800] Speed: 199.64 samples/sec accuracy=0.963437 2020-04-10 01:39:40,788 Epoch[14] Batch [9800-9850] Speed: 202.60 samples/sec accuracy=0.965625 2020-04-10 01:40:12,232 Epoch[14] Batch [9850-9900] Speed: 203.54 samples/sec accuracy=0.969688 2020-04-10 01:40:43,986 Epoch[14] Batch [9900-9950] Speed: 201.55 samples/sec accuracy=0.965938 2020-04-10 01:41:15,588 Epoch[14] Batch [9950-10000] Speed: 202.52 samples/sec accuracy=0.965156 2020-04-10 01:41:47,131 Epoch[14] Batch [10000-10050] Speed: 202.90 samples/sec accuracy=0.968125 2020-04-10 01:42:19,125 Epoch[14] Batch [10050-10100] Speed: 200.04 samples/sec accuracy=0.966719 2020-04-10 01:42:50,951 Epoch[14] Batch [10100-10150] Speed: 201.10 samples/sec accuracy=0.960781 2020-04-10 01:43:22,534 Epoch[14] Batch [10150-10200] Speed: 202.64 samples/sec accuracy=0.961250 2020-04-10 01:43:54,608 Epoch[14] Batch [10200-10250] Speed: 199.54 samples/sec accuracy=0.958438 2020-04-10 01:44:26,646 Epoch[14] Batch [10250-10300] Speed: 199.77 samples/sec accuracy=0.962969 2020-04-10 01:44:58,459 Epoch[14] Batch [10300-10350] Speed: 201.18 samples/sec accuracy=0.968906 2020-04-10 01:45:30,682 Epoch[14] Batch [10350-10400] Speed: 198.61 samples/sec accuracy=0.967187 2020-04-10 01:46:02,505 Epoch[14] Batch [10400-10450] Speed: 201.11 samples/sec accuracy=0.961875 2020-04-10 01:46:34,090 Epoch[14] Batch [10450-10500] Speed: 202.63 samples/sec accuracy=0.967969 2020-04-10 01:47:05,910 Epoch[14] Batch [10500-10550] Speed: 201.13 samples/sec accuracy=0.965469 2020-04-10 01:47:37,353 Epoch[14] Batch [10550-10600] Speed: 203.55 samples/sec accuracy=0.969531 2020-04-10 01:48:09,361 Epoch[14] Batch [10600-10650] Speed: 199.95 samples/sec accuracy=0.963594 2020-04-10 01:48:41,149 Epoch[14] Batch [10650-10700] Speed: 201.34 samples/sec accuracy=0.962187 2020-04-10 01:49:13,431 Epoch[14] Batch [10700-10750] Speed: 198.26 samples/sec accuracy=0.966719 2020-04-10 01:49:45,317 Epoch[14] Batch [10750-10800] Speed: 200.72 samples/sec accuracy=0.963906 2020-04-10 01:50:17,999 Epoch[14] Batch [10800-10850] Speed: 195.82 samples/sec accuracy=0.964375 2020-04-10 01:50:49,825 Epoch[14] Batch [10850-10900] Speed: 201.09 samples/sec accuracy=0.964688 2020-04-10 01:51:21,477 Epoch[14] Batch [10900-10950] Speed: 202.20 samples/sec accuracy=0.965313 2020-04-10 01:51:53,517 Epoch[14] Batch [10950-11000] Speed: 199.76 samples/sec accuracy=0.964063 2020-04-10 01:52:25,413 Epoch[14] Batch [11000-11050] Speed: 200.65 samples/sec accuracy=0.960000 2020-04-10 01:52:57,156 Epoch[14] Batch [11050-11100] Speed: 201.62 samples/sec accuracy=0.964531 2020-04-10 01:53:28,948 Epoch[14] Batch [11100-11150] Speed: 201.31 samples/sec accuracy=0.962344 2020-04-10 01:54:00,579 Epoch[14] Batch [11150-11200] Speed: 202.34 samples/sec accuracy=0.964219 2020-04-10 01:54:32,737 Epoch[14] Batch [11200-11250] Speed: 199.02 samples/sec accuracy=0.967969 2020-04-10 01:55:04,892 Epoch[14] Batch [11250-11300] Speed: 199.04 samples/sec accuracy=0.965938 2020-04-10 01:55:36,685 Epoch[14] Batch [11300-11350] Speed: 201.31 samples/sec accuracy=0.965938 2020-04-10 01:56:08,783 Epoch[14] Batch [11350-11400] Speed: 199.39 samples/sec accuracy=0.963281 2020-04-10 01:56:41,052 Epoch[14] Batch [11400-11450] Speed: 198.33 samples/sec accuracy=0.961719 2020-04-10 01:57:12,906 Epoch[14] Batch [11450-11500] Speed: 200.92 samples/sec accuracy=0.964063 2020-04-10 01:57:44,796 Epoch[14] Batch [11500-11550] Speed: 200.69 samples/sec accuracy=0.963750 2020-04-10 01:58:16,863 Epoch[14] Batch [11550-11600] Speed: 199.58 samples/sec accuracy=0.964219 2020-04-10 01:58:48,566 Epoch[14] Batch [11600-11650] Speed: 201.87 samples/sec accuracy=0.967969 2020-04-10 01:59:20,460 Epoch[14] Batch [11650-11700] Speed: 200.67 samples/sec accuracy=0.961094 2020-04-10 01:59:52,565 Epoch[14] Batch [11700-11750] Speed: 199.35 samples/sec accuracy=0.958281 2020-04-10 02:00:24,295 Epoch[14] Batch [11750-11800] Speed: 201.70 samples/sec accuracy=0.963750 2020-04-10 02:00:56,218 Epoch[14] Batch [11800-11850] Speed: 200.49 samples/sec accuracy=0.967031 2020-04-10 02:01:28,121 Epoch[14] Batch [11850-11900] Speed: 200.61 samples/sec accuracy=0.962031 2020-04-10 02:01:59,918 Epoch[14] Batch [11900-11950] Speed: 201.28 samples/sec accuracy=0.966406 2020-04-10 02:02:32,048 Epoch[14] Batch [11950-12000] Speed: 199.19 samples/sec accuracy=0.963906 2020-04-10 02:03:03,845 Epoch[14] Batch [12000-12050] Speed: 201.28 samples/sec accuracy=0.965625 2020-04-10 02:03:35,688 Epoch[14] Batch [12050-12100] Speed: 200.99 samples/sec accuracy=0.965781 2020-04-10 02:04:07,303 Epoch[14] Batch [12100-12150] Speed: 202.44 samples/sec accuracy=0.965938 2020-04-10 02:04:39,766 Epoch[14] Batch [12150-12200] Speed: 197.15 samples/sec accuracy=0.961719 2020-04-10 02:05:11,539 Epoch[14] Batch [12200-12250] Speed: 201.43 samples/sec accuracy=0.964844 2020-04-10 02:05:43,880 Epoch[14] Batch [12250-12300] Speed: 197.89 samples/sec accuracy=0.964219 2020-04-10 02:06:15,662 Epoch[14] Batch [12300-12350] Speed: 201.37 samples/sec accuracy=0.962812 2020-04-10 02:06:47,506 Epoch[14] Batch [12350-12400] Speed: 200.98 samples/sec accuracy=0.968594 2020-04-10 02:07:19,437 Epoch[14] Batch [12400-12450] Speed: 200.44 samples/sec accuracy=0.963906 2020-04-10 02:07:51,340 Epoch[14] Batch [12450-12500] Speed: 200.61 samples/sec accuracy=0.964688 2020-04-10 02:08:23,043 Epoch[14] Batch [12500-12550] Speed: 201.87 samples/sec accuracy=0.964219 2020-04-10 02:08:54,588 Epoch[14] Batch [12550-12600] Speed: 202.89 samples/sec accuracy=0.965156 2020-04-10 02:09:26,563 Epoch[14] Batch [12600-12650] Speed: 200.16 samples/sec accuracy=0.962187 2020-04-10 02:09:58,172 Epoch[14] Batch [12650-12700] Speed: 202.48 samples/sec accuracy=0.966719 2020-04-10 02:10:30,000 Epoch[14] Batch [12700-12750] Speed: 201.08 samples/sec accuracy=0.967656 2020-04-10 02:11:02,033 Epoch[14] Batch [12750-12800] Speed: 199.79 samples/sec accuracy=0.964219 2020-04-10 02:11:34,148 Epoch[14] Batch [12800-12850] Speed: 199.28 samples/sec accuracy=0.961250 2020-04-10 02:12:05,861 Epoch[14] Batch [12850-12900] Speed: 201.81 samples/sec accuracy=0.965938 2020-04-10 02:12:37,697 Epoch[14] Batch [12900-12950] Speed: 201.03 samples/sec accuracy=0.964531 2020-04-10 02:13:09,627 Epoch[14] Batch [12950-13000] Speed: 200.44 samples/sec accuracy=0.965313 2020-04-10 02:13:41,451 Epoch[14] Batch [13000-13050] Speed: 201.11 samples/sec accuracy=0.964375 2020-04-10 02:14:13,321 Epoch[14] Batch [13050-13100] Speed: 200.82 samples/sec accuracy=0.964531 2020-04-10 02:14:45,207 Epoch[14] Batch [13100-13150] Speed: 200.72 samples/sec accuracy=0.962969 2020-04-10 02:15:17,110 Epoch[14] Batch [13150-13200] Speed: 200.61 samples/sec accuracy=0.963750 2020-04-10 02:15:48,979 Epoch[14] Batch [13200-13250] Speed: 200.82 samples/sec accuracy=0.963750 2020-04-10 02:16:20,494 Epoch[14] Batch [13250-13300] Speed: 203.08 samples/sec accuracy=0.966094 2020-04-10 02:16:52,257 Epoch[14] Batch [13300-13350] Speed: 201.49 samples/sec accuracy=0.963906 2020-04-10 02:17:24,030 Epoch[14] Batch [13350-13400] Speed: 201.43 samples/sec accuracy=0.965625 2020-04-10 02:17:56,636 Epoch[14] Batch [13400-13450] Speed: 196.29 samples/sec accuracy=0.961562 2020-04-10 02:18:28,424 Epoch[14] Batch [13450-13500] Speed: 201.33 samples/sec accuracy=0.965313 2020-04-10 02:19:00,161 Epoch[14] Batch [13500-13550] Speed: 201.66 samples/sec accuracy=0.960156 2020-04-10 02:19:32,527 Epoch[14] Batch [13550-13600] Speed: 197.74 samples/sec accuracy=0.964219 2020-04-10 02:20:04,266 Epoch[14] Batch [13600-13650] Speed: 201.65 samples/sec accuracy=0.963125 2020-04-10 02:20:36,154 Epoch[14] Batch [13650-13700] Speed: 200.70 samples/sec accuracy=0.964063 2020-04-10 02:21:08,266 Epoch[14] Batch [13700-13750] Speed: 199.30 samples/sec accuracy=0.964219 2020-04-10 02:21:40,427 Epoch[14] Batch [13750-13800] Speed: 199.00 samples/sec accuracy=0.967031 2020-04-10 02:22:12,102 Epoch[14] Batch [13800-13850] Speed: 202.06 samples/sec accuracy=0.967187 2020-04-10 02:22:44,017 Epoch[14] Batch [13850-13900] Speed: 200.53 samples/sec accuracy=0.966094 2020-04-10 02:23:15,943 Epoch[14] Batch [13900-13950] Speed: 200.47 samples/sec accuracy=0.962031 2020-04-10 02:23:47,897 Epoch[14] Batch [13950-14000] Speed: 200.29 samples/sec accuracy=0.963281 2020-04-10 02:24:19,986 Epoch[14] Batch [14000-14050] Speed: 199.45 samples/sec accuracy=0.960313 2020-04-10 02:24:51,926 Epoch[14] Batch [14050-14100] Speed: 200.38 samples/sec accuracy=0.958594 2020-04-10 02:25:23,857 Epoch[14] Batch [14100-14150] Speed: 200.43 samples/sec accuracy=0.962500 2020-04-10 02:25:55,513 Epoch[14] Batch [14150-14200] Speed: 202.18 samples/sec accuracy=0.967031 2020-04-10 02:26:27,227 Epoch[14] Batch [14200-14250] Speed: 201.80 samples/sec accuracy=0.963594 2020-04-10 02:26:59,061 Epoch[14] Batch [14250-14300] Speed: 201.04 samples/sec accuracy=0.963594 2020-04-10 02:27:30,630 Epoch[14] Batch [14300-14350] Speed: 202.73 samples/sec accuracy=0.966094 2020-04-10 02:28:02,497 Epoch[14] Batch [14350-14400] Speed: 200.83 samples/sec accuracy=0.965156 2020-04-10 02:28:34,411 Epoch[14] Batch [14400-14450] Speed: 200.54 samples/sec accuracy=0.963594 2020-04-10 02:29:06,511 Epoch[14] Batch [14450-14500] Speed: 199.38 samples/sec accuracy=0.966719 2020-04-10 02:29:38,577 Epoch[14] Batch [14500-14550] Speed: 199.59 samples/sec accuracy=0.963281 2020-04-10 02:30:10,710 Epoch[14] Batch [14550-14600] Speed: 199.17 samples/sec accuracy=0.961875 2020-04-10 02:30:42,558 Epoch[14] Batch [14600-14650] Speed: 200.96 samples/sec accuracy=0.967031 2020-04-10 02:31:14,575 Epoch[14] Batch [14650-14700] Speed: 199.89 samples/sec accuracy=0.967031 2020-04-10 02:31:46,538 Epoch[14] Batch [14700-14750] Speed: 200.23 samples/sec accuracy=0.965313 2020-04-10 02:32:18,307 Epoch[14] Batch [14750-14800] Speed: 201.45 samples/sec accuracy=0.962656 2020-04-10 02:32:50,049 Epoch[14] Batch [14800-14850] Speed: 201.63 samples/sec accuracy=0.965625 2020-04-10 02:33:22,327 Epoch[14] Batch [14850-14900] Speed: 198.28 samples/sec accuracy=0.964531 2020-04-10 02:33:54,208 Epoch[14] Batch [14900-14950] Speed: 200.75 samples/sec accuracy=0.964375 2020-04-10 02:34:25,861 Epoch[14] Batch [14950-15000] Speed: 202.19 samples/sec accuracy=0.967500 2020-04-10 02:34:57,709 Epoch[14] Batch [15000-15050] Speed: 200.96 samples/sec accuracy=0.965156 2020-04-10 02:35:29,467 Epoch[14] Batch [15050-15100] Speed: 201.53 samples/sec accuracy=0.965469 2020-04-10 02:36:01,496 Epoch[14] Batch [15100-15150] Speed: 199.82 samples/sec accuracy=0.964219 2020-04-10 02:36:33,686 Epoch[14] Batch [15150-15200] Speed: 198.82 samples/sec accuracy=0.967031 2020-04-10 02:37:05,510 Epoch[14] Batch [15200-15250] Speed: 201.11 samples/sec accuracy=0.965156 2020-04-10 02:37:37,250 Epoch[14] Batch [15250-15300] Speed: 201.63 samples/sec accuracy=0.962969 2020-04-10 02:38:08,962 Epoch[14] Batch [15300-15350] Speed: 201.82 samples/sec accuracy=0.964375 2020-04-10 02:38:40,739 Epoch[14] Batch [15350-15400] Speed: 201.41 samples/sec accuracy=0.967812 2020-04-10 02:39:12,369 Epoch[14] Batch [15400-15450] Speed: 202.34 samples/sec accuracy=0.963125 2020-04-10 02:39:44,363 Epoch[14] Batch [15450-15500] Speed: 200.04 samples/sec accuracy=0.965781 2020-04-10 02:40:16,194 Epoch[14] Batch [15500-15550] Speed: 201.06 samples/sec accuracy=0.966406 2020-04-10 02:40:48,241 Epoch[14] Batch [15550-15600] Speed: 199.71 samples/sec accuracy=0.962500 2020-04-10 02:41:19,973 Epoch[14] Batch [15600-15650] Speed: 201.69 samples/sec accuracy=0.961719 2020-04-10 02:41:52,255 Epoch[14] Batch [15650-15700] Speed: 198.25 samples/sec accuracy=0.966406 2020-04-10 02:42:23,858 Epoch[14] Batch [15700-15750] Speed: 202.52 samples/sec accuracy=0.962969 2020-04-10 02:42:55,720 Epoch[14] Batch [15750-15800] Speed: 200.86 samples/sec accuracy=0.966719 2020-04-10 02:43:27,965 Epoch[14] Batch [15800-15850] Speed: 198.48 samples/sec accuracy=0.966094 2020-04-10 02:43:59,983 Epoch[14] Batch [15850-15900] Speed: 199.89 samples/sec accuracy=0.963594 2020-04-10 02:44:31,619 Epoch[14] Batch [15900-15950] Speed: 202.30 samples/sec accuracy=0.964531 2020-04-10 02:45:03,383 Epoch[14] Batch [15950-16000] Speed: 201.48 samples/sec accuracy=0.962500 2020-04-10 02:45:34,938 Epoch[14] Batch [16000-16050] Speed: 202.82 samples/sec accuracy=0.968750 2020-04-10 02:46:06,687 Epoch[14] Batch [16050-16100] Speed: 201.58 samples/sec accuracy=0.961719 2020-04-10 02:46:38,620 Epoch[14] Batch [16100-16150] Speed: 200.42 samples/sec accuracy=0.961406 2020-04-10 02:47:10,456 Epoch[14] Batch [16150-16200] Speed: 201.03 samples/sec accuracy=0.969844 2020-04-10 02:47:42,278 Epoch[14] Batch [16200-16250] Speed: 201.12 samples/sec accuracy=0.964375 2020-04-10 02:48:14,643 Epoch[14] Batch [16250-16300] Speed: 197.74 samples/sec accuracy=0.963281 2020-04-10 02:48:46,442 Epoch[14] Batch [16300-16350] Speed: 201.26 samples/sec accuracy=0.964063 2020-04-10 02:49:18,502 Epoch[14] Batch [16350-16400] Speed: 199.63 samples/sec accuracy=0.963906 2020-04-10 02:49:50,416 Epoch[14] Batch [16400-16450] Speed: 200.54 samples/sec accuracy=0.961719 2020-04-10 02:50:22,179 Epoch[14] Batch [16450-16500] Speed: 201.49 samples/sec accuracy=0.962500 2020-04-10 02:50:54,335 Epoch[14] Batch [16500-16550] Speed: 199.03 samples/sec accuracy=0.963906 2020-04-10 02:51:26,010 Epoch[14] Batch [16550-16600] Speed: 202.05 samples/sec accuracy=0.962969 2020-04-10 02:51:58,439 Epoch[14] Batch [16600-16650] Speed: 197.36 samples/sec accuracy=0.963594 2020-04-10 02:52:30,233 Epoch[14] Batch [16650-16700] Speed: 201.30 samples/sec accuracy=0.965156 2020-04-10 02:53:02,276 Epoch[14] Batch [16700-16750] Speed: 199.73 samples/sec accuracy=0.966406 2020-04-10 02:53:34,234 Epoch[14] Batch [16750-16800] Speed: 200.27 samples/sec accuracy=0.967031 2020-04-10 02:54:05,948 Epoch[14] Batch [16800-16850] Speed: 201.81 samples/sec accuracy=0.967812 2020-04-10 02:54:38,012 Epoch[14] Batch [16850-16900] Speed: 199.60 samples/sec accuracy=0.964688 2020-04-10 02:55:09,898 Epoch[14] Batch [16900-16950] Speed: 200.71 samples/sec accuracy=0.958906 2020-04-10 02:55:42,217 Epoch[14] Batch [16950-17000] Speed: 198.03 samples/sec accuracy=0.964844 2020-04-10 02:56:14,558 Epoch[14] Batch [17000-17050] Speed: 197.89 samples/sec accuracy=0.964844 2020-04-10 02:56:46,586 Epoch[14] Batch [17050-17100] Speed: 199.82 samples/sec accuracy=0.970469 2020-04-10 02:57:18,265 Epoch[14] Batch [17100-17150] Speed: 202.03 samples/sec accuracy=0.966250 2020-04-10 02:57:50,513 Epoch[14] Batch [17150-17200] Speed: 198.46 samples/sec accuracy=0.961406 2020-04-10 02:58:22,491 Epoch[14] Batch [17200-17250] Speed: 200.14 samples/sec accuracy=0.965313 2020-04-10 02:58:54,033 Epoch[14] Batch [17250-17300] Speed: 202.91 samples/sec accuracy=0.965625 2020-04-10 02:59:25,893 Epoch[14] Batch [17300-17350] Speed: 200.88 samples/sec accuracy=0.967031 2020-04-10 02:59:57,921 Epoch[14] Batch [17350-17400] Speed: 199.82 samples/sec accuracy=0.965625 2020-04-10 03:00:29,794 Epoch[14] Batch [17400-17450] Speed: 200.80 samples/sec accuracy=0.964063 2020-04-10 03:01:01,970 Epoch[14] Batch [17450-17500] Speed: 198.91 samples/sec accuracy=0.960469 2020-04-10 03:01:33,686 Epoch[14] Batch [17500-17550] Speed: 201.79 samples/sec accuracy=0.962344 2020-04-10 03:02:05,371 Epoch[14] Batch [17550-17600] Speed: 201.99 samples/sec accuracy=0.960625 2020-04-10 03:02:37,082 Epoch[14] Batch [17600-17650] Speed: 201.83 samples/sec accuracy=0.963281 2020-04-10 03:03:08,966 Epoch[14] Batch [17650-17700] Speed: 200.73 samples/sec accuracy=0.960469 2020-04-10 03:03:40,986 Epoch[14] Batch [17700-17750] Speed: 199.88 samples/sec accuracy=0.965938 2020-04-10 03:04:12,981 Epoch[14] Batch [17750-17800] Speed: 200.03 samples/sec accuracy=0.959063 2020-04-10 03:04:45,120 Epoch[14] Batch [17800-17850] Speed: 199.13 samples/sec accuracy=0.967656 2020-04-10 03:05:17,368 Epoch[14] Batch [17850-17900] Speed: 198.47 samples/sec accuracy=0.965313 2020-04-10 03:05:49,342 Epoch[14] Batch [17900-17950] Speed: 200.16 samples/sec accuracy=0.963437 2020-04-10 03:06:21,172 Epoch[14] Batch [17950-18000] Speed: 201.06 samples/sec accuracy=0.967344 2020-04-10 03:06:52,948 Epoch[14] Batch [18000-18050] Speed: 201.42 samples/sec accuracy=0.965938 2020-04-10 03:07:25,045 Epoch[14] Batch [18050-18100] Speed: 199.40 samples/sec accuracy=0.965625 2020-04-10 03:07:57,156 Epoch[14] Batch [18100-18150] Speed: 199.31 samples/sec accuracy=0.967969 2020-04-10 03:08:29,572 Epoch[14] Batch [18150-18200] Speed: 197.43 samples/sec accuracy=0.964844 2020-04-10 03:09:01,456 Epoch[14] Batch [18200-18250] Speed: 200.73 samples/sec accuracy=0.963281 2020-04-10 03:09:33,608 Epoch[14] Batch [18250-18300] Speed: 199.05 samples/sec accuracy=0.966250 2020-04-10 03:10:05,567 Epoch[14] Batch [18300-18350] Speed: 200.26 samples/sec accuracy=0.966875 2020-04-10 03:10:37,636 Epoch[14] Batch [18350-18400] Speed: 199.57 samples/sec accuracy=0.963594 2020-04-10 03:11:09,389 Epoch[14] Batch [18400-18450] Speed: 201.56 samples/sec accuracy=0.968281 2020-04-10 03:11:41,400 Epoch[14] Batch [18450-18500] Speed: 199.93 samples/sec accuracy=0.966719 2020-04-10 03:12:13,226 Epoch[14] Batch [18500-18550] Speed: 201.09 samples/sec accuracy=0.965625 2020-04-10 03:12:45,130 Epoch[14] Batch [18550-18600] Speed: 200.60 samples/sec accuracy=0.963906 2020-04-10 03:13:17,489 Epoch[14] Batch [18600-18650] Speed: 197.78 samples/sec accuracy=0.967500 2020-04-10 03:13:49,572 Epoch[14] Batch [18650-18700] Speed: 199.48 samples/sec accuracy=0.965000 2020-04-10 03:14:21,438 Epoch[14] Batch [18700-18750] Speed: 200.85 samples/sec accuracy=0.965156 2020-04-10 03:14:53,333 Epoch[14] Batch [18750-18800] Speed: 200.66 samples/sec accuracy=0.962500 2020-04-10 03:15:24,860 Epoch[14] Batch [18800-18850] Speed: 203.00 samples/sec accuracy=0.967969 2020-04-10 03:15:56,553 Epoch[14] Batch [18850-18900] Speed: 201.94 samples/sec accuracy=0.961875 2020-04-10 03:16:28,262 Epoch[14] Batch [18900-18950] Speed: 201.84 samples/sec accuracy=0.966094 2020-04-10 03:17:00,058 Epoch[14] Batch [18950-19000] Speed: 201.29 samples/sec accuracy=0.962812 2020-04-10 03:17:31,973 Epoch[14] Batch [19000-19050] Speed: 200.53 samples/sec accuracy=0.966562 2020-04-10 03:18:03,814 Epoch[14] Batch [19050-19100] Speed: 201.00 samples/sec accuracy=0.961406 2020-04-10 03:18:33,182 Epoch[14] Batch [19100-19150] Speed: 217.93 samples/sec accuracy=0.964219 2020-04-10 03:19:02,679 Epoch[14] Batch [19150-19200] Speed: 216.97 samples/sec accuracy=0.963594 2020-04-10 03:19:31,934 Epoch[14] Batch [19200-19250] Speed: 218.77 samples/sec accuracy=0.963437 2020-04-10 03:20:01,281 Epoch[14] Batch [19250-19300] Speed: 218.08 samples/sec accuracy=0.961875 2020-04-10 03:20:30,843 Epoch[14] Batch [19300-19350] Speed: 216.49 samples/sec accuracy=0.966719 2020-04-10 03:21:00,172 Epoch[14] Batch [19350-19400] Speed: 218.22 samples/sec accuracy=0.963281 2020-04-10 03:21:29,725 Epoch[14] Batch [19400-19450] Speed: 216.56 samples/sec accuracy=0.964063 2020-04-10 03:21:58,893 Epoch[14] Batch [19450-19500] Speed: 219.42 samples/sec accuracy=0.962656 2020-04-10 03:22:28,473 Epoch[14] Batch [19500-19550] Speed: 216.37 samples/sec accuracy=0.962031 2020-04-10 03:22:57,833 Epoch[14] Batch [19550-19600] Speed: 217.98 samples/sec accuracy=0.965313 2020-04-10 03:23:27,902 Epoch[14] Batch [19600-19650] Speed: 212.85 samples/sec accuracy=0.963750 2020-04-10 03:23:57,351 Epoch[14] Batch [19650-19700] Speed: 217.33 samples/sec accuracy=0.963594 2020-04-10 03:24:26,896 Epoch[14] Batch [19700-19750] Speed: 216.61 samples/sec accuracy=0.969375 2020-04-10 03:24:56,639 Epoch[14] Batch [19750-19800] Speed: 215.18 samples/sec accuracy=0.965625 2020-04-10 03:25:26,214 Epoch[14] Batch [19800-19850] Speed: 216.40 samples/sec accuracy=0.965938 2020-04-10 03:25:55,559 Epoch[14] Batch [19850-19900] Speed: 218.10 samples/sec accuracy=0.966406 2020-04-10 03:26:25,077 Epoch[14] Batch [19900-19950] Speed: 216.82 samples/sec accuracy=0.961094 2020-04-10 03:26:54,569 Epoch[14] Batch [19950-20000] Speed: 217.01 samples/sec accuracy=0.962969 2020-04-10 03:27:23,978 Epoch[14] Batch [20000-20050] Speed: 217.62 samples/sec accuracy=0.965625 2020-04-10 03:27:53,390 Epoch[14] Batch [20050-20100] Speed: 217.60 samples/sec accuracy=0.963281 2020-04-10 03:28:22,851 Epoch[14] Batch [20100-20150] Speed: 217.23 samples/sec accuracy=0.963594 2020-04-10 03:28:52,262 Epoch[14] Batch [20150-20200] Speed: 217.61 samples/sec accuracy=0.961719 2020-04-10 03:29:21,674 Epoch[14] Batch [20200-20250] Speed: 217.60 samples/sec accuracy=0.966250 2020-04-10 03:29:51,078 Epoch[14] Batch [20250-20300] Speed: 217.66 samples/sec accuracy=0.963281 2020-04-10 03:30:20,444 Epoch[14] Batch [20300-20350] Speed: 217.94 samples/sec accuracy=0.967812 2020-04-10 03:30:49,890 Epoch[14] Batch [20350-20400] Speed: 217.35 samples/sec accuracy=0.964375 2020-04-10 03:31:19,512 Epoch[14] Batch [20400-20450] Speed: 216.06 samples/sec accuracy=0.962812 2020-04-10 03:31:48,930 Epoch[14] Batch [20450-20500] Speed: 217.56 samples/sec accuracy=0.962969 2020-04-10 03:32:18,376 Epoch[14] Batch [20500-20550] Speed: 217.34 samples/sec accuracy=0.962187 2020-04-10 03:32:47,878 Epoch[14] Batch [20550-20600] Speed: 216.94 samples/sec accuracy=0.963437 2020-04-10 03:33:17,274 Epoch[14] Batch [20600-20650] Speed: 217.72 samples/sec accuracy=0.963906 2020-04-10 03:33:46,831 Epoch[14] Batch [20650-20700] Speed: 216.53 samples/sec accuracy=0.966719 2020-04-10 03:34:16,381 Epoch[14] Batch [20700-20750] Speed: 216.58 samples/sec accuracy=0.962500 2020-04-10 03:34:45,836 Epoch[14] Batch [20750-20800] Speed: 217.28 samples/sec accuracy=0.968594 2020-04-10 03:35:15,330 Epoch[14] Batch [20800-20850] Speed: 217.00 samples/sec accuracy=0.962031 2020-04-10 03:35:44,700 Epoch[14] Batch [20850-20900] Speed: 217.91 samples/sec accuracy=0.966094 2020-04-10 03:36:14,639 Epoch[14] Batch [20900-20950] Speed: 213.77 samples/sec accuracy=0.963594 2020-04-10 03:36:44,051 Epoch[14] Batch [20950-21000] Speed: 217.60 samples/sec accuracy=0.965781 2020-04-10 03:37:13,723 Epoch[14] Batch [21000-21050] Speed: 215.69 samples/sec accuracy=0.965156 2020-04-10 03:37:43,375 Epoch[14] Batch [21050-21100] Speed: 215.84 samples/sec accuracy=0.963437 2020-04-10 03:38:12,904 Epoch[14] Batch [21100-21150] Speed: 216.74 samples/sec accuracy=0.967656 2020-04-10 03:38:42,250 Epoch[14] Batch [21150-21200] Speed: 218.09 samples/sec accuracy=0.964688 2020-04-10 03:39:11,864 Epoch[14] Batch [21200-21250] Speed: 216.12 samples/sec accuracy=0.966562 2020-04-10 03:39:41,258 Epoch[14] Batch [21250-21300] Speed: 217.73 samples/sec accuracy=0.962187 2020-04-10 03:40:10,640 Epoch[14] Batch [21300-21350] Speed: 217.83 samples/sec accuracy=0.965000 2020-04-10 03:40:40,103 Epoch[14] Batch [21350-21400] Speed: 217.22 samples/sec accuracy=0.965469 2020-04-10 03:41:09,509 Epoch[14] Batch [21400-21450] Speed: 217.65 samples/sec accuracy=0.963750 2020-04-10 03:41:39,072 Epoch[14] Batch [21450-21500] Speed: 216.49 samples/sec accuracy=0.964375 2020-04-10 03:42:08,370 Epoch[14] Batch [21500-21550] Speed: 218.45 samples/sec accuracy=0.964531 2020-04-10 03:42:37,879 Epoch[14] Batch [21550-21600] Speed: 216.88 samples/sec accuracy=0.966562 2020-04-10 03:43:07,604 Epoch[14] Batch [21600-21650] Speed: 215.31 samples/sec accuracy=0.963594 2020-04-10 03:43:36,902 Epoch[14] Batch [21650-21700] Speed: 218.45 samples/sec accuracy=0.967969 2020-04-10 03:44:06,472 Epoch[14] Batch [21700-21750] Speed: 216.43 samples/sec accuracy=0.962656 2020-04-10 03:44:35,861 Epoch[14] Batch [21750-21800] Speed: 217.77 samples/sec accuracy=0.961406 2020-04-10 03:45:05,377 Epoch[14] Batch [21800-21850] Speed: 216.83 samples/sec accuracy=0.965938 2020-04-10 03:45:34,917 Epoch[14] Batch [21850-21900] Speed: 216.66 samples/sec accuracy=0.959219 2020-04-10 03:46:04,349 Epoch[14] Batch [21900-21950] Speed: 217.45 samples/sec accuracy=0.963281 2020-04-10 03:46:34,020 Epoch[14] Batch [21950-22000] Speed: 215.70 samples/sec accuracy=0.963125 2020-04-10 03:47:03,487 Epoch[14] Batch [22000-22050] Speed: 217.19 samples/sec accuracy=0.966250 2020-04-10 03:47:33,014 Epoch[14] Batch [22050-22100] Speed: 216.76 samples/sec accuracy=0.966094 2020-04-10 03:48:02,602 Epoch[14] Batch [22100-22150] Speed: 216.30 samples/sec accuracy=0.967656 2020-04-10 03:48:32,210 Epoch[14] Batch [22150-22200] Speed: 216.16 samples/sec accuracy=0.964531 2020-04-10 03:49:01,618 Epoch[14] Batch [22200-22250] Speed: 217.63 samples/sec accuracy=0.963906 2020-04-10 03:49:31,648 Epoch[14] Batch [22250-22300] Speed: 213.12 samples/sec accuracy=0.965000 2020-04-10 03:50:00,954 Epoch[14] Batch [22300-22350] Speed: 218.38 samples/sec accuracy=0.967031 2020-04-10 03:50:30,524 Epoch[14] Batch [22350-22400] Speed: 216.44 samples/sec accuracy=0.960313 2020-04-10 03:51:00,013 Epoch[14] Batch [22400-22450] Speed: 217.03 samples/sec accuracy=0.963906 2020-04-10 03:51:29,535 Epoch[14] Batch [22450-22500] Speed: 216.79 samples/sec accuracy=0.963437 2020-04-10 03:51:59,397 Epoch[14] Batch [22500-22550] Speed: 214.32 samples/sec accuracy=0.966250 2020-04-10 03:52:28,956 Epoch[14] Batch [22550-22600] Speed: 216.51 samples/sec accuracy=0.964219 2020-04-10 03:52:58,336 Epoch[14] Batch [22600-22650] Speed: 217.84 samples/sec accuracy=0.965938 2020-04-10 03:53:27,687 Epoch[14] Batch [22650-22700] Speed: 218.05 samples/sec accuracy=0.965625 2020-04-10 03:53:57,149 Epoch[14] Batch [22700-22750] Speed: 217.23 samples/sec accuracy=0.962344 2020-04-10 03:54:26,590 Epoch[14] Batch [22750-22800] Speed: 217.39 samples/sec accuracy=0.960000 2020-04-10 03:54:56,143 Epoch[14] Batch [22800-22850] Speed: 216.56 samples/sec accuracy=0.965469 2020-04-10 03:55:25,482 Epoch[14] Batch [22850-22900] Speed: 218.15 samples/sec accuracy=0.965156 2020-04-10 03:55:54,531 Epoch[14] Batch [22900-22950] Speed: 220.31 samples/sec accuracy=0.965156 2020-04-10 03:56:25,927 Epoch[14] Batch [22950-23000] Speed: 203.85 samples/sec accuracy=0.963750 2020-04-10 03:56:57,774 Epoch[14] Batch [23000-23050] Speed: 200.96 samples/sec accuracy=0.962969 2020-04-10 03:57:29,796 Epoch[14] Batch [23050-23100] Speed: 199.87 samples/sec accuracy=0.963437 2020-04-10 03:58:01,693 Epoch[14] Batch [23100-23150] Speed: 200.65 samples/sec accuracy=0.967187 2020-04-10 03:58:33,366 Epoch[14] Batch [23150-23200] Speed: 202.06 samples/sec accuracy=0.964844 2020-04-10 03:59:05,563 Epoch[14] Batch [23200-23250] Speed: 198.78 samples/sec accuracy=0.966406 2020-04-10 03:59:37,410 Epoch[14] Batch [23250-23300] Speed: 200.96 samples/sec accuracy=0.963125 2020-04-10 04:00:09,247 Epoch[14] Batch [23300-23350] Speed: 201.03 samples/sec accuracy=0.965469 2020-04-10 04:00:40,855 Epoch[14] Batch [23350-23400] Speed: 202.48 samples/sec accuracy=0.961406 2020-04-10 04:01:12,415 Epoch[14] Batch [23400-23450] Speed: 202.79 samples/sec accuracy=0.963594 2020-04-10 04:01:44,409 Epoch[14] Batch [23450-23500] Speed: 200.04 samples/sec accuracy=0.962500 2020-04-10 04:02:16,599 Epoch[14] Batch [23500-23550] Speed: 198.82 samples/sec accuracy=0.964063 2020-04-10 04:02:48,480 Epoch[14] Batch [23550-23600] Speed: 200.75 samples/sec accuracy=0.966094 2020-04-10 04:03:20,496 Epoch[14] Batch [23600-23650] Speed: 199.90 samples/sec accuracy=0.967812 2020-04-10 04:03:52,414 Epoch[14] Batch [23650-23700] Speed: 200.51 samples/sec accuracy=0.968594 2020-04-10 04:04:24,447 Epoch[14] Batch [23700-23750] Speed: 199.80 samples/sec accuracy=0.964063 2020-04-10 04:04:56,830 Epoch[14] Batch [23750-23800] Speed: 197.64 samples/sec accuracy=0.964688 2020-04-10 04:05:28,411 Epoch[14] Batch [23800-23850] Speed: 202.66 samples/sec accuracy=0.962500 2020-04-10 04:06:00,227 Epoch[14] Batch [23850-23900] Speed: 201.16 samples/sec accuracy=0.967812 2020-04-10 04:06:31,889 Epoch[14] Batch [23900-23950] Speed: 202.13 samples/sec accuracy=0.968125 2020-04-10 04:07:03,743 Epoch[14] Batch [23950-24000] Speed: 200.92 samples/sec accuracy=0.963750 2020-04-10 04:07:36,226 Epoch[14] Batch [24000-24050] Speed: 197.03 samples/sec accuracy=0.964375 2020-04-10 04:08:07,970 Epoch[14] Batch [24050-24100] Speed: 201.61 samples/sec accuracy=0.966094 2020-04-10 04:08:39,983 Epoch[14] Batch [24100-24150] Speed: 199.92 samples/sec accuracy=0.968594 2020-04-10 04:09:12,306 Epoch[14] Batch [24150-24200] Speed: 198.01 samples/sec accuracy=0.965000 2020-04-10 04:09:43,844 Epoch[14] Batch [24200-24250] Speed: 202.93 samples/sec accuracy=0.965156 2020-04-10 04:10:16,041 Epoch[14] Batch [24250-24300] Speed: 198.77 samples/sec accuracy=0.966875 2020-04-10 04:10:48,389 Epoch[14] Batch [24300-24350] Speed: 197.85 samples/sec accuracy=0.964375 2020-04-10 04:11:20,593 Epoch[14] Batch [24350-24400] Speed: 198.74 samples/sec accuracy=0.965469 2020-04-10 04:11:52,383 Epoch[14] Batch [24400-24450] Speed: 201.32 samples/sec accuracy=0.967500 2020-04-10 04:12:24,435 Epoch[14] Batch [24450-24500] Speed: 199.68 samples/sec accuracy=0.967500 2020-04-10 04:12:56,654 Epoch[14] Batch [24500-24550] Speed: 198.64 samples/sec accuracy=0.962187 2020-04-10 04:13:28,342 Epoch[14] Batch [24550-24600] Speed: 201.97 samples/sec accuracy=0.967344 2020-04-10 04:14:00,363 Epoch[14] Batch [24600-24650] Speed: 199.87 samples/sec accuracy=0.966719 2020-04-10 04:14:32,139 Epoch[14] Batch [24650-24700] Speed: 201.41 samples/sec accuracy=0.966562 2020-04-10 04:15:04,222 Epoch[14] Batch [24700-24750] Speed: 199.49 samples/sec accuracy=0.966562 2020-04-10 04:15:35,972 Epoch[14] Batch [24750-24800] Speed: 201.58 samples/sec accuracy=0.965156 2020-04-10 04:16:07,685 Epoch[14] Batch [24800-24850] Speed: 201.81 samples/sec accuracy=0.967969 2020-04-10 04:16:39,622 Epoch[14] Batch [24850-24900] Speed: 200.40 samples/sec accuracy=0.963594 2020-04-10 04:17:11,892 Epoch[14] Batch [24900-24950] Speed: 198.33 samples/sec accuracy=0.964375 2020-04-10 04:17:43,793 Epoch[14] Batch [24950-25000] Speed: 200.62 samples/sec accuracy=0.964688 2020-04-10 04:18:15,377 Epoch[14] Batch [25000-25050] Speed: 202.64 samples/sec accuracy=0.961562 2020-04-10 04:18:47,141 Epoch[14] Batch [25050-25100] Speed: 201.49 samples/sec accuracy=0.963750 2020-04-10 04:19:19,276 Epoch[14] Batch [25100-25150] Speed: 199.16 samples/sec accuracy=0.963281 2020-04-10 04:19:51,323 Epoch[14] Batch [25150-25200] Speed: 199.71 samples/sec accuracy=0.964219 2020-04-10 04:20:23,092 Epoch[14] Batch [25200-25250] Speed: 201.46 samples/sec accuracy=0.967031 2020-04-10 04:20:54,727 Epoch[14] Batch [25250-25300] Speed: 202.30 samples/sec accuracy=0.966719 2020-04-10 04:21:26,532 Epoch[14] Batch [25300-25350] Speed: 201.23 samples/sec accuracy=0.964219 2020-04-10 04:21:58,775 Epoch[14] Batch [25350-25400] Speed: 198.49 samples/sec accuracy=0.962187 2020-04-10 04:22:30,791 Epoch[14] Batch [25400-25450] Speed: 199.90 samples/sec accuracy=0.959531 2020-04-10 04:23:02,709 Epoch[14] Batch [25450-25500] Speed: 200.52 samples/sec accuracy=0.966406 2020-04-10 04:23:35,457 Epoch[14] Batch [25500-25550] Speed: 195.44 samples/sec accuracy=0.967187 2020-04-10 04:24:07,541 Epoch[14] Batch [25550-25600] Speed: 199.47 samples/sec accuracy=0.965469 2020-04-10 04:24:39,435 Epoch[14] Batch [25600-25650] Speed: 200.67 samples/sec accuracy=0.964063 2020-04-10 04:25:11,294 Epoch[14] Batch [25650-25700] Speed: 200.88 samples/sec accuracy=0.965781 2020-04-10 04:25:43,637 Epoch[14] Batch [25700-25750] Speed: 197.88 samples/sec accuracy=0.966562 2020-04-10 04:26:15,118 Epoch[14] Batch [25750-25800] Speed: 203.30 samples/sec accuracy=0.960000 2020-04-10 04:26:47,217 Epoch[14] Batch [25800-25850] Speed: 199.38 samples/sec accuracy=0.964375 2020-04-10 04:27:18,972 Epoch[14] Batch [25850-25900] Speed: 201.55 samples/sec accuracy=0.963750 2020-04-10 04:27:50,907 Epoch[14] Batch [25900-25950] Speed: 200.41 samples/sec accuracy=0.965625 2020-04-10 04:28:22,854 Epoch[14] Batch [25950-26000] Speed: 200.33 samples/sec accuracy=0.962344 2020-04-10 04:28:54,685 Epoch[14] Batch [26000-26050] Speed: 201.06 samples/sec accuracy=0.963437 2020-04-10 04:29:26,480 Epoch[14] Batch [26050-26100] Speed: 201.29 samples/sec accuracy=0.959219 2020-04-10 04:29:58,502 Epoch[14] Batch [26100-26150] Speed: 199.86 samples/sec accuracy=0.961094 2020-04-10 04:30:30,150 Epoch[14] Batch [26150-26200] Speed: 202.23 samples/sec accuracy=0.960469 2020-04-10 04:31:02,078 Epoch[14] Batch [26200-26250] Speed: 200.45 samples/sec accuracy=0.966562 2020-04-10 04:31:33,965 Epoch[14] Batch [26250-26300] Speed: 200.71 samples/sec accuracy=0.966562 2020-04-10 04:32:05,976 Epoch[14] Batch [26300-26350] Speed: 199.93 samples/sec accuracy=0.962031 2020-04-10 04:32:37,805 Epoch[14] Batch [26350-26400] Speed: 201.07 samples/sec accuracy=0.963906 2020-04-10 04:33:09,564 Epoch[14] Batch [26400-26450] Speed: 201.52 samples/sec accuracy=0.966250 2020-04-10 04:33:41,773 Epoch[14] Batch [26450-26500] Speed: 198.70 samples/sec accuracy=0.965938 2020-04-10 04:34:13,714 Epoch[14] Batch [26500-26550] Speed: 200.37 samples/sec accuracy=0.969688 2020-04-10 04:34:45,338 Epoch[14] Batch [26550-26600] Speed: 202.38 samples/sec accuracy=0.958750 2020-04-10 04:35:17,219 Epoch[14] Batch [26600-26650] Speed: 200.75 samples/sec accuracy=0.963906 2020-04-10 04:35:49,299 Epoch[14] Batch [26650-26700] Speed: 199.50 samples/sec accuracy=0.963281 2020-04-10 04:36:21,088 Epoch[14] Batch [26700-26750] Speed: 201.33 samples/sec accuracy=0.962031 2020-04-10 04:36:53,183 Epoch[14] Batch [26750-26800] Speed: 199.41 samples/sec accuracy=0.962812 2020-04-10 04:37:25,451 Epoch[14] Batch [26800-26850] Speed: 198.34 samples/sec accuracy=0.965313 2020-04-10 04:37:57,086 Epoch[14] Batch [26850-26900] Speed: 202.31 samples/sec accuracy=0.963125 2020-04-10 04:38:28,134 Epoch[14] Batch [26900-26950] Speed: 206.14 samples/sec accuracy=0.965938 2020-04-10 04:38:58,890 Epoch[14] Batch [26950-27000] Speed: 208.09 samples/sec accuracy=0.967969 2020-04-10 04:39:29,241 Epoch[14] Batch [27000-27050] Speed: 210.86 samples/sec accuracy=0.963437 2020-04-10 04:39:59,580 Epoch[14] Batch [27050-27100] Speed: 210.95 samples/sec accuracy=0.965781 2020-04-10 04:40:29,819 Epoch[14] Batch [27100-27150] Speed: 211.65 samples/sec accuracy=0.963906 2020-04-10 04:41:00,134 Epoch[14] Batch [27150-27200] Speed: 211.12 samples/sec accuracy=0.961562 2020-04-10 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Train-accuracy=0.964583 2020-04-10 04:51:30,330 Epoch[14] Time cost=17800.546 2020-04-10 04:51:30,561 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0015.params" 2020-04-10 05:23:05,318 Epoch[14] Validation-accuracy=0.983743 hp: 2020-04-10 09:59:49,319 Using 1 threads for decoding... 2020-04-10 09:59:49,319 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-10 09:59:49,319 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-10 09:59:59,851 Using 1 threads for decoding... 2020-04-10 09:59:59,851 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-10 09:59:59,851 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-10 10:00:00,580 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 3e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'lstm', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5} 2020-04-10 10:00:00,589 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0015.params [10:00:15] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-10 10:00:54,572 Epoch[15] Batch [0-50] Speed: 198.24 samples/sec accuracy=0.965533 2020-04-10 10:01:25,192 Epoch[15] Batch [50-100] Speed: 209.01 samples/sec accuracy=0.966875 2020-04-10 10:01:55,709 Epoch[15] Batch [100-150] Speed: 209.72 samples/sec accuracy=0.962500 2020-04-10 10:02:25,971 Epoch[15] Batch [150-200] Speed: 211.49 samples/sec accuracy=0.960781 2020-04-10 10:02:56,310 Epoch[15] Batch [200-250] Speed: 210.95 samples/sec accuracy=0.967031 2020-04-10 10:03:26,651 Epoch[15] Batch [250-300] Speed: 210.94 samples/sec accuracy=0.967187 2020-04-10 10:03:57,079 Epoch[15] Batch [300-350] Speed: 210.33 samples/sec accuracy=0.964844 2020-04-10 10:04:28,370 Epoch[15] Batch [350-400] Speed: 204.54 samples/sec accuracy=0.966719 2020-04-10 10:04:58,950 Epoch[15] Batch [400-450] Speed: 209.29 samples/sec accuracy=0.967187 2020-04-10 10:05:29,210 Epoch[15] Batch [450-500] Speed: 211.50 samples/sec accuracy=0.962500 2020-04-10 10:05:59,614 Epoch[15] Batch [500-550] Speed: 210.51 samples/sec accuracy=0.963281 2020-04-10 10:06:29,841 Epoch[15] Batch [550-600] Speed: 211.73 samples/sec accuracy=0.966562 2020-04-10 10:07:00,219 Epoch[15] Batch [600-650] Speed: 210.68 samples/sec accuracy=0.963594 2020-04-10 10:07:30,609 Epoch[15] Batch [650-700] Speed: 210.59 samples/sec accuracy=0.967812 2020-04-10 10:08:00,971 Epoch[15] Batch [700-750] Speed: 210.80 samples/sec accuracy=0.966406 2020-04-10 10:08:31,319 Epoch[15] Batch [750-800] Speed: 210.88 samples/sec accuracy=0.968594 2020-04-10 10:09:01,626 Epoch[15] Batch [800-850] Speed: 211.18 samples/sec accuracy=0.966094 2020-04-10 10:09:31,998 Epoch[15] Batch [850-900] Speed: 210.72 samples/sec accuracy=0.967656 2020-04-10 10:10:03,315 Epoch[15] Batch [900-950] Speed: 204.36 samples/sec accuracy=0.966719 2020-04-10 10:10:33,781 Epoch[15] Batch [950-1000] Speed: 210.07 samples/sec accuracy=0.969844 2020-04-10 10:11:04,361 Epoch[15] Batch 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accuracy=0.962969 2020-04-10 10:16:39,840 Epoch[15] Batch [1550-1600] Speed: 211.27 samples/sec accuracy=0.967031 2020-04-10 10:17:12,202 Epoch[15] Batch [1600-1650] Speed: 197.77 samples/sec accuracy=0.971406 2020-04-10 10:17:44,205 Epoch[15] Batch [1650-1700] Speed: 199.98 samples/sec accuracy=0.969375 2020-04-10 10:18:16,689 Epoch[15] Batch [1700-1750] Speed: 197.02 samples/sec accuracy=0.965938 2020-04-10 10:18:48,784 Epoch[15] Batch [1750-1800] Speed: 199.41 samples/sec accuracy=0.966562 2020-04-10 10:19:20,630 Epoch[15] Batch [1800-1850] Speed: 200.96 samples/sec accuracy=0.967969 2020-04-10 10:19:52,729 Epoch[15] Batch [1850-1900] Speed: 199.39 samples/sec accuracy=0.969219 2020-04-10 10:20:24,881 Epoch[15] Batch [1900-1950] Speed: 199.05 samples/sec accuracy=0.967969 2020-04-10 10:20:56,993 Epoch[15] Batch [1950-2000] Speed: 199.30 samples/sec accuracy=0.965938 2020-04-10 10:21:28,679 Epoch[15] Batch [2000-2050] Speed: 201.99 samples/sec accuracy=0.965781 2020-04-10 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accuracy=0.970625 2020-04-10 10:33:13,272 Epoch[15] Batch [3100-3150] Speed: 198.95 samples/sec accuracy=0.971250 2020-04-10 10:33:45,328 Epoch[15] Batch [3150-3200] Speed: 199.65 samples/sec accuracy=0.964688 2020-04-10 10:34:17,260 Epoch[15] Batch [3200-3250] Speed: 200.43 samples/sec accuracy=0.966250 2020-04-10 10:34:49,218 Epoch[15] Batch [3250-3300] Speed: 200.26 samples/sec accuracy=0.966250 2020-04-10 10:35:20,931 Epoch[15] Batch [3300-3350] Speed: 201.81 samples/sec accuracy=0.968750 2020-04-10 10:35:53,050 Epoch[15] Batch [3350-3400] Speed: 199.26 samples/sec accuracy=0.969219 2020-04-10 10:36:24,936 Epoch[15] Batch [3400-3450] Speed: 200.72 samples/sec accuracy=0.962500 2020-04-10 10:36:57,013 Epoch[15] Batch [3450-3500] Speed: 199.52 samples/sec accuracy=0.965938 2020-04-10 10:37:28,580 Epoch[15] Batch [3500-3550] Speed: 202.75 samples/sec accuracy=0.966250 2020-04-10 10:38:00,592 Epoch[15] Batch [3550-3600] Speed: 199.93 samples/sec accuracy=0.968594 2020-04-10 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accuracy=0.961250 2020-04-10 11:22:13,399 Epoch[15] Batch [7750-7800] Speed: 200.82 samples/sec accuracy=0.966875 2020-04-10 11:22:45,185 Epoch[15] Batch [7800-7850] Speed: 201.35 samples/sec accuracy=0.972344 2020-04-10 11:23:17,015 Epoch[15] Batch [7850-7900] Speed: 201.07 samples/sec accuracy=0.967812 2020-04-10 11:23:48,518 Epoch[15] Batch [7900-7950] Speed: 203.15 samples/sec accuracy=0.964063 2020-04-10 11:24:20,367 Epoch[15] Batch [7950-8000] Speed: 200.95 samples/sec accuracy=0.968281 2020-04-10 11:24:51,891 Epoch[15] Batch [8000-8050] Speed: 203.02 samples/sec accuracy=0.971875 2020-04-10 11:25:23,313 Epoch[15] Batch [8050-8100] Speed: 203.68 samples/sec accuracy=0.966875 2020-04-10 11:25:54,820 Epoch[15] Batch [8100-8150] Speed: 203.13 samples/sec accuracy=0.969688 2020-04-10 11:26:26,335 Epoch[15] Batch [8150-8200] Speed: 203.08 samples/sec accuracy=0.967500 2020-04-10 11:26:58,191 Epoch[15] Batch [8200-8250] Speed: 200.91 samples/sec accuracy=0.964688 2020-04-10 11:27:29,965 Epoch[15] Batch [8250-8300] Speed: 201.42 samples/sec accuracy=0.966562 2020-04-10 11:28:01,680 Epoch[15] Batch [8300-8350] Speed: 201.80 samples/sec accuracy=0.967812 2020-04-10 11:28:33,333 Epoch[15] Batch [8350-8400] Speed: 202.19 samples/sec accuracy=0.966875 2020-04-10 11:29:05,076 Epoch[15] Batch [8400-8450] Speed: 201.62 samples/sec accuracy=0.963437 2020-04-10 11:29:36,956 Epoch[15] Batch [8450-8500] Speed: 200.75 samples/sec accuracy=0.964375 2020-04-10 11:30:09,035 Epoch[15] Batch [8500-8550] Speed: 199.51 samples/sec accuracy=0.969219 2020-04-10 11:30:41,062 Epoch[15] Batch [8550-8600] Speed: 199.83 samples/sec accuracy=0.967344 2020-04-10 11:31:13,269 Epoch[15] Batch [8600-8650] Speed: 198.72 samples/sec accuracy=0.968281 2020-04-10 11:31:45,186 Epoch[15] Batch [8650-8700] Speed: 200.52 samples/sec accuracy=0.968125 2020-04-10 11:32:17,438 Epoch[15] Batch [8700-8750] Speed: 198.44 samples/sec accuracy=0.966562 2020-04-10 11:32:49,252 Epoch[15] Batch [8750-8800] 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accuracy=0.967344 2020-04-10 11:38:41,072 Epoch[15] Batch [9300-9350] Speed: 199.40 samples/sec accuracy=0.972500 2020-04-10 11:39:12,953 Epoch[15] Batch [9350-9400] Speed: 200.75 samples/sec accuracy=0.966406 2020-04-10 11:39:44,461 Epoch[15] Batch [9400-9450] Speed: 203.13 samples/sec accuracy=0.968125 2020-04-10 11:40:16,139 Epoch[15] Batch [9450-9500] Speed: 202.03 samples/sec accuracy=0.969219 2020-04-10 11:40:48,143 Epoch[15] Batch [9500-9550] Speed: 199.98 samples/sec accuracy=0.967656 2020-04-10 11:41:20,243 Epoch[15] Batch [9550-9600] Speed: 199.38 samples/sec accuracy=0.968906 2020-04-10 11:41:52,067 Epoch[15] Batch [9600-9650] Speed: 201.11 samples/sec accuracy=0.964531 2020-04-10 11:42:24,109 Epoch[15] Batch [9650-9700] Speed: 199.74 samples/sec accuracy=0.962656 2020-04-10 11:42:56,352 Epoch[15] Batch [9700-9750] Speed: 198.49 samples/sec accuracy=0.968594 2020-04-10 11:43:28,033 Epoch[15] Batch [9750-9800] Speed: 202.02 samples/sec accuracy=0.967031 2020-04-10 11:44:00,025 Epoch[15] Batch [9800-9850] Speed: 200.05 samples/sec accuracy=0.964844 2020-04-10 11:44:31,769 Epoch[15] Batch [9850-9900] Speed: 201.62 samples/sec accuracy=0.968906 2020-04-10 11:45:03,774 Epoch[15] Batch [9900-9950] Speed: 199.97 samples/sec accuracy=0.971094 2020-04-10 11:45:35,559 Epoch[15] Batch [9950-10000] Speed: 201.35 samples/sec accuracy=0.964219 2020-04-10 11:46:06,918 Epoch[15] Batch [10000-10050] Speed: 204.09 samples/sec accuracy=0.970625 2020-04-10 11:46:39,150 Epoch[15] Batch [10050-10100] Speed: 198.57 samples/sec accuracy=0.969375 2020-04-10 11:47:11,314 Epoch[15] Batch [10100-10150] Speed: 198.98 samples/sec accuracy=0.969375 2020-04-10 11:47:43,168 Epoch[15] Batch [10150-10200] Speed: 200.92 samples/sec accuracy=0.964219 2020-04-10 11:48:15,226 Epoch[15] Batch [10200-10250] Speed: 199.64 samples/sec accuracy=0.967344 2020-04-10 11:48:47,441 Epoch[15] Batch [10250-10300] Speed: 198.67 samples/sec accuracy=0.970313 2020-04-10 11:49:19,628 Epoch[15] 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samples/sec accuracy=0.969063 2020-04-10 12:00:30,918 Epoch[15] Batch [11350-11400] Speed: 203.10 samples/sec accuracy=0.965313 2020-04-10 12:01:02,837 Epoch[15] Batch [11400-11450] Speed: 200.51 samples/sec accuracy=0.966562 2020-04-10 12:01:34,931 Epoch[15] Batch [11450-11500] Speed: 199.41 samples/sec accuracy=0.966250 2020-04-10 12:02:06,569 Epoch[15] Batch [11500-11550] Speed: 202.29 samples/sec accuracy=0.969844 2020-04-10 12:02:38,544 Epoch[15] Batch [11550-11600] Speed: 200.15 samples/sec accuracy=0.967656 2020-04-10 12:03:10,261 Epoch[15] Batch [11600-11650] Speed: 201.79 samples/sec accuracy=0.967969 2020-04-10 12:03:42,033 Epoch[15] Batch [11650-11700] Speed: 201.44 samples/sec accuracy=0.964375 2020-04-10 12:04:13,928 Epoch[15] Batch [11700-11750] Speed: 200.66 samples/sec accuracy=0.966875 2020-04-10 12:04:45,687 Epoch[15] Batch [11750-11800] Speed: 201.52 samples/sec accuracy=0.969375 2020-04-10 12:05:17,037 Epoch[15] Batch [11800-11850] Speed: 204.15 samples/sec accuracy=0.966250 2020-04-10 12:05:49,413 Epoch[15] Batch [11850-11900] Speed: 197.67 samples/sec accuracy=0.969219 2020-04-10 12:06:21,622 Epoch[15] Batch [11900-11950] Speed: 198.71 samples/sec accuracy=0.965625 2020-04-10 12:06:53,725 Epoch[15] Batch [11950-12000] Speed: 199.36 samples/sec accuracy=0.964375 2020-04-10 12:07:26,106 Epoch[15] Batch [12000-12050] Speed: 197.64 samples/sec accuracy=0.965625 2020-04-10 12:07:57,892 Epoch[15] Batch [12050-12100] Speed: 201.35 samples/sec accuracy=0.967500 2020-04-10 12:08:29,719 Epoch[15] Batch [12100-12150] Speed: 201.09 samples/sec accuracy=0.966406 2020-04-10 12:09:01,581 Epoch[15] Batch [12150-12200] Speed: 200.87 samples/sec accuracy=0.965625 2020-04-10 12:09:33,820 Epoch[15] Batch [12200-12250] Speed: 198.52 samples/sec accuracy=0.970156 2020-04-10 12:10:05,537 Epoch[15] Batch [12250-12300] Speed: 201.78 samples/sec accuracy=0.967812 2020-04-10 12:10:37,343 Epoch[15] Batch [12300-12350] Speed: 201.23 samples/sec accuracy=0.968125 2020-04-10 12:11:09,436 Epoch[15] Batch [12350-12400] Speed: 199.42 samples/sec accuracy=0.967344 2020-04-10 12:11:41,067 Epoch[15] Batch [12400-12450] Speed: 202.33 samples/sec accuracy=0.966562 2020-04-10 12:12:13,100 Epoch[15] Batch [12450-12500] Speed: 199.80 samples/sec accuracy=0.962031 2020-04-10 12:12:44,917 Epoch[15] Batch [12500-12550] Speed: 201.15 samples/sec accuracy=0.969531 2020-04-10 12:13:16,870 Epoch[15] Batch [12550-12600] Speed: 200.29 samples/sec accuracy=0.968281 2020-04-10 12:13:48,275 Epoch[15] Batch [12600-12650] Speed: 203.79 samples/sec accuracy=0.970000 2020-04-10 12:14:19,833 Epoch[15] Batch [12650-12700] Speed: 202.81 samples/sec accuracy=0.969375 2020-04-10 12:14:51,661 Epoch[15] Batch [12700-12750] Speed: 201.08 samples/sec accuracy=0.968437 2020-04-10 12:15:23,517 Epoch[15] Batch [12750-12800] Speed: 200.90 samples/sec accuracy=0.968906 2020-04-10 12:15:55,363 Epoch[15] Batch [12800-12850] Speed: 200.97 samples/sec accuracy=0.968125 2020-04-10 12:16:27,394 Epoch[15] Batch [12850-12900] Speed: 199.81 samples/sec accuracy=0.966875 2020-04-10 12:16:59,387 Epoch[15] Batch [12900-12950] Speed: 200.04 samples/sec accuracy=0.970313 2020-04-10 12:17:31,122 Epoch[15] Batch [12950-13000] Speed: 201.67 samples/sec accuracy=0.967500 2020-04-10 12:18:02,886 Epoch[15] Batch [13000-13050] Speed: 201.49 samples/sec accuracy=0.967031 2020-04-10 12:18:34,722 Epoch[15] Batch [13050-13100] Speed: 201.03 samples/sec accuracy=0.968281 2020-04-10 12:19:06,767 Epoch[15] Batch [13100-13150] Speed: 199.72 samples/sec accuracy=0.971250 2020-04-10 12:19:38,936 Epoch[15] Batch [13150-13200] Speed: 198.95 samples/sec accuracy=0.965000 2020-04-10 12:20:11,046 Epoch[15] Batch [13200-13250] Speed: 199.32 samples/sec accuracy=0.965938 2020-04-10 12:20:42,918 Epoch[15] Batch [13250-13300] Speed: 200.80 samples/sec accuracy=0.971250 2020-04-10 12:21:14,842 Epoch[15] Batch [13300-13350] Speed: 200.48 samples/sec accuracy=0.966875 2020-04-10 12:21:46,680 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[13850-13900] Speed: 200.29 samples/sec accuracy=0.972187 2020-04-10 12:27:37,193 Epoch[15] Batch [13900-13950] Speed: 200.32 samples/sec accuracy=0.970625 2020-04-10 12:28:09,122 Epoch[15] Batch [13950-14000] Speed: 200.45 samples/sec accuracy=0.968906 2020-04-10 12:28:41,189 Epoch[15] Batch [14000-14050] Speed: 199.58 samples/sec accuracy=0.964063 2020-04-10 12:29:12,994 Epoch[15] Batch [14050-14100] Speed: 201.23 samples/sec accuracy=0.966562 2020-04-10 12:29:45,185 Epoch[15] Batch [14100-14150] Speed: 198.82 samples/sec accuracy=0.972500 2020-04-10 12:30:16,955 Epoch[15] Batch [14150-14200] Speed: 201.45 samples/sec accuracy=0.965625 2020-04-10 12:30:48,772 Epoch[15] Batch [14200-14250] Speed: 201.15 samples/sec accuracy=0.965938 2020-04-10 12:31:20,618 Epoch[15] Batch [14250-14300] Speed: 200.97 samples/sec accuracy=0.964531 2020-04-10 12:31:52,350 Epoch[15] Batch [14300-14350] Speed: 201.69 samples/sec accuracy=0.962031 2020-04-10 12:32:24,227 Epoch[15] Batch [14350-14400] Speed: 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accuracy=0.968125 2020-04-10 12:38:17,185 Epoch[15] Batch [14900-14950] Speed: 199.61 samples/sec accuracy=0.967656 2020-04-10 12:38:49,072 Epoch[15] Batch [14950-15000] Speed: 200.71 samples/sec accuracy=0.968437 2020-04-10 12:39:20,635 Epoch[15] Batch [15000-15050] Speed: 202.77 samples/sec accuracy=0.966406 2020-04-10 12:39:52,364 Epoch[15] Batch [15050-15100] Speed: 201.71 samples/sec accuracy=0.969531 2020-04-10 12:40:24,337 Epoch[15] Batch [15100-15150] Speed: 200.17 samples/sec accuracy=0.965469 2020-04-10 12:40:56,272 Epoch[15] Batch [15150-15200] Speed: 200.41 samples/sec accuracy=0.968906 2020-04-10 12:41:28,253 Epoch[15] Batch [15200-15250] Speed: 200.12 samples/sec accuracy=0.971719 2020-04-10 12:42:00,367 Epoch[15] Batch [15250-15300] Speed: 199.29 samples/sec accuracy=0.966094 2020-04-10 12:42:32,357 Epoch[15] Batch [15300-15350] Speed: 200.06 samples/sec accuracy=0.967344 2020-04-10 12:43:04,194 Epoch[15] Batch [15350-15400] Speed: 201.03 samples/sec accuracy=0.974219 2020-04-10 12:43:36,290 Epoch[15] Batch [15400-15450] Speed: 199.40 samples/sec accuracy=0.971250 2020-04-10 12:44:07,940 Epoch[15] Batch [15450-15500] Speed: 202.21 samples/sec accuracy=0.967656 2020-04-10 12:44:39,996 Epoch[15] Batch [15500-15550] Speed: 199.65 samples/sec accuracy=0.964844 2020-04-10 12:45:11,996 Epoch[15] Batch [15550-15600] Speed: 200.01 samples/sec accuracy=0.965625 2020-04-10 12:45:44,985 Epoch[15] Batch [15600-15650] Speed: 194.00 samples/sec accuracy=0.965000 2020-04-10 12:46:17,368 Epoch[15] Batch [15650-15700] Speed: 197.64 samples/sec accuracy=0.968437 2020-04-10 12:46:49,231 Epoch[15] Batch [15700-15750] Speed: 200.86 samples/sec accuracy=0.968281 2020-04-10 12:47:21,329 Epoch[15] Batch [15750-15800] Speed: 199.39 samples/sec accuracy=0.968906 2020-04-10 12:47:53,023 Epoch[15] Batch [15800-15850] Speed: 201.93 samples/sec accuracy=0.968750 2020-04-10 12:48:24,854 Epoch[15] Batch [15850-15900] Speed: 201.07 samples/sec accuracy=0.965938 2020-04-10 12:48:56,287 Epoch[15] Batch [15900-15950] Speed: 203.61 samples/sec accuracy=0.966875 2020-04-10 12:49:28,454 Epoch[15] Batch [15950-16000] Speed: 198.97 samples/sec accuracy=0.970000 2020-04-10 12:50:00,070 Epoch[15] Batch [16000-16050] Speed: 202.43 samples/sec accuracy=0.967812 2020-04-10 12:50:32,172 Epoch[15] Batch [16050-16100] Speed: 199.36 samples/sec accuracy=0.962969 2020-04-10 12:51:04,652 Epoch[15] Batch [16100-16150] Speed: 197.05 samples/sec accuracy=0.969375 2020-04-10 12:51:36,594 Epoch[15] Batch [16150-16200] Speed: 200.37 samples/sec accuracy=0.966250 2020-04-10 12:52:08,586 Epoch[15] Batch [16200-16250] Speed: 200.05 samples/sec accuracy=0.966562 2020-04-10 12:52:40,602 Epoch[15] Batch [16250-16300] Speed: 199.91 samples/sec accuracy=0.966875 2020-04-10 12:53:12,245 Epoch[15] Batch [16300-16350] Speed: 202.26 samples/sec accuracy=0.965938 2020-04-10 12:53:44,195 Epoch[15] Batch [16350-16400] Speed: 200.31 samples/sec accuracy=0.968125 2020-04-10 12:54:15,708 Epoch[15] Batch [16400-16450] Speed: 203.09 samples/sec accuracy=0.967031 2020-04-10 12:54:47,241 Epoch[15] Batch [16450-16500] Speed: 202.97 samples/sec accuracy=0.967656 2020-04-10 12:55:19,086 Epoch[15] Batch [16500-16550] Speed: 200.97 samples/sec accuracy=0.968750 2020-04-10 12:55:50,943 Epoch[15] Batch [16550-16600] Speed: 200.90 samples/sec accuracy=0.968437 2020-04-10 12:56:22,709 Epoch[15] Batch [16600-16650] Speed: 201.47 samples/sec accuracy=0.964063 2020-04-10 12:56:55,061 Epoch[15] Batch [16650-16700] Speed: 197.83 samples/sec accuracy=0.969375 2020-04-10 12:57:26,855 Epoch[15] Batch [16700-16750] Speed: 201.29 samples/sec accuracy=0.968750 2020-04-10 12:57:59,059 Epoch[15] Batch [16750-16800] Speed: 198.74 samples/sec accuracy=0.968594 2020-04-10 12:58:30,579 Epoch[15] Batch [16800-16850] Speed: 203.05 samples/sec accuracy=0.968437 2020-04-10 12:59:02,239 Epoch[15] Batch [16850-16900] Speed: 202.15 samples/sec accuracy=0.966250 2020-04-10 12:59:34,306 Epoch[15] Batch [16900-16950] Speed: 199.58 samples/sec accuracy=0.962656 2020-04-10 13:00:06,468 Epoch[15] Batch [16950-17000] Speed: 199.00 samples/sec accuracy=0.966719 2020-04-10 13:00:38,580 Epoch[15] Batch [17000-17050] Speed: 199.30 samples/sec accuracy=0.966562 2020-04-10 13:01:10,882 Epoch[15] Batch [17050-17100] Speed: 198.13 samples/sec accuracy=0.968437 2020-04-10 13:01:42,850 Epoch[15] Batch [17100-17150] Speed: 200.20 samples/sec accuracy=0.965000 2020-04-10 13:02:15,040 Epoch[15] Batch [17150-17200] Speed: 198.82 samples/sec accuracy=0.969531 2020-04-10 13:02:47,026 Epoch[15] Batch [17200-17250] Speed: 200.09 samples/sec accuracy=0.967344 2020-04-10 13:03:18,958 Epoch[15] Batch [17250-17300] Speed: 200.42 samples/sec accuracy=0.968750 2020-04-10 13:03:50,779 Epoch[15] Batch [17300-17350] Speed: 201.13 samples/sec accuracy=0.965156 2020-04-10 13:04:22,568 Epoch[15] Batch [17350-17400] Speed: 201.33 samples/sec accuracy=0.964844 2020-04-10 13:04:54,505 Epoch[15] Batch [17400-17450] Speed: 200.40 samples/sec accuracy=0.968906 2020-04-10 13:05:26,426 Epoch[15] Batch [17450-17500] Speed: 200.50 samples/sec accuracy=0.968125 2020-04-10 13:05:58,404 Epoch[15] Batch [17500-17550] Speed: 200.14 samples/sec accuracy=0.966875 2020-04-10 13:06:30,515 Epoch[15] Batch [17550-17600] Speed: 199.31 samples/sec accuracy=0.967969 2020-04-10 13:07:02,913 Epoch[15] Batch [17600-17650] Speed: 197.54 samples/sec accuracy=0.970469 2020-04-10 13:07:34,617 Epoch[15] Batch [17650-17700] Speed: 201.87 samples/sec accuracy=0.964531 2020-04-10 13:08:06,558 Epoch[15] Batch [17700-17750] Speed: 200.37 samples/sec accuracy=0.966094 2020-04-10 13:08:38,907 Epoch[15] Batch [17750-17800] Speed: 197.84 samples/sec accuracy=0.968594 2020-04-10 13:09:10,724 Epoch[15] Batch [17800-17850] Speed: 201.16 samples/sec accuracy=0.968437 2020-04-10 13:09:42,570 Epoch[15] Batch [17850-17900] Speed: 200.97 samples/sec accuracy=0.969063 2020-04-10 13:10:14,798 Epoch[15] Batch [17900-17950] Speed: 198.58 samples/sec accuracy=0.966562 2020-04-10 13:10:47,033 Epoch[15] Batch [17950-18000] Speed: 198.54 samples/sec accuracy=0.966406 2020-04-10 13:11:18,784 Epoch[15] Batch [18000-18050] Speed: 201.57 samples/sec accuracy=0.965313 2020-04-10 13:11:50,612 Epoch[15] Batch [18050-18100] Speed: 201.08 samples/sec accuracy=0.969375 2020-04-10 13:12:22,597 Epoch[15] Batch [18100-18150] Speed: 200.10 samples/sec accuracy=0.964531 2020-04-10 13:12:54,653 Epoch[15] Batch [18150-18200] Speed: 199.65 samples/sec accuracy=0.966875 2020-04-10 13:13:26,539 Epoch[15] Batch [18200-18250] Speed: 200.72 samples/sec accuracy=0.970156 2020-04-10 13:13:58,525 Epoch[15] Batch [18250-18300] Speed: 200.09 samples/sec accuracy=0.967656 2020-04-10 13:14:30,463 Epoch[15] Batch [18300-18350] Speed: 200.39 samples/sec accuracy=0.964063 2020-04-10 13:15:02,235 Epoch[15] Batch [18350-18400] Speed: 201.44 samples/sec accuracy=0.964688 2020-04-10 13:15:34,165 Epoch[15] Batch [18400-18450] Speed: 200.44 samples/sec accuracy=0.968906 2020-04-10 13:16:05,944 Epoch[15] Batch [18450-18500] Speed: 201.39 samples/sec accuracy=0.967344 2020-04-10 13:16:37,511 Epoch[15] Batch [18500-18550] Speed: 202.74 samples/sec accuracy=0.970000 2020-04-10 13:17:09,240 Epoch[15] Batch [18550-18600] Speed: 201.71 samples/sec accuracy=0.968906 2020-04-10 13:17:41,520 Epoch[15] Batch [18600-18650] Speed: 198.27 samples/sec accuracy=0.969063 2020-04-10 13:18:13,497 Epoch[15] Batch [18650-18700] Speed: 200.14 samples/sec accuracy=0.967344 2020-04-10 13:18:45,673 Epoch[15] Batch [18700-18750] Speed: 198.91 samples/sec accuracy=0.963437 2020-04-10 13:19:17,670 Epoch[15] Batch [18750-18800] Speed: 200.02 samples/sec accuracy=0.965938 2020-04-10 13:19:49,330 Epoch[15] Batch [18800-18850] Speed: 202.15 samples/sec accuracy=0.969063 2020-04-10 13:20:21,243 Epoch[15] Batch [18850-18900] Speed: 200.55 samples/sec accuracy=0.964688 2020-04-10 13:20:53,356 Epoch[15] Batch [18900-18950] Speed: 199.30 samples/sec accuracy=0.969688 2020-04-10 13:21:24,714 Epoch[15] Batch [18950-19000] Speed: 204.10 samples/sec accuracy=0.965625 2020-04-10 13:21:56,606 Epoch[15] Batch [19000-19050] Speed: 200.68 samples/sec accuracy=0.967656 2020-04-10 13:22:28,627 Epoch[15] Batch [19050-19100] Speed: 199.87 samples/sec accuracy=0.971094 2020-04-10 13:23:00,465 Epoch[15] Batch [19100-19150] Speed: 201.02 samples/sec accuracy=0.967344 2020-04-10 13:23:32,722 Epoch[15] Batch [19150-19200] Speed: 198.41 samples/sec accuracy=0.968750 2020-04-10 13:24:04,492 Epoch[15] Batch [19200-19250] Speed: 201.44 samples/sec accuracy=0.969063 2020-04-10 13:24:36,299 Epoch[15] Batch [19250-19300] Speed: 201.22 samples/sec accuracy=0.971406 2020-04-10 13:25:08,185 Epoch[15] Batch [19300-19350] Speed: 200.72 samples/sec accuracy=0.962187 2020-04-10 13:25:40,510 Epoch[15] Batch [19350-19400] Speed: 197.99 samples/sec accuracy=0.972344 2020-04-10 13:26:12,226 Epoch[15] Batch [19400-19450] Speed: 201.79 samples/sec accuracy=0.970000 2020-04-10 13:26:43,865 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[19950-20000] Speed: 200.68 samples/sec accuracy=0.969531 2020-04-10 13:32:34,760 Epoch[15] Batch [20000-20050] Speed: 201.45 samples/sec accuracy=0.965781 2020-04-10 13:33:06,647 Epoch[15] Batch [20050-20100] Speed: 200.72 samples/sec accuracy=0.965781 2020-04-10 13:33:38,230 Epoch[15] Batch [20100-20150] Speed: 202.64 samples/sec accuracy=0.968906 2020-04-10 13:34:10,198 Epoch[15] Batch [20150-20200] Speed: 200.20 samples/sec accuracy=0.965625 2020-04-10 13:34:42,461 Epoch[15] Batch [20200-20250] Speed: 198.37 samples/sec accuracy=0.971406 2020-04-10 13:35:14,109 Epoch[15] Batch [20250-20300] Speed: 202.22 samples/sec accuracy=0.967031 2020-04-10 13:35:45,890 Epoch[15] Batch [20300-20350] Speed: 201.38 samples/sec accuracy=0.966719 2020-04-10 13:36:17,934 Epoch[15] Batch [20350-20400] Speed: 199.73 samples/sec accuracy=0.960938 2020-04-10 13:36:49,529 Epoch[15] Batch [20400-20450] Speed: 202.56 samples/sec accuracy=0.970625 2020-04-10 13:37:20,823 Epoch[15] Batch [20450-20500] Speed: 204.52 samples/sec accuracy=0.965938 2020-04-10 13:37:52,620 Epoch[15] Batch [20500-20550] Speed: 201.28 samples/sec accuracy=0.968125 2020-04-10 13:38:25,427 Epoch[15] Batch [20550-20600] Speed: 195.08 samples/sec accuracy=0.969219 2020-04-10 13:38:57,027 Epoch[15] Batch [20600-20650] Speed: 202.53 samples/sec accuracy=0.967969 2020-04-10 13:39:28,880 Epoch[15] Batch [20650-20700] Speed: 200.92 samples/sec accuracy=0.966250 2020-04-10 13:40:00,699 Epoch[15] Batch [20700-20750] Speed: 201.14 samples/sec accuracy=0.967812 2020-04-10 13:40:32,793 Epoch[15] Batch [20750-20800] Speed: 199.42 samples/sec accuracy=0.967187 2020-04-10 13:41:04,663 Epoch[15] Batch [20800-20850] Speed: 200.82 samples/sec accuracy=0.962812 2020-04-10 13:41:36,679 Epoch[15] Batch [20850-20900] Speed: 199.90 samples/sec accuracy=0.967187 2020-04-10 13:42:08,897 Epoch[15] Batch [20900-20950] Speed: 198.65 samples/sec accuracy=0.965469 2020-04-10 13:42:40,435 Epoch[15] Batch [20950-21000] Speed: 202.93 samples/sec accuracy=0.968906 2020-04-10 13:43:12,560 Epoch[15] Batch [21000-21050] Speed: 199.22 samples/sec accuracy=0.967656 2020-04-10 13:43:44,416 Epoch[15] Batch [21050-21100] Speed: 200.91 samples/sec accuracy=0.968906 2020-04-10 13:44:16,084 Epoch[15] Batch [21100-21150] Speed: 202.10 samples/sec accuracy=0.969688 2020-04-10 13:44:48,189 Epoch[15] Batch [21150-21200] Speed: 199.35 samples/sec accuracy=0.970156 2020-04-10 13:45:20,039 Epoch[15] Batch [21200-21250] Speed: 200.94 samples/sec accuracy=0.967031 2020-04-10 13:45:52,203 Epoch[15] Batch [21250-21300] Speed: 198.99 samples/sec accuracy=0.970469 2020-04-10 13:46:24,364 Epoch[15] Batch [21300-21350] Speed: 199.00 samples/sec accuracy=0.969375 2020-04-10 13:46:56,197 Epoch[15] Batch [21350-21400] Speed: 201.05 samples/sec accuracy=0.967969 2020-04-10 13:47:28,262 Epoch[15] Batch [21400-21450] Speed: 199.60 samples/sec accuracy=0.966875 2020-04-10 13:48:00,403 Epoch[15] Batch [21450-21500] Speed: 199.13 samples/sec accuracy=0.968437 2020-04-10 13:48:32,028 Epoch[15] Batch [21500-21550] Speed: 202.37 samples/sec accuracy=0.965938 2020-04-10 13:49:03,513 Epoch[15] Batch [21550-21600] Speed: 203.28 samples/sec accuracy=0.972031 2020-04-10 13:49:35,728 Epoch[15] Batch [21600-21650] Speed: 198.67 samples/sec accuracy=0.967656 2020-04-10 13:50:07,736 Epoch[15] Batch [21650-21700] Speed: 199.95 samples/sec accuracy=0.971562 2020-04-10 13:50:39,468 Epoch[15] Batch [21700-21750] Speed: 201.69 samples/sec accuracy=0.967344 2020-04-10 13:51:11,523 Epoch[15] Batch [21750-21800] Speed: 199.66 samples/sec accuracy=0.967656 2020-04-10 13:51:43,728 Epoch[15] Batch [21800-21850] Speed: 198.73 samples/sec accuracy=0.968125 2020-04-10 13:52:15,852 Epoch[15] Batch [21850-21900] Speed: 199.23 samples/sec accuracy=0.967969 2020-04-10 13:52:48,091 Epoch[15] Batch [21900-21950] Speed: 198.52 samples/sec accuracy=0.966719 2020-04-10 13:53:19,851 Epoch[15] Batch [21950-22000] Speed: 201.52 samples/sec accuracy=0.969531 2020-04-10 13:53:51,717 Epoch[15] Batch [22000-22050] Speed: 200.84 samples/sec accuracy=0.969531 2020-04-10 13:54:23,668 Epoch[15] Batch [22050-22100] Speed: 200.31 samples/sec accuracy=0.967500 2020-04-10 13:54:55,953 Epoch[15] Batch [22100-22150] Speed: 198.24 samples/sec accuracy=0.967031 2020-04-10 13:55:27,991 Epoch[15] Batch [22150-22200] Speed: 199.76 samples/sec accuracy=0.964844 2020-04-10 13:56:00,241 Epoch[15] Batch [22200-22250] Speed: 198.46 samples/sec accuracy=0.967969 2020-04-10 13:56:32,391 Epoch[15] Batch [22250-22300] Speed: 199.06 samples/sec accuracy=0.969688 2020-04-10 13:57:04,407 Epoch[15] Batch [22300-22350] Speed: 199.90 samples/sec accuracy=0.964688 2020-04-10 13:57:36,567 Epoch[15] Batch [22350-22400] Speed: 199.01 samples/sec accuracy=0.964219 2020-04-10 13:58:08,717 Epoch[15] Batch [22400-22450] Speed: 199.07 samples/sec accuracy=0.966094 2020-04-10 13:58:40,560 Epoch[15] Batch [22450-22500] Speed: 200.99 samples/sec accuracy=0.967656 2020-04-10 13:59:12,383 Epoch[15] Batch [22500-22550] Speed: 201.11 samples/sec accuracy=0.969844 2020-04-10 13:59:44,501 Epoch[15] Batch [22550-22600] Speed: 199.26 samples/sec accuracy=0.963594 2020-04-10 14:00:16,624 Epoch[15] Batch [22600-22650] Speed: 199.24 samples/sec accuracy=0.969531 2020-04-10 14:00:48,434 Epoch[15] Batch [22650-22700] Speed: 201.20 samples/sec accuracy=0.971250 2020-04-10 14:01:20,241 Epoch[15] Batch [22700-22750] Speed: 201.21 samples/sec accuracy=0.964219 2020-04-10 14:01:52,186 Epoch[15] Batch [22750-22800] Speed: 200.34 samples/sec accuracy=0.967812 2020-04-10 14:02:24,292 Epoch[15] Batch [22800-22850] Speed: 199.34 samples/sec accuracy=0.965781 2020-04-10 14:02:56,582 Epoch[15] Batch [22850-22900] Speed: 198.21 samples/sec accuracy=0.965469 2020-04-10 14:03:28,843 Epoch[15] Batch [22900-22950] Speed: 198.38 samples/sec accuracy=0.968281 2020-04-10 14:04:00,765 Epoch[15] Batch [22950-23000] Speed: 200.49 samples/sec accuracy=0.967187 2020-04-10 14:04:32,857 Epoch[15] Batch [23000-23050] Speed: 199.43 samples/sec accuracy=0.965938 2020-04-10 14:05:04,527 Epoch[15] Batch [23050-23100] Speed: 202.09 samples/sec accuracy=0.967031 2020-04-10 14:05:36,729 Epoch[15] Batch [23100-23150] Speed: 198.74 samples/sec accuracy=0.966094 2020-04-10 14:06:08,538 Epoch[15] Batch [23150-23200] Speed: 201.20 samples/sec accuracy=0.965313 2020-04-10 14:06:40,466 Epoch[15] Batch [23200-23250] Speed: 200.45 samples/sec accuracy=0.965938 2020-04-10 14:07:12,377 Epoch[15] Batch [23250-23300] Speed: 200.56 samples/sec accuracy=0.963750 2020-04-10 14:07:44,551 Epoch[15] Batch [23300-23350] Speed: 198.91 samples/sec accuracy=0.964531 2020-04-10 14:08:16,498 Epoch[15] Batch [23350-23400] Speed: 200.34 samples/sec accuracy=0.968281 2020-04-10 14:08:48,458 Epoch[15] Batch [23400-23450] Speed: 200.25 samples/sec accuracy=0.966719 2020-04-10 14:09:20,627 Epoch[15] Batch [23450-23500] Speed: 198.95 samples/sec accuracy=0.969375 2020-04-10 14:09:52,581 Epoch[15] Batch [23500-23550] Speed: 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accuracy=0.970469 2020-04-10 14:15:44,961 Epoch[15] Batch [24050-24100] Speed: 199.85 samples/sec accuracy=0.964688 2020-04-10 14:16:16,894 Epoch[15] Batch [24100-24150] Speed: 200.42 samples/sec accuracy=0.965469 2020-04-10 14:16:48,849 Epoch[15] Batch [24150-24200] Speed: 200.28 samples/sec accuracy=0.965156 2020-04-10 14:17:20,307 Epoch[15] Batch [24200-24250] Speed: 203.45 samples/sec accuracy=0.964531 2020-04-10 14:17:52,303 Epoch[15] Batch [24250-24300] Speed: 200.02 samples/sec accuracy=0.969219 2020-04-10 14:18:24,437 Epoch[15] Batch [24300-24350] Speed: 199.17 samples/sec accuracy=0.966250 2020-04-10 14:18:56,388 Epoch[15] Batch [24350-24400] Speed: 200.31 samples/sec accuracy=0.966562 2020-04-10 14:19:29,000 Epoch[15] Batch [24400-24450] Speed: 196.25 samples/sec accuracy=0.967969 2020-04-10 14:20:00,841 Epoch[15] Batch [24450-24500] Speed: 201.00 samples/sec accuracy=0.968125 2020-04-10 14:20:32,885 Epoch[15] Batch [24500-24550] Speed: 199.73 samples/sec accuracy=0.965469 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accuracy=0.964844 2020-04-10 14:48:15,430 Epoch[15] Batch [27100-27150] Speed: 201.29 samples/sec accuracy=0.966094 2020-04-10 14:48:47,303 Epoch[15] Batch [27150-27200] Speed: 200.80 samples/sec accuracy=0.968594 2020-04-10 14:49:19,005 Epoch[15] Batch [27200-27250] Speed: 201.88 samples/sec accuracy=0.966562 2020-04-10 14:49:50,726 Epoch[15] Batch [27250-27300] Speed: 201.76 samples/sec accuracy=0.966406 2020-04-10 14:50:22,854 Epoch[15] Batch [27300-27350] Speed: 199.21 samples/sec accuracy=0.964063 2020-04-10 14:50:54,457 Epoch[15] Batch [27350-27400] Speed: 202.52 samples/sec accuracy=0.971094 2020-04-10 14:51:26,131 Epoch[15] Batch [27400-27450] Speed: 202.05 samples/sec accuracy=0.968437 2020-04-10 14:51:58,321 Epoch[15] Batch [27450-27500] Speed: 198.82 samples/sec accuracy=0.967969 2020-04-10 14:52:30,346 Epoch[15] Batch [27500-27550] Speed: 199.85 samples/sec accuracy=0.968125 2020-04-10 14:53:02,450 Epoch[15] Batch [27550-27600] Speed: 199.35 samples/sec accuracy=0.967656 2020-04-10 14:53:34,355 Epoch[15] Batch [27600-27650] Speed: 200.60 samples/sec accuracy=0.970313 2020-04-10 14:54:06,564 Epoch[15] Batch [27650-27700] Speed: 198.70 samples/sec accuracy=0.966875 2020-04-10 14:54:38,524 Epoch[15] Batch [27700-27750] Speed: 200.26 samples/sec accuracy=0.969219 2020-04-10 14:55:10,255 Epoch[15] Batch [27750-27800] Speed: 201.70 samples/sec accuracy=0.971094 2020-04-10 14:55:42,195 Epoch[15] Batch [27800-27850] Speed: 200.38 samples/sec accuracy=0.969375 2020-04-10 14:56:14,351 Epoch[15] Batch [27850-27900] Speed: 199.03 samples/sec accuracy=0.964688 2020-04-10 14:56:46,581 Epoch[15] Batch [27900-27950] Speed: 198.58 samples/sec accuracy=0.966250 2020-04-10 14:57:18,502 Epoch[15] Batch [27950-28000] Speed: 200.50 samples/sec accuracy=0.963750 2020-04-10 14:57:50,500 Epoch[15] Batch [28000-28050] Speed: 200.01 samples/sec accuracy=0.967969 2020-04-10 14:58:23,244 Epoch[15] Batch [28050-28100] Speed: 195.45 samples/sec accuracy=0.967969 2020-04-10 14:58:55,370 Epoch[15] Batch [28100-28150] Speed: 199.22 samples/sec accuracy=0.966094 2020-04-10 14:59:27,260 Epoch[15] Batch [28150-28200] Speed: 200.69 samples/sec accuracy=0.967656 2020-04-10 14:59:52,227 Epoch[15] Train-accuracy=0.967279 2020-04-10 14:59:52,227 Epoch[15] Time cost=17976.883 2020-04-10 14:59:52,478 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0016.params" 2020-04-10 15:32:21,604 Epoch[15] Validation-accuracy=0.984758 2020-04-10 15:33:01,909 Epoch[16] Batch [0-50] Speed: 198.41 samples/sec accuracy=0.963542 2020-04-10 15:33:33,690 Epoch[16] Batch [50-100] Speed: 201.38 samples/sec accuracy=0.969219 2020-04-10 15:34:05,637 Epoch[16] Batch [100-150] Speed: 200.33 samples/sec accuracy=0.966719 2020-04-10 15:34:36,998 Epoch[16] Batch [150-200] Speed: 204.08 samples/sec accuracy=0.967500 2020-04-10 15:35:09,065 Epoch[16] Batch [200-250] Speed: 199.58 samples/sec accuracy=0.966250 2020-04-10 15:35:41,062 Epoch[16] Batch [250-300] Speed: 200.02 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accuracy=0.971719 2020-04-10 16:03:48,674 Epoch[16] Batch [2900-2950] Speed: 206.07 samples/sec accuracy=0.971562 2020-04-10 16:04:21,207 Epoch[16] Batch [2950-3000] Speed: 196.73 samples/sec accuracy=0.968906 2020-04-10 16:04:54,338 Epoch[16] Batch [3000-3050] Speed: 193.17 samples/sec accuracy=0.968437 2020-04-10 16:05:27,253 Epoch[16] Batch [3050-3100] Speed: 194.44 samples/sec accuracy=0.967031 2020-04-10 16:05:59,364 Epoch[16] Batch [3100-3150] Speed: 199.31 samples/sec accuracy=0.964063 2020-04-10 16:06:31,292 Epoch[16] Batch [3150-3200] Speed: 200.45 samples/sec accuracy=0.964219 2020-04-10 16:07:03,922 Epoch[16] Batch [3200-3250] Speed: 196.14 samples/sec accuracy=0.967969 2020-04-10 16:07:34,714 Epoch[16] Batch [3250-3300] Speed: 207.85 samples/sec accuracy=0.971562 2020-04-10 16:08:05,700 Epoch[16] Batch [3300-3350] Speed: 206.55 samples/sec accuracy=0.966719 2020-04-10 16:08:37,651 Epoch[16] Batch [3350-3400] Speed: 200.31 samples/sec accuracy=0.970625 2020-04-10 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accuracy=0.970469 2020-04-10 16:20:16,701 Epoch[16] Batch [4450-4500] Speed: 199.11 samples/sec accuracy=0.967187 2020-04-10 16:20:48,687 Epoch[16] Batch [4500-4550] Speed: 200.09 samples/sec accuracy=0.966719 2020-04-10 16:21:20,508 Epoch[16] Batch [4550-4600] Speed: 201.12 samples/sec accuracy=0.968281 2020-04-10 16:21:52,601 Epoch[16] Batch [4600-4650] Speed: 199.42 samples/sec accuracy=0.969219 2020-04-10 16:22:24,885 Epoch[16] Batch [4650-4700] Speed: 198.24 samples/sec accuracy=0.970625 2020-04-10 16:22:56,830 Epoch[16] Batch [4700-4750] Speed: 200.34 samples/sec accuracy=0.966875 2020-04-10 16:23:28,570 Epoch[16] Batch [4750-4800] Speed: 201.64 samples/sec accuracy=0.968594 2020-04-10 16:24:00,921 Epoch[16] Batch [4800-4850] Speed: 197.83 samples/sec accuracy=0.968750 2020-04-10 16:24:32,941 Epoch[16] Batch [4850-4900] Speed: 199.88 samples/sec accuracy=0.969688 2020-04-10 16:25:04,619 Epoch[16] Batch [4900-4950] Speed: 202.03 samples/sec accuracy=0.966719 2020-04-10 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accuracy=0.967969 2020-04-10 16:36:50,717 Epoch[16] Batch [6000-6050] Speed: 201.38 samples/sec accuracy=0.969063 2020-04-10 16:37:22,697 Epoch[16] Batch [6050-6100] Speed: 200.13 samples/sec accuracy=0.970313 2020-04-10 16:37:54,951 Epoch[16] Batch [6100-6150] Speed: 198.43 samples/sec accuracy=0.965469 2020-04-10 16:38:27,121 Epoch[16] Batch [6150-6200] Speed: 198.94 samples/sec accuracy=0.965000 2020-04-10 16:38:59,865 Epoch[16] Batch [6200-6250] Speed: 195.46 samples/sec accuracy=0.968906 2020-04-10 16:39:32,114 Epoch[16] Batch [6250-6300] Speed: 198.46 samples/sec accuracy=0.967031 2020-04-10 16:40:04,041 Epoch[16] Batch [6300-6350] Speed: 200.45 samples/sec accuracy=0.968750 2020-04-10 16:40:35,732 Epoch[16] Batch [6350-6400] Speed: 201.95 samples/sec accuracy=0.969688 2020-04-10 16:41:07,763 Epoch[16] Batch [6400-6450] Speed: 199.81 samples/sec accuracy=0.969375 2020-04-10 16:41:39,871 Epoch[16] Batch [6450-6500] Speed: 199.33 samples/sec accuracy=0.970938 2020-04-10 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accuracy=0.970313 2020-04-10 16:52:43,339 Epoch[16] Batch [7550-7600] Speed: 217.91 samples/sec accuracy=0.967500 2020-04-10 16:53:12,845 Epoch[16] Batch [7600-7650] Speed: 216.90 samples/sec accuracy=0.964375 2020-04-10 16:53:42,189 Epoch[16] Batch [7650-7700] Speed: 218.10 samples/sec accuracy=0.967031 2020-04-10 16:54:11,538 Epoch[16] Batch [7700-7750] Speed: 218.07 samples/sec accuracy=0.965313 2020-04-10 16:54:40,846 Epoch[16] Batch [7750-7800] Speed: 218.37 samples/sec accuracy=0.965469 2020-04-10 16:55:10,650 Epoch[16] Batch [7800-7850] Speed: 214.74 samples/sec accuracy=0.967812 2020-04-10 16:55:40,115 Epoch[16] Batch [7850-7900] Speed: 217.21 samples/sec accuracy=0.965469 2020-04-10 16:56:09,056 Epoch[16] Batch [7900-7950] Speed: 221.14 samples/sec accuracy=0.970781 2020-04-10 16:56:38,424 Epoch[16] Batch [7950-8000] Speed: 217.93 samples/sec accuracy=0.969688 2020-04-10 16:57:07,815 Epoch[16] Batch [8000-8050] Speed: 217.76 samples/sec accuracy=0.968281 2020-04-10 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accuracy=0.972812 2020-04-10 17:07:53,893 Epoch[16] Batch [9100-9150] Speed: 218.34 samples/sec accuracy=0.968594 2020-04-10 17:08:23,196 Epoch[16] Batch [9150-9200] Speed: 218.41 samples/sec accuracy=0.972031 2020-04-10 17:08:52,649 Epoch[16] Batch [9200-9250] Speed: 217.30 samples/sec accuracy=0.969844 2020-04-10 17:09:22,496 Epoch[16] Batch [9250-9300] Speed: 214.43 samples/sec accuracy=0.969531 2020-04-10 17:09:52,720 Epoch[16] Batch [9300-9350] Speed: 211.76 samples/sec accuracy=0.967969 2020-04-10 17:10:22,000 Epoch[16] Batch [9350-9400] Speed: 218.58 samples/sec accuracy=0.969844 2020-04-10 17:10:51,696 Epoch[16] Batch [9400-9450] Speed: 215.52 samples/sec accuracy=0.970938 2020-04-10 17:11:20,864 Epoch[16] Batch [9450-9500] Speed: 219.42 samples/sec accuracy=0.966719 2020-04-10 17:11:50,253 Epoch[16] Batch [9500-9550] Speed: 217.77 samples/sec accuracy=0.965625 2020-04-10 17:12:19,383 Epoch[16] Batch [9550-9600] Speed: 219.71 samples/sec accuracy=0.970000 2020-04-10 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accuracy=0.968281 2020-04-10 17:28:36,670 Epoch[16] Batch [11150-11200] Speed: 199.47 samples/sec accuracy=0.969844 2020-04-10 17:29:08,603 Epoch[16] Batch [11200-11250] Speed: 200.42 samples/sec accuracy=0.970000 2020-04-10 17:29:40,397 Epoch[16] Batch [11250-11300] Speed: 201.30 samples/sec accuracy=0.963437 2020-04-10 17:30:12,088 Epoch[16] Batch [11300-11350] Speed: 201.95 samples/sec accuracy=0.964531 2020-04-10 17:30:44,082 Epoch[16] Batch [11350-11400] Speed: 200.04 samples/sec accuracy=0.964219 2020-04-10 17:31:16,046 Epoch[16] Batch [11400-11450] Speed: 200.23 samples/sec accuracy=0.969063 2020-04-10 17:31:47,748 Epoch[16] Batch [11450-11500] Speed: 201.88 samples/sec accuracy=0.967500 2020-04-10 17:32:19,769 Epoch[16] Batch [11500-11550] Speed: 199.87 samples/sec accuracy=0.968750 2020-04-10 17:32:51,566 Epoch[16] Batch [11550-11600] Speed: 201.28 samples/sec accuracy=0.967187 2020-04-10 17:33:23,894 Epoch[16] Batch [11600-11650] Speed: 197.97 samples/sec accuracy=0.967969 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accuracy=0.970156 2020-04-10 18:01:07,138 Epoch[16] Batch [14200-14250] Speed: 199.26 samples/sec accuracy=0.969688 2020-04-10 18:01:39,147 Epoch[16] Batch [14250-14300] Speed: 199.95 samples/sec accuracy=0.970469 2020-04-10 18:02:10,977 Epoch[16] Batch [14300-14350] Speed: 201.07 samples/sec accuracy=0.971406 2020-04-10 18:02:42,915 Epoch[16] Batch [14350-14400] Speed: 200.39 samples/sec accuracy=0.967656 2020-04-10 18:03:15,004 Epoch[16] Batch [14400-14450] Speed: 199.45 samples/sec accuracy=0.966875 2020-04-10 18:03:47,141 Epoch[16] Batch [14450-14500] Speed: 199.15 samples/sec accuracy=0.968594 2020-04-10 18:04:19,026 Epoch[16] Batch [14500-14550] Speed: 200.72 samples/sec accuracy=0.968281 2020-04-10 18:04:51,343 Epoch[16] Batch [14550-14600] Speed: 198.04 samples/sec accuracy=0.967969 2020-04-10 18:05:23,250 Epoch[16] Batch [14600-14650] Speed: 200.58 samples/sec accuracy=0.970313 2020-04-10 18:05:55,541 Epoch[16] Batch [14650-14700] Speed: 198.20 samples/sec accuracy=0.969375 2020-04-10 18:06:27,219 Epoch[16] Batch [14700-14750] Speed: 202.03 samples/sec accuracy=0.968594 2020-04-10 18:06:59,054 Epoch[16] Batch [14750-14800] Speed: 201.04 samples/sec accuracy=0.970313 2020-04-10 18:07:31,130 Epoch[16] Batch [14800-14850] Speed: 199.53 samples/sec accuracy=0.969375 2020-04-10 18:08:02,883 Epoch[16] Batch [14850-14900] Speed: 201.56 samples/sec accuracy=0.967969 2020-04-10 18:08:35,190 Epoch[16] Batch [14900-14950] Speed: 198.10 samples/sec accuracy=0.967656 2020-04-10 18:09:07,108 Epoch[16] Batch [14950-15000] Speed: 200.52 samples/sec accuracy=0.967187 2020-04-10 18:09:38,857 Epoch[16] Batch [15000-15050] Speed: 201.58 samples/sec accuracy=0.967656 2020-04-10 18:10:11,082 Epoch[16] Batch [15050-15100] Speed: 198.61 samples/sec accuracy=0.971250 2020-04-10 18:10:43,231 Epoch[16] Batch [15100-15150] Speed: 199.08 samples/sec accuracy=0.971094 2020-04-10 18:11:15,639 Epoch[16] Batch [15150-15200] Speed: 197.48 samples/sec accuracy=0.970469 2020-04-10 18:11:47,961 Epoch[16] Batch [15200-15250] Speed: 198.01 samples/sec accuracy=0.966875 2020-04-10 18:12:20,159 Epoch[16] Batch [15250-15300] Speed: 198.77 samples/sec accuracy=0.967031 2020-04-10 18:12:52,532 Epoch[16] Batch [15300-15350] Speed: 197.70 samples/sec accuracy=0.967656 2020-04-10 18:13:24,398 Epoch[16] Batch [15350-15400] Speed: 200.84 samples/sec accuracy=0.970781 2020-04-10 18:13:56,538 Epoch[16] Batch [15400-15450] Speed: 199.13 samples/sec accuracy=0.971094 2020-04-10 18:14:28,502 Epoch[16] Batch [15450-15500] Speed: 200.23 samples/sec accuracy=0.968594 2020-04-10 18:15:00,017 Epoch[16] Batch [15500-15550] Speed: 203.08 samples/sec accuracy=0.965156 2020-04-10 18:15:32,040 Epoch[16] Batch [15550-15600] Speed: 199.86 samples/sec accuracy=0.966719 2020-04-10 18:16:03,837 Epoch[16] Batch [15600-15650] Speed: 201.27 samples/sec accuracy=0.968437 2020-04-10 18:16:35,998 Epoch[16] Batch [15650-15700] Speed: 199.00 samples/sec accuracy=0.971094 2020-04-10 18:17:08,041 Epoch[16] Batch [15700-15750] Speed: 199.73 samples/sec accuracy=0.962031 2020-04-10 18:17:40,123 Epoch[16] Batch [15750-15800] Speed: 199.49 samples/sec accuracy=0.968906 2020-04-10 18:18:12,307 Epoch[16] Batch [15800-15850] Speed: 198.86 samples/sec accuracy=0.965469 2020-04-10 18:18:44,092 Epoch[16] Batch [15850-15900] Speed: 201.35 samples/sec accuracy=0.968125 2020-04-10 18:19:16,206 Epoch[16] Batch [15900-15950] Speed: 199.29 samples/sec accuracy=0.965781 2020-04-10 18:19:48,300 Epoch[16] Batch [15950-16000] Speed: 199.42 samples/sec accuracy=0.967344 2020-04-10 18:20:20,028 Epoch[16] Batch [16000-16050] Speed: 201.71 samples/sec accuracy=0.968125 2020-04-10 18:20:52,033 Epoch[16] Batch [16050-16100] Speed: 199.97 samples/sec accuracy=0.970938 2020-04-10 18:21:24,108 Epoch[16] Batch [16100-16150] Speed: 199.53 samples/sec accuracy=0.969063 2020-04-10 18:21:56,118 Epoch[16] Batch [16150-16200] Speed: 199.94 samples/sec accuracy=0.965938 2020-04-10 18:22:28,151 Epoch[16] Batch [16200-16250] Speed: 199.80 samples/sec accuracy=0.969688 2020-04-10 18:22:59,637 Epoch[16] Batch [16250-16300] Speed: 203.26 samples/sec accuracy=0.965938 2020-04-10 18:23:31,268 Epoch[16] Batch [16300-16350] Speed: 202.33 samples/sec accuracy=0.970625 2020-04-10 18:24:03,305 Epoch[16] Batch [16350-16400] Speed: 199.77 samples/sec accuracy=0.967344 2020-04-10 18:24:35,329 Epoch[16] Batch [16400-16450] Speed: 199.85 samples/sec accuracy=0.967344 2020-04-10 18:25:06,803 Epoch[16] Batch [16450-16500] Speed: 203.35 samples/sec accuracy=0.965938 2020-04-10 18:25:38,843 Epoch[16] Batch [16500-16550] Speed: 199.75 samples/sec accuracy=0.966094 2020-04-10 18:26:10,519 Epoch[16] Batch [16550-16600] Speed: 202.05 samples/sec accuracy=0.969375 2020-04-10 18:26:42,500 Epoch[16] Batch [16600-16650] Speed: 200.12 samples/sec accuracy=0.963437 2020-04-10 18:27:15,271 Epoch[16] Batch [16650-16700] Speed: 195.30 samples/sec accuracy=0.964844 2020-04-10 18:27:47,433 Epoch[16] Batch [16700-16750] Speed: 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accuracy=0.968594 2020-04-10 18:33:38,761 Epoch[16] Batch [17250-17300] Speed: 201.63 samples/sec accuracy=0.969063 2020-04-10 18:34:10,844 Epoch[16] Batch [17300-17350] Speed: 199.49 samples/sec accuracy=0.967812 2020-04-10 18:34:42,633 Epoch[16] Batch [17350-17400] Speed: 201.33 samples/sec accuracy=0.967969 2020-04-10 18:35:14,673 Epoch[16] Batch [17400-17450] Speed: 199.76 samples/sec accuracy=0.969063 2020-04-10 18:35:46,743 Epoch[16] Batch [17450-17500] Speed: 199.56 samples/sec accuracy=0.965156 2020-04-10 18:36:18,779 Epoch[16] Batch [17500-17550] Speed: 199.78 samples/sec accuracy=0.967969 2020-04-10 18:36:50,679 Epoch[16] Batch [17550-17600] Speed: 200.63 samples/sec accuracy=0.965156 2020-04-10 18:37:22,851 Epoch[16] Batch [17600-17650] Speed: 198.93 samples/sec accuracy=0.967031 2020-04-10 18:37:55,010 Epoch[16] Batch [17650-17700] Speed: 199.01 samples/sec accuracy=0.963281 2020-04-10 18:38:26,865 Epoch[16] Batch [17700-17750] Speed: 200.92 samples/sec accuracy=0.967344 2020-04-10 18:38:58,856 Epoch[16] Batch [17750-17800] Speed: 200.06 samples/sec accuracy=0.967656 2020-04-10 18:39:30,861 Epoch[16] Batch [17800-17850] Speed: 199.97 samples/sec accuracy=0.970000 2020-04-10 18:40:02,703 Epoch[16] Batch [17850-17900] Speed: 201.00 samples/sec accuracy=0.973594 2020-04-10 18:40:34,551 Epoch[16] Batch [17900-17950] Speed: 200.96 samples/sec accuracy=0.968281 2020-04-10 18:41:06,815 Epoch[16] Batch [17950-18000] Speed: 198.36 samples/sec accuracy=0.962500 2020-04-10 18:41:38,942 Epoch[16] Batch [18000-18050] Speed: 199.21 samples/sec accuracy=0.969219 2020-04-10 18:42:10,981 Epoch[16] Batch [18050-18100] Speed: 199.75 samples/sec accuracy=0.970938 2020-04-10 18:42:42,730 Epoch[16] Batch [18100-18150] Speed: 201.59 samples/sec accuracy=0.968437 2020-04-10 18:43:15,072 Epoch[16] Batch [18150-18200] Speed: 197.89 samples/sec accuracy=0.962344 2020-04-10 18:43:47,040 Epoch[16] Batch [18200-18250] Speed: 200.20 samples/sec accuracy=0.968906 2020-04-10 18:44:19,026 Epoch[16] Batch [18250-18300] Speed: 200.09 samples/sec accuracy=0.968437 2020-04-10 18:44:51,168 Epoch[16] Batch [18300-18350] Speed: 199.11 samples/sec accuracy=0.968906 2020-04-10 18:45:23,160 Epoch[16] Batch [18350-18400] Speed: 200.05 samples/sec accuracy=0.967969 2020-04-10 18:45:55,273 Epoch[16] Batch [18400-18450] Speed: 199.30 samples/sec accuracy=0.965625 2020-04-10 18:46:27,493 Epoch[16] Batch [18450-18500] Speed: 198.64 samples/sec accuracy=0.965469 2020-04-10 18:46:59,072 Epoch[16] Batch [18500-18550] Speed: 202.67 samples/sec accuracy=0.967500 2020-04-10 18:47:31,430 Epoch[16] Batch [18550-18600] Speed: 197.79 samples/sec accuracy=0.968906 2020-04-10 18:48:03,243 Epoch[16] Batch [18600-18650] Speed: 201.18 samples/sec accuracy=0.968594 2020-04-10 18:48:34,948 Epoch[16] Batch [18650-18700] Speed: 201.86 samples/sec accuracy=0.967969 2020-04-10 18:49:06,977 Epoch[16] Batch [18700-18750] Speed: 199.82 samples/sec accuracy=0.969844 2020-04-10 18:49:38,762 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[19250-19300] Speed: 201.55 samples/sec accuracy=0.964531 2020-04-10 18:55:29,972 Epoch[16] Batch [19300-19350] Speed: 199.93 samples/sec accuracy=0.967031 2020-04-10 18:56:02,018 Epoch[16] Batch [19350-19400] Speed: 199.72 samples/sec accuracy=0.969063 2020-04-10 18:56:33,685 Epoch[16] Batch [19400-19450] Speed: 202.10 samples/sec accuracy=0.967344 2020-04-10 18:57:04,822 Epoch[16] Batch [19450-19500] Speed: 205.54 samples/sec accuracy=0.969844 2020-04-10 18:57:36,424 Epoch[16] Batch [19500-19550] Speed: 202.52 samples/sec accuracy=0.969063 2020-04-10 18:58:08,190 Epoch[16] Batch [19550-19600] Speed: 201.47 samples/sec accuracy=0.966875 2020-04-10 18:58:40,661 Epoch[16] Batch [19600-19650] Speed: 197.10 samples/sec accuracy=0.969531 2020-04-10 18:59:12,910 Epoch[16] Batch [19650-19700] Speed: 198.46 samples/sec accuracy=0.970625 2020-04-10 18:59:45,099 Epoch[16] Batch [19700-19750] Speed: 198.82 samples/sec accuracy=0.972500 2020-04-10 19:00:17,149 Epoch[16] Batch [19750-19800] Speed: 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accuracy=0.969375 2020-04-10 19:06:08,774 Epoch[16] Batch [20300-20350] Speed: 200.15 samples/sec accuracy=0.970000 2020-04-10 19:06:41,025 Epoch[16] Batch [20350-20400] Speed: 198.44 samples/sec accuracy=0.963906 2020-04-10 19:07:12,527 Epoch[16] Batch [20400-20450] Speed: 203.17 samples/sec accuracy=0.969531 2020-04-10 19:07:44,418 Epoch[16] Batch [20450-20500] Speed: 200.68 samples/sec accuracy=0.968750 2020-04-10 19:08:16,597 Epoch[16] Batch [20500-20550] Speed: 198.89 samples/sec accuracy=0.970625 2020-04-10 19:08:47,691 Epoch[16] Batch [20550-20600] Speed: 205.83 samples/sec accuracy=0.972031 2020-04-10 19:09:19,478 Epoch[16] Batch [20600-20650] Speed: 201.34 samples/sec accuracy=0.966094 2020-04-10 19:09:51,790 Epoch[16] Batch [20650-20700] Speed: 198.07 samples/sec accuracy=0.966875 2020-04-10 19:10:23,960 Epoch[16] Batch [20700-20750] Speed: 198.94 samples/sec accuracy=0.966094 2020-04-10 19:10:55,791 Epoch[16] Batch [20750-20800] Speed: 201.07 samples/sec accuracy=0.967500 2020-04-10 19:11:27,822 Epoch[16] Batch [20800-20850] Speed: 199.81 samples/sec accuracy=0.967187 2020-04-10 19:11:59,543 Epoch[16] Batch [20850-20900] Speed: 201.76 samples/sec accuracy=0.966094 2020-04-10 19:12:31,097 Epoch[16] Batch [20900-20950] Speed: 202.83 samples/sec accuracy=0.964531 2020-04-10 19:13:03,205 Epoch[16] Batch [20950-21000] Speed: 199.33 samples/sec accuracy=0.962344 2020-04-10 19:13:35,208 Epoch[16] Batch [21000-21050] Speed: 199.99 samples/sec accuracy=0.967656 2020-04-10 19:14:07,417 Epoch[16] Batch [21050-21100] Speed: 198.70 samples/sec accuracy=0.970313 2020-04-10 19:14:39,365 Epoch[16] Batch [21100-21150] Speed: 200.33 samples/sec accuracy=0.965469 2020-04-10 19:15:11,856 Epoch[16] Batch [21150-21200] Speed: 196.98 samples/sec accuracy=0.970781 2020-04-10 19:15:43,982 Epoch[16] Batch [21200-21250] Speed: 199.22 samples/sec accuracy=0.966094 2020-04-10 19:16:16,085 Epoch[16] Batch [21250-21300] Speed: 199.36 samples/sec accuracy=0.967969 2020-04-10 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accuracy=0.969844 2020-04-10 20:11:09,434 Epoch[16] Batch [26400-26450] Speed: 200.37 samples/sec accuracy=0.970156 2020-04-10 20:11:41,562 Epoch[16] Batch [26450-26500] Speed: 199.20 samples/sec accuracy=0.964219 2020-04-10 20:12:13,290 Epoch[16] Batch [26500-26550] Speed: 201.72 samples/sec accuracy=0.965625 2020-04-10 20:12:45,210 Epoch[16] Batch [26550-26600] Speed: 200.50 samples/sec accuracy=0.968750 2020-04-10 20:13:17,063 Epoch[16] Batch [26600-26650] Speed: 200.92 samples/sec accuracy=0.967500 2020-04-10 20:13:48,979 Epoch[16] Batch [26650-26700] Speed: 200.52 samples/sec accuracy=0.969531 2020-04-10 20:14:20,825 Epoch[16] Batch [26700-26750] Speed: 200.97 samples/sec accuracy=0.967500 2020-04-10 20:14:52,824 Epoch[16] Batch [26750-26800] Speed: 200.01 samples/sec accuracy=0.967969 2020-04-10 20:15:25,192 Epoch[16] Batch [26800-26850] Speed: 197.73 samples/sec accuracy=0.966562 2020-04-10 20:15:57,005 Epoch[16] Batch [26850-26900] Speed: 201.18 samples/sec accuracy=0.966406 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accuracy=0.966875 2020-04-10 21:32:12,352 Epoch[17] Batch [2700-2750] Speed: 192.98 samples/sec accuracy=0.965156 2020-04-10 21:32:45,535 Epoch[17] Batch [2750-2800] Speed: 192.87 samples/sec accuracy=0.966875 2020-04-10 21:33:16,978 Epoch[17] Batch [2800-2850] Speed: 203.54 samples/sec accuracy=0.970000 2020-04-10 21:33:49,039 Epoch[17] Batch [2850-2900] Speed: 199.62 samples/sec accuracy=0.972812 2020-04-10 21:34:22,244 Epoch[17] Batch [2900-2950] Speed: 192.75 samples/sec accuracy=0.970156 2020-04-10 21:34:55,412 Epoch[17] Batch [2950-3000] Speed: 192.95 samples/sec accuracy=0.970625 2020-04-10 21:35:26,482 Epoch[17] Batch [3000-3050] Speed: 205.99 samples/sec accuracy=0.966562 2020-04-10 21:35:57,158 Epoch[17] Batch [3050-3100] Speed: 208.64 samples/sec accuracy=0.965938 2020-04-10 21:36:29,071 Epoch[17] Batch [3100-3150] Speed: 200.55 samples/sec accuracy=0.974375 2020-04-10 21:36:59,607 Epoch[17] Batch [3150-3200] Speed: 209.59 samples/sec accuracy=0.970781 2020-04-10 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accuracy=0.969375 2020-04-10 21:48:26,884 Epoch[17] Batch [4250-4300] Speed: 202.83 samples/sec accuracy=0.967344 2020-04-10 21:48:58,766 Epoch[17] Batch [4300-4350] Speed: 200.74 samples/sec accuracy=0.966094 2020-04-10 21:49:30,226 Epoch[17] Batch [4350-4400] Speed: 203.43 samples/sec accuracy=0.970000 2020-04-10 21:50:02,183 Epoch[17] Batch [4400-4450] Speed: 200.27 samples/sec accuracy=0.968594 2020-04-10 21:50:34,127 Epoch[17] Batch [4450-4500] Speed: 200.35 samples/sec accuracy=0.966719 2020-04-10 21:51:06,231 Epoch[17] Batch [4500-4550] Speed: 199.35 samples/sec accuracy=0.969688 2020-04-10 21:51:38,109 Epoch[17] Batch [4550-4600] Speed: 200.77 samples/sec accuracy=0.968281 2020-04-10 21:52:09,941 Epoch[17] Batch [4600-4650] Speed: 201.06 samples/sec accuracy=0.967187 2020-04-10 21:52:42,014 Epoch[17] Batch [4650-4700] Speed: 199.54 samples/sec accuracy=0.969531 2020-04-10 21:53:13,767 Epoch[17] Batch [4700-4750] Speed: 201.56 samples/sec accuracy=0.968125 2020-04-10 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accuracy=0.967344 2020-04-10 22:04:55,981 Epoch[17] Batch [5800-5850] Speed: 201.67 samples/sec accuracy=0.967969 2020-04-10 22:05:28,472 Epoch[17] Batch [5850-5900] Speed: 196.98 samples/sec accuracy=0.964688 2020-04-10 22:06:00,260 Epoch[17] Batch [5900-5950] Speed: 201.33 samples/sec accuracy=0.965781 2020-04-10 22:06:31,884 Epoch[17] Batch [5950-6000] Speed: 202.38 samples/sec accuracy=0.965781 2020-04-10 22:07:03,582 Epoch[17] Batch [6000-6050] Speed: 201.91 samples/sec accuracy=0.967656 2020-04-10 22:07:35,270 Epoch[17] Batch [6050-6100] Speed: 201.97 samples/sec accuracy=0.968125 2020-04-10 22:08:07,267 Epoch[17] Batch [6100-6150] Speed: 200.02 samples/sec accuracy=0.969688 2020-04-10 22:08:39,107 Epoch[17] Batch [6150-6200] Speed: 201.01 samples/sec accuracy=0.968906 2020-04-10 22:09:10,497 Epoch[17] Batch [6200-6250] Speed: 203.89 samples/sec accuracy=0.970469 2020-04-10 22:09:42,818 Epoch[17] Batch [6250-6300] Speed: 198.02 samples/sec accuracy=0.968750 2020-04-10 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accuracy=0.971875 2020-04-10 22:21:24,983 Epoch[17] Batch [7350-7400] Speed: 201.19 samples/sec accuracy=0.970938 2020-04-10 22:21:56,903 Epoch[17] Batch [7400-7450] Speed: 200.50 samples/sec accuracy=0.965625 2020-04-10 22:22:28,828 Epoch[17] Batch [7450-7500] Speed: 200.47 samples/sec accuracy=0.965000 2020-04-10 22:23:00,897 Epoch[17] Batch [7500-7550] Speed: 199.57 samples/sec accuracy=0.972187 2020-04-10 22:23:32,751 Epoch[17] Batch [7550-7600] Speed: 200.92 samples/sec accuracy=0.967812 2020-04-10 22:24:04,986 Epoch[17] Batch [7600-7650] Speed: 198.55 samples/sec accuracy=0.967344 2020-04-10 22:24:36,828 Epoch[17] Batch [7650-7700] Speed: 200.99 samples/sec accuracy=0.970469 2020-04-10 22:25:08,635 Epoch[17] Batch [7700-7750] Speed: 201.22 samples/sec accuracy=0.967656 2020-04-10 22:25:40,394 Epoch[17] Batch [7750-7800] Speed: 201.52 samples/sec accuracy=0.967812 2020-04-10 22:26:12,574 Epoch[17] Batch [7800-7850] Speed: 198.89 samples/sec accuracy=0.967969 2020-04-10 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accuracy=0.967656 2020-04-10 22:37:52,991 Epoch[17] Batch [8900-8950] Speed: 199.69 samples/sec accuracy=0.967656 2020-04-10 22:38:24,911 Epoch[17] Batch [8950-9000] Speed: 200.50 samples/sec accuracy=0.969063 2020-04-10 22:38:57,157 Epoch[17] Batch [9000-9050] Speed: 198.47 samples/sec accuracy=0.966719 2020-04-10 22:39:29,199 Epoch[17] Batch [9050-9100] Speed: 199.74 samples/sec accuracy=0.971094 2020-04-10 22:40:01,061 Epoch[17] Batch [9100-9150] Speed: 200.87 samples/sec accuracy=0.969844 2020-04-10 22:40:32,921 Epoch[17] Batch [9150-9200] Speed: 200.88 samples/sec accuracy=0.966562 2020-04-10 22:41:05,061 Epoch[17] Batch [9200-9250] Speed: 199.13 samples/sec accuracy=0.968125 2020-04-10 22:41:36,893 Epoch[17] Batch [9250-9300] Speed: 201.06 samples/sec accuracy=0.969219 2020-04-10 22:42:08,578 Epoch[17] Batch [9300-9350] Speed: 201.99 samples/sec accuracy=0.968125 2020-04-10 22:42:40,379 Epoch[17] Batch [9350-9400] Speed: 201.26 samples/sec accuracy=0.970156 2020-04-10 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samples/sec accuracy=0.967031 2020-04-10 22:54:22,616 Epoch[17] Batch [10450-10500] Speed: 198.47 samples/sec accuracy=0.970938 2020-04-10 22:54:54,760 Epoch[17] Batch [10500-10550] Speed: 199.11 samples/sec accuracy=0.968281 2020-04-10 22:55:27,195 Epoch[17] Batch [10550-10600] Speed: 197.32 samples/sec accuracy=0.967031 2020-04-10 22:55:59,196 Epoch[17] Batch [10600-10650] Speed: 199.99 samples/sec accuracy=0.967031 2020-04-10 22:56:30,637 Epoch[17] Batch [10650-10700] Speed: 203.56 samples/sec accuracy=0.967969 2020-04-10 22:57:02,546 Epoch[17] Batch [10700-10750] Speed: 200.57 samples/sec accuracy=0.967031 2020-04-10 22:57:34,279 Epoch[17] Batch [10750-10800] Speed: 201.68 samples/sec accuracy=0.969531 2020-04-10 22:58:06,498 Epoch[17] Batch [10800-10850] Speed: 198.64 samples/sec accuracy=0.968437 2020-04-10 22:58:38,530 Epoch[17] Batch [10850-10900] Speed: 199.80 samples/sec accuracy=0.968281 2020-04-10 22:59:10,521 Epoch[17] Batch [10900-10950] Speed: 200.06 samples/sec accuracy=0.969844 2020-04-10 22:59:42,621 Epoch[17] Batch [10950-11000] Speed: 199.38 samples/sec accuracy=0.967812 2020-04-10 23:00:14,479 Epoch[17] Batch [11000-11050] Speed: 200.89 samples/sec accuracy=0.972344 2020-04-10 23:00:46,338 Epoch[17] Batch [11050-11100] Speed: 200.89 samples/sec accuracy=0.965781 2020-04-10 23:01:18,717 Epoch[17] Batch [11100-11150] Speed: 197.66 samples/sec accuracy=0.969375 2020-04-10 23:01:50,690 Epoch[17] Batch [11150-11200] Speed: 200.17 samples/sec accuracy=0.969375 2020-04-10 23:02:22,920 Epoch[17] Batch [11200-11250] Speed: 198.57 samples/sec accuracy=0.971562 2020-04-10 23:02:55,071 Epoch[17] Batch [11250-11300] Speed: 199.06 samples/sec accuracy=0.968906 2020-04-10 23:03:27,076 Epoch[17] Batch [11300-11350] Speed: 199.97 samples/sec accuracy=0.972344 2020-04-10 23:03:58,795 Epoch[17] Batch [11350-11400] Speed: 201.78 samples/sec accuracy=0.968594 2020-04-10 23:04:30,314 Epoch[17] Batch [11400-11450] Speed: 203.05 samples/sec accuracy=0.970000 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23:10:22,974 Epoch[17] Batch [11950-12000] Speed: 201.48 samples/sec accuracy=0.969688 2020-04-10 23:10:55,352 Epoch[17] Batch [12000-12050] Speed: 197.66 samples/sec accuracy=0.966562 2020-04-10 23:11:27,731 Epoch[17] Batch [12050-12100] Speed: 197.66 samples/sec accuracy=0.968906 2020-04-10 23:11:59,139 Epoch[17] Batch [12100-12150] Speed: 203.77 samples/sec accuracy=0.967656 2020-04-10 23:12:30,945 Epoch[17] Batch [12150-12200] Speed: 201.22 samples/sec accuracy=0.965469 2020-04-10 23:13:02,961 Epoch[17] Batch [12200-12250] Speed: 199.91 samples/sec accuracy=0.969531 2020-04-10 23:13:34,777 Epoch[17] Batch [12250-12300] Speed: 201.16 samples/sec accuracy=0.965156 2020-04-10 23:14:06,437 Epoch[17] Batch [12300-12350] Speed: 202.15 samples/sec accuracy=0.970781 2020-04-10 23:14:38,622 Epoch[17] Batch [12350-12400] Speed: 198.85 samples/sec accuracy=0.969375 2020-04-10 23:15:10,782 Epoch[17] Batch [12400-12450] Speed: 199.01 samples/sec accuracy=0.967812 2020-04-10 23:15:42,715 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[12950-13000] Speed: 216.65 samples/sec accuracy=0.969844 2020-04-10 23:21:27,195 Epoch[17] Batch [13000-13050] Speed: 218.04 samples/sec accuracy=0.965781 2020-04-10 23:21:56,395 Epoch[17] Batch [13050-13100] Speed: 219.18 samples/sec accuracy=0.968281 2020-04-10 23:22:25,491 Epoch[17] Batch [13100-13150] Speed: 219.96 samples/sec accuracy=0.970313 2020-04-10 23:22:54,915 Epoch[17] Batch [13150-13200] Speed: 217.51 samples/sec accuracy=0.966562 2020-04-10 23:23:24,338 Epoch[17] Batch [13200-13250] Speed: 217.52 samples/sec accuracy=0.967187 2020-04-10 23:23:53,443 Epoch[17] Batch [13250-13300] Speed: 219.89 samples/sec accuracy=0.969375 2020-04-10 23:24:22,850 Epoch[17] Batch [13300-13350] Speed: 217.64 samples/sec accuracy=0.970000 2020-04-10 23:24:52,084 Epoch[17] Batch [13350-13400] Speed: 218.92 samples/sec accuracy=0.963125 2020-04-10 23:25:21,110 Epoch[17] Batch [13400-13450] Speed: 220.49 samples/sec accuracy=0.967812 2020-04-10 23:25:50,196 Epoch[17] Batch [13450-13500] Speed: 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accuracy=0.968594 2020-04-10 23:31:13,633 Epoch[17] Batch [14000-14050] Speed: 218.21 samples/sec accuracy=0.970469 2020-04-10 23:31:43,424 Epoch[17] Batch [14050-14100] Speed: 214.83 samples/sec accuracy=0.968281 2020-04-10 23:32:12,667 Epoch[17] Batch [14100-14150] Speed: 218.86 samples/sec accuracy=0.967187 2020-04-10 23:32:41,932 Epoch[17] Batch [14150-14200] Speed: 218.69 samples/sec accuracy=0.971406 2020-04-10 23:33:11,446 Epoch[17] Batch [14200-14250] Speed: 216.85 samples/sec accuracy=0.969219 2020-04-10 23:33:40,771 Epoch[17] Batch [14250-14300] Speed: 218.24 samples/sec accuracy=0.973125 2020-04-10 23:34:09,937 Epoch[17] Batch [14300-14350] Speed: 219.44 samples/sec accuracy=0.969531 2020-04-10 23:34:39,391 Epoch[17] Batch [14350-14400] Speed: 217.29 samples/sec accuracy=0.966719 2020-04-10 23:35:08,693 Epoch[17] Batch [14400-14450] Speed: 218.42 samples/sec accuracy=0.969063 2020-04-10 23:35:38,119 Epoch[17] Batch [14450-14500] Speed: 217.49 samples/sec accuracy=0.965781 2020-04-10 23:36:07,389 Epoch[17] Batch [14500-14550] Speed: 218.65 samples/sec accuracy=0.966562 2020-04-10 23:36:36,823 Epoch[17] Batch [14550-14600] Speed: 217.44 samples/sec accuracy=0.966406 2020-04-10 23:37:06,044 Epoch[17] Batch [14600-14650] Speed: 219.02 samples/sec accuracy=0.969063 2020-04-10 23:37:35,396 Epoch[17] Batch [14650-14700] Speed: 218.05 samples/sec accuracy=0.966719 2020-04-10 23:38:04,515 Epoch[17] Batch [14700-14750] Speed: 219.79 samples/sec accuracy=0.966875 2020-04-10 23:38:33,852 Epoch[17] Batch [14750-14800] Speed: 218.15 samples/sec accuracy=0.974531 2020-04-10 23:39:03,252 Epoch[17] Batch [14800-14850] Speed: 217.69 samples/sec accuracy=0.965156 2020-04-10 23:39:33,379 Epoch[17] Batch [14850-14900] Speed: 212.43 samples/sec accuracy=0.969688 2020-04-10 23:40:02,682 Epoch[17] Batch [14900-14950] Speed: 218.42 samples/sec accuracy=0.968437 2020-04-10 23:40:32,021 Epoch[17] Batch [14950-15000] Speed: 218.14 samples/sec accuracy=0.970625 2020-04-10 23:41:01,647 Epoch[17] Batch [15000-15050] Speed: 216.03 samples/sec accuracy=0.965313 2020-04-10 23:41:31,015 Epoch[17] Batch [15050-15100] Speed: 217.93 samples/sec accuracy=0.966094 2020-04-10 23:42:00,444 Epoch[17] Batch [15100-15150] Speed: 217.47 samples/sec accuracy=0.967344 2020-04-10 23:42:29,708 Epoch[17] Batch [15150-15200] Speed: 218.70 samples/sec accuracy=0.966250 2020-04-10 23:42:59,038 Epoch[17] Batch [15200-15250] Speed: 218.21 samples/sec accuracy=0.970313 2020-04-10 23:43:28,300 Epoch[17] Batch [15250-15300] Speed: 218.71 samples/sec accuracy=0.965469 2020-04-10 23:43:57,894 Epoch[17] Batch [15300-15350] Speed: 216.26 samples/sec accuracy=0.970000 2020-04-10 23:44:27,619 Epoch[17] Batch [15350-15400] Speed: 215.31 samples/sec accuracy=0.965469 2020-04-10 23:44:56,868 Epoch[17] Batch [15400-15450] Speed: 218.81 samples/sec accuracy=0.967656 2020-04-10 23:45:26,227 Epoch[17] Batch [15450-15500] Speed: 217.99 samples/sec accuracy=0.972500 2020-04-10 23:45:55,549 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[16000-16050] Speed: 217.70 samples/sec accuracy=0.965469 2020-04-10 23:51:18,679 Epoch[17] Batch [16050-16100] Speed: 220.11 samples/sec accuracy=0.965156 2020-04-10 23:51:48,027 Epoch[17] Batch [16100-16150] Speed: 218.08 samples/sec accuracy=0.969375 2020-04-10 23:52:17,221 Epoch[17] Batch [16150-16200] Speed: 219.23 samples/sec accuracy=0.965781 2020-04-10 23:52:46,522 Epoch[17] Batch [16200-16250] Speed: 218.42 samples/sec accuracy=0.969063 2020-04-10 23:53:16,224 Epoch[17] Batch [16250-16300] Speed: 215.47 samples/sec accuracy=0.968437 2020-04-10 23:53:45,682 Epoch[17] Batch [16300-16350] Speed: 217.26 samples/sec accuracy=0.971094 2020-04-10 23:54:15,097 Epoch[17] Batch [16350-16400] Speed: 217.57 samples/sec accuracy=0.967500 2020-04-10 23:54:44,430 Epoch[17] Batch [16400-16450] Speed: 218.19 samples/sec accuracy=0.967656 2020-04-10 23:55:14,049 Epoch[17] Batch [16450-16500] Speed: 216.07 samples/sec accuracy=0.967344 2020-04-10 23:55:46,005 Epoch[17] Batch [16500-16550] Speed: 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accuracy=0.964688 2020-04-11 00:01:36,543 Epoch[17] Batch [17050-17100] Speed: 201.88 samples/sec accuracy=0.969531 2020-04-11 00:02:08,058 Epoch[17] Batch [17100-17150] Speed: 203.08 samples/sec accuracy=0.968906 2020-04-11 00:02:40,108 Epoch[17] Batch [17150-17200] Speed: 199.69 samples/sec accuracy=0.970938 2020-04-11 00:03:11,938 Epoch[17] Batch [17200-17250] Speed: 201.07 samples/sec accuracy=0.972500 2020-04-11 00:03:44,043 Epoch[17] Batch [17250-17300] Speed: 199.35 samples/sec accuracy=0.969531 2020-04-11 00:04:15,895 Epoch[17] Batch [17300-17350] Speed: 200.93 samples/sec accuracy=0.966562 2020-04-11 00:04:47,761 Epoch[17] Batch [17350-17400] Speed: 200.84 samples/sec accuracy=0.967187 2020-04-11 00:05:19,624 Epoch[17] Batch [17400-17450] Speed: 200.86 samples/sec accuracy=0.969063 2020-04-11 00:05:51,786 Epoch[17] Batch [17450-17500] Speed: 198.99 samples/sec accuracy=0.971562 2020-04-11 00:06:23,519 Epoch[17] Batch [17500-17550] Speed: 201.68 samples/sec accuracy=0.966094 2020-04-11 00:06:55,252 Epoch[17] Batch [17550-17600] Speed: 201.69 samples/sec accuracy=0.971094 2020-04-11 00:07:27,271 Epoch[17] Batch [17600-17650] Speed: 199.88 samples/sec accuracy=0.968281 2020-04-11 00:07:58,820 Epoch[17] Batch [17650-17700] Speed: 202.87 samples/sec accuracy=0.972344 2020-04-11 00:08:30,800 Epoch[17] Batch [17700-17750] Speed: 200.13 samples/sec accuracy=0.969844 2020-04-11 00:09:02,802 Epoch[17] Batch [17750-17800] Speed: 199.99 samples/sec accuracy=0.966094 2020-04-11 00:09:35,208 Epoch[17] Batch [17800-17850] Speed: 197.49 samples/sec accuracy=0.970000 2020-04-11 00:10:06,832 Epoch[17] Batch [17850-17900] Speed: 202.38 samples/sec accuracy=0.966875 2020-04-11 00:10:38,958 Epoch[17] Batch [17900-17950] Speed: 199.22 samples/sec accuracy=0.968750 2020-04-11 00:11:11,043 Epoch[17] Batch [17950-18000] Speed: 199.48 samples/sec accuracy=0.969844 2020-04-11 00:11:43,307 Epoch[17] Batch [18000-18050] Speed: 198.36 samples/sec accuracy=0.965625 2020-04-11 00:12:15,570 Epoch[17] Batch [18050-18100] Speed: 198.37 samples/sec accuracy=0.967969 2020-04-11 00:12:47,478 Epoch[17] Batch [18100-18150] Speed: 200.58 samples/sec accuracy=0.970625 2020-04-11 00:13:19,626 Epoch[17] Batch [18150-18200] Speed: 199.08 samples/sec accuracy=0.965938 2020-04-11 00:13:51,296 Epoch[17] Batch [18200-18250] Speed: 202.09 samples/sec accuracy=0.968437 2020-04-11 00:14:23,547 Epoch[17] Batch [18250-18300] Speed: 198.44 samples/sec accuracy=0.970313 2020-04-11 00:14:55,137 Epoch[17] Batch [18300-18350] Speed: 202.60 samples/sec accuracy=0.970469 2020-04-11 00:15:27,309 Epoch[17] Batch [18350-18400] Speed: 198.93 samples/sec accuracy=0.970938 2020-04-11 00:15:59,136 Epoch[17] Batch [18400-18450] Speed: 201.09 samples/sec accuracy=0.968125 2020-04-11 00:16:31,904 Epoch[17] Batch [18450-18500] Speed: 195.31 samples/sec accuracy=0.966562 2020-04-11 00:17:03,862 Epoch[17] Batch [18500-18550] Speed: 200.27 samples/sec accuracy=0.966719 2020-04-11 00:17:36,003 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accuracy=0.969063 2020-04-11 00:34:07,559 Epoch[17] Batch [20100-20150] Speed: 201.41 samples/sec accuracy=0.967344 2020-04-11 00:34:39,446 Epoch[17] Batch [20150-20200] Speed: 200.71 samples/sec accuracy=0.969844 2020-04-11 00:35:11,597 Epoch[17] Batch [20200-20250] Speed: 199.06 samples/sec accuracy=0.973594 2020-04-11 00:35:43,065 Epoch[17] Batch [20250-20300] Speed: 203.38 samples/sec accuracy=0.967969 2020-04-11 00:36:14,358 Epoch[17] Batch [20300-20350] Speed: 204.52 samples/sec accuracy=0.971250 2020-04-11 00:36:46,192 Epoch[17] Batch [20350-20400] Speed: 201.05 samples/sec accuracy=0.970781 2020-04-11 00:37:18,082 Epoch[17] Batch [20400-20450] Speed: 200.69 samples/sec accuracy=0.967500 2020-04-11 00:37:50,307 Epoch[17] Batch [20450-20500] Speed: 198.60 samples/sec accuracy=0.969219 2020-04-11 00:38:22,628 Epoch[17] Batch [20500-20550] Speed: 198.01 samples/sec accuracy=0.965000 2020-04-11 00:38:54,355 Epoch[17] Batch [20550-20600] Speed: 201.73 samples/sec accuracy=0.969063 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accuracy=0.970469 2020-04-11 01:06:36,672 Epoch[17] Batch [23150-23200] Speed: 198.79 samples/sec accuracy=0.967812 2020-04-11 01:07:08,870 Epoch[17] Batch [23200-23250] Speed: 198.77 samples/sec accuracy=0.972500 2020-04-11 01:07:40,942 Epoch[17] Batch [23250-23300] Speed: 199.55 samples/sec accuracy=0.968906 2020-04-11 01:08:13,057 Epoch[17] Batch [23300-23350] Speed: 199.28 samples/sec accuracy=0.967656 2020-04-11 01:08:44,662 Epoch[17] Batch [23350-23400] Speed: 202.50 samples/sec accuracy=0.969531 2020-04-11 01:09:16,328 Epoch[17] Batch [23400-23450] Speed: 202.12 samples/sec accuracy=0.966250 2020-04-11 01:09:48,323 Epoch[17] Batch [23450-23500] Speed: 200.03 samples/sec accuracy=0.967812 2020-04-11 01:10:20,385 Epoch[17] Batch [23500-23550] Speed: 199.62 samples/sec accuracy=0.972969 2020-04-11 01:10:51,886 Epoch[17] Batch [23550-23600] Speed: 203.17 samples/sec accuracy=0.972656 2020-04-11 01:11:23,967 Epoch[17] Batch [23600-23650] Speed: 199.49 samples/sec accuracy=0.970938 2020-04-11 01:11:56,273 Epoch[17] Batch [23650-23700] Speed: 198.11 samples/sec accuracy=0.969063 2020-04-11 01:12:28,126 Epoch[17] Batch [23700-23750] Speed: 200.93 samples/sec accuracy=0.970469 2020-04-11 01:12:59,986 Epoch[17] Batch [23750-23800] Speed: 200.88 samples/sec accuracy=0.966719 2020-04-11 01:13:31,532 Epoch[17] Batch [23800-23850] Speed: 202.88 samples/sec accuracy=0.964688 2020-04-11 01:14:03,559 Epoch[17] Batch [23850-23900] Speed: 199.83 samples/sec accuracy=0.970938 2020-04-11 01:14:35,490 Epoch[17] Batch [23900-23950] Speed: 200.44 samples/sec accuracy=0.965469 2020-04-11 01:15:07,328 Epoch[17] Batch [23950-24000] Speed: 201.02 samples/sec accuracy=0.965469 2020-04-11 01:15:39,138 Epoch[17] Batch [24000-24050] Speed: 201.20 samples/sec accuracy=0.972656 2020-04-11 01:16:11,154 Epoch[17] Batch [24050-24100] Speed: 199.90 samples/sec accuracy=0.969219 2020-04-11 01:16:43,016 Epoch[17] Batch [24100-24150] Speed: 200.87 samples/sec accuracy=0.970313 2020-04-11 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[25150-25200] Speed: 199.17 samples/sec accuracy=0.966719 2020-04-11 01:28:27,824 Epoch[17] Batch [25200-25250] Speed: 200.37 samples/sec accuracy=0.970000 2020-04-11 01:28:59,493 Epoch[17] Batch [25250-25300] Speed: 202.09 samples/sec accuracy=0.966719 2020-04-11 01:29:31,267 Epoch[17] Batch [25300-25350] Speed: 201.43 samples/sec accuracy=0.968125 2020-04-11 01:30:02,951 Epoch[17] Batch [25350-25400] Speed: 202.00 samples/sec accuracy=0.968750 2020-04-11 01:30:35,238 Epoch[17] Batch [25400-25450] Speed: 198.22 samples/sec accuracy=0.969844 2020-04-11 01:31:07,106 Epoch[17] Batch [25450-25500] Speed: 200.83 samples/sec accuracy=0.967187 2020-04-11 01:31:39,022 Epoch[17] Batch [25500-25550] Speed: 200.53 samples/sec accuracy=0.967969 2020-04-11 01:32:10,749 Epoch[17] Batch [25550-25600] Speed: 201.73 samples/sec accuracy=0.967187 2020-04-11 01:32:43,017 Epoch[17] Batch [25600-25650] Speed: 198.34 samples/sec accuracy=0.970156 2020-04-11 01:33:14,921 Epoch[17] Batch [25650-25700] Speed: 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accuracy=0.965781 2020-04-11 01:39:06,255 Epoch[17] Batch [26200-26250] Speed: 200.11 samples/sec accuracy=0.968125 2020-04-11 01:39:38,325 Epoch[17] Batch [26250-26300] Speed: 199.57 samples/sec accuracy=0.966094 2020-04-11 01:40:10,489 Epoch[17] Batch [26300-26350] Speed: 198.98 samples/sec accuracy=0.967500 2020-04-11 01:40:42,374 Epoch[17] Batch [26350-26400] Speed: 200.72 samples/sec accuracy=0.969688 2020-04-11 01:41:14,437 Epoch[17] Batch [26400-26450] Speed: 199.61 samples/sec accuracy=0.966250 2020-04-11 01:41:46,408 Epoch[17] Batch [26450-26500] Speed: 200.18 samples/sec accuracy=0.968125 2020-04-11 01:42:18,292 Epoch[17] Batch [26500-26550] Speed: 200.73 samples/sec accuracy=0.967500 2020-04-11 01:42:49,997 Epoch[17] Batch [26550-26600] Speed: 201.86 samples/sec accuracy=0.967031 2020-04-11 01:43:21,881 Epoch[17] Batch [26600-26650] Speed: 200.73 samples/sec accuracy=0.966719 2020-04-11 01:43:54,050 Epoch[17] Batch [26650-26700] Speed: 198.95 samples/sec accuracy=0.969531 2020-04-11 01:44:26,444 Epoch[17] Batch [26700-26750] Speed: 197.57 samples/sec accuracy=0.970156 2020-04-11 01:44:58,154 Epoch[17] Batch [26750-26800] Speed: 201.83 samples/sec accuracy=0.965313 2020-04-11 01:45:30,150 Epoch[17] Batch [26800-26850] Speed: 200.02 samples/sec accuracy=0.970313 2020-04-11 01:46:01,902 Epoch[17] Batch [26850-26900] Speed: 201.57 samples/sec accuracy=0.968281 2020-04-11 01:46:33,684 Epoch[17] Batch [26900-26950] Speed: 201.37 samples/sec accuracy=0.966562 2020-04-11 01:47:05,606 Epoch[17] Batch [26950-27000] Speed: 200.49 samples/sec accuracy=0.964063 2020-04-11 01:47:37,678 Epoch[17] Batch [27000-27050] Speed: 199.55 samples/sec accuracy=0.970938 2020-04-11 01:48:09,897 Epoch[17] Batch [27050-27100] Speed: 198.65 samples/sec accuracy=0.969531 2020-04-11 01:48:41,656 Epoch[17] Batch [27100-27150] Speed: 201.52 samples/sec accuracy=0.967500 2020-04-11 01:49:13,841 Epoch[17] Batch [27150-27200] Speed: 198.85 samples/sec accuracy=0.966406 2020-04-11 01:49:46,107 Epoch[17] Batch [27200-27250] Speed: 198.35 samples/sec accuracy=0.967656 2020-04-11 01:50:18,361 Epoch[17] Batch [27250-27300] Speed: 198.43 samples/sec accuracy=0.967500 2020-04-11 01:50:50,559 Epoch[17] Batch [27300-27350] Speed: 198.77 samples/sec accuracy=0.968437 2020-04-11 01:51:23,171 Epoch[17] Batch [27350-27400] Speed: 196.25 samples/sec accuracy=0.965938 2020-04-11 01:51:55,057 Epoch[17] Batch [27400-27450] Speed: 200.72 samples/sec accuracy=0.967031 2020-04-11 01:52:26,971 Epoch[17] Batch [27450-27500] Speed: 200.54 samples/sec accuracy=0.970625 2020-04-11 01:52:59,289 Epoch[17] Batch [27500-27550] Speed: 198.03 samples/sec accuracy=0.966562 2020-04-11 01:53:30,782 Epoch[17] Batch [27550-27600] Speed: 203.22 samples/sec accuracy=0.968437 2020-04-11 01:54:02,618 Epoch[17] Batch [27600-27650] Speed: 201.03 samples/sec accuracy=0.967969 2020-04-11 01:54:34,379 Epoch[17] Batch [27650-27700] Speed: 201.51 samples/sec accuracy=0.966406 2020-04-11 01:55:06,186 Epoch[17] Batch [27700-27750] Speed: 201.21 samples/sec accuracy=0.968594 2020-04-11 01:55:38,455 Epoch[17] Batch [27750-27800] Speed: 198.33 samples/sec accuracy=0.967031 2020-04-11 01:56:10,259 Epoch[17] Batch [27800-27850] Speed: 201.23 samples/sec accuracy=0.970625 2020-04-11 01:56:42,172 Epoch[17] Batch [27850-27900] Speed: 200.55 samples/sec accuracy=0.969375 2020-04-11 01:57:13,857 Epoch[17] Batch [27900-27950] Speed: 201.99 samples/sec accuracy=0.971094 2020-04-11 01:57:45,891 Epoch[17] Batch [27950-28000] Speed: 199.79 samples/sec accuracy=0.967969 2020-04-11 01:58:18,016 Epoch[17] Batch [28000-28050] Speed: 199.23 samples/sec accuracy=0.967812 2020-04-11 01:58:49,903 Epoch[17] Batch [28050-28100] Speed: 200.71 samples/sec accuracy=0.968750 2020-04-11 01:59:22,040 Epoch[17] Batch [28100-28150] Speed: 199.15 samples/sec accuracy=0.968750 2020-04-11 01:59:54,076 Epoch[17] Batch [28150-28200] Speed: 199.77 samples/sec accuracy=0.969688 2020-04-11 02:00:18,695 Epoch[17] Train-accuracy=0.968359 2020-04-11 02:00:18,695 Epoch[17] Time cost=17844.198 2020-04-11 02:00:18,980 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0018.params" 2020-04-11 02:32:51,871 Epoch[17] Validation-accuracy=0.984989 2020-04-11 02:33:32,414 Epoch[18] Batch [0-50] Speed: 197.82 samples/sec accuracy=0.970741 2020-04-11 02:34:04,284 Epoch[18] Batch [50-100] Speed: 200.81 samples/sec accuracy=0.968594 2020-04-11 02:34:36,101 Epoch[18] Batch [100-150] Speed: 201.15 samples/sec accuracy=0.967969 2020-04-11 02:35:07,784 Epoch[18] Batch [150-200] Speed: 202.00 samples/sec accuracy=0.965000 2020-04-11 02:35:39,854 Epoch[18] Batch [200-250] Speed: 199.56 samples/sec accuracy=0.968906 2020-04-11 02:36:11,721 Epoch[18] Batch [250-300] Speed: 200.84 samples/sec accuracy=0.970469 2020-04-11 02:36:43,748 Epoch[18] Batch [300-350] Speed: 199.83 samples/sec accuracy=0.971719 2020-04-11 02:37:15,631 Epoch[18] Batch [350-400] Speed: 200.74 samples/sec accuracy=0.968594 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2020-04-11 02:49:03,121 Epoch[18] Batch [1450-1500] Speed: 195.22 samples/sec accuracy=0.969844 2020-04-11 02:49:36,133 Epoch[18] Batch [1500-1550] Speed: 193.87 samples/sec accuracy=0.967812 2020-04-11 02:50:08,584 Epoch[18] Batch [1550-1600] Speed: 197.22 samples/sec accuracy=0.969531 2020-04-11 02:50:40,362 Epoch[18] Batch [1600-1650] Speed: 201.40 samples/sec accuracy=0.970000 2020-04-11 02:51:12,505 Epoch[18] Batch [1650-1700] Speed: 199.12 samples/sec accuracy=0.964844 2020-04-11 02:51:43,789 Epoch[18] Batch [1700-1750] Speed: 204.57 samples/sec accuracy=0.965156 2020-04-11 02:52:15,517 Epoch[18] Batch [1750-1800] Speed: 201.72 samples/sec accuracy=0.967656 2020-04-11 02:52:47,337 Epoch[18] Batch [1800-1850] Speed: 201.13 samples/sec accuracy=0.970156 2020-04-11 02:53:20,524 Epoch[18] Batch [1850-1900] Speed: 192.85 samples/sec accuracy=0.968594 2020-04-11 02:53:52,241 Epoch[18] Batch [1900-1950] Speed: 201.79 samples/sec accuracy=0.970313 2020-04-11 02:54:25,260 Epoch[18] Batch [1950-2000] Speed: 193.83 samples/sec accuracy=0.971719 2020-04-11 02:54:57,497 Epoch[18] Batch [2000-2050] Speed: 198.53 samples/sec accuracy=0.966250 2020-04-11 02:55:29,793 Epoch[18] Batch [2050-2100] Speed: 198.17 samples/sec accuracy=0.968594 2020-04-11 02:56:02,800 Epoch[18] Batch [2100-2150] Speed: 193.90 samples/sec accuracy=0.967344 2020-04-11 02:56:35,457 Epoch[18] Batch [2150-2200] Speed: 195.97 samples/sec accuracy=0.969688 2020-04-11 02:57:07,326 Epoch[18] Batch [2200-2250] Speed: 200.83 samples/sec accuracy=0.971250 2020-04-11 02:57:38,954 Epoch[18] Batch [2250-2300] Speed: 202.35 samples/sec accuracy=0.970156 2020-04-11 02:58:10,319 Epoch[18] Batch [2300-2350] Speed: 204.05 samples/sec accuracy=0.965469 2020-04-11 02:58:41,388 Epoch[18] Batch [2350-2400] Speed: 206.00 samples/sec accuracy=0.968906 2020-04-11 02:59:14,132 Epoch[18] Batch [2400-2450] Speed: 195.45 samples/sec accuracy=0.967344 2020-04-11 02:59:46,758 Epoch[18] Batch [2450-2500] Speed: 196.17 samples/sec accuracy=0.969844 2020-04-11 03:00:18,357 Epoch[18] Batch [2500-2550] Speed: 202.54 samples/sec accuracy=0.970000 2020-04-11 03:00:49,217 Epoch[18] Batch [2550-2600] Speed: 207.39 samples/sec accuracy=0.971562 2020-04-11 03:01:20,430 Epoch[18] Batch [2600-2650] Speed: 205.04 samples/sec accuracy=0.969688 2020-04-11 03:01:51,613 Epoch[18] Batch [2650-2700] Speed: 205.24 samples/sec accuracy=0.968594 2020-04-11 03:02:22,741 Epoch[18] Batch [2700-2750] Speed: 205.61 samples/sec accuracy=0.969844 2020-04-11 03:02:54,025 Epoch[18] Batch [2750-2800] Speed: 204.58 samples/sec accuracy=0.969063 2020-04-11 03:03:26,747 Epoch[18] Batch [2800-2850] Speed: 195.59 samples/sec accuracy=0.968281 2020-04-11 03:03:57,965 Epoch[18] Batch [2850-2900] Speed: 205.01 samples/sec accuracy=0.967969 2020-04-11 03:04:28,585 Epoch[18] Batch [2900-2950] Speed: 209.02 samples/sec accuracy=0.969375 2020-04-11 03:05:01,075 Epoch[18] Batch [2950-3000] Speed: 196.98 samples/sec accuracy=0.972031 2020-04-11 03:05:32,324 Epoch[18] Batch [3000-3050] Speed: 204.81 samples/sec accuracy=0.969531 2020-04-11 03:06:03,125 Epoch[18] Batch [3050-3100] Speed: 207.79 samples/sec accuracy=0.965313 2020-04-11 03:06:34,954 Epoch[18] Batch [3100-3150] Speed: 201.08 samples/sec accuracy=0.968281 2020-04-11 03:07:05,756 Epoch[18] Batch [3150-3200] Speed: 207.78 samples/sec accuracy=0.969375 2020-04-11 03:07:38,635 Epoch[18] Batch [3200-3250] Speed: 194.65 samples/sec accuracy=0.970000 2020-04-11 03:08:10,559 Epoch[18] Batch [3250-3300] Speed: 200.48 samples/sec accuracy=0.971562 2020-04-11 03:08:43,621 Epoch[18] Batch [3300-3350] Speed: 193.57 samples/sec accuracy=0.965938 2020-04-11 03:09:15,811 Epoch[18] Batch [3350-3400] Speed: 198.82 samples/sec accuracy=0.970156 2020-04-11 03:09:47,314 Epoch[18] Batch [3400-3450] Speed: 203.15 samples/sec accuracy=0.968125 2020-04-11 03:10:19,423 Epoch[18] Batch [3450-3500] Speed: 199.32 samples/sec accuracy=0.970781 2020-04-11 03:10:52,310 Epoch[18] Batch [3500-3550] 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accuracy=0.971094 2020-04-11 03:16:45,170 Epoch[18] Batch [4050-4100] Speed: 197.96 samples/sec accuracy=0.965313 2020-04-11 03:17:17,394 Epoch[18] Batch [4100-4150] Speed: 198.61 samples/sec accuracy=0.970469 2020-04-11 03:17:49,202 Epoch[18] Batch [4150-4200] Speed: 201.21 samples/sec accuracy=0.967500 2020-04-11 03:18:21,549 Epoch[18] Batch [4200-4250] Speed: 197.86 samples/sec accuracy=0.971250 2020-04-11 03:18:53,685 Epoch[18] Batch [4250-4300] Speed: 199.15 samples/sec accuracy=0.969375 2020-04-11 03:19:25,304 Epoch[18] Batch [4300-4350] Speed: 202.41 samples/sec accuracy=0.970625 2020-04-11 03:19:57,365 Epoch[18] Batch [4350-4400] Speed: 199.62 samples/sec accuracy=0.967344 2020-04-11 03:20:29,477 Epoch[18] Batch [4400-4450] Speed: 199.31 samples/sec accuracy=0.968125 2020-04-11 03:21:01,429 Epoch[18] Batch [4450-4500] Speed: 200.30 samples/sec accuracy=0.969063 2020-04-11 03:21:33,565 Epoch[18] Batch [4500-4550] Speed: 199.15 samples/sec accuracy=0.968594 2020-04-11 03:22:05,262 Epoch[18] Batch [4550-4600] Speed: 201.91 samples/sec accuracy=0.969531 2020-04-11 03:22:37,087 Epoch[18] Batch [4600-4650] Speed: 201.10 samples/sec accuracy=0.966094 2020-04-11 03:23:09,001 Epoch[18] Batch [4650-4700] Speed: 200.54 samples/sec accuracy=0.965000 2020-04-11 03:23:40,867 Epoch[18] Batch [4700-4750] Speed: 200.84 samples/sec accuracy=0.968125 2020-04-11 03:24:12,321 Epoch[18] Batch [4750-4800] Speed: 203.48 samples/sec accuracy=0.969375 2020-04-11 03:24:44,014 Epoch[18] Batch [4800-4850] Speed: 201.94 samples/sec accuracy=0.972031 2020-04-11 03:25:16,033 Epoch[18] Batch [4850-4900] Speed: 199.88 samples/sec accuracy=0.970625 2020-04-11 03:25:47,896 Epoch[18] Batch [4900-4950] Speed: 200.86 samples/sec accuracy=0.969375 2020-04-11 03:26:19,971 Epoch[18] Batch [4950-5000] Speed: 199.53 samples/sec accuracy=0.966875 2020-04-11 03:26:51,806 Epoch[18] Batch [5000-5050] Speed: 201.04 samples/sec accuracy=0.967187 2020-04-11 03:27:23,707 Epoch[18] Batch [5050-5100] 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accuracy=0.970625 2020-04-11 03:33:16,001 Epoch[18] Batch [5600-5650] Speed: 199.23 samples/sec accuracy=0.967969 2020-04-11 03:33:47,770 Epoch[18] Batch [5650-5700] Speed: 201.45 samples/sec accuracy=0.968437 2020-04-11 03:34:20,030 Epoch[18] Batch [5700-5750] Speed: 198.39 samples/sec accuracy=0.967969 2020-04-11 03:34:52,312 Epoch[18] Batch [5750-5800] Speed: 198.25 samples/sec accuracy=0.964688 2020-04-11 03:35:24,060 Epoch[18] Batch [5800-5850] Speed: 201.59 samples/sec accuracy=0.970938 2020-04-11 03:35:56,249 Epoch[18] Batch [5850-5900] Speed: 198.83 samples/sec accuracy=0.968281 2020-04-11 03:36:27,995 Epoch[18] Batch [5900-5950] Speed: 201.60 samples/sec accuracy=0.968594 2020-04-11 03:36:59,736 Epoch[18] Batch [5950-6000] Speed: 201.63 samples/sec accuracy=0.969844 2020-04-11 03:37:31,808 Epoch[18] Batch [6000-6050] Speed: 199.55 samples/sec accuracy=0.968281 2020-04-11 03:38:03,768 Epoch[18] Batch [6050-6100] Speed: 200.25 samples/sec accuracy=0.969063 2020-04-11 03:38:35,606 Epoch[18] Batch [6100-6150] Speed: 201.02 samples/sec accuracy=0.971719 2020-04-11 03:39:07,691 Epoch[18] Batch [6150-6200] Speed: 199.47 samples/sec accuracy=0.968437 2020-04-11 03:39:39,705 Epoch[18] Batch [6200-6250] Speed: 199.92 samples/sec accuracy=0.968125 2020-04-11 03:40:11,331 Epoch[18] Batch [6250-6300] Speed: 202.37 samples/sec accuracy=0.969844 2020-04-11 03:40:43,336 Epoch[18] Batch [6300-6350] Speed: 199.97 samples/sec accuracy=0.971250 2020-04-11 03:41:15,134 Epoch[18] Batch [6350-6400] Speed: 201.27 samples/sec accuracy=0.972656 2020-04-11 03:41:47,203 Epoch[18] Batch [6400-6450] Speed: 199.57 samples/sec accuracy=0.968437 2020-04-11 03:42:19,458 Epoch[18] Batch [6450-6500] Speed: 198.42 samples/sec accuracy=0.966875 2020-04-11 03:42:51,421 Epoch[18] Batch [6500-6550] Speed: 200.23 samples/sec accuracy=0.969375 2020-04-11 03:43:23,378 Epoch[18] Batch [6550-6600] Speed: 200.27 samples/sec accuracy=0.967031 2020-04-11 03:43:55,544 Epoch[18] Batch [6600-6650] 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accuracy=0.968125 2020-04-11 03:49:48,200 Epoch[18] Batch [7150-7200] Speed: 200.29 samples/sec accuracy=0.968437 2020-04-11 03:50:20,180 Epoch[18] Batch [7200-7250] Speed: 200.13 samples/sec accuracy=0.967500 2020-04-11 03:50:52,222 Epoch[18] Batch [7250-7300] Speed: 199.74 samples/sec accuracy=0.965156 2020-04-11 03:51:24,158 Epoch[18] Batch [7300-7350] Speed: 200.40 samples/sec accuracy=0.970625 2020-04-11 03:51:56,075 Epoch[18] Batch [7350-7400] Speed: 200.52 samples/sec accuracy=0.966562 2020-04-11 03:52:27,729 Epoch[18] Batch [7400-7450] Speed: 202.19 samples/sec accuracy=0.964688 2020-04-11 03:52:59,565 Epoch[18] Batch [7450-7500] Speed: 201.03 samples/sec accuracy=0.964844 2020-04-11 03:53:31,213 Epoch[18] Batch [7500-7550] Speed: 202.23 samples/sec accuracy=0.970313 2020-04-11 03:54:03,475 Epoch[18] Batch [7550-7600] Speed: 198.38 samples/sec accuracy=0.968437 2020-04-11 03:54:35,456 Epoch[18] Batch [7600-7650] Speed: 200.12 samples/sec accuracy=0.966250 2020-04-11 03:55:07,243 Epoch[18] Batch [7650-7700] Speed: 201.34 samples/sec accuracy=0.964219 2020-04-11 03:55:38,953 Epoch[18] Batch [7700-7750] Speed: 201.83 samples/sec accuracy=0.968750 2020-04-11 03:56:10,639 Epoch[18] Batch [7750-7800] Speed: 201.98 samples/sec accuracy=0.968594 2020-04-11 03:56:43,001 Epoch[18] Batch [7800-7850] Speed: 197.77 samples/sec accuracy=0.967031 2020-04-11 03:57:15,237 Epoch[18] Batch [7850-7900] Speed: 198.53 samples/sec accuracy=0.972500 2020-04-11 03:57:47,130 Epoch[18] Batch [7900-7950] Speed: 200.67 samples/sec accuracy=0.966250 2020-04-11 03:58:19,459 Epoch[18] Batch [7950-8000] Speed: 197.97 samples/sec accuracy=0.968750 2020-04-11 03:58:51,569 Epoch[18] Batch [8000-8050] Speed: 199.32 samples/sec accuracy=0.967031 2020-04-11 03:59:23,608 Epoch[18] Batch [8050-8100] Speed: 199.76 samples/sec accuracy=0.965938 2020-04-11 03:59:55,462 Epoch[18] Batch [8100-8150] Speed: 200.92 samples/sec accuracy=0.969219 2020-04-11 04:00:27,724 Epoch[18] Batch [8150-8200] Speed: 198.38 samples/sec accuracy=0.973437 2020-04-11 04:00:59,673 Epoch[18] Batch [8200-8250] Speed: 200.32 samples/sec accuracy=0.971406 2020-04-11 04:01:31,986 Epoch[18] Batch [8250-8300] Speed: 198.06 samples/sec accuracy=0.972812 2020-04-11 04:02:04,043 Epoch[18] Batch [8300-8350] Speed: 199.64 samples/sec accuracy=0.968281 2020-04-11 04:02:35,786 Epoch[18] Batch [8350-8400] Speed: 201.62 samples/sec accuracy=0.968437 2020-04-11 04:03:07,635 Epoch[18] Batch [8400-8450] Speed: 200.95 samples/sec accuracy=0.970000 2020-04-11 04:03:39,541 Epoch[18] Batch [8450-8500] Speed: 200.59 samples/sec accuracy=0.970156 2020-04-11 04:04:11,734 Epoch[18] Batch [8500-8550] Speed: 198.80 samples/sec accuracy=0.969219 2020-04-11 04:04:43,722 Epoch[18] Batch [8550-8600] Speed: 200.08 samples/sec accuracy=0.969844 2020-04-11 04:05:16,326 Epoch[18] Batch [8600-8650] Speed: 196.30 samples/sec accuracy=0.972031 2020-04-11 04:05:48,377 Epoch[18] Batch [8650-8700] Speed: 199.68 samples/sec accuracy=0.973437 2020-04-11 04:06:20,400 Epoch[18] Batch [8700-8750] Speed: 199.86 samples/sec accuracy=0.968125 2020-04-11 04:06:52,364 Epoch[18] Batch [8750-8800] Speed: 200.23 samples/sec accuracy=0.973125 2020-04-11 04:07:23,845 Epoch[18] Batch [8800-8850] Speed: 203.30 samples/sec accuracy=0.964531 2020-04-11 04:07:55,500 Epoch[18] Batch [8850-8900] Speed: 202.18 samples/sec accuracy=0.962500 2020-04-11 04:08:27,538 Epoch[18] Batch [8900-8950] Speed: 199.76 samples/sec accuracy=0.966250 2020-04-11 04:08:59,749 Epoch[18] Batch [8950-9000] Speed: 198.70 samples/sec accuracy=0.971719 2020-04-11 04:09:31,287 Epoch[18] Batch [9000-9050] Speed: 202.93 samples/sec accuracy=0.970938 2020-04-11 04:10:03,499 Epoch[18] Batch [9050-9100] Speed: 198.68 samples/sec accuracy=0.970000 2020-04-11 04:10:35,301 Epoch[18] Batch [9100-9150] Speed: 201.25 samples/sec accuracy=0.968281 2020-04-11 04:11:07,506 Epoch[18] Batch [9150-9200] Speed: 198.72 samples/sec accuracy=0.968750 2020-04-11 04:11:39,678 Epoch[18] Batch [9200-9250] Speed: 198.93 samples/sec accuracy=0.965156 2020-04-11 04:12:11,951 Epoch[18] Batch [9250-9300] Speed: 198.31 samples/sec accuracy=0.968125 2020-04-11 04:12:43,786 Epoch[18] Batch [9300-9350] Speed: 201.04 samples/sec accuracy=0.965156 2020-04-11 04:13:15,618 Epoch[18] Batch [9350-9400] Speed: 201.06 samples/sec accuracy=0.974063 2020-04-11 04:13:47,622 Epoch[18] Batch [9400-9450] Speed: 199.98 samples/sec accuracy=0.967500 2020-04-11 04:14:19,656 Epoch[18] Batch [9450-9500] Speed: 199.79 samples/sec accuracy=0.965625 2020-04-11 04:14:51,869 Epoch[18] Batch [9500-9550] Speed: 198.68 samples/sec accuracy=0.970781 2020-04-11 04:15:24,041 Epoch[18] Batch [9550-9600] Speed: 198.93 samples/sec accuracy=0.970625 2020-04-11 04:15:56,165 Epoch[18] Batch [9600-9650] Speed: 199.23 samples/sec accuracy=0.967500 2020-04-11 04:16:27,898 Epoch[18] Batch [9650-9700] Speed: 201.68 samples/sec accuracy=0.968594 2020-04-11 04:16:59,967 Epoch[18] Batch [9700-9750] Speed: 199.58 samples/sec accuracy=0.968594 2020-04-11 04:17:32,006 Epoch[18] Batch [9750-9800] Speed: 199.76 samples/sec accuracy=0.968125 2020-04-11 04:18:03,794 Epoch[18] Batch [9800-9850] Speed: 201.34 samples/sec accuracy=0.968125 2020-04-11 04:18:35,882 Epoch[18] Batch [9850-9900] Speed: 199.45 samples/sec accuracy=0.967656 2020-04-11 04:19:07,317 Epoch[18] Batch [9900-9950] Speed: 203.60 samples/sec accuracy=0.967344 2020-04-11 04:19:39,236 Epoch[18] Batch [9950-10000] Speed: 200.51 samples/sec accuracy=0.969688 2020-04-11 04:20:11,177 Epoch[18] Batch [10000-10050] Speed: 200.37 samples/sec accuracy=0.967812 2020-04-11 04:20:43,352 Epoch[18] Batch [10050-10100] Speed: 198.91 samples/sec accuracy=0.967031 2020-04-11 04:21:15,195 Epoch[18] Batch [10100-10150] Speed: 200.98 samples/sec accuracy=0.968750 2020-04-11 04:21:47,837 Epoch[18] Batch [10150-10200] Speed: 196.07 samples/sec accuracy=0.965000 2020-04-11 04:22:19,822 Epoch[18] Batch [10200-10250] Speed: 200.09 samples/sec accuracy=0.968594 2020-04-11 04:22:51,865 Epoch[18] Batch [10250-10300] Speed: 199.73 samples/sec accuracy=0.970469 2020-04-11 04:23:23,912 Epoch[18] Batch [10300-10350] Speed: 199.71 samples/sec accuracy=0.969531 2020-04-11 04:23:56,120 Epoch[18] Batch [10350-10400] Speed: 198.71 samples/sec accuracy=0.971094 2020-04-11 04:24:27,855 Epoch[18] Batch [10400-10450] Speed: 201.68 samples/sec accuracy=0.968750 2020-04-11 04:24:59,805 Epoch[18] Batch [10450-10500] Speed: 200.31 samples/sec accuracy=0.967656 2020-04-11 04:25:31,852 Epoch[18] Batch [10500-10550] Speed: 199.71 samples/sec accuracy=0.967187 2020-04-11 04:26:04,099 Epoch[18] Batch [10550-10600] Speed: 198.47 samples/sec accuracy=0.968594 2020-04-11 04:26:36,221 Epoch[18] Batch [10600-10650] Speed: 199.24 samples/sec accuracy=0.964375 2020-04-11 04:27:08,298 Epoch[18] Batch [10650-10700] Speed: 199.53 samples/sec accuracy=0.971406 2020-04-11 04:27:40,265 Epoch[18] Batch [10700-10750] Speed: 200.21 samples/sec accuracy=0.968750 2020-04-11 04:28:12,341 Epoch[18] Batch [10750-10800] Speed: 199.53 samples/sec accuracy=0.971250 2020-04-11 04:28:44,117 Epoch[18] Batch [10800-10850] Speed: 201.41 samples/sec accuracy=0.967500 2020-04-11 04:29:16,296 Epoch[18] Batch [10850-10900] Speed: 198.89 samples/sec accuracy=0.966094 2020-04-11 04:29:48,120 Epoch[18] Batch [10900-10950] Speed: 201.11 samples/sec accuracy=0.972187 2020-04-11 04:30:19,804 Epoch[18] Batch [10950-11000] Speed: 201.99 samples/sec accuracy=0.967812 2020-04-11 04:30:51,719 Epoch[18] Batch [11000-11050] Speed: 200.54 samples/sec accuracy=0.969844 2020-04-11 04:31:23,893 Epoch[18] Batch [11050-11100] Speed: 198.92 samples/sec accuracy=0.966250 2020-04-11 04:31:55,854 Epoch[18] Batch [11100-11150] Speed: 200.25 samples/sec accuracy=0.970781 2020-04-11 04:32:28,026 Epoch[18] Batch [11150-11200] Speed: 198.93 samples/sec accuracy=0.967969 2020-04-11 04:32:59,679 Epoch[18] Batch [11200-11250] Speed: 202.19 samples/sec accuracy=0.967656 2020-04-11 04:33:31,888 Epoch[18] Batch [11250-11300] Speed: 198.70 samples/sec accuracy=0.969375 2020-04-11 04:34:04,216 Epoch[18] Batch [11300-11350] Speed: 197.98 samples/sec accuracy=0.967656 2020-04-11 04:34:35,824 Epoch[18] Batch [11350-11400] Speed: 202.48 samples/sec accuracy=0.966875 2020-04-11 04:35:07,591 Epoch[18] Batch [11400-11450] Speed: 201.47 samples/sec accuracy=0.968437 2020-04-11 04:35:39,648 Epoch[18] Batch [11450-11500] Speed: 199.65 samples/sec accuracy=0.968281 2020-04-11 04:36:11,413 Epoch[18] Batch [11500-11550] Speed: 201.48 samples/sec accuracy=0.970625 2020-04-11 04:36:43,642 Epoch[18] Batch [11550-11600] Speed: 198.58 samples/sec accuracy=0.967500 2020-04-11 04:37:16,471 Epoch[18] Batch [11600-11650] Speed: 194.95 samples/sec accuracy=0.970156 2020-04-11 04:37:48,412 Epoch[18] Batch [11650-11700] Speed: 200.37 samples/sec accuracy=0.968594 2020-04-11 04:38:20,311 Epoch[18] Batch [11700-11750] Speed: 200.63 samples/sec accuracy=0.969531 2020-04-11 04:38:52,216 Epoch[18] Batch [11750-11800] Speed: 200.60 samples/sec accuracy=0.965938 2020-04-11 04:39:24,638 Epoch[18] Batch [11800-11850] Speed: 197.40 samples/sec accuracy=0.967969 2020-04-11 04:39:56,704 Epoch[18] Batch [11850-11900] Speed: 199.59 samples/sec accuracy=0.967187 2020-04-11 04:40:28,359 Epoch[18] Batch [11900-11950] Speed: 202.18 samples/sec accuracy=0.968750 2020-04-11 04:41:00,637 Epoch[18] Batch [11950-12000] Speed: 198.28 samples/sec accuracy=0.971406 2020-04-11 04:41:32,481 Epoch[18] Batch [12000-12050] Speed: 200.98 samples/sec accuracy=0.968281 2020-04-11 04:42:04,418 Epoch[18] Batch [12050-12100] Speed: 200.40 samples/sec accuracy=0.969219 2020-04-11 04:42:36,175 Epoch[18] Batch [12100-12150] Speed: 201.53 samples/sec accuracy=0.965000 2020-04-11 04:43:08,447 Epoch[18] Batch [12150-12200] Speed: 198.32 samples/sec accuracy=0.967500 2020-04-11 04:43:40,525 Epoch[18] Batch [12200-12250] Speed: 199.52 samples/sec accuracy=0.966875 2020-04-11 04:44:12,459 Epoch[18] Batch [12250-12300] Speed: 200.41 samples/sec accuracy=0.969063 2020-04-11 04:44:44,595 Epoch[18] Batch [12300-12350] Speed: 199.16 samples/sec accuracy=0.968594 2020-04-11 04:45:16,492 Epoch[18] Batch [12350-12400] Speed: 200.64 samples/sec accuracy=0.967969 2020-04-11 04:45:48,367 Epoch[18] Batch [12400-12450] Speed: 200.79 samples/sec accuracy=0.970156 2020-04-11 04:46:20,432 Epoch[18] Batch [12450-12500] Speed: 199.60 samples/sec accuracy=0.971250 2020-04-11 04:46:52,935 Epoch[18] Batch [12500-12550] Speed: 196.90 samples/sec accuracy=0.968281 2020-04-11 04:47:24,518 Epoch[18] Batch [12550-12600] Speed: 202.65 samples/sec accuracy=0.969844 2020-04-11 04:47:56,315 Epoch[18] Batch [12600-12650] Speed: 201.28 samples/sec accuracy=0.964219 2020-04-11 04:48:28,725 Epoch[18] Batch [12650-12700] Speed: 197.47 samples/sec accuracy=0.971406 2020-04-11 04:49:00,966 Epoch[18] Batch [12700-12750] Speed: 198.51 samples/sec accuracy=0.970938 2020-04-11 04:49:32,794 Epoch[18] Batch [12750-12800] Speed: 201.09 samples/sec accuracy=0.972187 2020-04-11 04:50:04,936 Epoch[18] Batch [12800-12850] Speed: 199.12 samples/sec accuracy=0.968125 2020-04-11 04:50:37,040 Epoch[18] Batch [12850-12900] Speed: 199.35 samples/sec accuracy=0.970313 2020-04-11 04:51:09,559 Epoch[18] Batch [12900-12950] Speed: 196.81 samples/sec accuracy=0.971719 2020-04-11 04:51:41,803 Epoch[18] Batch [12950-13000] Speed: 198.49 samples/sec accuracy=0.969688 2020-04-11 04:52:13,670 Epoch[18] Batch [13000-13050] Speed: 200.84 samples/sec accuracy=0.970000 2020-04-11 04:52:45,854 Epoch[18] Batch [13050-13100] Speed: 198.86 samples/sec accuracy=0.966875 2020-04-11 04:53:17,981 Epoch[18] Batch [13100-13150] Speed: 199.21 samples/sec accuracy=0.968125 2020-04-11 04:53:49,850 Epoch[18] Batch [13150-13200] Speed: 200.82 samples/sec accuracy=0.971094 2020-04-11 04:54:21,836 Epoch[18] Batch [13200-13250] Speed: 200.09 samples/sec accuracy=0.969063 2020-04-11 04:54:54,062 Epoch[18] Batch [13250-13300] Speed: 198.60 samples/sec accuracy=0.968437 2020-04-11 04:55:26,071 Epoch[18] Batch [13300-13350] Speed: 199.94 samples/sec accuracy=0.966875 2020-04-11 04:55:57,909 Epoch[18] Batch [13350-13400] Speed: 201.02 samples/sec accuracy=0.968750 2020-04-11 04:56:29,757 Epoch[18] Batch [13400-13450] Speed: 200.96 samples/sec accuracy=0.967969 2020-04-11 04:57:01,727 Epoch[18] Batch [13450-13500] Speed: 200.19 samples/sec accuracy=0.965781 2020-04-11 04:57:34,079 Epoch[18] Batch [13500-13550] Speed: 197.83 samples/sec accuracy=0.963125 2020-04-11 04:58:05,945 Epoch[18] Batch [13550-13600] Speed: 200.84 samples/sec accuracy=0.968750 2020-04-11 04:58:38,013 Epoch[18] Batch [13600-13650] Speed: 199.58 samples/sec accuracy=0.971094 2020-04-11 04:59:10,222 Epoch[18] Batch [13650-13700] Speed: 198.70 samples/sec accuracy=0.969531 2020-04-11 04:59:42,272 Epoch[18] Batch [13700-13750] Speed: 199.69 samples/sec accuracy=0.965625 2020-04-11 05:00:14,307 Epoch[18] Batch [13750-13800] Speed: 199.79 samples/sec accuracy=0.970625 2020-04-11 05:00:46,310 Epoch[18] Batch [13800-13850] Speed: 199.98 samples/sec accuracy=0.964844 2020-04-11 05:01:18,254 Epoch[18] Batch [13850-13900] Speed: 200.35 samples/sec accuracy=0.966406 2020-04-11 05:01:50,659 Epoch[18] Batch [13900-13950] Speed: 197.50 samples/sec accuracy=0.969844 2020-04-11 05:02:22,078 Epoch[18] Batch [13950-14000] Speed: 203.70 samples/sec accuracy=0.971719 2020-04-11 05:02:53,905 Epoch[18] Batch [14000-14050] Speed: 201.09 samples/sec accuracy=0.968594 2020-04-11 05:03:25,911 Epoch[18] Batch [14050-14100] Speed: 199.96 samples/sec accuracy=0.966406 2020-04-11 05:03:57,924 Epoch[18] Batch [14100-14150] Speed: 199.92 samples/sec accuracy=0.967187 2020-04-11 05:04:30,005 Epoch[18] Batch [14150-14200] Speed: 199.50 samples/sec accuracy=0.972500 2020-04-11 05:05:02,323 Epoch[18] Batch [14200-14250] Speed: 198.04 samples/sec accuracy=0.970000 2020-04-11 05:05:34,380 Epoch[18] Batch [14250-14300] Speed: 199.64 samples/sec accuracy=0.968437 2020-04-11 05:06:06,727 Epoch[18] Batch [14300-14350] Speed: 197.86 samples/sec accuracy=0.969688 2020-04-11 05:06:38,393 Epoch[18] Batch [14350-14400] Speed: 202.11 samples/sec accuracy=0.963750 2020-04-11 05:07:10,120 Epoch[18] Batch [14400-14450] Speed: 201.72 samples/sec accuracy=0.969844 2020-04-11 05:07:42,155 Epoch[18] Batch [14450-14500] Speed: 199.79 samples/sec accuracy=0.965313 2020-04-11 05:08:14,915 Epoch[18] Batch [14500-14550] Speed: 195.36 samples/sec accuracy=0.968281 2020-04-11 05:08:47,195 Epoch[18] Batch [14550-14600] Speed: 198.27 samples/sec accuracy=0.968750 2020-04-11 05:09:19,399 Epoch[18] Batch [14600-14650] Speed: 198.73 samples/sec accuracy=0.969063 2020-04-11 05:09:51,564 Epoch[18] Batch [14650-14700] Speed: 198.98 samples/sec accuracy=0.971406 2020-04-11 05:10:23,609 Epoch[18] Batch [14700-14750] Speed: 199.72 samples/sec accuracy=0.972187 2020-04-11 05:10:55,768 Epoch[18] Batch [14750-14800] Speed: 199.01 samples/sec accuracy=0.969375 2020-04-11 05:11:27,674 Epoch[18] Batch [14800-14850] Speed: 200.59 samples/sec accuracy=0.967812 2020-04-11 05:11:59,328 Epoch[18] Batch [14850-14900] Speed: 202.19 samples/sec accuracy=0.968281 2020-04-11 05:12:30,921 Epoch[18] Batch [14900-14950] Speed: 202.58 samples/sec accuracy=0.969375 2020-04-11 05:13:03,217 Epoch[18] Batch [14950-15000] Speed: 198.17 samples/sec accuracy=0.972344 2020-04-11 05:13:34,817 Epoch[18] Batch [15000-15050] Speed: 202.53 samples/sec accuracy=0.968594 2020-04-11 05:14:06,432 Epoch[18] Batch [15050-15100] Speed: 202.44 samples/sec accuracy=0.967500 2020-04-11 05:14:38,188 Epoch[18] Batch [15100-15150] Speed: 201.54 samples/sec accuracy=0.968125 2020-04-11 05:15:10,228 Epoch[18] Batch [15150-15200] Speed: 199.76 samples/sec accuracy=0.965938 2020-04-11 05:15:42,024 Epoch[18] Batch [15200-15250] Speed: 201.28 samples/sec accuracy=0.966875 2020-04-11 05:16:14,253 Epoch[18] Batch [15250-15300] Speed: 198.58 samples/sec accuracy=0.967969 2020-04-11 05:16:46,558 Epoch[18] Batch [15300-15350] Speed: 198.11 samples/sec accuracy=0.965781 2020-04-11 05:17:18,722 Epoch[18] Batch [15350-15400] Speed: 198.98 samples/sec accuracy=0.969844 2020-04-11 05:17:50,796 Epoch[18] Batch [15400-15450] Speed: 199.54 samples/sec accuracy=0.969531 2020-04-11 05:18:22,817 Epoch[18] Batch [15450-15500] Speed: 199.86 samples/sec accuracy=0.969063 2020-04-11 05:18:54,941 Epoch[18] Batch [15500-15550] Speed: 199.23 samples/sec accuracy=0.973437 2020-04-11 05:19:27,199 Epoch[18] Batch [15550-15600] Speed: 198.40 samples/sec accuracy=0.969063 2020-04-11 05:19:59,494 Epoch[18] Batch [15600-15650] Speed: 198.17 samples/sec accuracy=0.971562 2020-04-11 05:20:31,326 Epoch[18] Batch [15650-15700] Speed: 201.06 samples/sec accuracy=0.972344 2020-04-11 05:21:03,364 Epoch[18] Batch [15700-15750] Speed: 199.77 samples/sec accuracy=0.965938 2020-04-11 05:21:35,309 Epoch[18] Batch [15750-15800] Speed: 200.35 samples/sec accuracy=0.971094 2020-04-11 05:22:07,566 Epoch[18] Batch [15800-15850] Speed: 198.40 samples/sec accuracy=0.967812 2020-04-11 05:22:39,405 Epoch[18] Batch [15850-15900] Speed: 201.01 samples/sec accuracy=0.967812 2020-04-11 05:23:11,454 Epoch[18] Batch [15900-15950] Speed: 199.69 samples/sec accuracy=0.972656 2020-04-11 05:23:44,208 Epoch[18] Batch [15950-16000] Speed: 195.40 samples/sec accuracy=0.971719 2020-04-11 05:24:16,836 Epoch[18] Batch [16000-16050] Speed: 196.15 samples/sec accuracy=0.966562 2020-04-11 05:24:49,159 Epoch[18] Batch [16050-16100] Speed: 198.01 samples/sec accuracy=0.971719 2020-04-11 05:25:21,195 Epoch[18] Batch [16100-16150] Speed: 199.77 samples/sec accuracy=0.967500 2020-04-11 05:25:53,204 Epoch[18] Batch [16150-16200] Speed: 199.95 samples/sec accuracy=0.970313 2020-04-11 05:26:25,467 Epoch[18] Batch [16200-16250] Speed: 198.37 samples/sec accuracy=0.970625 2020-04-11 05:26:57,832 Epoch[18] Batch [16250-16300] Speed: 197.74 samples/sec accuracy=0.965938 2020-04-11 05:27:29,561 Epoch[18] Batch [16300-16350] Speed: 201.71 samples/sec accuracy=0.969375 2020-04-11 05:28:01,498 Epoch[18] Batch [16350-16400] Speed: 200.40 samples/sec accuracy=0.968125 2020-04-11 05:28:33,632 Epoch[18] Batch [16400-16450] Speed: 199.17 samples/sec accuracy=0.967500 2020-04-11 05:29:05,809 Epoch[18] Batch [16450-16500] Speed: 198.90 samples/sec accuracy=0.969375 2020-04-11 05:29:37,810 Epoch[18] Batch [16500-16550] Speed: 199.99 samples/sec accuracy=0.968281 2020-04-11 05:30:10,189 Epoch[18] Batch [16550-16600] Speed: 197.66 samples/sec accuracy=0.964219 2020-04-11 05:30:41,985 Epoch[18] Batch [16600-16650] Speed: 201.28 samples/sec accuracy=0.967031 2020-04-11 05:31:14,241 Epoch[18] Batch [16650-16700] Speed: 198.41 samples/sec accuracy=0.964844 2020-04-11 05:31:45,898 Epoch[18] Batch [16700-16750] Speed: 202.17 samples/sec accuracy=0.968437 2020-04-11 05:32:18,095 Epoch[18] Batch [16750-16800] Speed: 198.77 samples/sec accuracy=0.972656 2020-04-11 05:32:50,263 Epoch[18] Batch [16800-16850] Speed: 198.96 samples/sec accuracy=0.968437 2020-04-11 05:33:22,500 Epoch[18] Batch [16850-16900] Speed: 198.53 samples/sec accuracy=0.970781 2020-04-11 05:33:54,458 Epoch[18] Batch [16900-16950] Speed: 200.27 samples/sec accuracy=0.970781 2020-04-11 05:34:26,858 Epoch[18] Batch [16950-17000] Speed: 197.53 samples/sec accuracy=0.970000 2020-04-11 05:34:58,907 Epoch[18] Batch [17000-17050] Speed: 199.69 samples/sec accuracy=0.970313 2020-04-11 05:35:30,724 Epoch[18] Batch [17050-17100] Speed: 201.15 samples/sec accuracy=0.968437 2020-04-11 05:36:02,792 Epoch[18] Batch [17100-17150] Speed: 199.58 samples/sec accuracy=0.967656 2020-04-11 05:36:34,980 Epoch[18] Batch [17150-17200] Speed: 198.83 samples/sec accuracy=0.968437 2020-04-11 05:37:06,997 Epoch[18] Batch [17200-17250] Speed: 199.90 samples/sec accuracy=0.969688 2020-04-11 05:37:39,314 Epoch[18] Batch [17250-17300] Speed: 198.04 samples/sec accuracy=0.969844 2020-04-11 05:38:11,239 Epoch[18] Batch [17300-17350] Speed: 200.47 samples/sec accuracy=0.969219 2020-04-11 05:38:43,076 Epoch[18] Batch [17350-17400] Speed: 201.03 samples/sec accuracy=0.970000 2020-04-11 05:39:15,285 Epoch[18] Batch [17400-17450] Speed: 198.71 samples/sec accuracy=0.967969 2020-04-11 05:39:47,308 Epoch[18] Batch [17450-17500] Speed: 199.86 samples/sec accuracy=0.971719 2020-04-11 05:40:19,971 Epoch[18] Batch [17500-17550] Speed: 195.94 samples/sec accuracy=0.967031 2020-04-11 05:40:52,046 Epoch[18] Batch [17550-17600] Speed: 199.53 samples/sec accuracy=0.971562 2020-04-11 05:41:23,811 Epoch[18] Batch [17600-17650] Speed: 201.48 samples/sec accuracy=0.966406 2020-04-11 05:41:55,852 Epoch[18] Batch [17650-17700] Speed: 199.74 samples/sec accuracy=0.970000 2020-04-11 05:42:28,200 Epoch[18] Batch [17700-17750] Speed: 197.85 samples/sec accuracy=0.967500 2020-04-11 05:43:00,631 Epoch[18] Batch [17750-17800] Speed: 197.35 samples/sec accuracy=0.969219 2020-04-11 05:43:32,460 Epoch[18] Batch [17800-17850] Speed: 201.07 samples/sec accuracy=0.968437 2020-04-11 05:44:04,512 Epoch[18] Batch [17850-17900] Speed: 199.68 samples/sec accuracy=0.966250 2020-04-11 05:44:36,790 Epoch[18] Batch [17900-17950] Speed: 198.28 samples/sec accuracy=0.968594 2020-04-11 05:45:08,759 Epoch[18] Batch [17950-18000] Speed: 200.20 samples/sec accuracy=0.961406 2020-04-11 05:45:40,590 Epoch[18] Batch [18000-18050] Speed: 201.06 samples/sec accuracy=0.967812 2020-04-11 05:46:12,806 Epoch[18] Batch [18050-18100] Speed: 198.66 samples/sec accuracy=0.970469 2020-04-11 05:46:44,795 Epoch[18] Batch [18100-18150] Speed: 200.07 samples/sec accuracy=0.970469 2020-04-11 05:47:17,011 Epoch[18] Batch [18150-18200] Speed: 198.66 samples/sec accuracy=0.963594 2020-04-11 05:47:48,943 Epoch[18] Batch [18200-18250] Speed: 200.43 samples/sec accuracy=0.965781 2020-04-11 05:48:20,888 Epoch[18] Batch [18250-18300] Speed: 200.35 samples/sec accuracy=0.975625 2020-04-11 05:48:52,963 Epoch[18] Batch [18300-18350] Speed: 199.53 samples/sec accuracy=0.971250 2020-04-11 05:49:25,021 Epoch[18] Batch [18350-18400] Speed: 199.64 samples/sec accuracy=0.970625 2020-04-11 05:49:57,326 Epoch[18] Batch [18400-18450] Speed: 198.11 samples/sec accuracy=0.972344 2020-04-11 05:50:29,404 Epoch[18] Batch [18450-18500] Speed: 199.52 samples/sec accuracy=0.970000 2020-04-11 05:51:01,639 Epoch[18] Batch [18500-18550] Speed: 198.54 samples/sec accuracy=0.968437 2020-04-11 05:51:33,905 Epoch[18] Batch [18550-18600] Speed: 198.35 samples/sec accuracy=0.969063 2020-04-11 05:52:05,986 Epoch[18] Batch [18600-18650] Speed: 199.50 samples/sec accuracy=0.968281 2020-04-11 05:52:37,675 Epoch[18] Batch [18650-18700] Speed: 201.96 samples/sec accuracy=0.974219 2020-04-11 05:53:09,039 Epoch[18] Batch [18700-18750] Speed: 204.06 samples/sec accuracy=0.967187 2020-04-11 05:53:41,123 Epoch[18] Batch [18750-18800] Speed: 199.48 samples/sec accuracy=0.969375 2020-04-11 05:54:13,209 Epoch[18] Batch [18800-18850] Speed: 199.47 samples/sec accuracy=0.966094 2020-04-11 05:54:42,482 Epoch[18] Batch [18850-18900] Speed: 218.63 samples/sec accuracy=0.968594 2020-04-11 05:55:11,917 Epoch[18] Batch [18900-18950] Speed: 217.43 samples/sec accuracy=0.967656 2020-04-11 05:55:41,758 Epoch[18] Batch [18950-19000] Speed: 214.47 samples/sec accuracy=0.970469 2020-04-11 05:56:11,112 Epoch[18] Batch [19000-19050] Speed: 218.03 samples/sec accuracy=0.969844 2020-04-11 05:56:40,653 Epoch[18] Batch [19050-19100] Speed: 216.65 samples/sec accuracy=0.969531 2020-04-11 05:57:09,777 Epoch[18] Batch [19100-19150] Speed: 219.75 samples/sec accuracy=0.968437 2020-04-11 05:57:38,941 Epoch[18] Batch [19150-19200] Speed: 219.45 samples/sec accuracy=0.967500 2020-04-11 05:58:08,445 Epoch[18] Batch [19200-19250] Speed: 216.92 samples/sec accuracy=0.966406 2020-04-11 05:58:37,656 Epoch[18] Batch [19250-19300] Speed: 219.10 samples/sec accuracy=0.972031 2020-04-11 05:59:07,766 Epoch[18] Batch [19300-19350] Speed: 212.55 samples/sec accuracy=0.962500 2020-04-11 05:59:37,113 Epoch[18] Batch [19350-19400] Speed: 218.08 samples/sec accuracy=0.966875 2020-04-11 06:00:06,659 Epoch[18] Batch [19400-19450] Speed: 216.61 samples/sec accuracy=0.967812 2020-04-11 06:00:36,104 Epoch[18] Batch [19450-19500] Speed: 217.35 samples/sec accuracy=0.973594 2020-04-11 06:01:05,283 Epoch[18] Batch [19500-19550] Speed: 219.34 samples/sec accuracy=0.970000 2020-04-11 06:01:35,011 Epoch[18] Batch [19550-19600] Speed: 215.28 samples/sec accuracy=0.970000 2020-04-11 06:02:04,304 Epoch[18] Batch [19600-19650] Speed: 218.48 samples/sec accuracy=0.967812 2020-04-11 06:02:33,862 Epoch[18] Batch [19650-19700] Speed: 216.53 samples/sec accuracy=0.969219 2020-04-11 06:03:03,286 Epoch[18] Batch [19700-19750] Speed: 217.51 samples/sec accuracy=0.966562 2020-04-11 06:03:32,457 Epoch[18] Batch [19750-19800] Speed: 219.40 samples/sec accuracy=0.972812 2020-04-11 06:04:02,058 Epoch[18] Batch [19800-19850] Speed: 216.21 samples/sec accuracy=0.968281 2020-04-11 06:04:31,465 Epoch[18] Batch [19850-19900] Speed: 217.64 samples/sec accuracy=0.970000 2020-04-11 06:05:00,907 Epoch[18] Batch [19900-19950] Speed: 217.38 samples/sec accuracy=0.965156 2020-04-11 06:05:30,258 Epoch[18] Batch [19950-20000] Speed: 218.05 samples/sec accuracy=0.970781 2020-04-11 06:05:59,868 Epoch[18] Batch [20000-20050] Speed: 216.14 samples/sec accuracy=0.972656 2020-04-11 06:06:29,381 Epoch[18] Batch [20050-20100] Speed: 216.86 samples/sec accuracy=0.970313 2020-04-11 06:06:58,804 Epoch[18] Batch [20100-20150] Speed: 217.51 samples/sec accuracy=0.971406 2020-04-11 06:07:27,966 Epoch[18] Batch [20150-20200] Speed: 219.47 samples/sec accuracy=0.972969 2020-04-11 06:07:57,339 Epoch[18] Batch [20200-20250] Speed: 217.89 samples/sec accuracy=0.965938 2020-04-11 06:08:27,634 Epoch[18] Batch [20250-20300] Speed: 211.26 samples/sec accuracy=0.967656 2020-04-11 06:08:57,179 Epoch[18] Batch [20300-20350] Speed: 216.62 samples/sec accuracy=0.966719 2020-04-11 06:09:26,731 Epoch[18] Batch [20350-20400] Speed: 216.57 samples/sec accuracy=0.965781 2020-04-11 06:09:56,181 Epoch[18] Batch [20400-20450] Speed: 217.32 samples/sec accuracy=0.967500 2020-04-11 06:10:25,753 Epoch[18] Batch [20450-20500] Speed: 216.42 samples/sec accuracy=0.971562 2020-04-11 06:10:55,287 Epoch[18] Batch [20500-20550] Speed: 216.70 samples/sec accuracy=0.970938 2020-04-11 06:11:24,876 Epoch[18] Batch [20550-20600] Speed: 216.30 samples/sec accuracy=0.967344 2020-04-11 06:11:54,402 Epoch[18] Batch [20600-20650] Speed: 216.76 samples/sec accuracy=0.969219 2020-04-11 06:12:23,738 Epoch[18] Batch [20650-20700] Speed: 218.16 samples/sec accuracy=0.970313 2020-04-11 06:12:52,884 Epoch[18] Batch [20700-20750] Speed: 219.59 samples/sec accuracy=0.966250 2020-04-11 06:13:22,922 Epoch[18] Batch [20750-20800] Speed: 213.06 samples/sec accuracy=0.971719 2020-04-11 06:13:52,410 Epoch[18] Batch [20800-20850] Speed: 217.04 samples/sec accuracy=0.965313 2020-04-11 06:14:22,211 Epoch[18] Batch [20850-20900] Speed: 214.76 samples/sec accuracy=0.970469 2020-04-11 06:14:51,489 Epoch[18] Batch [20900-20950] Speed: 218.60 samples/sec accuracy=0.967969 2020-04-11 06:15:20,914 Epoch[18] Batch [20950-21000] Speed: 217.50 samples/sec accuracy=0.971250 2020-04-11 06:15:50,116 Epoch[18] Batch [21000-21050] Speed: 219.17 samples/sec accuracy=0.965938 2020-04-11 06:16:20,108 Epoch[18] Batch [21050-21100] Speed: 213.39 samples/sec accuracy=0.967656 2020-04-11 06:16:49,450 Epoch[18] Batch [21100-21150] Speed: 218.12 samples/sec accuracy=0.965469 2020-04-11 06:17:18,900 Epoch[18] Batch [21150-21200] Speed: 217.32 samples/sec accuracy=0.966562 2020-04-11 06:17:48,277 Epoch[18] Batch [21200-21250] Speed: 217.86 samples/sec accuracy=0.969688 2020-04-11 06:18:17,686 Epoch[18] Batch [21250-21300] Speed: 217.62 samples/sec accuracy=0.965469 2020-04-11 06:18:46,983 Epoch[18] Batch [21300-21350] Speed: 218.46 samples/sec accuracy=0.969531 2020-04-11 06:19:16,301 Epoch[18] Batch [21350-21400] Speed: 218.29 samples/sec accuracy=0.967344 2020-04-11 06:19:45,460 Epoch[18] Batch [21400-21450] Speed: 219.49 samples/sec accuracy=0.967812 2020-04-11 06:20:14,519 Epoch[18] Batch [21450-21500] Speed: 220.25 samples/sec accuracy=0.970781 2020-04-11 06:20:44,043 Epoch[18] Batch [21500-21550] Speed: 216.78 samples/sec accuracy=0.965938 2020-04-11 06:21:13,355 Epoch[18] Batch [21550-21600] Speed: 218.34 samples/sec accuracy=0.964688 2020-04-11 06:21:42,953 Epoch[18] Batch [21600-21650] Speed: 216.23 samples/sec accuracy=0.967656 2020-04-11 06:22:12,358 Epoch[18] Batch [21650-21700] Speed: 217.65 samples/sec accuracy=0.963906 2020-04-11 06:22:41,737 Epoch[18] Batch [21700-21750] Speed: 217.85 samples/sec accuracy=0.971094 2020-04-11 06:23:11,041 Epoch[18] Batch [21750-21800] Speed: 218.40 samples/sec accuracy=0.972344 2020-04-11 06:23:40,583 Epoch[18] Batch [21800-21850] Speed: 216.65 samples/sec accuracy=0.965625 2020-04-11 06:24:10,301 Epoch[18] Batch [21850-21900] Speed: 215.36 samples/sec accuracy=0.969844 2020-04-11 06:24:39,606 Epoch[18] Batch [21900-21950] Speed: 218.39 samples/sec accuracy=0.967656 2020-04-11 06:25:08,907 Epoch[18] Batch [21950-22000] Speed: 218.42 samples/sec accuracy=0.970313 2020-04-11 06:25:38,297 Epoch[18] Batch [22000-22050] Speed: 217.76 samples/sec accuracy=0.967656 2020-04-11 06:26:07,755 Epoch[18] Batch [22050-22100] Speed: 217.26 samples/sec accuracy=0.970000 2020-04-11 06:26:37,089 Epoch[18] Batch [22100-22150] Speed: 218.17 samples/sec accuracy=0.967656 2020-04-11 06:27:06,411 Epoch[18] Batch [22150-22200] Speed: 218.27 samples/sec accuracy=0.971875 2020-04-11 06:27:35,752 Epoch[18] Batch [22200-22250] Speed: 218.13 samples/sec accuracy=0.967031 2020-04-11 06:28:05,097 Epoch[18] Batch [22250-22300] Speed: 218.09 samples/sec accuracy=0.968125 2020-04-11 06:28:34,474 Epoch[18] Batch [22300-22350] Speed: 217.86 samples/sec accuracy=0.963437 2020-04-11 06:29:03,827 Epoch[18] Batch [22350-22400] Speed: 218.04 samples/sec accuracy=0.967187 2020-04-11 06:29:34,278 Epoch[18] Batch [22400-22450] Speed: 210.18 samples/sec accuracy=0.964063 2020-04-11 06:30:06,071 Epoch[18] Batch [22450-22500] Speed: 201.30 samples/sec accuracy=0.970156 2020-04-11 06:30:37,624 Epoch[18] Batch [22500-22550] Speed: 202.83 samples/sec accuracy=0.970156 2020-04-11 06:31:09,379 Epoch[18] Batch [22550-22600] Speed: 201.54 samples/sec accuracy=0.967656 2020-04-11 06:31:41,089 Epoch[18] Batch [22600-22650] Speed: 201.83 samples/sec accuracy=0.972812 2020-04-11 06:32:13,110 Epoch[18] Batch [22650-22700] Speed: 199.87 samples/sec accuracy=0.971094 2020-04-11 06:32:44,971 Epoch[18] Batch [22700-22750] Speed: 200.88 samples/sec accuracy=0.967969 2020-04-11 06:33:16,849 Epoch[18] Batch [22750-22800] Speed: 200.76 samples/sec accuracy=0.966406 2020-04-11 06:33:48,792 Epoch[18] Batch [22800-22850] Speed: 200.36 samples/sec accuracy=0.972969 2020-04-11 06:34:20,568 Epoch[18] Batch [22850-22900] Speed: 201.41 samples/sec accuracy=0.968125 2020-04-11 06:34:52,376 Epoch[18] Batch [22900-22950] Speed: 201.20 samples/sec accuracy=0.973594 2020-04-11 06:35:24,349 Epoch[18] Batch [22950-23000] Speed: 200.17 samples/sec accuracy=0.968594 2020-04-11 06:35:56,314 Epoch[18] Batch [23000-23050] Speed: 200.22 samples/sec accuracy=0.969531 2020-04-11 06:36:28,114 Epoch[18] Batch [23050-23100] Speed: 201.26 samples/sec accuracy=0.968594 2020-04-11 06:37:00,359 Epoch[18] Batch [23100-23150] Speed: 198.48 samples/sec accuracy=0.971562 2020-04-11 06:37:32,278 Epoch[18] Batch [23150-23200] Speed: 200.51 samples/sec accuracy=0.970156 2020-04-11 06:38:04,211 Epoch[18] Batch [23200-23250] Speed: 200.42 samples/sec accuracy=0.965781 2020-04-11 06:38:35,972 Epoch[18] Batch [23250-23300] Speed: 201.50 samples/sec accuracy=0.972812 2020-04-11 06:39:07,947 Epoch[18] Batch [23300-23350] Speed: 200.16 samples/sec accuracy=0.971562 2020-04-11 06:39:40,604 Epoch[18] Batch [23350-23400] Speed: 195.98 samples/sec accuracy=0.967656 2020-04-11 06:40:12,751 Epoch[18] Batch [23400-23450] Speed: 199.09 samples/sec accuracy=0.967344 2020-04-11 06:40:44,739 Epoch[18] Batch [23450-23500] Speed: 200.08 samples/sec accuracy=0.969063 2020-04-11 06:41:17,030 Epoch[18] Batch [23500-23550] Speed: 198.20 samples/sec accuracy=0.970781 2020-04-11 06:41:49,046 Epoch[18] Batch [23550-23600] Speed: 199.90 samples/sec accuracy=0.971094 2020-04-11 06:42:20,633 Epoch[18] Batch [23600-23650] Speed: 202.61 samples/sec accuracy=0.970156 2020-04-11 06:42:52,624 Epoch[18] Batch [23650-23700] Speed: 200.06 samples/sec accuracy=0.970469 2020-04-11 06:43:24,462 Epoch[18] Batch [23700-23750] Speed: 201.02 samples/sec accuracy=0.970625 2020-04-11 06:43:56,574 Epoch[18] Batch [23750-23800] Speed: 199.30 samples/sec accuracy=0.968281 2020-04-11 06:44:28,618 Epoch[18] Batch [23800-23850] Speed: 199.73 samples/sec accuracy=0.968437 2020-04-11 06:45:00,909 Epoch[18] Batch [23850-23900] Speed: 198.20 samples/sec accuracy=0.969375 2020-04-11 06:45:32,860 Epoch[18] Batch [23900-23950] Speed: 200.31 samples/sec accuracy=0.968750 2020-04-11 06:46:05,032 Epoch[18] Batch [23950-24000] Speed: 198.93 samples/sec accuracy=0.969063 2020-04-11 06:46:37,209 Epoch[18] Batch [24000-24050] Speed: 198.90 samples/sec accuracy=0.969375 2020-04-11 06:47:09,317 Epoch[18] Batch [24050-24100] Speed: 199.33 samples/sec accuracy=0.967969 2020-04-11 06:47:41,547 Epoch[18] Batch [24100-24150] Speed: 198.58 samples/sec accuracy=0.972187 2020-04-11 06:48:13,631 Epoch[18] Batch [24150-24200] Speed: 199.47 samples/sec accuracy=0.967812 2020-04-11 06:48:45,489 Epoch[18] Batch [24200-24250] Speed: 200.89 samples/sec accuracy=0.968750 2020-04-11 06:49:17,799 Epoch[18] Batch [24250-24300] Speed: 198.09 samples/sec accuracy=0.965625 2020-04-11 06:49:49,973 Epoch[18] Batch [24300-24350] Speed: 198.92 samples/sec accuracy=0.967812 2020-04-11 06:50:21,593 Epoch[18] Batch [24350-24400] Speed: 202.41 samples/sec accuracy=0.964063 2020-04-11 06:50:53,365 Epoch[18] Batch [24400-24450] Speed: 201.43 samples/sec accuracy=0.967969 2020-04-11 06:51:24,816 Epoch[18] Batch [24450-24500] Speed: 203.49 samples/sec accuracy=0.967187 2020-04-11 06:51:56,777 Epoch[18] Batch [24500-24550] Speed: 200.25 samples/sec accuracy=0.966875 2020-04-11 06:52:28,923 Epoch[18] Batch [24550-24600] Speed: 199.10 samples/sec accuracy=0.965781 2020-04-11 06:53:01,104 Epoch[18] Batch [24600-24650] Speed: 198.87 samples/sec accuracy=0.968906 2020-04-11 06:53:33,001 Epoch[18] Batch [24650-24700] Speed: 200.65 samples/sec accuracy=0.965469 2020-04-11 06:54:04,773 Epoch[18] Batch [24700-24750] Speed: 201.43 samples/sec accuracy=0.963437 2020-04-11 06:54:36,677 Epoch[18] Batch [24750-24800] Speed: 200.61 samples/sec accuracy=0.967344 2020-04-11 06:55:08,370 Epoch[18] Batch [24800-24850] Speed: 201.93 samples/sec accuracy=0.968281 2020-04-11 06:55:40,957 Epoch[18] Batch [24850-24900] Speed: 196.40 samples/sec accuracy=0.966250 2020-04-11 06:56:13,424 Epoch[18] Batch [24900-24950] Speed: 197.12 samples/sec accuracy=0.968906 2020-04-11 06:56:45,710 Epoch[18] Batch [24950-25000] Speed: 198.23 samples/sec accuracy=0.972500 2020-04-11 06:57:17,780 Epoch[18] Batch [25000-25050] Speed: 199.57 samples/sec accuracy=0.969531 2020-04-11 06:57:49,702 Epoch[18] Batch [25050-25100] Speed: 200.49 samples/sec accuracy=0.966406 2020-04-11 06:58:21,837 Epoch[18] Batch [25100-25150] Speed: 199.16 samples/sec accuracy=0.970938 2020-04-11 06:58:54,257 Epoch[18] Batch [25150-25200] Speed: 197.41 samples/sec accuracy=0.967187 2020-04-11 06:59:25,926 Epoch[18] Batch [25200-25250] Speed: 202.09 samples/sec accuracy=0.967344 2020-04-11 06:59:58,248 Epoch[18] Batch [25250-25300] Speed: 198.01 samples/sec accuracy=0.964063 2020-04-11 07:00:30,233 Epoch[18] Batch [25300-25350] Speed: 200.10 samples/sec accuracy=0.965781 2020-04-11 07:01:02,565 Epoch[18] Batch [25350-25400] Speed: 197.95 samples/sec accuracy=0.966094 2020-04-11 07:01:34,746 Epoch[18] Batch [25400-25450] Speed: 198.88 samples/sec accuracy=0.970000 2020-04-11 07:02:06,937 Epoch[18] Batch [25450-25500] Speed: 198.82 samples/sec accuracy=0.966875 2020-04-11 07:02:38,770 Epoch[18] Batch [25500-25550] Speed: 201.05 samples/sec accuracy=0.966562 2020-04-11 07:03:10,781 Epoch[18] Batch [25550-25600] Speed: 199.93 samples/sec accuracy=0.964375 2020-04-11 07:03:42,468 Epoch[18] Batch [25600-25650] Speed: 201.98 samples/sec accuracy=0.967812 2020-04-11 07:04:14,668 Epoch[18] Batch [25650-25700] Speed: 198.76 samples/sec accuracy=0.969531 2020-04-11 07:04:46,837 Epoch[18] Batch [25700-25750] Speed: 198.95 samples/sec accuracy=0.969844 2020-04-11 07:05:18,570 Epoch[18] Batch [25750-25800] Speed: 201.69 samples/sec accuracy=0.968906 2020-04-11 07:05:50,452 Epoch[18] Batch [25800-25850] Speed: 200.74 samples/sec accuracy=0.971562 2020-04-11 07:06:22,519 Epoch[18] Batch [25850-25900] Speed: 199.58 samples/sec accuracy=0.967812 2020-04-11 07:06:54,202 Epoch[18] Batch [25900-25950] Speed: 202.01 samples/sec accuracy=0.965781 2020-04-11 07:07:26,174 Epoch[18] Batch [25950-26000] Speed: 200.18 samples/sec accuracy=0.968125 2020-04-11 07:07:57,775 Epoch[18] Batch [26000-26050] Speed: 202.52 samples/sec accuracy=0.967656 2020-04-11 07:08:29,911 Epoch[18] Batch [26050-26100] Speed: 199.16 samples/sec accuracy=0.969375 2020-04-11 07:09:01,784 Epoch[18] Batch [26100-26150] Speed: 200.80 samples/sec accuracy=0.966719 2020-04-11 07:09:33,716 Epoch[18] Batch [26150-26200] Speed: 200.43 samples/sec accuracy=0.969375 2020-04-11 07:10:05,694 Epoch[18] Batch [26200-26250] Speed: 200.14 samples/sec accuracy=0.967812 2020-04-11 07:10:37,736 Epoch[18] Batch [26250-26300] Speed: 199.74 samples/sec accuracy=0.971094 2020-04-11 07:11:10,821 Epoch[18] Batch [26300-26350] Speed: 193.44 samples/sec accuracy=0.965938 2020-04-11 07:11:43,049 Epoch[18] Batch [26350-26400] Speed: 198.59 samples/sec accuracy=0.967812 2020-04-11 07:12:15,140 Epoch[18] Batch [26400-26450] Speed: 199.43 samples/sec accuracy=0.971094 2020-04-11 07:12:47,522 Epoch[18] Batch [26450-26500] Speed: 197.64 samples/sec accuracy=0.965625 2020-04-11 07:13:19,284 Epoch[18] Batch [26500-26550] Speed: 201.50 samples/sec accuracy=0.966562 2020-04-11 07:13:51,078 Epoch[18] Batch [26550-26600] Speed: 201.30 samples/sec accuracy=0.968750 2020-04-11 07:14:23,276 Epoch[18] Batch [26600-26650] Speed: 198.77 samples/sec accuracy=0.968594 2020-04-11 07:14:55,332 Epoch[18] Batch [26650-26700] Speed: 199.65 samples/sec accuracy=0.967812 2020-04-11 07:15:27,703 Epoch[18] Batch [26700-26750] Speed: 197.71 samples/sec accuracy=0.973281 2020-04-11 07:15:59,727 Epoch[18] Batch [26750-26800] Speed: 199.85 samples/sec accuracy=0.968125 2020-04-11 07:16:32,021 Epoch[18] Batch [26800-26850] Speed: 198.18 samples/sec accuracy=0.969688 2020-04-11 07:17:04,306 Epoch[18] Batch [26850-26900] Speed: 198.24 samples/sec accuracy=0.966094 2020-04-11 07:17:36,497 Epoch[18] Batch [26900-26950] Speed: 198.81 samples/sec accuracy=0.969063 2020-04-11 07:18:08,464 Epoch[18] Batch [26950-27000] Speed: 200.21 samples/sec accuracy=0.965156 2020-04-11 07:18:40,666 Epoch[18] Batch [27000-27050] Speed: 198.75 samples/sec accuracy=0.965781 2020-04-11 07:19:12,361 Epoch[18] Batch [27050-27100] Speed: 201.93 samples/sec accuracy=0.967656 2020-04-11 07:19:44,369 Epoch[18] Batch [27100-27150] Speed: 199.95 samples/sec accuracy=0.971094 2020-04-11 07:20:16,540 Epoch[18] Batch [27150-27200] Speed: 198.94 samples/sec accuracy=0.966719 2020-04-11 07:20:48,490 Epoch[18] Batch [27200-27250] Speed: 200.32 samples/sec accuracy=0.970625 2020-04-11 07:21:20,823 Epoch[18] Batch [27250-27300] Speed: 197.94 samples/sec accuracy=0.969531 2020-04-11 07:21:52,592 Epoch[18] Batch [27300-27350] Speed: 201.46 samples/sec accuracy=0.967500 2020-04-11 07:22:24,180 Epoch[18] Batch [27350-27400] Speed: 202.61 samples/sec accuracy=0.967656 2020-04-11 07:22:55,984 Epoch[18] Batch [27400-27450] Speed: 201.23 samples/sec accuracy=0.972344 2020-04-11 07:23:28,163 Epoch[18] Batch [27450-27500] Speed: 198.89 samples/sec accuracy=0.968750 2020-04-11 07:24:00,101 Epoch[18] Batch [27500-27550] Speed: 200.39 samples/sec accuracy=0.971094 2020-04-11 07:24:32,271 Epoch[18] Batch [27550-27600] Speed: 198.94 samples/sec accuracy=0.965469 2020-04-11 07:25:04,562 Epoch[18] Batch [27600-27650] Speed: 198.20 samples/sec accuracy=0.966719 2020-04-11 07:25:36,531 Epoch[18] Batch [27650-27700] Speed: 200.19 samples/sec accuracy=0.967500 2020-04-11 07:26:08,537 Epoch[18] Batch [27700-27750] Speed: 199.97 samples/sec accuracy=0.967187 2020-04-11 07:26:40,719 Epoch[18] Batch [27750-27800] Speed: 198.86 samples/sec accuracy=0.970938 2020-04-11 07:27:13,100 Epoch[18] Batch [27800-27850] Speed: 197.65 samples/sec accuracy=0.968437 2020-04-11 07:27:44,977 Epoch[18] Batch [27850-27900] Speed: 200.78 samples/sec accuracy=0.973594 2020-04-11 07:28:16,893 Epoch[18] Batch [27900-27950] Speed: 200.53 samples/sec accuracy=0.969219 2020-04-11 07:28:48,793 Epoch[18] Batch [27950-28000] Speed: 200.63 samples/sec accuracy=0.970156 2020-04-11 07:29:20,583 Epoch[18] Batch [28000-28050] Speed: 201.33 samples/sec accuracy=0.969531 2020-04-11 07:29:52,501 Epoch[18] Batch [28050-28100] Speed: 200.51 samples/sec accuracy=0.969844 2020-04-11 07:30:24,469 Epoch[18] Batch [28100-28150] Speed: 200.20 samples/sec accuracy=0.966406 2020-04-11 07:30:57,015 Epoch[18] Batch [28150-28200] Speed: 196.65 samples/sec accuracy=0.966406 2020-04-11 07:31:21,716 Epoch[18] Train-accuracy=0.968683 2020-04-11 07:31:21,716 Epoch[18] Time cost=17902.775 2020-04-11 07:31:21,976 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0019.params" 2020-04-11 08:03:52,818 Epoch[18] Validation-accuracy=0.985112 2020-04-11 08:04:33,157 Epoch[19] Batch [0-50] Speed: 200.64 samples/sec accuracy=0.967678 2020-04-11 08:05:04,961 Epoch[19] Batch [50-100] Speed: 201.23 samples/sec accuracy=0.970000 2020-04-11 08:05:36,987 Epoch[19] Batch [100-150] Speed: 199.84 samples/sec accuracy=0.967031 2020-04-11 08:06:08,827 Epoch[19] Batch [150-200] Speed: 201.01 samples/sec accuracy=0.971719 2020-04-11 08:06:41,005 Epoch[19] Batch [200-250] Speed: 198.90 samples/sec accuracy=0.969063 2020-04-11 08:07:13,159 Epoch[19] Batch [250-300] Speed: 199.05 samples/sec accuracy=0.966094 2020-04-11 08:07:45,045 Epoch[19] Batch [300-350] Speed: 200.71 samples/sec accuracy=0.968125 2020-04-11 08:08:16,887 Epoch[19] Batch [350-400] Speed: 200.99 samples/sec accuracy=0.967969 2020-04-11 08:08:49,094 Epoch[19] Batch [400-450] Speed: 198.72 samples/sec accuracy=0.966250 2020-04-11 08:09:20,927 Epoch[19] Batch [450-500] Speed: 201.05 samples/sec accuracy=0.969375 2020-04-11 08:09:53,207 Epoch[19] Batch [500-550] Speed: 198.26 samples/sec accuracy=0.966094 2020-04-11 08:10:25,302 Epoch[19] Batch [550-600] Speed: 199.41 samples/sec accuracy=0.966875 2020-04-11 08:10:57,297 Epoch[19] Batch [600-650] Speed: 200.03 samples/sec accuracy=0.967500 2020-04-11 08:11:29,136 Epoch[19] Batch [650-700] Speed: 201.01 samples/sec accuracy=0.968281 2020-04-11 08:12:01,195 Epoch[19] Batch [700-750] Speed: 199.64 samples/sec accuracy=0.970938 2020-04-11 08:12:33,199 Epoch[19] Batch [750-800] Speed: 199.97 samples/sec accuracy=0.971562 2020-04-11 08:13:04,809 Epoch[19] Batch [800-850] Speed: 202.47 samples/sec accuracy=0.969688 2020-04-11 08:13:36,891 Epoch[19] Batch [850-900] Speed: 199.49 samples/sec accuracy=0.971094 2020-04-11 08:14:08,833 Epoch[19] Batch [900-950] Speed: 200.37 samples/sec accuracy=0.972031 2020-04-11 08:14:40,814 Epoch[19] Batch [950-1000] Speed: 200.12 samples/sec accuracy=0.971094 2020-04-11 08:15:12,871 Epoch[19] Batch [1000-1050] Speed: 199.65 samples/sec accuracy=0.964688 2020-04-11 08:15:45,007 Epoch[19] Batch [1050-1100] Speed: 199.15 samples/sec accuracy=0.969219 2020-04-11 08:16:16,802 Epoch[19] Batch [1100-1150] Speed: 201.29 samples/sec accuracy=0.970313 2020-04-11 08:16:49,172 Epoch[19] Batch [1150-1200] Speed: 197.71 samples/sec accuracy=0.967969 2020-04-11 08:17:21,425 Epoch[19] Batch [1200-1250] Speed: 198.43 samples/sec accuracy=0.969531 2020-04-11 08:17:54,321 Epoch[19] Batch [1250-1300] Speed: 194.55 samples/sec accuracy=0.970156 2020-04-11 08:18:27,338 Epoch[19] Batch [1300-1350] Speed: 193.84 samples/sec accuracy=0.972500 2020-04-11 08:18:59,981 Epoch[19] Batch [1350-1400] Speed: 196.06 samples/sec accuracy=0.966719 2020-04-11 08:19:32,249 Epoch[19] Batch [1400-1450] Speed: 198.34 samples/sec accuracy=0.972812 2020-04-11 08:20:02,985 Epoch[19] Batch [1450-1500] Speed: 208.23 samples/sec accuracy=0.967812 2020-04-11 08:20:35,314 Epoch[19] Batch [1500-1550] Speed: 197.97 samples/sec accuracy=0.966562 2020-04-11 08:21:07,439 Epoch[19] Batch [1550-1600] Speed: 199.22 samples/sec accuracy=0.970781 2020-04-11 08:21:38,291 Epoch[19] Batch [1600-1650] Speed: 207.44 samples/sec accuracy=0.970469 2020-04-11 08:22:09,831 Epoch[19] Batch [1650-1700] Speed: 202.92 samples/sec accuracy=0.967344 2020-04-11 08:22:40,801 Epoch[19] Batch [1700-1750] Speed: 206.65 samples/sec accuracy=0.971250 2020-04-11 08:23:12,031 Epoch[19] Batch [1750-1800] 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accuracy=0.971250 2020-04-11 08:29:05,355 Epoch[19] Batch [2300-2350] Speed: 195.14 samples/sec accuracy=0.965625 2020-04-11 08:29:36,609 Epoch[19] Batch [2350-2400] Speed: 204.78 samples/sec accuracy=0.968125 2020-04-11 08:30:09,728 Epoch[19] Batch [2400-2450] Speed: 193.24 samples/sec accuracy=0.972500 2020-04-11 08:30:41,930 Epoch[19] Batch [2450-2500] Speed: 198.75 samples/sec accuracy=0.965938 2020-04-11 08:31:14,140 Epoch[19] Batch [2500-2550] Speed: 198.69 samples/sec accuracy=0.967812 2020-04-11 08:31:47,312 Epoch[19] Batch [2550-2600] Speed: 192.94 samples/sec accuracy=0.968437 2020-04-11 08:32:20,347 Epoch[19] Batch [2600-2650] Speed: 193.73 samples/sec accuracy=0.969375 2020-04-11 08:32:53,816 Epoch[19] Batch [2650-2700] Speed: 191.22 samples/sec accuracy=0.967500 2020-04-11 08:33:27,072 Epoch[19] Batch [2700-2750] Speed: 192.45 samples/sec accuracy=0.968750 2020-04-11 08:33:57,378 Epoch[19] Batch [2750-2800] Speed: 211.18 samples/sec accuracy=0.975000 2020-04-11 08:34:28,231 Epoch[19] Batch [2800-2850] Speed: 207.44 samples/sec accuracy=0.974219 2020-04-11 08:34:58,663 Epoch[19] Batch [2850-2900] Speed: 210.31 samples/sec accuracy=0.967344 2020-04-11 08:35:30,655 Epoch[19] Batch [2900-2950] Speed: 200.05 samples/sec accuracy=0.966719 2020-04-11 08:36:01,573 Epoch[19] Batch [2950-3000] Speed: 207.00 samples/sec accuracy=0.965781 2020-04-11 08:36:32,792 Epoch[19] Batch [3000-3050] Speed: 205.00 samples/sec accuracy=0.968125 2020-04-11 08:37:05,864 Epoch[19] Batch [3050-3100] Speed: 193.52 samples/sec accuracy=0.969063 2020-04-11 08:37:38,807 Epoch[19] Batch [3100-3150] Speed: 194.27 samples/sec accuracy=0.966875 2020-04-11 08:38:10,511 Epoch[19] Batch [3150-3200] Speed: 201.87 samples/sec accuracy=0.971250 2020-04-11 08:38:42,599 Epoch[19] Batch [3200-3250] Speed: 199.45 samples/sec accuracy=0.967500 2020-04-11 08:39:13,598 Epoch[19] Batch [3250-3300] Speed: 206.46 samples/sec accuracy=0.969531 2020-04-11 08:39:46,410 Epoch[19] Batch [3300-3350] Speed: 195.05 samples/sec accuracy=0.970625 2020-04-11 08:40:19,442 Epoch[19] Batch [3350-3400] Speed: 193.76 samples/sec accuracy=0.970000 2020-04-11 08:40:51,234 Epoch[19] Batch [3400-3450] Speed: 201.31 samples/sec accuracy=0.968750 2020-04-11 08:41:24,499 Epoch[19] Batch [3450-3500] Speed: 192.39 samples/sec accuracy=0.971250 2020-04-11 08:41:57,439 Epoch[19] Batch [3500-3550] Speed: 194.30 samples/sec accuracy=0.967344 2020-04-11 08:42:28,625 Epoch[19] Batch [3550-3600] Speed: 205.22 samples/sec accuracy=0.967969 2020-04-11 08:43:01,207 Epoch[19] Batch [3600-3650] Speed: 196.43 samples/sec accuracy=0.969219 2020-04-11 08:43:34,447 Epoch[19] Batch [3650-3700] Speed: 192.54 samples/sec accuracy=0.967656 2020-04-11 08:44:07,494 Epoch[19] Batch [3700-3750] Speed: 193.67 samples/sec accuracy=0.965156 2020-04-11 08:44:40,217 Epoch[19] Batch [3750-3800] Speed: 195.58 samples/sec accuracy=0.967031 2020-04-11 08:45:13,405 Epoch[19] Batch [3800-3850] Speed: 192.84 samples/sec accuracy=0.970000 2020-04-11 08:45:45,706 Epoch[19] Batch [3850-3900] Speed: 198.14 samples/sec accuracy=0.965156 2020-04-11 08:46:18,114 Epoch[19] Batch [3900-3950] Speed: 197.49 samples/sec accuracy=0.973437 2020-04-11 08:46:50,115 Epoch[19] Batch [3950-4000] Speed: 200.00 samples/sec accuracy=0.971562 2020-04-11 08:47:21,808 Epoch[19] Batch [4000-4050] Speed: 201.94 samples/sec accuracy=0.965781 2020-04-11 08:47:53,689 Epoch[19] Batch [4050-4100] Speed: 200.75 samples/sec accuracy=0.970469 2020-04-11 08:48:25,556 Epoch[19] Batch [4100-4150] Speed: 200.84 samples/sec accuracy=0.970938 2020-04-11 08:48:57,661 Epoch[19] Batch [4150-4200] Speed: 199.34 samples/sec accuracy=0.970469 2020-04-11 08:49:29,642 Epoch[19] Batch [4200-4250] Speed: 200.12 samples/sec accuracy=0.969688 2020-04-11 08:50:01,519 Epoch[19] Batch [4250-4300] Speed: 200.77 samples/sec accuracy=0.968750 2020-04-11 08:50:32,934 Epoch[19] Batch [4300-4350] Speed: 203.73 samples/sec accuracy=0.966719 2020-04-11 08:51:04,868 Epoch[19] Batch [4350-4400] Speed: 200.41 samples/sec accuracy=0.970938 2020-04-11 08:51:36,855 Epoch[19] Batch [4400-4450] Speed: 200.09 samples/sec accuracy=0.972344 2020-04-11 08:52:08,908 Epoch[19] Batch [4450-4500] Speed: 199.67 samples/sec accuracy=0.972969 2020-04-11 08:52:40,061 Epoch[19] Batch [4500-4550] Speed: 205.43 samples/sec accuracy=0.969219 2020-04-11 08:53:12,076 Epoch[19] Batch [4550-4600] Speed: 199.91 samples/sec accuracy=0.970156 2020-04-11 08:53:44,171 Epoch[19] Batch [4600-4650] Speed: 199.41 samples/sec accuracy=0.972656 2020-04-11 08:54:15,864 Epoch[19] Batch [4650-4700] Speed: 201.93 samples/sec accuracy=0.973594 2020-04-11 08:54:47,661 Epoch[19] Batch [4700-4750] Speed: 201.28 samples/sec accuracy=0.969844 2020-04-11 08:55:19,868 Epoch[19] Batch [4750-4800] Speed: 198.71 samples/sec accuracy=0.966562 2020-04-11 08:55:52,083 Epoch[19] Batch [4800-4850] Speed: 198.67 samples/sec accuracy=0.965625 2020-04-11 08:56:23,809 Epoch[19] Batch [4850-4900] 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accuracy=0.970625 2020-04-11 09:02:15,336 Epoch[19] Batch [5400-5450] Speed: 199.15 samples/sec accuracy=0.968125 2020-04-11 09:02:47,699 Epoch[19] Batch [5450-5500] Speed: 197.76 samples/sec accuracy=0.969375 2020-04-11 09:03:20,185 Epoch[19] Batch [5500-5550] Speed: 197.00 samples/sec accuracy=0.966719 2020-04-11 09:03:52,478 Epoch[19] Batch [5550-5600] Speed: 198.19 samples/sec accuracy=0.966875 2020-04-11 09:04:24,917 Epoch[19] Batch [5600-5650] Speed: 197.30 samples/sec accuracy=0.970625 2020-04-11 09:04:56,879 Epoch[19] Batch [5650-5700] Speed: 200.24 samples/sec accuracy=0.965781 2020-04-11 09:05:28,939 Epoch[19] Batch [5700-5750] Speed: 199.63 samples/sec accuracy=0.970469 2020-04-11 09:06:00,832 Epoch[19] Batch [5750-5800] Speed: 200.67 samples/sec accuracy=0.968437 2020-04-11 09:06:32,788 Epoch[19] Batch [5800-5850] Speed: 200.27 samples/sec accuracy=0.970000 2020-04-11 09:07:05,052 Epoch[19] Batch [5850-5900] Speed: 198.37 samples/sec accuracy=0.967656 2020-04-11 09:07:37,242 Epoch[19] Batch [5900-5950] Speed: 198.82 samples/sec accuracy=0.968125 2020-04-11 09:08:08,702 Epoch[19] Batch [5950-6000] Speed: 203.44 samples/sec accuracy=0.969688 2020-04-11 09:08:40,591 Epoch[19] Batch [6000-6050] Speed: 200.70 samples/sec accuracy=0.968594 2020-04-11 09:09:12,688 Epoch[19] Batch [6050-6100] Speed: 199.40 samples/sec accuracy=0.969844 2020-04-11 09:09:44,607 Epoch[19] Batch [6100-6150] Speed: 200.51 samples/sec accuracy=0.968594 2020-04-11 09:10:16,838 Epoch[19] Batch [6150-6200] Speed: 198.57 samples/sec accuracy=0.968437 2020-04-11 09:10:48,885 Epoch[19] Batch [6200-6250] Speed: 199.70 samples/sec accuracy=0.967812 2020-04-11 09:11:20,792 Epoch[19] Batch [6250-6300] Speed: 200.59 samples/sec accuracy=0.974688 2020-04-11 09:11:53,013 Epoch[19] Batch [6300-6350] Speed: 198.62 samples/sec accuracy=0.970000 2020-04-11 09:12:24,692 Epoch[19] Batch [6350-6400] Speed: 202.03 samples/sec accuracy=0.967187 2020-04-11 09:12:56,909 Epoch[19] Batch [6400-6450] 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accuracy=0.971875 2020-04-11 09:18:49,599 Epoch[19] Batch [6950-7000] Speed: 200.05 samples/sec accuracy=0.970000 2020-04-11 09:19:21,571 Epoch[19] Batch [7000-7050] Speed: 200.18 samples/sec accuracy=0.972656 2020-04-11 09:19:53,831 Epoch[19] Batch [7050-7100] Speed: 198.39 samples/sec accuracy=0.966719 2020-04-11 09:20:26,119 Epoch[19] Batch [7100-7150] Speed: 198.22 samples/sec accuracy=0.968437 2020-04-11 09:20:57,963 Epoch[19] Batch [7150-7200] Speed: 200.98 samples/sec accuracy=0.970156 2020-04-11 09:21:29,683 Epoch[19] Batch [7200-7250] Speed: 201.77 samples/sec accuracy=0.967969 2020-04-11 09:22:01,412 Epoch[19] Batch [7250-7300] Speed: 201.71 samples/sec accuracy=0.971719 2020-04-11 09:22:33,246 Epoch[19] Batch [7300-7350] Speed: 201.04 samples/sec accuracy=0.968906 2020-04-11 09:23:05,209 Epoch[19] Batch [7350-7400] Speed: 200.23 samples/sec accuracy=0.966406 2020-04-11 09:23:37,086 Epoch[19] Batch [7400-7450] Speed: 200.77 samples/sec accuracy=0.968437 2020-04-11 09:24:09,109 Epoch[19] Batch [7450-7500] Speed: 199.86 samples/sec accuracy=0.966719 2020-04-11 09:24:41,205 Epoch[19] Batch [7500-7550] Speed: 199.40 samples/sec accuracy=0.967500 2020-04-11 09:25:13,290 Epoch[19] Batch [7550-7600] Speed: 199.47 samples/sec accuracy=0.970938 2020-04-11 09:25:45,219 Epoch[19] Batch [7600-7650] Speed: 200.44 samples/sec accuracy=0.969844 2020-04-11 09:26:17,038 Epoch[19] Batch [7650-7700] Speed: 201.14 samples/sec accuracy=0.971406 2020-04-11 09:26:48,982 Epoch[19] Batch [7700-7750] Speed: 200.35 samples/sec accuracy=0.970313 2020-04-11 09:27:20,997 Epoch[19] Batch [7750-7800] Speed: 199.91 samples/sec accuracy=0.968125 2020-04-11 09:27:52,706 Epoch[19] Batch [7800-7850] Speed: 201.84 samples/sec accuracy=0.969844 2020-04-11 09:28:24,579 Epoch[19] Batch [7850-7900] Speed: 200.80 samples/sec accuracy=0.966250 2020-04-11 09:28:56,508 Epoch[19] Batch [7900-7950] Speed: 200.45 samples/sec accuracy=0.968750 2020-04-11 09:29:28,467 Epoch[19] Batch [7950-8000] Speed: 200.26 samples/sec accuracy=0.967344 2020-04-11 09:30:00,626 Epoch[19] Batch [8000-8050] Speed: 199.02 samples/sec accuracy=0.968594 2020-04-11 09:30:32,420 Epoch[19] Batch [8050-8100] Speed: 201.29 samples/sec accuracy=0.966719 2020-04-11 09:31:04,139 Epoch[19] Batch [8100-8150] Speed: 201.78 samples/sec accuracy=0.965000 2020-04-11 09:31:35,946 Epoch[19] Batch [8150-8200] Speed: 201.21 samples/sec accuracy=0.967031 2020-04-11 09:32:07,523 Epoch[19] Batch [8200-8250] Speed: 202.68 samples/sec accuracy=0.966094 2020-04-11 09:32:39,513 Epoch[19] Batch [8250-8300] Speed: 200.07 samples/sec accuracy=0.968125 2020-04-11 09:33:11,371 Epoch[19] Batch [8300-8350] Speed: 200.90 samples/sec accuracy=0.972500 2020-04-11 09:33:43,187 Epoch[19] Batch [8350-8400] Speed: 201.16 samples/sec accuracy=0.971094 2020-04-11 09:34:15,122 Epoch[19] Batch [8400-8450] Speed: 200.41 samples/sec accuracy=0.969688 2020-04-11 09:34:47,096 Epoch[19] Batch [8450-8500] Speed: 200.16 samples/sec accuracy=0.966250 2020-04-11 09:35:18,627 Epoch[19] Batch [8500-8550] Speed: 202.97 samples/sec accuracy=0.968750 2020-04-11 09:35:50,875 Epoch[19] Batch [8550-8600] Speed: 198.46 samples/sec accuracy=0.971094 2020-04-11 09:36:22,617 Epoch[19] Batch [8600-8650] Speed: 201.63 samples/sec accuracy=0.968594 2020-04-11 09:36:54,910 Epoch[19] Batch [8650-8700] Speed: 198.19 samples/sec accuracy=0.972969 2020-04-11 09:37:26,572 Epoch[19] Batch [8700-8750] Speed: 202.14 samples/sec accuracy=0.967812 2020-04-11 09:37:58,868 Epoch[19] Batch [8750-8800] Speed: 198.17 samples/sec accuracy=0.966094 2020-04-11 09:38:30,751 Epoch[19] Batch [8800-8850] Speed: 200.73 samples/sec accuracy=0.970938 2020-04-11 09:39:02,678 Epoch[19] Batch [8850-8900] Speed: 200.46 samples/sec accuracy=0.970156 2020-04-11 09:39:34,884 Epoch[19] Batch [8900-8950] Speed: 198.72 samples/sec accuracy=0.968594 2020-04-11 09:40:06,294 Epoch[19] Batch [8950-9000] Speed: 203.76 samples/sec accuracy=0.966875 2020-04-11 09:40:38,494 Epoch[19] Batch [9000-9050] Speed: 198.76 samples/sec accuracy=0.966406 2020-04-11 09:41:10,479 Epoch[19] Batch [9050-9100] Speed: 200.09 samples/sec accuracy=0.966250 2020-04-11 09:41:42,329 Epoch[19] Batch [9100-9150] Speed: 200.94 samples/sec accuracy=0.966875 2020-04-11 09:42:14,043 Epoch[19] Batch [9150-9200] Speed: 201.81 samples/sec accuracy=0.967656 2020-04-11 09:42:46,078 Epoch[19] Batch [9200-9250] Speed: 199.78 samples/sec accuracy=0.970313 2020-04-11 09:43:18,266 Epoch[19] Batch [9250-9300] Speed: 198.83 samples/sec accuracy=0.970000 2020-04-11 09:43:50,319 Epoch[19] Batch [9300-9350] Speed: 199.67 samples/sec accuracy=0.966250 2020-04-11 09:44:22,010 Epoch[19] Batch [9350-9400] Speed: 201.95 samples/sec accuracy=0.972031 2020-04-11 09:44:54,025 Epoch[19] Batch [9400-9450] Speed: 199.91 samples/sec accuracy=0.968750 2020-04-11 09:45:26,272 Epoch[19] Batch [9450-9500] Speed: 198.47 samples/sec accuracy=0.967812 2020-04-11 09:45:58,021 Epoch[19] Batch [9500-9550] 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accuracy=0.966250 2020-04-11 09:51:50,153 Epoch[19] Batch [10050-10100] Speed: 199.27 samples/sec accuracy=0.969844 2020-04-11 09:52:22,174 Epoch[19] Batch [10100-10150] Speed: 199.87 samples/sec accuracy=0.970156 2020-04-11 09:52:55,006 Epoch[19] Batch [10150-10200] Speed: 194.93 samples/sec accuracy=0.971250 2020-04-11 09:53:26,658 Epoch[19] Batch [10200-10250] Speed: 202.20 samples/sec accuracy=0.972031 2020-04-11 09:53:58,746 Epoch[19] Batch [10250-10300] Speed: 199.45 samples/sec accuracy=0.967500 2020-04-11 09:54:30,786 Epoch[19] Batch [10300-10350] Speed: 199.75 samples/sec accuracy=0.970469 2020-04-11 09:55:02,592 Epoch[19] Batch [10350-10400] Speed: 201.22 samples/sec accuracy=0.972500 2020-04-11 09:55:34,410 Epoch[19] Batch [10400-10450] Speed: 201.14 samples/sec accuracy=0.971094 2020-04-11 09:56:06,507 Epoch[19] Batch [10450-10500] Speed: 199.40 samples/sec accuracy=0.968125 2020-04-11 09:56:38,566 Epoch[19] Batch [10500-10550] Speed: 199.63 samples/sec accuracy=0.968437 2020-04-11 09:57:10,214 Epoch[19] Batch [10550-10600] Speed: 202.23 samples/sec accuracy=0.971875 2020-04-11 09:57:42,345 Epoch[19] Batch [10600-10650] Speed: 199.18 samples/sec accuracy=0.969531 2020-04-11 09:58:14,386 Epoch[19] Batch [10650-10700] Speed: 199.75 samples/sec accuracy=0.968594 2020-04-11 09:58:46,543 Epoch[19] Batch [10700-10750] Speed: 199.02 samples/sec accuracy=0.968594 2020-04-11 09:59:18,612 Epoch[19] Batch [10750-10800] Speed: 199.57 samples/sec accuracy=0.971094 2020-04-11 09:59:50,737 Epoch[19] Batch [10800-10850] Speed: 199.22 samples/sec accuracy=0.967812 2020-04-11 10:00:22,922 Epoch[19] Batch [10850-10900] Speed: 198.86 samples/sec accuracy=0.967812 2020-04-11 10:00:55,044 Epoch[19] Batch [10900-10950] Speed: 199.24 samples/sec accuracy=0.965156 2020-04-11 10:01:27,229 Epoch[19] Batch [10950-11000] Speed: 198.85 samples/sec accuracy=0.967656 2020-04-11 10:01:58,782 Epoch[19] Batch [11000-11050] Speed: 202.83 samples/sec accuracy=0.966875 2020-04-11 10:02:30,969 Epoch[19] Batch [11050-11100] Speed: 198.84 samples/sec accuracy=0.966250 2020-04-11 10:03:03,128 Epoch[19] Batch [11100-11150] Speed: 199.02 samples/sec accuracy=0.967187 2020-04-11 10:03:34,858 Epoch[19] Batch [11150-11200] Speed: 201.70 samples/sec accuracy=0.967500 2020-04-11 10:04:06,471 Epoch[19] Batch [11200-11250] Speed: 202.45 samples/sec accuracy=0.967656 2020-04-11 10:04:38,592 Epoch[19] Batch [11250-11300] Speed: 199.24 samples/sec accuracy=0.968906 2020-04-11 10:05:10,922 Epoch[19] Batch [11300-11350] Speed: 197.96 samples/sec accuracy=0.969688 2020-04-11 10:05:42,659 Epoch[19] Batch [11350-11400] Speed: 201.66 samples/sec accuracy=0.964844 2020-04-11 10:06:14,640 Epoch[19] Batch [11400-11450] Speed: 200.12 samples/sec accuracy=0.968750 2020-04-11 10:06:46,724 Epoch[19] Batch [11450-11500] Speed: 199.47 samples/sec accuracy=0.967812 2020-04-11 10:07:18,770 Epoch[19] Batch [11500-11550] Speed: 199.71 samples/sec accuracy=0.964531 2020-04-11 10:07:50,896 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[12050-12100] Speed: 202.72 samples/sec accuracy=0.969531 2020-04-11 10:13:43,495 Epoch[19] Batch [12100-12150] Speed: 200.85 samples/sec accuracy=0.970938 2020-04-11 10:14:15,380 Epoch[19] Batch [12150-12200] Speed: 200.72 samples/sec accuracy=0.968750 2020-04-11 10:14:47,436 Epoch[19] Batch [12200-12250] Speed: 199.65 samples/sec accuracy=0.971406 2020-04-11 10:15:19,501 Epoch[19] Batch [12250-12300] Speed: 199.59 samples/sec accuracy=0.967344 2020-04-11 10:15:51,596 Epoch[19] Batch [12300-12350] Speed: 199.41 samples/sec accuracy=0.972500 2020-04-11 10:16:23,677 Epoch[19] Batch [12350-12400] Speed: 199.50 samples/sec accuracy=0.965938 2020-04-11 10:16:55,338 Epoch[19] Batch [12400-12450] Speed: 202.14 samples/sec accuracy=0.972969 2020-04-11 10:17:27,394 Epoch[19] Batch [12450-12500] Speed: 199.65 samples/sec accuracy=0.970938 2020-04-11 10:17:59,759 Epoch[19] Batch [12500-12550] Speed: 197.74 samples/sec accuracy=0.971719 2020-04-11 10:18:31,713 Epoch[19] Batch [12550-12600] Speed: 200.29 samples/sec accuracy=0.967656 2020-04-11 10:19:03,814 Epoch[19] Batch [12600-12650] Speed: 199.37 samples/sec accuracy=0.968594 2020-04-11 10:19:35,669 Epoch[19] Batch [12650-12700] Speed: 200.91 samples/sec accuracy=0.970469 2020-04-11 10:20:07,302 Epoch[19] Batch [12700-12750] Speed: 202.32 samples/sec accuracy=0.969219 2020-04-11 10:20:39,559 Epoch[19] Batch [12750-12800] Speed: 198.41 samples/sec accuracy=0.968281 2020-04-11 10:21:11,281 Epoch[19] Batch [12800-12850] Speed: 201.76 samples/sec accuracy=0.971719 2020-04-11 10:21:43,314 Epoch[19] Batch [12850-12900] Speed: 199.79 samples/sec accuracy=0.970000 2020-04-11 10:22:15,457 Epoch[19] Batch [12900-12950] Speed: 199.12 samples/sec accuracy=0.969375 2020-04-11 10:22:47,294 Epoch[19] Batch [12950-13000] Speed: 201.02 samples/sec accuracy=0.971562 2020-04-11 10:23:19,084 Epoch[19] Batch [13000-13050] Speed: 201.32 samples/sec accuracy=0.973281 2020-04-11 10:23:50,701 Epoch[19] Batch [13050-13100] Speed: 202.42 samples/sec accuracy=0.970313 2020-04-11 10:24:23,186 Epoch[19] Batch [13100-13150] Speed: 197.01 samples/sec accuracy=0.970156 2020-04-11 10:24:55,034 Epoch[19] Batch [13150-13200] Speed: 200.96 samples/sec accuracy=0.967031 2020-04-11 10:25:26,728 Epoch[19] Batch [13200-13250] Speed: 201.93 samples/sec accuracy=0.970625 2020-04-11 10:25:58,485 Epoch[19] Batch [13250-13300] Speed: 201.53 samples/sec accuracy=0.971875 2020-04-11 10:26:30,565 Epoch[19] Batch [13300-13350] Speed: 199.50 samples/sec accuracy=0.967812 2020-04-11 10:27:02,362 Epoch[19] Batch [13350-13400] Speed: 201.28 samples/sec accuracy=0.971250 2020-04-11 10:27:34,415 Epoch[19] Batch [13400-13450] Speed: 199.67 samples/sec accuracy=0.969688 2020-04-11 10:28:06,273 Epoch[19] Batch [13450-13500] Speed: 200.89 samples/sec accuracy=0.970000 2020-04-11 10:28:38,344 Epoch[19] Batch [13500-13550] Speed: 199.56 samples/sec accuracy=0.968281 2020-04-11 10:29:10,490 Epoch[19] Batch [13550-13600] Speed: 199.09 samples/sec accuracy=0.968437 2020-04-11 10:29:42,295 Epoch[19] Batch [13600-13650] Speed: 201.23 samples/sec accuracy=0.969688 2020-04-11 10:30:14,312 Epoch[19] Batch [13650-13700] Speed: 199.89 samples/sec accuracy=0.972187 2020-04-11 10:30:46,513 Epoch[19] Batch [13700-13750] Speed: 198.75 samples/sec accuracy=0.965781 2020-04-11 10:31:18,559 Epoch[19] Batch [13750-13800] Speed: 199.72 samples/sec accuracy=0.965313 2020-04-11 10:31:50,573 Epoch[19] Batch [13800-13850] Speed: 199.91 samples/sec accuracy=0.965000 2020-04-11 10:32:22,395 Epoch[19] Batch [13850-13900] Speed: 201.12 samples/sec accuracy=0.969063 2020-04-11 10:32:54,161 Epoch[19] Batch [13900-13950] Speed: 201.48 samples/sec accuracy=0.965313 2020-04-11 10:33:26,284 Epoch[19] Batch [13950-14000] Speed: 199.23 samples/sec accuracy=0.973125 2020-04-11 10:33:58,327 Epoch[19] Batch [14000-14050] Speed: 199.73 samples/sec accuracy=0.970313 2020-04-11 10:34:29,983 Epoch[19] Batch [14050-14100] Speed: 202.17 samples/sec accuracy=0.968594 2020-04-11 10:35:02,293 Epoch[19] Batch [14100-14150] Speed: 198.08 samples/sec accuracy=0.965156 2020-04-11 10:35:34,494 Epoch[19] Batch [14150-14200] Speed: 198.76 samples/sec accuracy=0.973437 2020-04-11 10:36:06,165 Epoch[19] Batch [14200-14250] Speed: 202.08 samples/sec accuracy=0.968750 2020-04-11 10:36:38,114 Epoch[19] Batch [14250-14300] Speed: 200.32 samples/sec accuracy=0.970625 2020-04-11 10:37:10,271 Epoch[19] Batch [14300-14350] Speed: 199.03 samples/sec accuracy=0.965781 2020-04-11 10:37:42,295 Epoch[19] Batch [14350-14400] Speed: 199.85 samples/sec accuracy=0.967812 2020-04-11 10:38:14,441 Epoch[19] Batch [14400-14450] Speed: 199.09 samples/sec accuracy=0.967500 2020-04-11 10:38:46,529 Epoch[19] Batch [14450-14500] Speed: 199.46 samples/sec accuracy=0.967344 2020-04-11 10:39:18,519 Epoch[19] Batch [14500-14550] Speed: 200.06 samples/sec accuracy=0.964688 2020-04-11 10:39:50,208 Epoch[19] Batch [14550-14600] Speed: 201.97 samples/sec accuracy=0.967812 2020-04-11 10:40:21,774 Epoch[19] Batch [14600-14650] Speed: 202.75 samples/sec accuracy=0.973906 2020-04-11 10:40:53,859 Epoch[19] Batch [14650-14700] Speed: 199.47 samples/sec accuracy=0.968750 2020-04-11 10:41:25,850 Epoch[19] Batch [14700-14750] Speed: 200.06 samples/sec accuracy=0.967500 2020-04-11 10:41:57,761 Epoch[19] Batch [14750-14800] Speed: 200.56 samples/sec accuracy=0.973437 2020-04-11 10:42:29,248 Epoch[19] Batch [14800-14850] Speed: 203.26 samples/sec accuracy=0.971094 2020-04-11 10:43:00,969 Epoch[19] Batch [14850-14900] Speed: 201.76 samples/sec accuracy=0.966719 2020-04-11 10:43:32,966 Epoch[19] Batch [14900-14950] Speed: 200.02 samples/sec accuracy=0.968750 2020-04-11 10:44:04,795 Epoch[19] Batch [14950-15000] Speed: 201.07 samples/sec accuracy=0.972187 2020-04-11 10:44:36,762 Epoch[19] Batch [15000-15050] Speed: 200.21 samples/sec accuracy=0.965313 2020-04-11 10:45:09,080 Epoch[19] Batch [15050-15100] Speed: 198.03 samples/sec accuracy=0.969375 2020-04-11 10:45:41,417 Epoch[19] Batch [15100-15150] Speed: 197.92 samples/sec accuracy=0.967187 2020-04-11 10:46:13,142 Epoch[19] Batch [15150-15200] Speed: 201.73 samples/sec accuracy=0.972031 2020-04-11 10:46:44,764 Epoch[19] Batch [15200-15250] Speed: 202.39 samples/sec accuracy=0.967031 2020-04-11 10:47:16,265 Epoch[19] Batch [15250-15300] Speed: 203.17 samples/sec accuracy=0.969844 2020-04-11 10:47:47,874 Epoch[19] Batch [15300-15350] Speed: 202.48 samples/sec accuracy=0.969531 2020-04-11 10:48:20,069 Epoch[19] Batch [15350-15400] Speed: 198.79 samples/sec accuracy=0.967344 2020-04-11 10:48:52,279 Epoch[19] Batch [15400-15450] Speed: 198.69 samples/sec accuracy=0.969531 2020-04-11 10:49:24,336 Epoch[19] Batch [15450-15500] Speed: 199.65 samples/sec accuracy=0.963125 2020-04-11 10:49:56,164 Epoch[19] Batch [15500-15550] Speed: 201.08 samples/sec accuracy=0.967656 2020-04-11 10:50:28,156 Epoch[19] Batch [15550-15600] Speed: 200.05 samples/sec accuracy=0.966406 2020-04-11 10:51:00,328 Epoch[19] Batch [15600-15650] Speed: 198.93 samples/sec accuracy=0.971094 2020-04-11 10:51:32,456 Epoch[19] Batch [15650-15700] Speed: 199.21 samples/sec accuracy=0.967500 2020-04-11 10:52:04,338 Epoch[19] Batch [15700-15750] Speed: 200.74 samples/sec accuracy=0.971094 2020-04-11 10:52:35,904 Epoch[19] Batch [15750-15800] Speed: 202.75 samples/sec accuracy=0.972812 2020-04-11 10:53:07,473 Epoch[19] Batch [15800-15850] Speed: 202.74 samples/sec accuracy=0.967187 2020-04-11 10:53:39,549 Epoch[19] Batch [15850-15900] Speed: 199.52 samples/sec accuracy=0.968281 2020-04-11 10:54:11,478 Epoch[19] Batch [15900-15950] Speed: 200.45 samples/sec accuracy=0.967187 2020-04-11 10:54:43,670 Epoch[19] Batch [15950-16000] Speed: 198.81 samples/sec accuracy=0.965938 2020-04-11 10:55:15,876 Epoch[19] Batch [16000-16050] Speed: 198.72 samples/sec accuracy=0.968594 2020-04-11 10:55:48,448 Epoch[19] Batch [16050-16100] Speed: 196.49 samples/sec accuracy=0.968906 2020-04-11 10:56:20,291 Epoch[19] Batch [16100-16150] Speed: 200.99 samples/sec accuracy=0.969375 2020-04-11 10:56:52,074 Epoch[19] Batch [16150-16200] Speed: 201.37 samples/sec accuracy=0.967969 2020-04-11 10:57:24,135 Epoch[19] Batch [16200-16250] Speed: 199.62 samples/sec accuracy=0.966250 2020-04-11 10:57:56,183 Epoch[19] Batch [16250-16300] Speed: 199.70 samples/sec accuracy=0.970781 2020-04-11 10:58:28,121 Epoch[19] Batch [16300-16350] Speed: 200.39 samples/sec accuracy=0.972187 2020-04-11 10:59:00,293 Epoch[19] Batch [16350-16400] Speed: 198.93 samples/sec accuracy=0.970781 2020-04-11 10:59:32,228 Epoch[19] Batch [16400-16450] Speed: 200.41 samples/sec accuracy=0.966250 2020-04-11 11:00:04,403 Epoch[19] Batch [16450-16500] Speed: 198.91 samples/sec accuracy=0.968750 2020-04-11 11:00:36,272 Epoch[19] Batch [16500-16550] Speed: 200.83 samples/sec accuracy=0.965469 2020-04-11 11:01:08,544 Epoch[19] Batch [16550-16600] Speed: 198.31 samples/sec accuracy=0.970625 2020-04-11 11:01:40,701 Epoch[19] Batch [16600-16650] Speed: 199.03 samples/sec accuracy=0.969844 2020-04-11 11:02:12,146 Epoch[19] Batch [16650-16700] Speed: 203.53 samples/sec accuracy=0.971250 2020-04-11 11:02:43,667 Epoch[19] Batch [16700-16750] Speed: 203.04 samples/sec accuracy=0.969844 2020-04-11 11:03:15,704 Epoch[19] Batch [16750-16800] Speed: 199.77 samples/sec accuracy=0.969531 2020-04-11 11:03:47,728 Epoch[19] Batch [16800-16850] Speed: 199.85 samples/sec accuracy=0.972187 2020-04-11 11:04:19,653 Epoch[19] Batch [16850-16900] Speed: 200.47 samples/sec accuracy=0.968125 2020-04-11 11:04:51,705 Epoch[19] Batch [16900-16950] Speed: 199.68 samples/sec accuracy=0.967969 2020-04-11 11:05:23,760 Epoch[19] Batch [16950-17000] Speed: 199.66 samples/sec accuracy=0.969375 2020-04-11 11:05:55,643 Epoch[19] Batch [17000-17050] Speed: 200.73 samples/sec accuracy=0.968750 2020-04-11 11:06:27,714 Epoch[19] Batch [17050-17100] Speed: 199.56 samples/sec accuracy=0.968594 2020-04-11 11:06:59,424 Epoch[19] Batch [17100-17150] Speed: 201.83 samples/sec accuracy=0.969375 2020-04-11 11:07:31,333 Epoch[19] Batch [17150-17200] Speed: 200.57 samples/sec accuracy=0.967031 2020-04-11 11:08:02,896 Epoch[19] Batch [17200-17250] Speed: 202.77 samples/sec accuracy=0.967187 2020-04-11 11:08:35,363 Epoch[19] Batch [17250-17300] Speed: 197.12 samples/sec accuracy=0.967656 2020-04-11 11:09:07,773 Epoch[19] Batch [17300-17350] Speed: 197.48 samples/sec accuracy=0.969375 2020-04-11 11:09:40,194 Epoch[19] Batch [17350-17400] Speed: 197.40 samples/sec accuracy=0.968906 2020-04-11 11:10:12,112 Epoch[19] Batch [17400-17450] Speed: 200.51 samples/sec accuracy=0.967969 2020-04-11 11:10:43,989 Epoch[19] Batch [17450-17500] Speed: 200.78 samples/sec accuracy=0.969844 2020-04-11 11:11:16,643 Epoch[19] Batch [17500-17550] Speed: 196.00 samples/sec accuracy=0.967656 2020-04-11 11:11:48,613 Epoch[19] Batch [17550-17600] Speed: 200.19 samples/sec accuracy=0.966250 2020-04-11 11:12:20,492 Epoch[19] Batch [17600-17650] Speed: 200.76 samples/sec accuracy=0.968594 2020-04-11 11:12:52,316 Epoch[19] Batch [17650-17700] Speed: 201.11 samples/sec accuracy=0.967500 2020-04-11 11:13:24,517 Epoch[19] Batch [17700-17750] Speed: 198.75 samples/sec accuracy=0.969375 2020-04-11 11:13:56,164 Epoch[19] Batch [17750-17800] Speed: 202.23 samples/sec accuracy=0.968281 2020-04-11 11:14:28,277 Epoch[19] Batch [17800-17850] Speed: 199.30 samples/sec accuracy=0.967344 2020-04-11 11:15:00,082 Epoch[19] Batch [17850-17900] Speed: 201.23 samples/sec accuracy=0.966250 2020-04-11 11:15:32,267 Epoch[19] Batch [17900-17950] Speed: 198.85 samples/sec accuracy=0.970781 2020-04-11 11:16:04,233 Epoch[19] Batch [17950-18000] Speed: 200.22 samples/sec accuracy=0.971094 2020-04-11 11:16:36,235 Epoch[19] Batch [18000-18050] Speed: 199.99 samples/sec accuracy=0.969844 2020-04-11 11:17:08,307 Epoch[19] Batch [18050-18100] Speed: 199.55 samples/sec accuracy=0.966875 2020-04-11 11:17:40,232 Epoch[19] Batch [18100-18150] Speed: 200.47 samples/sec accuracy=0.969531 2020-04-11 11:18:12,375 Epoch[19] Batch [18150-18200] Speed: 199.11 samples/sec accuracy=0.970313 2020-04-11 11:18:44,490 Epoch[19] Batch [18200-18250] Speed: 199.29 samples/sec accuracy=0.970000 2020-04-11 11:19:16,415 Epoch[19] Batch [18250-18300] Speed: 200.47 samples/sec accuracy=0.967187 2020-04-11 11:19:48,394 Epoch[19] Batch [18300-18350] Speed: 200.13 samples/sec accuracy=0.972031 2020-04-11 11:20:20,066 Epoch[19] Batch [18350-18400] Speed: 202.07 samples/sec accuracy=0.967969 2020-04-11 11:20:52,225 Epoch[19] Batch [18400-18450] Speed: 199.01 samples/sec accuracy=0.968125 2020-04-11 11:21:24,329 Epoch[19] Batch [18450-18500] Speed: 199.35 samples/sec accuracy=0.967969 2020-04-11 11:21:56,589 Epoch[19] Batch [18500-18550] Speed: 198.39 samples/sec accuracy=0.970000 2020-04-11 11:22:28,455 Epoch[19] Batch [18550-18600] Speed: 200.84 samples/sec accuracy=0.972812 2020-04-11 11:23:00,366 Epoch[19] Batch [18600-18650] Speed: 200.56 samples/sec accuracy=0.969844 2020-04-11 11:23:32,390 Epoch[19] Batch [18650-18700] Speed: 199.85 samples/sec accuracy=0.968750 2020-04-11 11:24:03,935 Epoch[19] Batch [18700-18750] Speed: 202.89 samples/sec accuracy=0.967812 2020-04-11 11:24:35,978 Epoch[19] Batch [18750-18800] Speed: 199.73 samples/sec accuracy=0.970000 2020-04-11 11:25:08,359 Epoch[19] Batch [18800-18850] Speed: 197.65 samples/sec accuracy=0.970781 2020-04-11 11:25:40,336 Epoch[19] Batch [18850-18900] Speed: 200.15 samples/sec accuracy=0.967969 2020-04-11 11:26:12,355 Epoch[19] Batch [18900-18950] Speed: 199.88 samples/sec accuracy=0.966875 2020-04-11 11:26:44,527 Epoch[19] Batch [18950-19000] Speed: 198.94 samples/sec accuracy=0.967344 2020-04-11 11:27:16,283 Epoch[19] Batch [19000-19050] Speed: 201.54 samples/sec accuracy=0.967500 2020-04-11 11:27:49,005 Epoch[19] Batch [19050-19100] Speed: 195.59 samples/sec accuracy=0.968437 2020-04-11 11:28:21,154 Epoch[19] Batch [19100-19150] Speed: 199.07 samples/sec accuracy=0.969688 2020-04-11 11:28:53,334 Epoch[19] Batch [19150-19200] Speed: 198.88 samples/sec accuracy=0.970625 2020-04-11 11:29:25,465 Epoch[19] Batch [19200-19250] Speed: 199.19 samples/sec accuracy=0.963125 2020-04-11 11:29:57,424 Epoch[19] Batch [19250-19300] Speed: 200.25 samples/sec accuracy=0.970469 2020-04-11 11:30:29,515 Epoch[19] Batch [19300-19350] Speed: 199.43 samples/sec accuracy=0.970469 2020-04-11 11:31:01,566 Epoch[19] Batch [19350-19400] Speed: 199.68 samples/sec accuracy=0.965938 2020-04-11 11:31:33,360 Epoch[19] Batch [19400-19450] Speed: 201.30 samples/sec accuracy=0.968281 2020-04-11 11:32:05,291 Epoch[19] Batch [19450-19500] Speed: 200.44 samples/sec accuracy=0.968906 2020-04-11 11:32:37,310 Epoch[19] Batch [19500-19550] Speed: 199.88 samples/sec accuracy=0.967344 2020-04-11 11:33:08,979 Epoch[19] Batch [19550-19600] Speed: 202.09 samples/sec accuracy=0.966094 2020-04-11 11:33:41,378 Epoch[19] Batch [19600-19650] Speed: 197.54 samples/sec accuracy=0.969531 2020-04-11 11:34:13,635 Epoch[19] Batch [19650-19700] Speed: 198.41 samples/sec accuracy=0.970469 2020-04-11 11:34:45,451 Epoch[19] Batch [19700-19750] Speed: 201.16 samples/sec accuracy=0.971719 2020-04-11 11:35:17,420 Epoch[19] Batch [19750-19800] Speed: 200.20 samples/sec accuracy=0.970156 2020-04-11 11:35:49,786 Epoch[19] Batch [19800-19850] Speed: 197.74 samples/sec accuracy=0.967031 2020-04-11 11:36:21,459 Epoch[19] Batch [19850-19900] Speed: 202.07 samples/sec accuracy=0.970469 2020-04-11 11:36:53,424 Epoch[19] Batch [19900-19950] Speed: 200.22 samples/sec accuracy=0.966875 2020-04-11 11:37:25,082 Epoch[19] Batch [19950-20000] Speed: 202.16 samples/sec accuracy=0.970313 2020-04-11 11:37:57,088 Epoch[19] Batch [20000-20050] Speed: 199.96 samples/sec accuracy=0.970625 2020-04-11 11:38:29,341 Epoch[19] Batch [20050-20100] Speed: 198.43 samples/sec accuracy=0.972500 2020-04-11 11:39:01,424 Epoch[19] Batch [20100-20150] Speed: 199.48 samples/sec accuracy=0.969531 2020-04-11 11:39:33,407 Epoch[19] Batch [20150-20200] Speed: 200.11 samples/sec accuracy=0.966094 2020-04-11 11:40:05,390 Epoch[19] Batch [20200-20250] Speed: 200.11 samples/sec accuracy=0.967656 2020-04-11 11:40:37,221 Epoch[19] Batch [20250-20300] Speed: 201.06 samples/sec accuracy=0.968437 2020-04-11 11:41:09,246 Epoch[19] Batch [20300-20350] Speed: 199.85 samples/sec accuracy=0.969531 2020-04-11 11:41:41,099 Epoch[19] Batch [20350-20400] Speed: 200.93 samples/sec accuracy=0.972187 2020-04-11 11:42:13,275 Epoch[19] Batch [20400-20450] Speed: 198.91 samples/sec accuracy=0.969531 2020-04-11 11:42:45,668 Epoch[19] Batch [20450-20500] Speed: 197.57 samples/sec accuracy=0.968125 2020-04-11 11:43:18,370 Epoch[19] Batch [20500-20550] Speed: 195.71 samples/sec accuracy=0.973125 2020-04-11 11:43:50,044 Epoch[19] Batch [20550-20600] Speed: 202.06 samples/sec accuracy=0.966094 2020-04-11 11:44:22,166 Epoch[19] Batch [20600-20650] Speed: 199.24 samples/sec accuracy=0.967656 2020-04-11 11:44:53,865 Epoch[19] Batch [20650-20700] Speed: 201.90 samples/sec accuracy=0.970313 2020-04-11 11:45:25,956 Epoch[19] Batch [20700-20750] Speed: 199.43 samples/sec accuracy=0.967500 2020-04-11 11:45:58,092 Epoch[19] Batch [20750-20800] Speed: 199.15 samples/sec accuracy=0.967344 2020-04-11 11:46:30,048 Epoch[19] Batch [20800-20850] Speed: 200.28 samples/sec accuracy=0.968750 2020-04-11 11:47:02,228 Epoch[19] Batch [20850-20900] Speed: 198.88 samples/sec accuracy=0.969063 2020-04-11 11:47:33,800 Epoch[19] Batch [20900-20950] Speed: 202.71 samples/sec accuracy=0.969844 2020-04-11 11:48:05,964 Epoch[19] Batch [20950-21000] Speed: 198.98 samples/sec accuracy=0.968281 2020-04-11 11:48:37,884 Epoch[19] Batch [21000-21050] Speed: 200.50 samples/sec accuracy=0.967500 2020-04-11 11:49:09,750 Epoch[19] Batch [21050-21100] Speed: 200.84 samples/sec accuracy=0.968594 2020-04-11 11:49:41,634 Epoch[19] Batch [21100-21150] Speed: 200.73 samples/sec accuracy=0.971094 2020-04-11 11:50:13,232 Epoch[19] Batch [21150-21200] Speed: 202.54 samples/sec accuracy=0.969688 2020-04-11 11:50:45,436 Epoch[19] Batch [21200-21250] Speed: 198.73 samples/sec accuracy=0.971875 2020-04-11 11:51:17,615 Epoch[19] Batch [21250-21300] Speed: 198.89 samples/sec accuracy=0.969375 2020-04-11 11:51:49,282 Epoch[19] Batch [21300-21350] Speed: 202.10 samples/sec accuracy=0.968594 2020-04-11 11:52:21,197 Epoch[19] Batch [21350-21400] Speed: 200.53 samples/sec accuracy=0.965156 2020-04-11 11:52:53,135 Epoch[19] Batch [21400-21450] Speed: 200.39 samples/sec accuracy=0.968594 2020-04-11 11:53:25,310 Epoch[19] Batch [21450-21500] Speed: 198.92 samples/sec accuracy=0.971406 2020-04-11 11:53:57,394 Epoch[19] Batch [21500-21550] Speed: 199.48 samples/sec accuracy=0.970938 2020-04-11 11:54:29,301 Epoch[19] Batch [21550-21600] Speed: 200.58 samples/sec accuracy=0.968594 2020-04-11 11:55:01,176 Epoch[19] Batch [21600-21650] Speed: 200.78 samples/sec accuracy=0.968437 2020-04-11 11:55:33,295 Epoch[19] Batch [21650-21700] Speed: 199.26 samples/sec accuracy=0.965781 2020-04-11 11:56:05,437 Epoch[19] Batch [21700-21750] Speed: 199.12 samples/sec accuracy=0.971719 2020-04-11 11:56:37,549 Epoch[19] Batch [21750-21800] Speed: 199.30 samples/sec accuracy=0.965469 2020-04-11 11:57:09,715 Epoch[19] Batch [21800-21850] Speed: 198.97 samples/sec accuracy=0.967500 2020-04-11 11:57:42,317 Epoch[19] Batch [21850-21900] Speed: 196.31 samples/sec accuracy=0.973906 2020-04-11 11:58:13,817 Epoch[19] Batch [21900-21950] Speed: 203.17 samples/sec accuracy=0.968750 2020-04-11 11:58:45,750 Epoch[19] Batch [21950-22000] Speed: 200.42 samples/sec accuracy=0.971875 2020-04-11 11:59:17,501 Epoch[19] Batch [22000-22050] Speed: 201.57 samples/sec accuracy=0.970156 2020-04-11 11:59:49,641 Epoch[19] Batch [22050-22100] Speed: 199.13 samples/sec accuracy=0.971406 2020-04-11 12:00:21,723 Epoch[19] Batch [22100-22150] Speed: 199.49 samples/sec accuracy=0.973437 2020-04-11 12:00:53,827 Epoch[19] Batch [22150-22200] Speed: 199.35 samples/sec accuracy=0.968750 2020-04-11 12:01:25,715 Epoch[19] Batch [22200-22250] Speed: 200.70 samples/sec accuracy=0.970156 2020-04-11 12:01:57,360 Epoch[19] Batch [22250-22300] Speed: 202.24 samples/sec accuracy=0.968906 2020-04-11 12:02:29,588 Epoch[19] Batch [22300-22350] Speed: 198.59 samples/sec accuracy=0.968594 2020-04-11 12:03:01,510 Epoch[19] Batch [22350-22400] Speed: 200.49 samples/sec accuracy=0.966719 2020-04-11 12:03:33,373 Epoch[19] Batch [22400-22450] Speed: 200.87 samples/sec accuracy=0.970625 2020-04-11 12:04:05,733 Epoch[19] Batch [22450-22500] Speed: 197.77 samples/sec accuracy=0.967969 2020-04-11 12:04:37,528 Epoch[19] Batch [22500-22550] Speed: 201.29 samples/sec accuracy=0.969219 2020-04-11 12:05:09,945 Epoch[19] Batch [22550-22600] Speed: 197.43 samples/sec accuracy=0.967656 2020-04-11 12:05:42,009 Epoch[19] Batch [22600-22650] Speed: 199.60 samples/sec accuracy=0.966562 2020-04-11 12:06:13,965 Epoch[19] Batch [22650-22700] Speed: 200.27 samples/sec accuracy=0.972812 2020-04-11 12:06:45,874 Epoch[19] Batch [22700-22750] Speed: 200.58 samples/sec accuracy=0.966562 2020-04-11 12:07:17,943 Epoch[19] Batch [22750-22800] Speed: 199.57 samples/sec accuracy=0.971719 2020-04-11 12:07:49,977 Epoch[19] Batch [22800-22850] Speed: 199.79 samples/sec accuracy=0.968750 2020-04-11 12:08:22,066 Epoch[19] Batch [22850-22900] Speed: 199.45 samples/sec accuracy=0.970313 2020-04-11 12:08:53,768 Epoch[19] Batch [22900-22950] Speed: 201.88 samples/sec accuracy=0.968906 2020-04-11 12:09:26,217 Epoch[19] Batch [22950-23000] Speed: 197.23 samples/sec accuracy=0.966875 2020-04-11 12:09:58,088 Epoch[19] Batch [23000-23050] Speed: 200.81 samples/sec accuracy=0.968750 2020-04-11 12:10:30,290 Epoch[19] Batch [23050-23100] Speed: 198.75 samples/sec accuracy=0.967969 2020-04-11 12:11:01,717 Epoch[19] Batch [23100-23150] Speed: 203.65 samples/sec accuracy=0.967969 2020-04-11 12:11:33,455 Epoch[19] Batch [23150-23200] Speed: 201.65 samples/sec accuracy=0.967656 2020-04-11 12:12:05,450 Epoch[19] Batch [23200-23250] Speed: 200.03 samples/sec accuracy=0.969844 2020-04-11 12:12:37,670 Epoch[19] Batch [23250-23300] Speed: 198.64 samples/sec accuracy=0.967812 2020-04-11 12:13:09,335 Epoch[19] Batch [23300-23350] Speed: 202.12 samples/sec accuracy=0.966719 2020-04-11 12:13:41,636 Epoch[19] Batch [23350-23400] Speed: 198.14 samples/sec accuracy=0.966406 2020-04-11 12:14:14,169 Epoch[19] Batch [23400-23450] Speed: 196.73 samples/sec accuracy=0.968281 2020-04-11 12:14:46,117 Epoch[19] Batch [23450-23500] Speed: 200.32 samples/sec accuracy=0.970625 2020-04-11 12:15:17,886 Epoch[19] Batch [23500-23550] Speed: 201.46 samples/sec accuracy=0.969844 2020-04-11 12:15:49,703 Epoch[19] Batch [23550-23600] Speed: 201.15 samples/sec accuracy=0.972812 2020-04-11 12:16:21,489 Epoch[19] Batch [23600-23650] Speed: 201.35 samples/sec accuracy=0.966250 2020-04-11 12:16:53,390 Epoch[19] Batch [23650-23700] Speed: 200.62 samples/sec accuracy=0.969063 2020-04-11 12:17:25,253 Epoch[19] Batch [23700-23750] Speed: 200.86 samples/sec accuracy=0.973906 2020-04-11 12:17:57,039 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accuracy=0.968281 2020-04-11 12:33:59,374 Epoch[19] Batch [25300-25350] Speed: 218.49 samples/sec accuracy=0.970938 2020-04-11 12:34:28,792 Epoch[19] Batch [25350-25400] Speed: 217.56 samples/sec accuracy=0.967656 2020-04-11 12:34:58,307 Epoch[19] Batch [25400-25450] Speed: 216.83 samples/sec accuracy=0.969844 2020-04-11 12:35:27,575 Epoch[19] Batch [25450-25500] Speed: 218.67 samples/sec accuracy=0.965469 2020-04-11 12:35:56,667 Epoch[19] Batch [25500-25550] Speed: 219.99 samples/sec accuracy=0.971719 2020-04-11 12:36:25,919 Epoch[19] Batch [25550-25600] Speed: 218.79 samples/sec accuracy=0.967969 2020-04-11 12:36:55,351 Epoch[19] Batch [25600-25650] Speed: 217.45 samples/sec accuracy=0.967031 2020-04-11 12:37:24,779 Epoch[19] Batch [25650-25700] Speed: 217.48 samples/sec accuracy=0.968750 2020-04-11 12:37:54,207 Epoch[19] Batch [25700-25750] Speed: 217.48 samples/sec accuracy=0.971719 2020-04-11 12:38:23,900 Epoch[19] Batch [25750-25800] Speed: 215.54 samples/sec accuracy=0.966250 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Validation-accuracy=0.985170 2020-04-11 13:35:28,043 Epoch[20] Batch [0-50] Speed: 198.93 samples/sec accuracy=0.969056 2020-04-11 13:36:00,075 Epoch[20] Batch [50-100] Speed: 199.80 samples/sec accuracy=0.971562 2020-04-11 13:36:32,199 Epoch[20] Batch [100-150] Speed: 199.23 samples/sec accuracy=0.971875 2020-04-11 13:37:03,942 Epoch[20] Batch [150-200] Speed: 201.62 samples/sec accuracy=0.970469 2020-04-11 13:37:35,998 Epoch[20] Batch [200-250] Speed: 199.65 samples/sec accuracy=0.968125 2020-04-11 13:38:08,515 Epoch[20] Batch [250-300] Speed: 196.82 samples/sec accuracy=0.965469 2020-04-11 13:38:40,512 Epoch[20] Batch [300-350] Speed: 200.02 samples/sec accuracy=0.965313 2020-04-11 13:39:12,510 Epoch[20] Batch [350-400] Speed: 200.01 samples/sec accuracy=0.971094 2020-04-11 13:39:44,017 Epoch[20] Batch [400-450] Speed: 203.13 samples/sec accuracy=0.970000 2020-04-11 13:40:15,789 Epoch[20] Batch [450-500] Speed: 201.43 samples/sec accuracy=0.967031 2020-04-11 13:40:47,695 Epoch[20] 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accuracy=0.966875 2020-04-11 13:46:39,910 Epoch[20] Batch [1050-1100] Speed: 197.86 samples/sec accuracy=0.970156 2020-04-11 13:47:11,759 Epoch[20] Batch [1100-1150] Speed: 200.95 samples/sec accuracy=0.968437 2020-04-11 13:47:43,923 Epoch[20] Batch [1150-1200] Speed: 198.99 samples/sec accuracy=0.968437 2020-04-11 13:48:16,507 Epoch[20] Batch [1200-1250] Speed: 196.41 samples/sec accuracy=0.967500 2020-04-11 13:48:49,233 Epoch[20] Batch [1250-1300] Speed: 195.56 samples/sec accuracy=0.972031 2020-04-11 13:49:20,390 Epoch[20] Batch [1300-1350] Speed: 205.41 samples/sec accuracy=0.973906 2020-04-11 13:49:53,019 Epoch[20] Batch [1350-1400] Speed: 196.15 samples/sec accuracy=0.967187 2020-04-11 13:50:26,092 Epoch[20] Batch [1400-1450] Speed: 193.51 samples/sec accuracy=0.968906 2020-04-11 13:50:59,278 Epoch[20] Batch [1450-1500] Speed: 192.85 samples/sec accuracy=0.967656 2020-04-11 13:51:30,465 Epoch[20] Batch [1500-1550] Speed: 205.22 samples/sec accuracy=0.966094 2020-04-11 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accuracy=0.965625 2020-04-11 14:03:18,710 Epoch[20] Batch [2600-2650] Speed: 191.65 samples/sec accuracy=0.971406 2020-04-11 14:03:51,965 Epoch[20] Batch [2650-2700] Speed: 192.45 samples/sec accuracy=0.968281 2020-04-11 14:04:25,192 Epoch[20] Batch [2700-2750] Speed: 192.62 samples/sec accuracy=0.970938 2020-04-11 14:04:58,430 Epoch[20] Batch [2750-2800] Speed: 192.55 samples/sec accuracy=0.968594 2020-04-11 14:05:30,565 Epoch[20] Batch [2800-2850] Speed: 199.16 samples/sec accuracy=0.967656 2020-04-11 14:06:02,931 Epoch[20] Batch [2850-2900] Speed: 197.74 samples/sec accuracy=0.970313 2020-04-11 14:06:34,671 Epoch[20] Batch [2900-2950] Speed: 201.64 samples/sec accuracy=0.970469 2020-04-11 14:07:07,917 Epoch[20] Batch [2950-3000] Speed: 192.50 samples/sec accuracy=0.969219 2020-04-11 14:07:40,277 Epoch[20] Batch [3000-3050] Speed: 197.77 samples/sec accuracy=0.970781 2020-04-11 14:08:13,288 Epoch[20] Batch [3050-3100] Speed: 193.88 samples/sec accuracy=0.972500 2020-04-11 14:08:46,114 Epoch[20] Batch [3100-3150] Speed: 194.97 samples/sec accuracy=0.969375 2020-04-11 14:09:17,438 Epoch[20] Batch [3150-3200] Speed: 204.32 samples/sec accuracy=0.971719 2020-04-11 14:09:49,496 Epoch[20] Batch [3200-3250] Speed: 199.64 samples/sec accuracy=0.967344 2020-04-11 14:10:21,022 Epoch[20] Batch [3250-3300] Speed: 203.01 samples/sec accuracy=0.969219 2020-04-11 14:10:51,414 Epoch[20] Batch [3300-3350] Speed: 210.58 samples/sec accuracy=0.966562 2020-04-11 14:11:24,359 Epoch[20] Batch [3350-3400] Speed: 194.27 samples/sec accuracy=0.974063 2020-04-11 14:11:57,666 Epoch[20] Batch [3400-3450] Speed: 192.15 samples/sec accuracy=0.969688 2020-04-11 14:12:29,567 Epoch[20] Batch [3450-3500] Speed: 200.62 samples/sec accuracy=0.968437 2020-04-11 14:13:01,236 Epoch[20] Batch [3500-3550] Speed: 202.09 samples/sec accuracy=0.968750 2020-04-11 14:13:32,982 Epoch[20] Batch [3550-3600] Speed: 201.60 samples/sec accuracy=0.966562 2020-04-11 14:14:05,916 Epoch[20] Batch [3600-3650] 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accuracy=0.965000 2020-04-11 14:19:57,863 Epoch[20] Batch [4150-4200] Speed: 200.10 samples/sec accuracy=0.972031 2020-04-11 14:20:29,626 Epoch[20] Batch [4200-4250] Speed: 201.50 samples/sec accuracy=0.969219 2020-04-11 14:21:01,392 Epoch[20] Batch [4250-4300] Speed: 201.47 samples/sec accuracy=0.968906 2020-04-11 14:21:33,417 Epoch[20] Batch [4300-4350] Speed: 199.85 samples/sec accuracy=0.970938 2020-04-11 14:22:05,264 Epoch[20] Batch [4350-4400] Speed: 200.96 samples/sec accuracy=0.972969 2020-04-11 14:22:36,965 Epoch[20] Batch [4400-4450] Speed: 201.89 samples/sec accuracy=0.967187 2020-04-11 14:23:08,956 Epoch[20] Batch [4450-4500] Speed: 200.06 samples/sec accuracy=0.966719 2020-04-11 14:23:41,099 Epoch[20] Batch [4500-4550] Speed: 199.12 samples/sec accuracy=0.973125 2020-04-11 14:24:13,188 Epoch[20] Batch [4550-4600] Speed: 199.44 samples/sec accuracy=0.969375 2020-04-11 14:24:45,244 Epoch[20] Batch [4600-4650] Speed: 199.65 samples/sec accuracy=0.965625 2020-04-11 14:25:17,460 Epoch[20] Batch [4650-4700] Speed: 198.66 samples/sec accuracy=0.968594 2020-04-11 14:25:49,871 Epoch[20] Batch [4700-4750] Speed: 197.47 samples/sec accuracy=0.971875 2020-04-11 14:26:21,873 Epoch[20] Batch [4750-4800] Speed: 199.99 samples/sec accuracy=0.969531 2020-04-11 14:26:53,646 Epoch[20] Batch [4800-4850] Speed: 201.43 samples/sec accuracy=0.967812 2020-04-11 14:27:25,524 Epoch[20] Batch [4850-4900] Speed: 200.77 samples/sec accuracy=0.974688 2020-04-11 14:27:57,119 Epoch[20] Batch [4900-4950] Speed: 202.56 samples/sec accuracy=0.967344 2020-04-11 14:28:28,985 Epoch[20] Batch [4950-5000] Speed: 200.84 samples/sec accuracy=0.970469 2020-04-11 14:29:01,191 Epoch[20] Batch [5000-5050] Speed: 198.72 samples/sec accuracy=0.968281 2020-04-11 14:29:33,365 Epoch[20] Batch [5050-5100] Speed: 198.92 samples/sec accuracy=0.971719 2020-04-11 14:30:05,143 Epoch[20] Batch [5100-5150] Speed: 201.40 samples/sec accuracy=0.965469 2020-04-11 14:30:36,708 Epoch[20] Batch [5150-5200] Speed: 202.76 samples/sec accuracy=0.971250 2020-04-11 14:31:08,844 Epoch[20] Batch [5200-5250] Speed: 199.15 samples/sec accuracy=0.971875 2020-04-11 14:31:40,839 Epoch[20] Batch [5250-5300] Speed: 200.03 samples/sec accuracy=0.972656 2020-04-11 14:32:12,817 Epoch[20] Batch [5300-5350] Speed: 200.14 samples/sec accuracy=0.970000 2020-04-11 14:32:44,412 Epoch[20] Batch [5350-5400] Speed: 202.56 samples/sec accuracy=0.966719 2020-04-11 14:33:16,206 Epoch[20] Batch [5400-5450] Speed: 201.30 samples/sec accuracy=0.965000 2020-04-11 14:33:48,360 Epoch[20] Batch [5450-5500] Speed: 199.04 samples/sec accuracy=0.967969 2020-04-11 14:34:20,253 Epoch[20] Batch [5500-5550] Speed: 200.67 samples/sec accuracy=0.971562 2020-04-11 14:34:52,436 Epoch[20] Batch [5550-5600] Speed: 198.87 samples/sec accuracy=0.966094 2020-04-11 14:35:23,898 Epoch[20] Batch [5600-5650] Speed: 203.43 samples/sec accuracy=0.966719 2020-04-11 14:35:55,117 Epoch[20] Batch [5650-5700] Speed: 205.01 samples/sec accuracy=0.969219 2020-04-11 14:36:26,397 Epoch[20] Batch [5700-5750] Speed: 204.60 samples/sec accuracy=0.967344 2020-04-11 14:36:58,476 Epoch[20] Batch [5750-5800] Speed: 199.51 samples/sec accuracy=0.967969 2020-04-11 14:37:30,548 Epoch[20] Batch [5800-5850] Speed: 199.55 samples/sec accuracy=0.965625 2020-04-11 14:38:02,345 Epoch[20] Batch [5850-5900] Speed: 201.28 samples/sec accuracy=0.971562 2020-04-11 14:38:34,135 Epoch[20] Batch [5900-5950] Speed: 201.32 samples/sec accuracy=0.969844 2020-04-11 14:39:05,858 Epoch[20] Batch [5950-6000] Speed: 201.75 samples/sec accuracy=0.971094 2020-04-11 14:39:38,282 Epoch[20] Batch [6000-6050] Speed: 197.38 samples/sec accuracy=0.973750 2020-04-11 14:40:10,356 Epoch[20] Batch [6050-6100] Speed: 199.54 samples/sec accuracy=0.968906 2020-04-11 14:40:42,747 Epoch[20] Batch [6100-6150] Speed: 197.58 samples/sec accuracy=0.970469 2020-04-11 14:41:14,998 Epoch[20] Batch [6150-6200] Speed: 198.45 samples/sec accuracy=0.969375 2020-04-11 14:41:47,168 Epoch[20] Batch [6200-6250] Speed: 198.94 samples/sec accuracy=0.968906 2020-04-11 14:42:19,263 Epoch[20] Batch [6250-6300] Speed: 199.41 samples/sec accuracy=0.971094 2020-04-11 14:42:51,068 Epoch[20] Batch [6300-6350] Speed: 201.23 samples/sec accuracy=0.968281 2020-04-11 14:43:22,544 Epoch[20] Batch [6350-6400] Speed: 203.33 samples/sec accuracy=0.967031 2020-04-11 14:43:54,615 Epoch[20] Batch [6400-6450] Speed: 199.56 samples/sec accuracy=0.965156 2020-04-11 14:44:27,126 Epoch[20] Batch [6450-6500] Speed: 196.86 samples/sec accuracy=0.970469 2020-04-11 14:44:58,933 Epoch[20] Batch [6500-6550] Speed: 201.21 samples/sec accuracy=0.967031 2020-04-11 14:45:30,668 Epoch[20] Batch [6550-6600] Speed: 201.67 samples/sec accuracy=0.971250 2020-04-11 14:46:02,390 Epoch[20] Batch [6600-6650] Speed: 201.76 samples/sec accuracy=0.966719 2020-04-11 14:46:34,559 Epoch[20] Batch [6650-6700] Speed: 198.95 samples/sec accuracy=0.970000 2020-04-11 14:47:06,623 Epoch[20] Batch [6700-6750] Speed: 199.60 samples/sec accuracy=0.970469 2020-04-11 14:47:38,360 Epoch[20] Batch [6750-6800] Speed: 201.66 samples/sec accuracy=0.971562 2020-04-11 14:48:10,301 Epoch[20] Batch [6800-6850] Speed: 200.37 samples/sec accuracy=0.970313 2020-04-11 14:48:41,987 Epoch[20] Batch [6850-6900] Speed: 201.99 samples/sec accuracy=0.967500 2020-04-11 14:49:14,187 Epoch[20] Batch [6900-6950] Speed: 198.75 samples/sec accuracy=0.967500 2020-04-11 14:49:46,212 Epoch[20] Batch [6950-7000] Speed: 199.85 samples/sec accuracy=0.966562 2020-04-11 14:50:18,443 Epoch[20] Batch [7000-7050] Speed: 198.57 samples/sec accuracy=0.966562 2020-04-11 14:50:50,624 Epoch[20] Batch [7050-7100] Speed: 198.88 samples/sec accuracy=0.971406 2020-04-11 14:51:22,696 Epoch[20] Batch [7100-7150] Speed: 199.55 samples/sec accuracy=0.970938 2020-04-11 14:51:54,908 Epoch[20] Batch [7150-7200] Speed: 198.68 samples/sec accuracy=0.970625 2020-04-11 14:52:27,212 Epoch[20] Batch [7200-7250] Speed: 198.12 samples/sec accuracy=0.970625 2020-04-11 14:52:59,425 Epoch[20] Batch [7250-7300] Speed: 198.68 samples/sec accuracy=0.975000 2020-04-11 14:53:31,166 Epoch[20] Batch [7300-7350] Speed: 201.63 samples/sec accuracy=0.971094 2020-04-11 14:54:03,105 Epoch[20] Batch [7350-7400] Speed: 200.38 samples/sec accuracy=0.966875 2020-04-11 14:54:34,856 Epoch[20] Batch [7400-7450] Speed: 201.56 samples/sec accuracy=0.966406 2020-04-11 14:55:06,569 Epoch[20] Batch [7450-7500] Speed: 201.82 samples/sec accuracy=0.970156 2020-04-11 14:55:38,455 Epoch[20] Batch [7500-7550] Speed: 200.72 samples/sec accuracy=0.969063 2020-04-11 14:56:10,815 Epoch[20] Batch [7550-7600] Speed: 197.78 samples/sec accuracy=0.968437 2020-04-11 14:56:43,398 Epoch[20] Batch [7600-7650] Speed: 196.42 samples/sec accuracy=0.972344 2020-04-11 14:57:15,105 Epoch[20] Batch [7650-7700] Speed: 201.85 samples/sec accuracy=0.970781 2020-04-11 14:57:46,993 Epoch[20] Batch [7700-7750] Speed: 200.70 samples/sec accuracy=0.966875 2020-04-11 14:58:18,863 Epoch[20] Batch [7750-7800] Speed: 200.82 samples/sec accuracy=0.967656 2020-04-11 14:58:50,770 Epoch[20] Batch [7800-7850] Speed: 200.58 samples/sec accuracy=0.970000 2020-04-11 14:59:23,118 Epoch[20] Batch [7850-7900] Speed: 197.85 samples/sec accuracy=0.968437 2020-04-11 14:59:54,885 Epoch[20] Batch [7900-7950] Speed: 201.47 samples/sec accuracy=0.969688 2020-04-11 15:00:26,549 Epoch[20] Batch [7950-8000] Speed: 202.12 samples/sec accuracy=0.966875 2020-04-11 15:00:58,064 Epoch[20] Batch [8000-8050] Speed: 203.08 samples/sec accuracy=0.970469 2020-04-11 15:01:30,216 Epoch[20] Batch [8050-8100] Speed: 199.06 samples/sec accuracy=0.965625 2020-04-11 15:02:02,306 Epoch[20] Batch [8100-8150] Speed: 199.44 samples/sec accuracy=0.969844 2020-04-11 15:02:34,199 Epoch[20] Batch [8150-8200] Speed: 200.67 samples/sec accuracy=0.969219 2020-04-11 15:03:05,977 Epoch[20] Batch [8200-8250] Speed: 201.40 samples/sec accuracy=0.968750 2020-04-11 15:03:38,139 Epoch[20] Batch [8250-8300] Speed: 199.00 samples/sec accuracy=0.968437 2020-04-11 15:04:09,900 Epoch[20] Batch [8300-8350] Speed: 201.50 samples/sec accuracy=0.966719 2020-04-11 15:04:42,172 Epoch[20] Batch [8350-8400] Speed: 198.32 samples/sec accuracy=0.968750 2020-04-11 15:05:14,108 Epoch[20] Batch [8400-8450] Speed: 200.40 samples/sec accuracy=0.972969 2020-04-11 15:05:46,370 Epoch[20] Batch [8450-8500] Speed: 198.38 samples/sec accuracy=0.971250 2020-04-11 15:06:17,895 Epoch[20] Batch [8500-8550] Speed: 203.01 samples/sec accuracy=0.972500 2020-04-11 15:06:49,685 Epoch[20] Batch [8550-8600] Speed: 201.32 samples/sec accuracy=0.970313 2020-04-11 15:07:21,988 Epoch[20] Batch [8600-8650] Speed: 198.13 samples/sec accuracy=0.966719 2020-04-11 15:07:53,827 Epoch[20] Batch [8650-8700] Speed: 201.01 samples/sec accuracy=0.971250 2020-04-11 15:08:26,146 Epoch[20] Batch [8700-8750] Speed: 198.03 samples/sec accuracy=0.968750 2020-04-11 15:08:58,166 Epoch[20] Batch [8750-8800] Speed: 199.88 samples/sec accuracy=0.967344 2020-04-11 15:09:29,681 Epoch[20] Batch [8800-8850] Speed: 203.08 samples/sec accuracy=0.967812 2020-04-11 15:10:01,450 Epoch[20] Batch [8850-8900] Speed: 201.46 samples/sec accuracy=0.971562 2020-04-11 15:10:33,247 Epoch[20] Batch [8900-8950] Speed: 201.28 samples/sec accuracy=0.969063 2020-04-11 15:11:05,062 Epoch[20] Batch [8950-9000] Speed: 201.17 samples/sec accuracy=0.969688 2020-04-11 15:11:37,072 Epoch[20] Batch [9000-9050] Speed: 199.93 samples/sec accuracy=0.970000 2020-04-11 15:12:09,091 Epoch[20] Batch [9050-9100] Speed: 199.89 samples/sec accuracy=0.970781 2020-04-11 15:12:41,836 Epoch[20] Batch [9100-9150] Speed: 195.45 samples/sec accuracy=0.970625 2020-04-11 15:13:13,488 Epoch[20] Batch [9150-9200] Speed: 202.20 samples/sec accuracy=0.970313 2020-04-11 15:13:45,802 Epoch[20] Batch [9200-9250] Speed: 198.06 samples/sec accuracy=0.967656 2020-04-11 15:14:17,933 Epoch[20] Batch [9250-9300] Speed: 199.19 samples/sec accuracy=0.972656 2020-04-11 15:14:49,754 Epoch[20] Batch [9300-9350] Speed: 201.13 samples/sec accuracy=0.967344 2020-04-11 15:15:21,860 Epoch[20] Batch [9350-9400] Speed: 199.34 samples/sec accuracy=0.968750 2020-04-11 15:15:53,699 Epoch[20] Batch [9400-9450] Speed: 201.01 samples/sec accuracy=0.971094 2020-04-11 15:16:25,446 Epoch[20] Batch [9450-9500] Speed: 201.60 samples/sec accuracy=0.966875 2020-04-11 15:16:57,619 Epoch[20] Batch [9500-9550] Speed: 198.92 samples/sec accuracy=0.970938 2020-04-11 15:17:29,960 Epoch[20] Batch [9550-9600] Speed: 197.89 samples/sec accuracy=0.968750 2020-04-11 15:18:02,390 Epoch[20] Batch [9600-9650] Speed: 197.35 samples/sec accuracy=0.968594 2020-04-11 15:18:34,590 Epoch[20] Batch [9650-9700] Speed: 198.76 samples/sec accuracy=0.971094 2020-04-11 15:19:06,682 Epoch[20] Batch [9700-9750] Speed: 199.43 samples/sec accuracy=0.970313 2020-04-11 15:19:38,584 Epoch[20] Batch [9750-9800] Speed: 200.62 samples/sec accuracy=0.970938 2020-04-11 15:20:10,370 Epoch[20] Batch [9800-9850] Speed: 201.34 samples/sec accuracy=0.972031 2020-04-11 15:20:42,424 Epoch[20] Batch [9850-9900] Speed: 199.67 samples/sec accuracy=0.970156 2020-04-11 15:21:14,532 Epoch[20] Batch [9900-9950] Speed: 199.33 samples/sec accuracy=0.969688 2020-04-11 15:21:47,005 Epoch[20] Batch [9950-10000] Speed: 197.08 samples/sec accuracy=0.962656 2020-04-11 15:22:18,651 Epoch[20] Batch [10000-10050] Speed: 202.24 samples/sec accuracy=0.970313 2020-04-11 15:22:50,827 Epoch[20] Batch [10050-10100] Speed: 198.90 samples/sec accuracy=0.967812 2020-04-11 15:23:23,224 Epoch[20] Batch [10100-10150] Speed: 197.55 samples/sec accuracy=0.968750 2020-04-11 15:23:55,788 Epoch[20] Batch [10150-10200] Speed: 196.54 samples/sec accuracy=0.969219 2020-04-11 15:24:28,310 Epoch[20] Batch [10200-10250] Speed: 196.79 samples/sec accuracy=0.970313 2020-04-11 15:25:00,489 Epoch[20] Batch [10250-10300] Speed: 198.89 samples/sec accuracy=0.970156 2020-04-11 15:25:32,556 Epoch[20] Batch [10300-10350] Speed: 199.58 samples/sec accuracy=0.968437 2020-04-11 15:26:04,637 Epoch[20] Batch [10350-10400] Speed: 199.50 samples/sec accuracy=0.970000 2020-04-11 15:26:36,894 Epoch[20] Batch [10400-10450] Speed: 198.41 samples/sec accuracy=0.969063 2020-04-11 15:27:09,183 Epoch[20] Batch [10450-10500] Speed: 198.21 samples/sec accuracy=0.970781 2020-04-11 15:27:41,038 Epoch[20] Batch [10500-10550] Speed: 200.91 samples/sec accuracy=0.970469 2020-04-11 15:28:13,123 Epoch[20] Batch [10550-10600] Speed: 199.47 samples/sec accuracy=0.969531 2020-04-11 15:28:45,509 Epoch[20] Batch [10600-10650] Speed: 197.62 samples/sec accuracy=0.965469 2020-04-11 15:29:17,439 Epoch[20] Batch [10650-10700] Speed: 200.44 samples/sec accuracy=0.974063 2020-04-11 15:29:49,642 Epoch[20] Batch [10700-10750] Speed: 198.74 samples/sec accuracy=0.976094 2020-04-11 15:30:21,426 Epoch[20] Batch [10750-10800] Speed: 201.36 samples/sec accuracy=0.968125 2020-04-11 15:30:53,914 Epoch[20] Batch [10800-10850] Speed: 196.99 samples/sec accuracy=0.970313 2020-04-11 15:31:25,990 Epoch[20] Batch [10850-10900] Speed: 199.53 samples/sec accuracy=0.965469 2020-04-11 15:31:57,909 Epoch[20] Batch [10900-10950] Speed: 200.51 samples/sec accuracy=0.966250 2020-04-11 15:32:30,019 Epoch[20] Batch [10950-11000] Speed: 199.31 samples/sec accuracy=0.969063 2020-04-11 15:33:02,216 Epoch[20] Batch [11000-11050] Speed: 198.78 samples/sec accuracy=0.966094 2020-04-11 15:33:34,189 Epoch[20] Batch [11050-11100] Speed: 200.17 samples/sec accuracy=0.969063 2020-04-11 15:34:06,415 Epoch[20] Batch [11100-11150] Speed: 198.60 samples/sec accuracy=0.967187 2020-04-11 15:34:38,769 Epoch[20] Batch [11150-11200] Speed: 197.81 samples/sec accuracy=0.969688 2020-04-11 15:35:10,503 Epoch[20] Batch [11200-11250] Speed: 201.67 samples/sec accuracy=0.967812 2020-04-11 15:35:42,541 Epoch[20] Batch [11250-11300] Speed: 199.77 samples/sec accuracy=0.968906 2020-04-11 15:36:14,842 Epoch[20] Batch [11300-11350] Speed: 198.13 samples/sec accuracy=0.967500 2020-04-11 15:36:46,956 Epoch[20] Batch [11350-11400] Speed: 199.29 samples/sec accuracy=0.971406 2020-04-11 15:37:18,887 Epoch[20] Batch [11400-11450] Speed: 200.44 samples/sec accuracy=0.967656 2020-04-11 15:37:50,761 Epoch[20] Batch [11450-11500] Speed: 200.79 samples/sec accuracy=0.967344 2020-04-11 15:38:22,789 Epoch[20] Batch [11500-11550] Speed: 199.83 samples/sec accuracy=0.968437 2020-04-11 15:38:54,994 Epoch[20] Batch [11550-11600] Speed: 198.73 samples/sec accuracy=0.972656 2020-04-11 15:39:27,163 Epoch[20] Batch [11600-11650] Speed: 198.95 samples/sec accuracy=0.971562 2020-04-11 15:39:58,715 Epoch[20] Batch [11650-11700] Speed: 202.84 samples/sec accuracy=0.968125 2020-04-11 15:40:30,763 Epoch[20] Batch [11700-11750] Speed: 199.70 samples/sec accuracy=0.970469 2020-04-11 15:41:02,811 Epoch[20] Batch [11750-11800] Speed: 199.70 samples/sec accuracy=0.970156 2020-04-11 15:41:34,591 Epoch[20] Batch [11800-11850] Speed: 201.39 samples/sec accuracy=0.969844 2020-04-11 15:42:06,824 Epoch[20] Batch [11850-11900] Speed: 198.55 samples/sec accuracy=0.969063 2020-04-11 15:42:39,243 Epoch[20] Batch [11900-11950] Speed: 197.42 samples/sec accuracy=0.971094 2020-04-11 15:43:11,473 Epoch[20] Batch [11950-12000] Speed: 198.57 samples/sec accuracy=0.973281 2020-04-11 15:43:43,291 Epoch[20] Batch [12000-12050] Speed: 201.15 samples/sec accuracy=0.968906 2020-04-11 15:44:15,340 Epoch[20] Batch [12050-12100] Speed: 199.69 samples/sec accuracy=0.968125 2020-04-11 15:44:47,857 Epoch[20] Batch [12100-12150] Speed: 196.83 samples/sec accuracy=0.968281 2020-04-11 15:45:19,786 Epoch[20] Batch [12150-12200] Speed: 200.44 samples/sec accuracy=0.968125 2020-04-11 15:45:51,812 Epoch[20] Batch [12200-12250] Speed: 199.84 samples/sec accuracy=0.969688 2020-04-11 15:46:23,775 Epoch[20] Batch [12250-12300] Speed: 200.23 samples/sec accuracy=0.969844 2020-04-11 15:46:55,645 Epoch[20] Batch [12300-12350] Speed: 200.82 samples/sec accuracy=0.967656 2020-04-11 15:47:27,265 Epoch[20] Batch [12350-12400] Speed: 202.40 samples/sec accuracy=0.967812 2020-04-11 15:47:59,569 Epoch[20] Batch [12400-12450] Speed: 198.12 samples/sec accuracy=0.968125 2020-04-11 15:48:31,738 Epoch[20] Batch [12450-12500] Speed: 198.96 samples/sec accuracy=0.968281 2020-04-11 15:49:03,730 Epoch[20] Batch [12500-12550] Speed: 200.05 samples/sec accuracy=0.972187 2020-04-11 15:49:35,184 Epoch[20] Batch [12550-12600] Speed: 203.47 samples/sec accuracy=0.964844 2020-04-11 15:50:07,443 Epoch[20] Batch [12600-12650] Speed: 198.39 samples/sec accuracy=0.968281 2020-04-11 15:50:39,808 Epoch[20] Batch [12650-12700] Speed: 197.74 samples/sec accuracy=0.970625 2020-04-11 15:51:12,041 Epoch[20] Batch [12700-12750] Speed: 198.56 samples/sec accuracy=0.973594 2020-04-11 15:51:44,098 Epoch[20] Batch [12750-12800] Speed: 199.65 samples/sec accuracy=0.969219 2020-04-11 15:52:16,336 Epoch[20] Batch [12800-12850] Speed: 198.52 samples/sec accuracy=0.969375 2020-04-11 15:52:48,100 Epoch[20] Batch [12850-12900] Speed: 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accuracy=0.968750 2020-04-11 15:58:40,587 Epoch[20] Batch [13400-13450] Speed: 200.03 samples/sec accuracy=0.968906 2020-04-11 15:59:12,948 Epoch[20] Batch [13450-13500] Speed: 197.77 samples/sec accuracy=0.971719 2020-04-11 15:59:44,854 Epoch[20] Batch [13500-13550] Speed: 200.59 samples/sec accuracy=0.969063 2020-04-11 16:00:17,181 Epoch[20] Batch [13550-13600] Speed: 197.98 samples/sec accuracy=0.969063 2020-04-11 16:00:49,438 Epoch[20] Batch [13600-13650] Speed: 198.41 samples/sec accuracy=0.972500 2020-04-11 16:01:22,209 Epoch[20] Batch [13650-13700] Speed: 195.30 samples/sec accuracy=0.970781 2020-04-11 16:01:54,454 Epoch[20] Batch [13700-13750] Speed: 198.48 samples/sec accuracy=0.968750 2020-04-11 16:02:26,152 Epoch[20] Batch [13750-13800] Speed: 201.91 samples/sec accuracy=0.969063 2020-04-11 16:02:58,737 Epoch[20] Batch [13800-13850] Speed: 196.41 samples/sec accuracy=0.974219 2020-04-11 16:03:30,681 Epoch[20] Batch [13850-13900] Speed: 200.35 samples/sec accuracy=0.967969 2020-04-11 16:04:02,758 Epoch[20] Batch [13900-13950] Speed: 199.53 samples/sec accuracy=0.972187 2020-04-11 16:04:35,055 Epoch[20] Batch [13950-14000] Speed: 198.16 samples/sec accuracy=0.967812 2020-04-11 16:05:06,805 Epoch[20] Batch [14000-14050] Speed: 201.57 samples/sec accuracy=0.969375 2020-04-11 16:05:38,529 Epoch[20] Batch [14050-14100] Speed: 201.75 samples/sec accuracy=0.968125 2020-04-11 16:06:10,889 Epoch[20] Batch [14100-14150] Speed: 197.78 samples/sec accuracy=0.969219 2020-04-11 16:06:42,908 Epoch[20] Batch [14150-14200] Speed: 199.88 samples/sec accuracy=0.965000 2020-04-11 16:07:15,195 Epoch[20] Batch [14200-14250] Speed: 198.22 samples/sec accuracy=0.970313 2020-04-11 16:07:46,942 Epoch[20] Batch [14250-14300] Speed: 201.60 samples/sec accuracy=0.973594 2020-04-11 16:08:18,943 Epoch[20] Batch [14300-14350] Speed: 199.99 samples/sec accuracy=0.970000 2020-04-11 16:08:51,198 Epoch[20] Batch [14350-14400] Speed: 198.42 samples/sec accuracy=0.969844 2020-04-11 16:09:23,516 Epoch[20] Batch [14400-14450] Speed: 198.03 samples/sec accuracy=0.968594 2020-04-11 16:09:55,129 Epoch[20] Batch [14450-14500] Speed: 202.45 samples/sec accuracy=0.969531 2020-04-11 16:10:26,945 Epoch[20] Batch [14500-14550] Speed: 201.16 samples/sec accuracy=0.971406 2020-04-11 16:10:58,481 Epoch[20] Batch [14550-14600] Speed: 202.94 samples/sec accuracy=0.969063 2020-04-11 16:11:30,514 Epoch[20] Batch [14600-14650] Speed: 199.79 samples/sec accuracy=0.968750 2020-04-11 16:12:02,521 Epoch[20] Batch [14650-14700] Speed: 199.96 samples/sec accuracy=0.966562 2020-04-11 16:12:34,858 Epoch[20] Batch [14700-14750] Speed: 197.91 samples/sec accuracy=0.964844 2020-04-11 16:13:07,016 Epoch[20] Batch [14750-14800] Speed: 199.02 samples/sec accuracy=0.969844 2020-04-11 16:13:38,881 Epoch[20] Batch [14800-14850] Speed: 200.85 samples/sec accuracy=0.965156 2020-04-11 16:14:10,655 Epoch[20] Batch [14850-14900] Speed: 201.43 samples/sec accuracy=0.966406 2020-04-11 16:14:42,745 Epoch[20] Batch [14900-14950] Speed: 199.44 samples/sec accuracy=0.966562 2020-04-11 16:15:14,626 Epoch[20] Batch [14950-15000] Speed: 200.75 samples/sec accuracy=0.968125 2020-04-11 16:15:47,081 Epoch[20] Batch [15000-15050] Speed: 197.20 samples/sec accuracy=0.966406 2020-04-11 16:16:18,998 Epoch[20] Batch [15050-15100] Speed: 200.52 samples/sec accuracy=0.968906 2020-04-11 16:16:50,987 Epoch[20] Batch [15100-15150] Speed: 200.07 samples/sec accuracy=0.967812 2020-04-11 16:17:23,696 Epoch[20] Batch [15150-15200] Speed: 195.66 samples/sec accuracy=0.966406 2020-04-11 16:17:55,912 Epoch[20] Batch [15200-15250] Speed: 198.66 samples/sec accuracy=0.968906 2020-04-11 16:18:27,876 Epoch[20] Batch [15250-15300] Speed: 200.23 samples/sec accuracy=0.969844 2020-04-11 16:18:59,739 Epoch[20] Batch [15300-15350] Speed: 200.86 samples/sec accuracy=0.970000 2020-04-11 16:19:31,483 Epoch[20] Batch [15350-15400] Speed: 201.61 samples/sec accuracy=0.968906 2020-04-11 16:20:03,647 Epoch[20] Batch [15400-15450] Speed: 198.98 samples/sec accuracy=0.966406 2020-04-11 16:20:35,605 Epoch[20] Batch [15450-15500] Speed: 200.26 samples/sec accuracy=0.966406 2020-04-11 16:21:07,780 Epoch[20] Batch [15500-15550] Speed: 198.91 samples/sec accuracy=0.965625 2020-04-11 16:21:39,848 Epoch[20] Batch [15550-15600] Speed: 199.58 samples/sec accuracy=0.973281 2020-04-11 16:22:11,824 Epoch[20] Batch [15600-15650] Speed: 200.15 samples/sec accuracy=0.969063 2020-04-11 16:22:43,949 Epoch[20] Batch [15650-15700] Speed: 199.22 samples/sec accuracy=0.968594 2020-04-11 16:23:16,149 Epoch[20] Batch [15700-15750] Speed: 198.76 samples/sec accuracy=0.967656 2020-04-11 16:23:48,155 Epoch[20] Batch [15750-15800] Speed: 199.96 samples/sec accuracy=0.967969 2020-04-11 16:24:19,659 Epoch[20] Batch [15800-15850] Speed: 203.15 samples/sec accuracy=0.971094 2020-04-11 16:24:52,060 Epoch[20] Batch [15850-15900] Speed: 197.53 samples/sec accuracy=0.968594 2020-04-11 16:25:24,039 Epoch[20] Batch [15900-15950] Speed: 200.14 samples/sec accuracy=0.970156 2020-04-11 16:25:56,126 Epoch[20] Batch [15950-16000] Speed: 199.46 samples/sec accuracy=0.971250 2020-04-11 16:26:28,141 Epoch[20] Batch [16000-16050] Speed: 199.90 samples/sec accuracy=0.969531 2020-04-11 16:27:00,414 Epoch[20] Batch [16050-16100] Speed: 198.31 samples/sec accuracy=0.970625 2020-04-11 16:27:32,389 Epoch[20] Batch [16100-16150] Speed: 200.16 samples/sec accuracy=0.970469 2020-04-11 16:28:04,251 Epoch[20] Batch [16150-16200] Speed: 200.87 samples/sec accuracy=0.969531 2020-04-11 16:28:35,908 Epoch[20] Batch [16200-16250] Speed: 202.17 samples/sec accuracy=0.970000 2020-04-11 16:29:07,629 Epoch[20] Batch [16250-16300] Speed: 201.76 samples/sec accuracy=0.972031 2020-04-11 16:29:39,517 Epoch[20] Batch [16300-16350] Speed: 200.71 samples/sec accuracy=0.970781 2020-04-11 16:30:11,620 Epoch[20] Batch [16350-16400] Speed: 199.35 samples/sec accuracy=0.966250 2020-04-11 16:30:43,398 Epoch[20] Batch [16400-16450] Speed: 201.40 samples/sec accuracy=0.970781 2020-04-11 16:31:15,368 Epoch[20] Batch [16450-16500] Speed: 200.19 samples/sec accuracy=0.970625 2020-04-11 16:31:47,598 Epoch[20] Batch [16500-16550] Speed: 198.58 samples/sec accuracy=0.965156 2020-04-11 16:32:19,298 Epoch[20] Batch [16550-16600] Speed: 201.89 samples/sec accuracy=0.969531 2020-04-11 16:32:51,511 Epoch[20] Batch [16600-16650] Speed: 198.68 samples/sec accuracy=0.969375 2020-04-11 16:33:23,683 Epoch[20] Batch [16650-16700] Speed: 198.93 samples/sec accuracy=0.969531 2020-04-11 16:33:56,382 Epoch[20] Batch [16700-16750] Speed: 195.73 samples/sec accuracy=0.971875 2020-04-11 16:34:28,367 Epoch[20] Batch [16750-16800] Speed: 200.09 samples/sec accuracy=0.967187 2020-04-11 16:35:00,631 Epoch[20] Batch [16800-16850] Speed: 198.37 samples/sec accuracy=0.966406 2020-04-11 16:35:32,751 Epoch[20] Batch [16850-16900] Speed: 199.26 samples/sec accuracy=0.968906 2020-04-11 16:36:04,853 Epoch[20] Batch [16900-16950] Speed: 199.37 samples/sec accuracy=0.973125 2020-04-11 16:36:36,817 Epoch[20] Batch [16950-17000] Speed: 200.23 samples/sec accuracy=0.969375 2020-04-11 16:37:08,621 Epoch[20] Batch [17000-17050] Speed: 201.23 samples/sec accuracy=0.970938 2020-04-11 16:37:41,161 Epoch[20] Batch [17050-17100] Speed: 196.68 samples/sec accuracy=0.971562 2020-04-11 16:38:13,260 Epoch[20] Batch [17100-17150] Speed: 199.38 samples/sec accuracy=0.969063 2020-04-11 16:38:45,063 Epoch[20] Batch [17150-17200] Speed: 201.24 samples/sec accuracy=0.968906 2020-04-11 16:39:17,416 Epoch[20] Batch [17200-17250] Speed: 197.82 samples/sec accuracy=0.966875 2020-04-11 16:39:49,615 Epoch[20] Batch [17250-17300] Speed: 198.77 samples/sec accuracy=0.968906 2020-04-11 16:40:21,482 Epoch[20] Batch [17300-17350] Speed: 200.84 samples/sec accuracy=0.970000 2020-04-11 16:40:53,049 Epoch[20] Batch [17350-17400] Speed: 202.74 samples/sec accuracy=0.970000 2020-04-11 16:41:25,031 Epoch[20] Batch [17400-17450] Speed: 200.11 samples/sec accuracy=0.967031 2020-04-11 16:41:57,310 Epoch[20] Batch [17450-17500] Speed: 198.28 samples/sec accuracy=0.970781 2020-04-11 16:42:29,661 Epoch[20] Batch [17500-17550] Speed: 197.83 samples/sec accuracy=0.966094 2020-04-11 16:43:01,591 Epoch[20] Batch [17550-17600] Speed: 200.44 samples/sec accuracy=0.969375 2020-04-11 16:43:32,843 Epoch[20] Batch [17600-17650] Speed: 204.78 samples/sec accuracy=0.968281 2020-04-11 16:44:05,134 Epoch[20] Batch [17650-17700] Speed: 198.20 samples/sec accuracy=0.965625 2020-04-11 16:44:37,470 Epoch[20] Batch [17700-17750] Speed: 197.92 samples/sec accuracy=0.970781 2020-04-11 16:45:09,653 Epoch[20] Batch [17750-17800] Speed: 198.87 samples/sec accuracy=0.971094 2020-04-11 16:45:41,821 Epoch[20] Batch [17800-17850] Speed: 198.96 samples/sec accuracy=0.966094 2020-04-11 16:46:13,928 Epoch[20] Batch [17850-17900] Speed: 199.34 samples/sec accuracy=0.973750 2020-04-11 16:46:46,135 Epoch[20] Batch [17900-17950] Speed: 198.71 samples/sec accuracy=0.968281 2020-04-11 16:47:18,511 Epoch[20] Batch [17950-18000] Speed: 197.68 samples/sec accuracy=0.968906 2020-04-11 16:47:50,690 Epoch[20] Batch [18000-18050] Speed: 198.89 samples/sec accuracy=0.969219 2020-04-11 16:48:22,306 Epoch[20] Batch [18050-18100] Speed: 202.43 samples/sec accuracy=0.967812 2020-04-11 16:48:54,777 Epoch[20] Batch [18100-18150] Speed: 197.10 samples/sec accuracy=0.971719 2020-04-11 16:49:26,723 Epoch[20] Batch [18150-18200] Speed: 200.34 samples/sec accuracy=0.964531 2020-04-11 16:49:59,051 Epoch[20] Batch [18200-18250] Speed: 197.97 samples/sec accuracy=0.970000 2020-04-11 16:50:31,001 Epoch[20] Batch [18250-18300] Speed: 200.32 samples/sec accuracy=0.967187 2020-04-11 16:51:02,991 Epoch[20] Batch [18300-18350] Speed: 200.06 samples/sec accuracy=0.969219 2020-04-11 16:51:34,909 Epoch[20] Batch [18350-18400] Speed: 200.51 samples/sec accuracy=0.967969 2020-04-11 16:52:06,765 Epoch[20] Batch [18400-18450] Speed: 200.90 samples/sec accuracy=0.970469 2020-04-11 16:52:38,710 Epoch[20] Batch [18450-18500] Speed: 200.35 samples/sec accuracy=0.970625 2020-04-11 16:53:10,697 Epoch[20] Batch [18500-18550] Speed: 200.08 samples/sec accuracy=0.967812 2020-04-11 16:53:43,092 Epoch[20] Batch [18550-18600] Speed: 197.56 samples/sec accuracy=0.969844 2020-04-11 16:54:14,830 Epoch[20] Batch [18600-18650] Speed: 201.65 samples/sec accuracy=0.967187 2020-04-11 16:54:47,153 Epoch[20] Batch [18650-18700] Speed: 198.00 samples/sec accuracy=0.968750 2020-04-11 16:55:19,538 Epoch[20] Batch [18700-18750] Speed: 197.62 samples/sec accuracy=0.970781 2020-04-11 16:55:51,707 Epoch[20] Batch [18750-18800] Speed: 198.96 samples/sec accuracy=0.971250 2020-04-11 16:56:23,961 Epoch[20] Batch [18800-18850] Speed: 198.43 samples/sec accuracy=0.972969 2020-04-11 16:56:56,231 Epoch[20] Batch [18850-18900] Speed: 198.33 samples/sec accuracy=0.968125 2020-04-11 16:57:28,144 Epoch[20] Batch [18900-18950] Speed: 200.55 samples/sec accuracy=0.968906 2020-04-11 16:58:00,069 Epoch[20] Batch [18950-19000] Speed: 200.47 samples/sec accuracy=0.970000 2020-04-11 16:58:32,692 Epoch[20] Batch [19000-19050] Speed: 196.19 samples/sec accuracy=0.967344 2020-04-11 16:59:04,511 Epoch[20] Batch [19050-19100] Speed: 201.14 samples/sec accuracy=0.969688 2020-04-11 16:59:37,001 Epoch[20] Batch [19100-19150] Speed: 196.98 samples/sec accuracy=0.967031 2020-04-11 17:00:09,083 Epoch[20] Batch [19150-19200] Speed: 199.49 samples/sec accuracy=0.971562 2020-04-11 17:00:40,873 Epoch[20] Batch [19200-19250] Speed: 201.32 samples/sec accuracy=0.972187 2020-04-11 17:01:12,939 Epoch[20] Batch [19250-19300] Speed: 199.59 samples/sec accuracy=0.970000 2020-04-11 17:01:44,626 Epoch[20] Batch [19300-19350] Speed: 201.98 samples/sec accuracy=0.970469 2020-04-11 17:02:16,827 Epoch[20] Batch [19350-19400] Speed: 198.75 samples/sec accuracy=0.965781 2020-04-11 17:02:49,285 Epoch[20] Batch [19400-19450] Speed: 197.18 samples/sec accuracy=0.968437 2020-04-11 17:03:21,678 Epoch[20] Batch [19450-19500] Speed: 197.57 samples/sec accuracy=0.968281 2020-04-11 17:03:53,850 Epoch[20] Batch [19500-19550] Speed: 198.93 samples/sec accuracy=0.970000 2020-04-11 17:04:25,978 Epoch[20] Batch [19550-19600] Speed: 199.20 samples/sec accuracy=0.969219 2020-04-11 17:04:57,898 Epoch[20] Batch [19600-19650] Speed: 200.51 samples/sec accuracy=0.965625 2020-04-11 17:05:29,593 Epoch[20] Batch [19650-19700] Speed: 201.92 samples/sec accuracy=0.966094 2020-04-11 17:06:01,440 Epoch[20] Batch [19700-19750] Speed: 200.96 samples/sec accuracy=0.970469 2020-04-11 17:06:33,291 Epoch[20] Batch [19750-19800] Speed: 200.94 samples/sec accuracy=0.966406 2020-04-11 17:07:05,485 Epoch[20] Batch [19800-19850] Speed: 198.79 samples/sec accuracy=0.970000 2020-04-11 17:07:37,193 Epoch[20] Batch [19850-19900] Speed: 201.84 samples/sec accuracy=0.970000 2020-04-11 17:08:09,407 Epoch[20] Batch [19900-19950] Speed: 198.68 samples/sec accuracy=0.967187 2020-04-11 17:08:41,014 Epoch[20] Batch [19950-20000] Speed: 202.48 samples/sec accuracy=0.967187 2020-04-11 17:09:13,208 Epoch[20] Batch [20000-20050] Speed: 198.80 samples/sec accuracy=0.967812 2020-04-11 17:09:45,100 Epoch[20] Batch [20050-20100] Speed: 200.68 samples/sec accuracy=0.970625 2020-04-11 17:10:17,693 Epoch[20] Batch [20100-20150] Speed: 196.36 samples/sec accuracy=0.967500 2020-04-11 17:10:50,060 Epoch[20] Batch [20150-20200] Speed: 197.74 samples/sec accuracy=0.969531 2020-04-11 17:11:22,143 Epoch[20] Batch [20200-20250] Speed: 199.48 samples/sec accuracy=0.968750 2020-04-11 17:11:54,377 Epoch[20] Batch [20250-20300] Speed: 198.55 samples/sec accuracy=0.968125 2020-04-11 17:12:26,463 Epoch[20] Batch [20300-20350] Speed: 199.46 samples/sec accuracy=0.972656 2020-04-11 17:12:58,473 Epoch[20] Batch [20350-20400] Speed: 199.94 samples/sec accuracy=0.973437 2020-04-11 17:13:30,258 Epoch[20] Batch [20400-20450] Speed: 201.35 samples/sec accuracy=0.969375 2020-04-11 17:14:01,572 Epoch[20] Batch [20450-20500] Speed: 204.38 samples/sec accuracy=0.968750 2020-04-11 17:14:33,909 Epoch[20] Batch [20500-20550] Speed: 197.91 samples/sec accuracy=0.972344 2020-04-11 17:15:06,004 Epoch[20] Batch [20550-20600] Speed: 199.41 samples/sec accuracy=0.967656 2020-04-11 17:15:38,081 Epoch[20] Batch [20600-20650] Speed: 199.52 samples/sec accuracy=0.970156 2020-04-11 17:16:10,161 Epoch[20] Batch [20650-20700] Speed: 199.51 samples/sec accuracy=0.970625 2020-04-11 17:16:41,967 Epoch[20] Batch [20700-20750] Speed: 201.22 samples/sec accuracy=0.971875 2020-04-11 17:17:13,837 Epoch[20] Batch [20750-20800] Speed: 200.81 samples/sec accuracy=0.967656 2020-04-11 17:17:45,788 Epoch[20] Batch [20800-20850] Speed: 200.31 samples/sec accuracy=0.966406 2020-04-11 17:18:18,063 Epoch[20] Batch [20850-20900] Speed: 198.30 samples/sec accuracy=0.969375 2020-04-11 17:18:50,212 Epoch[20] Batch [20900-20950] Speed: 199.07 samples/sec accuracy=0.968281 2020-04-11 17:19:22,035 Epoch[20] Batch [20950-21000] Speed: 201.11 samples/sec accuracy=0.971094 2020-04-11 17:19:54,748 Epoch[20] Batch [21000-21050] Speed: 195.65 samples/sec accuracy=0.971719 2020-04-11 17:20:26,623 Epoch[20] Batch [21050-21100] Speed: 200.79 samples/sec accuracy=0.970156 2020-04-11 17:20:58,705 Epoch[20] Batch [21100-21150] Speed: 199.49 samples/sec accuracy=0.972187 2020-04-11 17:21:30,565 Epoch[20] Batch [21150-21200] Speed: 200.88 samples/sec accuracy=0.971406 2020-04-11 17:22:02,551 Epoch[20] Batch [21200-21250] Speed: 200.09 samples/sec accuracy=0.968125 2020-04-11 17:22:34,357 Epoch[20] Batch [21250-21300] Speed: 201.22 samples/sec accuracy=0.969375 2020-04-11 17:23:06,393 Epoch[20] Batch [21300-21350] Speed: 199.78 samples/sec accuracy=0.972969 2020-04-11 17:23:38,276 Epoch[20] Batch [21350-21400] Speed: 200.74 samples/sec accuracy=0.968594 2020-04-11 17:24:10,414 Epoch[20] Batch [21400-21450] Speed: 199.14 samples/sec accuracy=0.971094 2020-04-11 17:24:42,361 Epoch[20] Batch [21450-21500] Speed: 200.34 samples/sec accuracy=0.966875 2020-04-11 17:25:13,798 Epoch[20] Batch [21500-21550] Speed: 203.58 samples/sec accuracy=0.971562 2020-04-11 17:25:45,974 Epoch[20] Batch [21550-21600] Speed: 198.91 samples/sec accuracy=0.971094 2020-04-11 17:26:17,795 Epoch[20] Batch [21600-21650] Speed: 201.13 samples/sec accuracy=0.970469 2020-04-11 17:26:49,730 Epoch[20] Batch [21650-21700] Speed: 200.41 samples/sec accuracy=0.970000 2020-04-11 17:27:21,675 Epoch[20] Batch [21700-21750] Speed: 200.35 samples/sec accuracy=0.970781 2020-04-11 17:27:53,756 Epoch[20] Batch [21750-21800] Speed: 199.50 samples/sec accuracy=0.970156 2020-04-11 17:28:25,572 Epoch[20] Batch [21800-21850] Speed: 201.16 samples/sec accuracy=0.966875 2020-04-11 17:28:57,768 Epoch[20] Batch [21850-21900] Speed: 198.78 samples/sec accuracy=0.967500 2020-04-11 17:29:30,165 Epoch[20] Batch [21900-21950] Speed: 197.55 samples/sec accuracy=0.967812 2020-04-11 17:30:02,335 Epoch[20] Batch [21950-22000] Speed: 198.95 samples/sec accuracy=0.972656 2020-04-11 17:30:34,148 Epoch[20] Batch [22000-22050] Speed: 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accuracy=0.968594 2020-04-11 17:36:27,917 Epoch[20] Batch [22550-22600] Speed: 197.33 samples/sec accuracy=0.965938 2020-04-11 17:36:59,703 Epoch[20] Batch [22600-22650] Speed: 201.34 samples/sec accuracy=0.969063 2020-04-11 17:37:32,331 Epoch[20] Batch [22650-22700] Speed: 196.16 samples/sec accuracy=0.969844 2020-04-11 17:38:04,246 Epoch[20] Batch [22700-22750] Speed: 200.53 samples/sec accuracy=0.970313 2020-04-11 17:38:36,554 Epoch[20] Batch [22750-22800] Speed: 198.09 samples/sec accuracy=0.967656 2020-04-11 17:39:08,958 Epoch[20] Batch [22800-22850] Speed: 197.51 samples/sec accuracy=0.968437 2020-04-11 17:39:41,205 Epoch[20] Batch [22850-22900] Speed: 198.47 samples/sec accuracy=0.971094 2020-04-11 17:40:13,184 Epoch[20] Batch [22900-22950] Speed: 200.13 samples/sec accuracy=0.969531 2020-04-11 17:40:44,931 Epoch[20] Batch [22950-23000] Speed: 201.60 samples/sec accuracy=0.972500 2020-04-11 17:41:17,027 Epoch[20] Batch [23000-23050] Speed: 199.40 samples/sec accuracy=0.970000 2020-04-11 17:41:49,131 Epoch[20] Batch [23050-23100] Speed: 199.36 samples/sec accuracy=0.966406 2020-04-11 17:42:20,732 Epoch[20] Batch [23100-23150] Speed: 202.52 samples/sec accuracy=0.971094 2020-04-11 17:42:52,420 Epoch[20] Batch [23150-23200] Speed: 201.97 samples/sec accuracy=0.970156 2020-04-11 17:43:24,602 Epoch[20] Batch [23200-23250] Speed: 198.87 samples/sec accuracy=0.967187 2020-04-11 17:43:56,787 Epoch[20] Batch [23250-23300] Speed: 198.85 samples/sec accuracy=0.968594 2020-04-11 17:44:28,947 Epoch[20] Batch [23300-23350] Speed: 199.00 samples/sec accuracy=0.970156 2020-04-11 17:45:00,895 Epoch[20] Batch [23350-23400] Speed: 200.33 samples/sec accuracy=0.969219 2020-04-11 17:45:32,878 Epoch[20] Batch [23400-23450] Speed: 200.11 samples/sec accuracy=0.969531 2020-04-11 17:46:04,758 Epoch[20] Batch [23450-23500] Speed: 200.75 samples/sec accuracy=0.967031 2020-04-11 17:46:36,873 Epoch[20] Batch [23500-23550] Speed: 199.28 samples/sec accuracy=0.972500 2020-04-11 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[24550-24600] Speed: 202.81 samples/sec accuracy=0.967344 2020-04-11 17:58:22,201 Epoch[20] Batch [24600-24650] Speed: 201.56 samples/sec accuracy=0.969219 2020-04-11 17:58:54,100 Epoch[20] Batch [24650-24700] Speed: 200.63 samples/sec accuracy=0.970469 2020-04-11 17:59:26,263 Epoch[20] Batch [24700-24750] Speed: 198.99 samples/sec accuracy=0.966719 2020-04-11 17:59:58,325 Epoch[20] Batch [24750-24800] Speed: 199.61 samples/sec accuracy=0.971094 2020-04-11 18:00:30,618 Epoch[20] Batch [24800-24850] Speed: 198.19 samples/sec accuracy=0.971719 2020-04-11 18:01:02,363 Epoch[20] Batch [24850-24900] Speed: 201.61 samples/sec accuracy=0.968281 2020-04-11 18:01:34,623 Epoch[20] Batch [24900-24950] Speed: 198.39 samples/sec accuracy=0.969063 2020-04-11 18:02:06,411 Epoch[20] Batch [24950-25000] Speed: 201.33 samples/sec accuracy=0.969063 2020-04-11 18:02:38,648 Epoch[20] Batch [25000-25050] Speed: 198.54 samples/sec accuracy=0.972031 2020-04-11 18:03:10,539 Epoch[20] Batch [25050-25100] Speed: 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accuracy=0.966094 2020-04-11 18:09:04,164 Epoch[20] Batch [25600-25650] Speed: 199.33 samples/sec accuracy=0.967656 2020-04-11 18:09:36,614 Epoch[20] Batch [25650-25700] Speed: 197.23 samples/sec accuracy=0.968281 2020-04-11 18:10:08,846 Epoch[20] Batch [25700-25750] Speed: 198.56 samples/sec accuracy=0.973437 2020-04-11 18:10:41,182 Epoch[20] Batch [25750-25800] Speed: 197.92 samples/sec accuracy=0.969844 2020-04-11 18:11:13,162 Epoch[20] Batch [25800-25850] Speed: 200.13 samples/sec accuracy=0.969063 2020-04-11 18:11:44,975 Epoch[20] Batch [25850-25900] Speed: 201.18 samples/sec accuracy=0.969688 2020-04-11 18:12:17,080 Epoch[20] Batch [25900-25950] Speed: 199.34 samples/sec accuracy=0.971250 2020-04-11 18:12:49,350 Epoch[20] Batch [25950-26000] Speed: 198.33 samples/sec accuracy=0.966875 2020-04-11 18:13:21,371 Epoch[20] Batch [26000-26050] Speed: 199.87 samples/sec accuracy=0.967031 2020-04-11 18:13:53,858 Epoch[20] Batch [26050-26100] Speed: 197.01 samples/sec accuracy=0.967969 2020-04-11 18:14:26,509 Epoch[20] Batch [26100-26150] Speed: 196.01 samples/sec accuracy=0.969063 2020-04-11 18:14:58,628 Epoch[20] Batch [26150-26200] Speed: 199.26 samples/sec accuracy=0.965313 2020-04-11 18:15:30,479 Epoch[20] Batch [26200-26250] Speed: 200.94 samples/sec accuracy=0.970000 2020-04-11 18:16:02,196 Epoch[20] Batch [26250-26300] Speed: 201.78 samples/sec accuracy=0.973750 2020-04-11 18:16:34,494 Epoch[20] Batch [26300-26350] Speed: 198.16 samples/sec accuracy=0.969844 2020-04-11 18:17:06,435 Epoch[20] Batch [26350-26400] Speed: 200.37 samples/sec accuracy=0.967812 2020-04-11 18:17:38,169 Epoch[20] Batch [26400-26450] Speed: 201.68 samples/sec accuracy=0.972187 2020-04-11 18:18:10,077 Epoch[20] Batch [26450-26500] Speed: 200.57 samples/sec accuracy=0.969375 2020-04-11 18:18:42,028 Epoch[20] Batch [26500-26550] Speed: 200.31 samples/sec accuracy=0.965156 2020-04-11 18:19:14,203 Epoch[20] Batch [26550-26600] Speed: 198.91 samples/sec accuracy=0.970938 2020-04-11 18:19:46,808 Epoch[20] Batch [26600-26650] Speed: 196.29 samples/sec accuracy=0.963750 2020-04-11 18:20:19,100 Epoch[20] Batch [26650-26700] Speed: 198.20 samples/sec accuracy=0.967969 2020-04-11 18:20:50,765 Epoch[20] Batch [26700-26750] Speed: 202.11 samples/sec accuracy=0.970781 2020-04-11 18:21:22,669 Epoch[20] Batch [26750-26800] Speed: 200.61 samples/sec accuracy=0.970938 2020-04-11 18:21:55,345 Epoch[20] Batch [26800-26850] Speed: 195.87 samples/sec accuracy=0.968437 2020-04-11 18:22:27,136 Epoch[20] Batch [26850-26900] Speed: 201.31 samples/sec accuracy=0.970000 2020-04-11 18:22:58,900 Epoch[20] Batch [26900-26950] Speed: 201.49 samples/sec accuracy=0.966875 2020-04-11 18:23:30,765 Epoch[20] Batch [26950-27000] Speed: 200.85 samples/sec accuracy=0.968750 2020-04-11 18:24:02,966 Epoch[20] Batch [27000-27050] Speed: 198.75 samples/sec accuracy=0.966875 2020-04-11 18:24:35,096 Epoch[20] Batch [27050-27100] Speed: 199.20 samples/sec accuracy=0.966562 2020-04-11 18:25:07,040 Epoch[20] Batch [27100-27150] Speed: 200.35 samples/sec accuracy=0.967344 2020-04-11 18:25:39,068 Epoch[20] Batch [27150-27200] Speed: 199.83 samples/sec accuracy=0.969688 2020-04-11 18:26:10,976 Epoch[20] Batch [27200-27250] Speed: 200.58 samples/sec accuracy=0.970469 2020-04-11 18:26:43,058 Epoch[20] Batch [27250-27300] Speed: 199.49 samples/sec accuracy=0.970156 2020-04-11 18:27:15,392 Epoch[20] Batch [27300-27350] Speed: 197.93 samples/sec accuracy=0.969063 2020-04-11 18:27:47,755 Epoch[20] Batch [27350-27400] Speed: 197.76 samples/sec accuracy=0.970000 2020-04-11 18:28:19,984 Epoch[20] Batch [27400-27450] Speed: 198.58 samples/sec accuracy=0.967656 2020-04-11 18:28:51,993 Epoch[20] Batch [27450-27500] Speed: 199.94 samples/sec accuracy=0.966562 2020-04-11 18:29:23,929 Epoch[20] Batch [27500-27550] Speed: 200.41 samples/sec accuracy=0.966719 2020-04-11 18:29:56,232 Epoch[20] Batch [27550-27600] Speed: 198.12 samples/sec accuracy=0.967187 2020-04-11 18:30:27,984 Epoch[20] Batch [27600-27650] Speed: 201.56 samples/sec accuracy=0.969375 2020-04-11 18:30:59,870 Epoch[20] Batch [27650-27700] Speed: 200.72 samples/sec accuracy=0.969531 2020-04-11 18:31:31,846 Epoch[20] Batch [27700-27750] Speed: 200.15 samples/sec accuracy=0.970000 2020-04-11 18:32:03,886 Epoch[20] Batch [27750-27800] Speed: 199.75 samples/sec accuracy=0.969688 2020-04-11 18:32:36,069 Epoch[20] Batch [27800-27850] Speed: 198.86 samples/sec accuracy=0.969688 2020-04-11 18:33:07,942 Epoch[20] Batch [27850-27900] Speed: 200.80 samples/sec accuracy=0.968281 2020-04-11 18:33:40,088 Epoch[20] Batch [27900-27950] Speed: 199.09 samples/sec accuracy=0.970938 2020-04-11 18:34:12,056 Epoch[20] Batch [27950-28000] Speed: 200.20 samples/sec accuracy=0.971719 2020-04-11 18:34:44,153 Epoch[20] Batch [28000-28050] Speed: 199.39 samples/sec accuracy=0.967187 2020-04-11 18:35:16,099 Epoch[20] Batch [28050-28100] Speed: 200.34 samples/sec accuracy=0.970000 2020-04-11 18:35:48,279 Epoch[20] Batch [28100-28150] Speed: 198.88 samples/sec accuracy=0.969688 2020-04-11 18:36:20,216 Epoch[20] Batch [28150-28200] Speed: 200.40 samples/sec accuracy=0.969688 2020-04-11 18:36:45,046 Epoch[20] Train-accuracy=0.969218 2020-04-11 18:36:45,046 Epoch[20] Time cost=18110.296 2020-04-11 18:36:45,328 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0021.params" 2020-04-11 19:08:13,566 Epoch[20] Validation-accuracy=0.985036 2020-04-11 19:08:51,223 Epoch[21] Batch [0-50] Speed: 217.53 samples/sec accuracy=0.967831 2020-04-11 19:09:20,808 Epoch[21] Batch [50-100] Speed: 216.33 samples/sec accuracy=0.971094 2020-04-11 19:09:50,249 Epoch[21] Batch [100-150] Speed: 217.39 samples/sec accuracy=0.970469 2020-04-11 19:10:19,582 Epoch[21] Batch [150-200] Speed: 218.18 samples/sec accuracy=0.969531 2020-04-11 19:10:49,149 Epoch[21] Batch [200-250] Speed: 216.46 samples/sec accuracy=0.974219 2020-04-11 19:11:18,500 Epoch[21] Batch [250-300] Speed: 218.05 samples/sec accuracy=0.967500 2020-04-11 19:11:47,975 Epoch[21] Batch [300-350] Speed: 217.14 samples/sec accuracy=0.965625 2020-04-11 19:12:17,571 Epoch[21] Batch [350-400] Speed: 216.25 samples/sec accuracy=0.970781 2020-04-11 19:12:47,147 Epoch[21] Batch [400-450] Speed: 216.39 samples/sec accuracy=0.971875 2020-04-11 19:13:16,293 Epoch[21] Batch [450-500] Speed: 219.58 samples/sec accuracy=0.973906 2020-04-11 19:13:45,959 Epoch[21] Batch [500-550] Speed: 215.74 samples/sec accuracy=0.970000 2020-04-11 19:14:15,784 Epoch[21] Batch [550-600] Speed: 214.58 samples/sec accuracy=0.970625 2020-04-11 19:14:45,144 Epoch[21] Batch [600-650] Speed: 217.99 samples/sec accuracy=0.965156 2020-04-11 19:15:15,880 Epoch[21] Batch [650-700] Speed: 208.23 samples/sec accuracy=0.973125 2020-04-11 19:15:45,552 Epoch[21] Batch [700-750] Speed: 215.69 samples/sec accuracy=0.966875 2020-04-11 19:16:15,127 Epoch[21] Batch [750-800] Speed: 216.40 samples/sec accuracy=0.966719 2020-04-11 19:16:45,104 Epoch[21] Batch [800-850] Speed: 213.50 samples/sec accuracy=0.971875 2020-04-11 19:17:15,468 Epoch[21] Batch [850-900] Speed: 210.78 samples/sec accuracy=0.970313 2020-04-11 19:17:45,140 Epoch[21] Batch [900-950] Speed: 215.70 samples/sec accuracy=0.972344 2020-04-11 19:18:14,581 Epoch[21] Batch [950-1000] Speed: 217.38 samples/sec accuracy=0.968437 2020-04-11 19:18:44,009 Epoch[21] Batch [1000-1050] Speed: 217.48 samples/sec accuracy=0.969688 2020-04-11 19:19:12,745 Epoch[21] Batch [1050-1100] Speed: 222.72 samples/sec accuracy=0.968750 2020-04-11 19:19:41,470 Epoch[21] Batch [1100-1150] Speed: 222.80 samples/sec accuracy=0.966250 2020-04-11 19:20:09,770 Epoch[21] Batch [1150-1200] Speed: 226.15 samples/sec accuracy=0.970469 2020-04-11 19:20:38,259 Epoch[21] Batch [1200-1250] Speed: 224.65 samples/sec accuracy=0.971406 2020-04-11 19:21:06,893 Epoch[21] Batch [1250-1300] Speed: 223.52 samples/sec accuracy=0.971250 2020-04-11 19:21:35,334 Epoch[21] Batch [1300-1350] Speed: 225.03 samples/sec accuracy=0.972812 2020-04-11 19:22:04,013 Epoch[21] Batch [1350-1400] Speed: 223.16 samples/sec accuracy=0.969375 2020-04-11 19:22:32,554 Epoch[21] Batch [1400-1450] Speed: 224.24 samples/sec accuracy=0.971406 2020-04-11 19:23:00,998 Epoch[21] Batch [1450-1500] Speed: 225.00 samples/sec accuracy=0.966250 2020-04-11 19:23:29,482 Epoch[21] Batch [1500-1550] Speed: 224.69 samples/sec accuracy=0.971562 2020-04-11 19:23:57,820 Epoch[21] Batch [1550-1600] Speed: 225.85 samples/sec accuracy=0.969375 2020-04-11 19:24:26,343 Epoch[21] Batch [1600-1650] Speed: 224.37 samples/sec accuracy=0.963437 2020-04-11 19:24:54,770 Epoch[21] Batch [1650-1700] Speed: 225.15 samples/sec accuracy=0.969844 2020-04-11 19:25:23,295 Epoch[21] Batch [1700-1750] Speed: 224.36 samples/sec accuracy=0.969219 2020-04-11 19:25:51,787 Epoch[21] Batch [1750-1800] Speed: 224.63 samples/sec accuracy=0.970469 2020-04-11 19:26:20,589 Epoch[21] Batch [1800-1850] Speed: 222.21 samples/sec accuracy=0.967031 2020-04-11 19:26:49,023 Epoch[21] Batch [1850-1900] 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accuracy=0.970156 2020-04-11 19:32:03,760 Epoch[21] Batch [2400-2450] Speed: 224.59 samples/sec accuracy=0.972187 2020-04-11 19:32:33,546 Epoch[21] Batch [2450-2500] Speed: 214.87 samples/sec accuracy=0.969688 2020-04-11 19:33:04,517 Epoch[21] Batch [2500-2550] Speed: 206.65 samples/sec accuracy=0.969375 2020-04-11 19:33:37,405 Epoch[21] Batch [2550-2600] Speed: 194.60 samples/sec accuracy=0.968750 2020-04-11 19:34:08,789 Epoch[21] Batch [2600-2650] Speed: 203.93 samples/sec accuracy=0.972031 2020-04-11 19:34:40,128 Epoch[21] Batch [2650-2700] Speed: 204.22 samples/sec accuracy=0.968281 2020-04-11 19:35:12,139 Epoch[21] Batch [2700-2750] Speed: 199.93 samples/sec accuracy=0.968906 2020-04-11 19:35:44,956 Epoch[21] Batch [2750-2800] Speed: 195.02 samples/sec accuracy=0.969063 2020-04-11 19:36:17,886 Epoch[21] Batch [2800-2850] Speed: 194.35 samples/sec accuracy=0.970781 2020-04-11 19:36:50,171 Epoch[21] Batch [2850-2900] Speed: 198.23 samples/sec accuracy=0.970000 2020-04-11 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Speed: 204.20 samples/sec accuracy=0.965938 2020-04-11 19:43:15,880 Epoch[21] Batch [3450-3500] Speed: 201.80 samples/sec accuracy=0.970781 2020-04-11 19:43:46,502 Epoch[21] Batch [3500-3550] Speed: 209.00 samples/sec accuracy=0.965469 2020-04-11 19:44:19,364 Epoch[21] Batch [3550-3600] Speed: 194.76 samples/sec accuracy=0.967031 2020-04-11 19:44:52,206 Epoch[21] Batch [3600-3650] Speed: 194.87 samples/sec accuracy=0.968594 2020-04-11 19:45:25,495 Epoch[21] Batch [3650-3700] Speed: 192.26 samples/sec accuracy=0.967500 2020-04-11 19:45:58,165 Epoch[21] Batch [3700-3750] Speed: 195.90 samples/sec accuracy=0.971719 2020-04-11 19:46:30,787 Epoch[21] Batch [3750-3800] Speed: 196.19 samples/sec accuracy=0.970000 2020-04-11 19:47:02,482 Epoch[21] Batch [3800-3850] Speed: 201.92 samples/sec accuracy=0.972344 2020-04-11 19:47:34,798 Epoch[21] Batch [3850-3900] Speed: 198.05 samples/sec accuracy=0.971562 2020-04-11 19:48:07,480 Epoch[21] Batch [3900-3950] Speed: 195.83 samples/sec accuracy=0.972812 2020-04-11 19:48:40,148 Epoch[21] Batch [3950-4000] Speed: 195.91 samples/sec accuracy=0.966875 2020-04-11 19:49:11,648 Epoch[21] Batch [4000-4050] Speed: 203.17 samples/sec accuracy=0.970625 2020-04-11 19:49:43,575 Epoch[21] Batch [4050-4100] Speed: 200.46 samples/sec accuracy=0.968594 2020-04-11 19:50:15,945 Epoch[21] Batch [4100-4150] Speed: 197.71 samples/sec accuracy=0.970000 2020-04-11 19:50:47,707 Epoch[21] Batch [4150-4200] Speed: 201.50 samples/sec accuracy=0.965469 2020-04-11 19:51:19,451 Epoch[21] Batch [4200-4250] Speed: 201.62 samples/sec accuracy=0.969375 2020-04-11 19:51:51,560 Epoch[21] Batch [4250-4300] Speed: 199.32 samples/sec accuracy=0.967812 2020-04-11 19:52:23,825 Epoch[21] Batch [4300-4350] Speed: 198.36 samples/sec accuracy=0.972500 2020-04-11 19:52:56,098 Epoch[21] Batch [4350-4400] Speed: 198.31 samples/sec accuracy=0.967031 2020-04-11 19:53:28,267 Epoch[21] Batch [4400-4450] Speed: 198.95 samples/sec accuracy=0.967812 2020-04-11 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Speed: 199.42 samples/sec accuracy=0.963750 2020-04-11 19:59:52,067 Epoch[21] Batch [5000-5050] Speed: 199.33 samples/sec accuracy=0.969219 2020-04-11 20:00:23,923 Epoch[21] Batch [5050-5100] Speed: 200.91 samples/sec accuracy=0.971562 2020-04-11 20:00:56,380 Epoch[21] Batch [5100-5150] Speed: 197.18 samples/sec accuracy=0.970000 2020-04-11 20:01:28,325 Epoch[21] Batch [5150-5200] Speed: 200.35 samples/sec accuracy=0.971719 2020-04-11 20:02:00,538 Epoch[21] Batch [5200-5250] Speed: 198.68 samples/sec accuracy=0.973125 2020-04-11 20:02:32,733 Epoch[21] Batch [5250-5300] Speed: 198.79 samples/sec accuracy=0.972500 2020-04-11 20:03:04,443 Epoch[21] Batch [5300-5350] Speed: 201.83 samples/sec accuracy=0.969688 2020-04-11 20:03:36,437 Epoch[21] Batch [5350-5400] Speed: 200.04 samples/sec accuracy=0.971406 2020-04-11 20:04:08,402 Epoch[21] Batch [5400-5450] Speed: 200.22 samples/sec accuracy=0.966719 2020-04-11 20:04:40,341 Epoch[21] Batch [5450-5500] Speed: 200.39 samples/sec accuracy=0.970156 2020-04-11 20:05:12,617 Epoch[21] Batch [5500-5550] Speed: 198.29 samples/sec accuracy=0.970938 2020-04-11 20:05:44,854 Epoch[21] Batch [5550-5600] Speed: 198.53 samples/sec accuracy=0.966719 2020-04-11 20:06:16,388 Epoch[21] Batch [5600-5650] Speed: 202.96 samples/sec accuracy=0.970625 2020-04-11 20:06:48,262 Epoch[21] Batch [5650-5700] Speed: 200.79 samples/sec accuracy=0.968750 2020-04-11 20:07:20,082 Epoch[21] Batch [5700-5750] Speed: 201.13 samples/sec accuracy=0.971250 2020-04-11 20:07:52,173 Epoch[21] Batch [5750-5800] Speed: 199.43 samples/sec accuracy=0.969688 2020-04-11 20:08:24,072 Epoch[21] Batch [5800-5850] Speed: 200.64 samples/sec accuracy=0.969531 2020-04-11 20:08:55,708 Epoch[21] Batch [5850-5900] Speed: 202.30 samples/sec accuracy=0.967500 2020-04-11 20:09:27,732 Epoch[21] Batch [5900-5950] Speed: 199.85 samples/sec accuracy=0.967812 2020-04-11 20:09:59,645 Epoch[21] Batch [5950-6000] Speed: 200.55 samples/sec accuracy=0.969375 2020-04-11 20:10:31,402 Epoch[21] Batch [6000-6050] Speed: 201.53 samples/sec accuracy=0.968281 2020-04-11 20:11:03,410 Epoch[21] Batch [6050-6100] Speed: 199.95 samples/sec accuracy=0.970469 2020-04-11 20:11:35,134 Epoch[21] Batch [6100-6150] Speed: 201.74 samples/sec accuracy=0.970625 2020-04-11 20:12:07,077 Epoch[21] Batch [6150-6200] Speed: 200.35 samples/sec accuracy=0.968906 2020-04-11 20:12:38,977 Epoch[21] Batch [6200-6250] Speed: 200.63 samples/sec accuracy=0.968281 2020-04-11 20:13:11,145 Epoch[21] Batch [6250-6300] Speed: 198.96 samples/sec accuracy=0.969531 2020-04-11 20:13:43,465 Epoch[21] Batch [6300-6350] Speed: 198.02 samples/sec accuracy=0.969531 2020-04-11 20:14:15,314 Epoch[21] Batch [6350-6400] Speed: 200.95 samples/sec accuracy=0.968281 2020-04-11 20:14:47,409 Epoch[21] Batch [6400-6450] Speed: 199.41 samples/sec accuracy=0.967031 2020-04-11 20:15:19,500 Epoch[21] Batch [6450-6500] Speed: 199.44 samples/sec accuracy=0.965938 2020-04-11 20:15:51,606 Epoch[21] Batch [6500-6550] 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accuracy=0.971719 2020-04-11 20:21:44,233 Epoch[21] Batch [7050-7100] Speed: 198.71 samples/sec accuracy=0.968125 2020-04-11 20:22:16,314 Epoch[21] Batch [7100-7150] Speed: 199.50 samples/sec accuracy=0.968281 2020-04-11 20:22:48,265 Epoch[21] Batch [7150-7200] Speed: 200.31 samples/sec accuracy=0.970938 2020-04-11 20:23:20,322 Epoch[21] Batch [7200-7250] Speed: 199.65 samples/sec accuracy=0.968437 2020-04-11 20:23:52,406 Epoch[21] Batch [7250-7300] Speed: 199.48 samples/sec accuracy=0.970000 2020-04-11 20:24:24,134 Epoch[21] Batch [7300-7350] Speed: 201.72 samples/sec accuracy=0.969531 2020-04-11 20:24:56,070 Epoch[21] Batch [7350-7400] Speed: 200.40 samples/sec accuracy=0.962812 2020-04-11 20:25:27,768 Epoch[21] Batch [7400-7450] Speed: 201.91 samples/sec accuracy=0.971094 2020-04-11 20:25:59,689 Epoch[21] Batch [7450-7500] Speed: 200.50 samples/sec accuracy=0.965469 2020-04-11 20:26:31,238 Epoch[21] Batch [7500-7550] Speed: 202.86 samples/sec accuracy=0.971562 2020-04-11 20:27:02,879 Epoch[21] Batch [7550-7600] Speed: 202.27 samples/sec accuracy=0.968437 2020-04-11 20:27:34,628 Epoch[21] Batch [7600-7650] Speed: 201.58 samples/sec accuracy=0.969219 2020-04-11 20:28:06,814 Epoch[21] Batch [7650-7700] Speed: 198.85 samples/sec accuracy=0.967344 2020-04-11 20:28:39,009 Epoch[21] Batch [7700-7750] Speed: 198.79 samples/sec accuracy=0.971719 2020-04-11 20:29:10,604 Epoch[21] Batch [7750-7800] Speed: 202.56 samples/sec accuracy=0.966719 2020-04-11 20:29:42,662 Epoch[21] Batch [7800-7850] Speed: 199.64 samples/sec accuracy=0.968125 2020-04-11 20:30:14,491 Epoch[21] Batch [7850-7900] Speed: 201.08 samples/sec accuracy=0.973750 2020-04-11 20:30:46,363 Epoch[21] Batch [7900-7950] Speed: 200.80 samples/sec accuracy=0.968125 2020-04-11 20:31:18,710 Epoch[21] Batch [7950-8000] Speed: 197.86 samples/sec accuracy=0.968125 2020-04-11 20:31:50,662 Epoch[21] Batch [8000-8050] Speed: 200.30 samples/sec accuracy=0.974063 2020-04-11 20:32:22,599 Epoch[21] Batch [8050-8100] Speed: 200.39 samples/sec accuracy=0.969844 2020-04-11 20:32:54,657 Epoch[21] Batch [8100-8150] Speed: 199.64 samples/sec accuracy=0.970781 2020-04-11 20:33:26,253 Epoch[21] Batch [8150-8200] Speed: 202.55 samples/sec accuracy=0.973594 2020-04-11 20:33:58,182 Epoch[21] Batch [8200-8250] Speed: 200.45 samples/sec accuracy=0.968281 2020-04-11 20:34:30,774 Epoch[21] Batch [8250-8300] Speed: 196.37 samples/sec accuracy=0.969688 2020-04-11 20:35:03,048 Epoch[21] Batch [8300-8350] Speed: 198.30 samples/sec accuracy=0.969375 2020-04-11 20:35:35,441 Epoch[21] Batch [8350-8400] Speed: 197.58 samples/sec accuracy=0.969688 2020-04-11 20:36:07,140 Epoch[21] Batch [8400-8450] Speed: 201.90 samples/sec accuracy=0.969063 2020-04-11 20:36:38,955 Epoch[21] Batch [8450-8500] Speed: 201.17 samples/sec accuracy=0.968125 2020-04-11 20:37:10,878 Epoch[21] Batch [8500-8550] Speed: 200.48 samples/sec accuracy=0.970781 2020-04-11 20:37:42,540 Epoch[21] Batch [8550-8600] Speed: 202.14 samples/sec accuracy=0.968750 2020-04-11 20:38:14,274 Epoch[21] Batch [8600-8650] Speed: 201.68 samples/sec accuracy=0.965625 2020-04-11 20:38:46,513 Epoch[21] Batch [8650-8700] Speed: 198.52 samples/sec accuracy=0.969844 2020-04-11 20:39:18,480 Epoch[21] Batch [8700-8750] Speed: 200.21 samples/sec accuracy=0.969063 2020-04-11 20:39:50,691 Epoch[21] Batch [8750-8800] Speed: 198.69 samples/sec accuracy=0.970313 2020-04-11 20:40:22,858 Epoch[21] Batch [8800-8850] Speed: 198.96 samples/sec accuracy=0.969375 2020-04-11 20:40:54,843 Epoch[21] Batch [8850-8900] Speed: 200.10 samples/sec accuracy=0.965313 2020-04-11 20:41:26,953 Epoch[21] Batch [8900-8950] Speed: 199.31 samples/sec accuracy=0.966250 2020-04-11 20:41:59,225 Epoch[21] Batch [8950-9000] Speed: 198.32 samples/sec accuracy=0.966875 2020-04-11 20:42:31,617 Epoch[21] Batch [9000-9050] Speed: 197.58 samples/sec accuracy=0.967812 2020-04-11 20:43:03,686 Epoch[21] Batch [9050-9100] Speed: 199.57 samples/sec accuracy=0.967656 2020-04-11 20:43:35,889 Epoch[21] Batch [9100-9150] Speed: 198.74 samples/sec accuracy=0.967031 2020-04-11 20:44:07,808 Epoch[21] Batch [9150-9200] Speed: 200.50 samples/sec accuracy=0.967031 2020-04-11 20:44:40,023 Epoch[21] Batch [9200-9250] Speed: 198.67 samples/sec accuracy=0.973437 2020-04-11 20:45:11,704 Epoch[21] Batch [9250-9300] Speed: 202.02 samples/sec accuracy=0.966250 2020-04-11 20:45:43,832 Epoch[21] Batch [9300-9350] Speed: 199.20 samples/sec accuracy=0.972656 2020-04-11 20:46:15,668 Epoch[21] Batch [9350-9400] Speed: 201.03 samples/sec accuracy=0.970156 2020-04-11 20:46:47,578 Epoch[21] Batch [9400-9450] Speed: 200.56 samples/sec accuracy=0.972812 2020-04-11 20:47:19,824 Epoch[21] Batch [9450-9500] Speed: 198.48 samples/sec accuracy=0.969531 2020-04-11 20:47:51,790 Epoch[21] Batch [9500-9550] Speed: 200.22 samples/sec accuracy=0.968437 2020-04-11 20:48:23,965 Epoch[21] Batch [9550-9600] Speed: 198.91 samples/sec accuracy=0.968594 2020-04-11 20:48:55,959 Epoch[21] Batch [9600-9650] Speed: 200.04 samples/sec accuracy=0.971406 2020-04-11 20:49:28,170 Epoch[21] Batch [9650-9700] Speed: 198.69 samples/sec accuracy=0.970000 2020-04-11 20:50:00,418 Epoch[21] Batch [9700-9750] Speed: 198.46 samples/sec accuracy=0.971562 2020-04-11 20:50:32,865 Epoch[21] Batch [9750-9800] Speed: 197.25 samples/sec accuracy=0.966562 2020-04-11 20:51:05,702 Epoch[21] Batch [9800-9850] Speed: 194.90 samples/sec accuracy=0.967500 2020-04-11 20:51:37,666 Epoch[21] Batch [9850-9900] Speed: 200.23 samples/sec accuracy=0.966250 2020-04-11 20:52:09,530 Epoch[21] Batch [9900-9950] Speed: 200.86 samples/sec accuracy=0.967656 2020-04-11 20:52:41,557 Epoch[21] Batch [9950-10000] Speed: 199.83 samples/sec accuracy=0.966250 2020-04-11 20:53:13,667 Epoch[21] Batch [10000-10050] Speed: 199.32 samples/sec accuracy=0.970938 2020-04-11 20:53:46,025 Epoch[21] Batch [10050-10100] Speed: 197.79 samples/sec accuracy=0.968594 2020-04-11 20:54:17,748 Epoch[21] Batch [10100-10150] Speed: 201.75 samples/sec accuracy=0.971719 2020-04-11 20:54:49,751 Epoch[21] Batch [10150-10200] Speed: 199.99 samples/sec accuracy=0.969688 2020-04-11 20:55:21,562 Epoch[21] Batch [10200-10250] Speed: 201.19 samples/sec accuracy=0.965938 2020-04-11 20:55:53,677 Epoch[21] Batch [10250-10300] Speed: 199.29 samples/sec accuracy=0.967656 2020-04-11 20:56:25,800 Epoch[21] Batch [10300-10350] Speed: 199.23 samples/sec accuracy=0.972344 2020-04-11 20:56:57,783 Epoch[21] Batch [10350-10400] Speed: 200.11 samples/sec accuracy=0.971250 2020-04-11 20:57:29,818 Epoch[21] Batch [10400-10450] Speed: 199.78 samples/sec accuracy=0.972656 2020-04-11 20:58:01,949 Epoch[21] Batch [10450-10500] Speed: 199.19 samples/sec accuracy=0.965938 2020-04-11 20:58:34,172 Epoch[21] Batch [10500-10550] Speed: 198.62 samples/sec accuracy=0.968906 2020-04-11 20:59:06,075 Epoch[21] Batch [10550-10600] Speed: 200.61 samples/sec accuracy=0.970156 2020-04-11 20:59:38,414 Epoch[21] Batch [10600-10650] Speed: 197.90 samples/sec accuracy=0.968437 2020-04-11 21:00:10,426 Epoch[21] Batch [10650-10700] Speed: 199.93 samples/sec accuracy=0.971875 2020-04-11 21:00:42,214 Epoch[21] Batch [10700-10750] Speed: 201.34 samples/sec accuracy=0.968594 2020-04-11 21:01:13,918 Epoch[21] Batch [10750-10800] Speed: 201.87 samples/sec accuracy=0.972187 2020-04-11 21:01:45,821 Epoch[21] Batch [10800-10850] Speed: 200.61 samples/sec accuracy=0.972031 2020-04-11 21:02:17,851 Epoch[21] Batch [10850-10900] Speed: 199.81 samples/sec accuracy=0.971094 2020-04-11 21:02:49,496 Epoch[21] Batch [10900-10950] Speed: 202.24 samples/sec accuracy=0.966250 2020-04-11 21:03:21,608 Epoch[21] Batch [10950-11000] Speed: 199.31 samples/sec accuracy=0.973125 2020-04-11 21:03:53,618 Epoch[21] Batch [11000-11050] Speed: 199.94 samples/sec accuracy=0.967500 2020-04-11 21:04:25,668 Epoch[21] Batch [11050-11100] Speed: 199.69 samples/sec accuracy=0.971094 2020-04-11 21:04:58,406 Epoch[21] Batch [11100-11150] Speed: 195.49 samples/sec accuracy=0.969688 2020-04-11 21:05:30,541 Epoch[21] Batch [11150-11200] Speed: 199.16 samples/sec accuracy=0.970000 2020-04-11 21:06:02,396 Epoch[21] Batch [11200-11250] Speed: 200.91 samples/sec accuracy=0.967656 2020-04-11 21:06:34,431 Epoch[21] Batch [11250-11300] Speed: 199.79 samples/sec accuracy=0.972500 2020-04-11 21:07:06,467 Epoch[21] Batch [11300-11350] Speed: 199.78 samples/sec accuracy=0.967344 2020-04-11 21:07:38,673 Epoch[21] Batch [11350-11400] Speed: 198.72 samples/sec accuracy=0.968750 2020-04-11 21:08:10,953 Epoch[21] Batch [11400-11450] Speed: 198.26 samples/sec accuracy=0.970000 2020-04-11 21:08:42,948 Epoch[21] Batch [11450-11500] Speed: 200.04 samples/sec accuracy=0.969375 2020-04-11 21:09:15,280 Epoch[21] Batch [11500-11550] Speed: 197.94 samples/sec accuracy=0.968750 2020-04-11 21:09:47,236 Epoch[21] Batch [11550-11600] Speed: 200.28 samples/sec accuracy=0.972031 2020-04-11 21:10:19,126 Epoch[21] Batch [11600-11650] Speed: 200.69 samples/sec accuracy=0.967812 2020-04-11 21:10:50,990 Epoch[21] Batch [11650-11700] Speed: 200.85 samples/sec accuracy=0.968281 2020-04-11 21:11:23,165 Epoch[21] Batch [11700-11750] Speed: 198.91 samples/sec accuracy=0.970469 2020-04-11 21:11:55,295 Epoch[21] Batch [11750-11800] Speed: 199.19 samples/sec accuracy=0.970156 2020-04-11 21:12:27,356 Epoch[21] Batch [11800-11850] Speed: 199.62 samples/sec accuracy=0.970938 2020-04-11 21:12:59,187 Epoch[21] Batch [11850-11900] Speed: 201.06 samples/sec accuracy=0.970313 2020-04-11 21:13:30,886 Epoch[21] Batch [11900-11950] Speed: 201.90 samples/sec accuracy=0.970000 2020-04-11 21:14:02,952 Epoch[21] Batch [11950-12000] Speed: 199.59 samples/sec accuracy=0.965938 2020-04-11 21:14:34,812 Epoch[21] Batch [12000-12050] Speed: 200.88 samples/sec accuracy=0.970156 2020-04-11 21:15:06,743 Epoch[21] Batch [12050-12100] Speed: 200.43 samples/sec accuracy=0.969844 2020-04-11 21:15:39,065 Epoch[21] Batch [12100-12150] Speed: 198.00 samples/sec accuracy=0.968750 2020-04-11 21:16:10,972 Epoch[21] Batch [12150-12200] Speed: 200.58 samples/sec accuracy=0.971250 2020-04-11 21:16:43,021 Epoch[21] Batch [12200-12250] Speed: 199.70 samples/sec accuracy=0.968437 2020-04-11 21:17:14,808 Epoch[21] Batch [12250-12300] Speed: 201.35 samples/sec accuracy=0.969531 2020-04-11 21:17:46,632 Epoch[21] Batch [12300-12350] Speed: 201.10 samples/sec accuracy=0.972344 2020-04-11 21:18:18,299 Epoch[21] Batch [12350-12400] Speed: 202.11 samples/sec accuracy=0.969844 2020-04-11 21:18:50,037 Epoch[21] Batch [12400-12450] Speed: 201.65 samples/sec accuracy=0.968906 2020-04-11 21:19:22,289 Epoch[21] Batch [12450-12500] Speed: 198.44 samples/sec accuracy=0.970469 2020-04-11 21:19:54,701 Epoch[21] Batch [12500-12550] Speed: 197.46 samples/sec accuracy=0.967969 2020-04-11 21:20:26,436 Epoch[21] Batch [12550-12600] Speed: 201.67 samples/sec accuracy=0.966719 2020-04-11 21:20:58,941 Epoch[21] Batch [12600-12650] Speed: 196.89 samples/sec accuracy=0.971094 2020-04-11 21:21:31,184 Epoch[21] Batch [12650-12700] Speed: 198.50 samples/sec accuracy=0.966719 2020-04-11 21:22:03,072 Epoch[21] Batch [12700-12750] Speed: 200.71 samples/sec accuracy=0.968281 2020-04-11 21:22:35,006 Epoch[21] Batch [12750-12800] Speed: 200.41 samples/sec accuracy=0.969844 2020-04-11 21:23:06,507 Epoch[21] Batch [12800-12850] Speed: 203.17 samples/sec accuracy=0.967812 2020-04-11 21:23:38,504 Epoch[21] Batch [12850-12900] Speed: 200.02 samples/sec accuracy=0.972656 2020-04-11 21:24:10,441 Epoch[21] Batch [12900-12950] Speed: 200.39 samples/sec accuracy=0.969844 2020-04-11 21:24:42,131 Epoch[21] Batch [12950-13000] Speed: 201.96 samples/sec accuracy=0.969844 2020-04-11 21:25:14,184 Epoch[21] Batch [13000-13050] Speed: 199.67 samples/sec accuracy=0.968906 2020-04-11 21:25:46,214 Epoch[21] Batch [13050-13100] Speed: 199.82 samples/sec accuracy=0.966094 2020-04-11 21:26:17,674 Epoch[21] Batch [13100-13150] Speed: 203.43 samples/sec accuracy=0.970313 2020-04-11 21:26:49,449 Epoch[21] Batch [13150-13200] Speed: 201.42 samples/sec accuracy=0.971875 2020-04-11 21:27:21,141 Epoch[21] Batch [13200-13250] Speed: 201.95 samples/sec accuracy=0.968281 2020-04-11 21:27:53,362 Epoch[21] Batch [13250-13300] Speed: 198.63 samples/sec accuracy=0.966562 2020-04-11 21:28:25,046 Epoch[21] Batch [13300-13350] Speed: 202.00 samples/sec accuracy=0.972031 2020-04-11 21:28:57,324 Epoch[21] Batch [13350-13400] Speed: 198.28 samples/sec accuracy=0.967969 2020-04-11 21:29:29,312 Epoch[21] Batch [13400-13450] Speed: 200.08 samples/sec accuracy=0.967812 2020-04-11 21:30:01,267 Epoch[21] Batch [13450-13500] Speed: 200.28 samples/sec accuracy=0.971250 2020-04-11 21:30:33,397 Epoch[21] Batch [13500-13550] Speed: 199.19 samples/sec accuracy=0.971562 2020-04-11 21:31:05,301 Epoch[21] Batch [13550-13600] Speed: 200.60 samples/sec accuracy=0.972344 2020-04-11 21:31:37,493 Epoch[21] Batch [13600-13650] Speed: 198.81 samples/sec accuracy=0.966562 2020-04-11 21:32:09,609 Epoch[21] Batch [13650-13700] Speed: 199.28 samples/sec accuracy=0.964063 2020-04-11 21:32:41,714 Epoch[21] Batch [13700-13750] Speed: 199.35 samples/sec accuracy=0.967969 2020-04-11 21:33:13,913 Epoch[21] Batch [13750-13800] Speed: 198.77 samples/sec accuracy=0.969844 2020-04-11 21:33:46,319 Epoch[21] Batch [13800-13850] Speed: 197.49 samples/sec accuracy=0.971719 2020-04-11 21:34:17,992 Epoch[21] Batch [13850-13900] Speed: 202.07 samples/sec accuracy=0.970000 2020-04-11 21:34:49,740 Epoch[21] Batch [13900-13950] Speed: 201.59 samples/sec accuracy=0.972344 2020-04-11 21:35:21,925 Epoch[21] Batch [13950-14000] Speed: 198.85 samples/sec accuracy=0.967344 2020-04-11 21:35:54,324 Epoch[21] Batch [14000-14050] Speed: 197.54 samples/sec accuracy=0.970313 2020-04-11 21:36:26,599 Epoch[21] Batch [14050-14100] Speed: 198.29 samples/sec accuracy=0.965781 2020-04-11 21:36:59,238 Epoch[21] Batch [14100-14150] Speed: 196.09 samples/sec accuracy=0.971250 2020-04-11 21:37:30,861 Epoch[21] Batch [14150-14200] Speed: 202.39 samples/sec accuracy=0.973437 2020-04-11 21:38:02,889 Epoch[21] Batch [14200-14250] Speed: 199.83 samples/sec accuracy=0.967969 2020-04-11 21:38:35,592 Epoch[21] Batch [14250-14300] Speed: 195.70 samples/sec accuracy=0.971875 2020-04-11 21:39:07,762 Epoch[21] Batch [14300-14350] Speed: 198.94 samples/sec accuracy=0.972187 2020-04-11 21:39:39,368 Epoch[21] Batch [14350-14400] Speed: 202.50 samples/sec accuracy=0.967187 2020-04-11 21:40:11,199 Epoch[21] Batch [14400-14450] Speed: 201.06 samples/sec accuracy=0.968125 2020-04-11 21:40:43,257 Epoch[21] Batch [14450-14500] Speed: 199.64 samples/sec accuracy=0.970156 2020-04-11 21:41:15,314 Epoch[21] Batch [14500-14550] Speed: 199.65 samples/sec accuracy=0.967500 2020-04-11 21:41:47,276 Epoch[21] Batch [14550-14600] Speed: 200.24 samples/sec accuracy=0.964688 2020-04-11 21:42:19,374 Epoch[21] Batch [14600-14650] Speed: 199.39 samples/sec accuracy=0.972500 2020-04-11 21:42:51,574 Epoch[21] Batch [14650-14700] Speed: 198.76 samples/sec accuracy=0.970156 2020-04-11 21:43:23,726 Epoch[21] Batch [14700-14750] Speed: 199.06 samples/sec accuracy=0.966562 2020-04-11 21:43:56,145 Epoch[21] Batch [14750-14800] Speed: 197.42 samples/sec accuracy=0.972969 2020-04-11 21:44:28,266 Epoch[21] Batch [14800-14850] Speed: 199.24 samples/sec accuracy=0.970938 2020-04-11 21:45:00,471 Epoch[21] Batch [14850-14900] Speed: 198.73 samples/sec accuracy=0.968437 2020-04-11 21:45:32,234 Epoch[21] Batch [14900-14950] Speed: 201.49 samples/sec accuracy=0.967969 2020-04-11 21:46:03,868 Epoch[21] Batch [14950-15000] Speed: 202.31 samples/sec accuracy=0.966719 2020-04-11 21:46:35,699 Epoch[21] Batch [15000-15050] Speed: 201.07 samples/sec accuracy=0.965156 2020-04-11 21:47:07,908 Epoch[21] Batch [15050-15100] Speed: 198.70 samples/sec accuracy=0.973750 2020-04-11 21:47:39,980 Epoch[21] Batch [15100-15150] Speed: 199.55 samples/sec accuracy=0.972031 2020-04-11 21:48:12,233 Epoch[21] Batch [15150-15200] Speed: 198.43 samples/sec accuracy=0.967031 2020-04-11 21:48:44,067 Epoch[21] Batch [15200-15250] Speed: 201.04 samples/sec accuracy=0.969219 2020-04-11 21:49:16,105 Epoch[21] Batch [15250-15300] Speed: 199.76 samples/sec accuracy=0.970469 2020-04-11 21:49:47,933 Epoch[21] Batch [15300-15350] Speed: 201.08 samples/sec accuracy=0.970156 2020-04-11 21:50:19,742 Epoch[21] Batch [15350-15400] Speed: 201.20 samples/sec accuracy=0.968594 2020-04-11 21:50:51,496 Epoch[21] Batch [15400-15450] Speed: 201.55 samples/sec accuracy=0.968281 2020-04-11 21:51:23,647 Epoch[21] Batch [15450-15500] Speed: 199.06 samples/sec accuracy=0.970938 2020-04-11 21:51:55,685 Epoch[21] Batch [15500-15550] Speed: 199.76 samples/sec accuracy=0.970625 2020-04-11 21:52:27,766 Epoch[21] Batch [15550-15600] Speed: 199.49 samples/sec accuracy=0.968906 2020-04-11 21:52:59,389 Epoch[21] Batch [15600-15650] Speed: 202.39 samples/sec accuracy=0.968281 2020-04-11 21:53:32,091 Epoch[21] Batch [15650-15700] Speed: 195.71 samples/sec accuracy=0.971562 2020-04-11 21:54:03,932 Epoch[21] Batch [15700-15750] Speed: 201.00 samples/sec accuracy=0.969375 2020-04-11 21:54:36,002 Epoch[21] Batch [15750-15800] Speed: 199.56 samples/sec accuracy=0.973125 2020-04-11 21:55:07,979 Epoch[21] Batch [15800-15850] Speed: 200.15 samples/sec accuracy=0.969688 2020-04-11 21:55:39,713 Epoch[21] Batch [15850-15900] Speed: 201.67 samples/sec accuracy=0.969688 2020-04-11 21:56:11,628 Epoch[21] Batch [15900-15950] Speed: 200.54 samples/sec accuracy=0.967969 2020-04-11 21:56:43,827 Epoch[21] Batch [15950-16000] Speed: 198.76 samples/sec accuracy=0.967500 2020-04-11 21:57:15,870 Epoch[21] Batch [16000-16050] Speed: 199.74 samples/sec accuracy=0.972812 2020-04-11 21:57:47,763 Epoch[21] Batch [16050-16100] Speed: 200.67 samples/sec accuracy=0.971406 2020-04-11 21:58:19,780 Epoch[21] Batch [16100-16150] Speed: 199.90 samples/sec accuracy=0.972344 2020-04-11 21:58:51,829 Epoch[21] Batch [16150-16200] Speed: 199.69 samples/sec accuracy=0.969531 2020-04-11 21:59:23,732 Epoch[21] Batch [16200-16250] Speed: 200.61 samples/sec accuracy=0.969688 2020-04-11 21:59:55,905 Epoch[21] Batch [16250-16300] Speed: 198.93 samples/sec accuracy=0.964844 2020-04-11 22:00:28,068 Epoch[21] Batch [16300-16350] Speed: 198.99 samples/sec accuracy=0.968906 2020-04-11 22:00:59,979 Epoch[21] Batch [16350-16400] Speed: 200.56 samples/sec accuracy=0.968437 2020-04-11 22:01:31,992 Epoch[21] Batch [16400-16450] Speed: 199.92 samples/sec accuracy=0.968750 2020-04-11 22:02:04,062 Epoch[21] Batch [16450-16500] Speed: 199.57 samples/sec accuracy=0.971406 2020-04-11 22:02:36,012 Epoch[21] Batch [16500-16550] Speed: 200.31 samples/sec accuracy=0.974844 2020-04-11 22:03:07,838 Epoch[21] Batch [16550-16600] Speed: 201.09 samples/sec accuracy=0.970781 2020-04-11 22:03:39,650 Epoch[21] Batch [16600-16650] Speed: 201.18 samples/sec accuracy=0.971250 2020-04-11 22:04:11,583 Epoch[21] Batch [16650-16700] Speed: 200.42 samples/sec accuracy=0.969844 2020-04-11 22:04:43,152 Epoch[21] Batch [16700-16750] Speed: 202.73 samples/sec accuracy=0.968437 2020-04-11 22:05:14,900 Epoch[21] Batch [16750-16800] Speed: 201.59 samples/sec accuracy=0.967656 2020-04-11 22:05:47,127 Epoch[21] Batch [16800-16850] Speed: 198.59 samples/sec accuracy=0.968281 2020-04-11 22:06:19,261 Epoch[21] Batch [16850-16900] Speed: 199.17 samples/sec accuracy=0.968750 2020-04-11 22:06:51,415 Epoch[21] Batch [16900-16950] Speed: 199.04 samples/sec accuracy=0.968906 2020-04-11 22:07:23,563 Epoch[21] Batch [16950-17000] Speed: 199.08 samples/sec accuracy=0.969844 2020-04-11 22:07:55,369 Epoch[21] Batch [17000-17050] Speed: 201.22 samples/sec accuracy=0.970156 2020-04-11 22:08:27,338 Epoch[21] Batch [17050-17100] Speed: 200.20 samples/sec accuracy=0.970313 2020-04-11 22:08:59,522 Epoch[21] Batch [17100-17150] Speed: 198.86 samples/sec accuracy=0.967500 2020-04-11 22:09:31,420 Epoch[21] Batch [17150-17200] Speed: 200.64 samples/sec accuracy=0.967969 2020-04-11 22:10:03,555 Epoch[21] Batch [17200-17250] Speed: 199.16 samples/sec accuracy=0.972656 2020-04-11 22:10:35,743 Epoch[21] Batch [17250-17300] Speed: 198.83 samples/sec accuracy=0.967500 2020-04-11 22:11:07,231 Epoch[21] Batch [17300-17350] Speed: 203.25 samples/sec accuracy=0.969219 2020-04-11 22:11:39,276 Epoch[21] Batch [17350-17400] Speed: 199.72 samples/sec accuracy=0.966719 2020-04-11 22:12:11,081 Epoch[21] Batch [17400-17450] Speed: 201.23 samples/sec accuracy=0.967500 2020-04-11 22:12:43,341 Epoch[21] Batch [17450-17500] Speed: 198.39 samples/sec accuracy=0.969531 2020-04-11 22:13:15,469 Epoch[21] Batch [17500-17550] Speed: 199.20 samples/sec accuracy=0.967969 2020-04-11 22:13:47,385 Epoch[21] Batch [17550-17600] Speed: 200.53 samples/sec accuracy=0.967812 2020-04-11 22:14:19,130 Epoch[21] Batch [17600-17650] Speed: 201.61 samples/sec accuracy=0.966875 2020-04-11 22:14:51,141 Epoch[21] Batch [17650-17700] Speed: 199.93 samples/sec accuracy=0.969219 2020-04-11 22:15:22,609 Epoch[21] Batch [17700-17750] Speed: 203.38 samples/sec accuracy=0.967812 2020-04-11 22:15:54,908 Epoch[21] Batch [17750-17800] Speed: 198.15 samples/sec accuracy=0.971406 2020-04-11 22:16:27,053 Epoch[21] Batch [17800-17850] Speed: 199.10 samples/sec accuracy=0.969844 2020-04-11 22:16:59,089 Epoch[21] Batch [17850-17900] Speed: 199.78 samples/sec accuracy=0.971406 2020-04-11 22:17:31,090 Epoch[21] Batch [17900-17950] Speed: 200.00 samples/sec accuracy=0.966875 2020-04-11 22:18:03,177 Epoch[21] Batch [17950-18000] Speed: 199.46 samples/sec accuracy=0.971719 2020-04-11 22:18:35,245 Epoch[21] Batch [18000-18050] Speed: 199.58 samples/sec accuracy=0.970625 2020-04-11 22:19:06,661 Epoch[21] Batch [18050-18100] Speed: 203.72 samples/sec accuracy=0.969688 2020-04-11 22:19:38,640 Epoch[21] Batch [18100-18150] Speed: 200.14 samples/sec accuracy=0.972344 2020-04-11 22:20:10,746 Epoch[21] Batch [18150-18200] Speed: 199.34 samples/sec accuracy=0.969844 2020-04-11 22:20:42,284 Epoch[21] Batch [18200-18250] Speed: 202.93 samples/sec accuracy=0.966875 2020-04-11 22:21:14,124 Epoch[21] Batch [18250-18300] Speed: 201.00 samples/sec accuracy=0.973281 2020-04-11 22:21:46,190 Epoch[21] Batch [18300-18350] Speed: 199.59 samples/sec accuracy=0.969219 2020-04-11 22:22:18,210 Epoch[21] Batch [18350-18400] Speed: 199.88 samples/sec accuracy=0.967969 2020-04-11 22:22:50,264 Epoch[21] Batch [18400-18450] Speed: 199.66 samples/sec accuracy=0.972656 2020-04-11 22:23:22,448 Epoch[21] Batch [18450-18500] Speed: 198.86 samples/sec accuracy=0.970000 2020-04-11 22:23:54,238 Epoch[21] Batch [18500-18550] Speed: 201.32 samples/sec accuracy=0.967344 2020-04-11 22:24:26,199 Epoch[21] Batch [18550-18600] Speed: 200.25 samples/sec accuracy=0.972031 2020-04-11 22:24:58,232 Epoch[21] Batch [18600-18650] Speed: 199.79 samples/sec accuracy=0.970469 2020-04-11 22:25:29,988 Epoch[21] Batch [18650-18700] Speed: 201.54 samples/sec accuracy=0.966406 2020-04-11 22:26:01,907 Epoch[21] Batch [18700-18750] Speed: 200.50 samples/sec accuracy=0.967187 2020-04-11 22:26:34,011 Epoch[21] Batch [18750-18800] Speed: 199.35 samples/sec accuracy=0.968594 2020-04-11 22:27:06,361 Epoch[21] Batch [18800-18850] Speed: 197.84 samples/sec accuracy=0.969063 2020-04-11 22:27:38,519 Epoch[21] Batch [18850-18900] Speed: 199.02 samples/sec accuracy=0.972656 2020-04-11 22:28:09,978 Epoch[21] Batch [18900-18950] Speed: 203.44 samples/sec accuracy=0.966406 2020-04-11 22:28:41,777 Epoch[21] Batch [18950-19000] Speed: 201.27 samples/sec accuracy=0.967656 2020-04-11 22:29:13,565 Epoch[21] Batch [19000-19050] Speed: 201.34 samples/sec accuracy=0.965938 2020-04-11 22:29:45,317 Epoch[21] Batch [19050-19100] Speed: 201.56 samples/sec accuracy=0.971250 2020-04-11 22:30:17,255 Epoch[21] Batch [19100-19150] Speed: 200.39 samples/sec accuracy=0.969219 2020-04-11 22:30:49,272 Epoch[21] Batch [19150-19200] Speed: 199.89 samples/sec accuracy=0.969219 2020-04-11 22:31:21,446 Epoch[21] Batch [19200-19250] Speed: 198.92 samples/sec accuracy=0.973594 2020-04-11 22:31:53,467 Epoch[21] Batch [19250-19300] Speed: 199.87 samples/sec accuracy=0.971562 2020-04-11 22:32:25,730 Epoch[21] Batch [19300-19350] Speed: 198.37 samples/sec accuracy=0.967969 2020-04-11 22:32:57,867 Epoch[21] Batch [19350-19400] Speed: 199.15 samples/sec accuracy=0.966406 2020-04-11 22:33:29,936 Epoch[21] Batch [19400-19450] Speed: 199.57 samples/sec accuracy=0.968281 2020-04-11 22:34:02,328 Epoch[21] Batch [19450-19500] Speed: 197.58 samples/sec accuracy=0.970000 2020-04-11 22:34:34,100 Epoch[21] Batch [19500-19550] Speed: 201.44 samples/sec accuracy=0.967969 2020-04-11 22:35:06,189 Epoch[21] Batch [19550-19600] Speed: 199.45 samples/sec accuracy=0.969219 2020-04-11 22:35:38,194 Epoch[21] Batch [19600-19650] Speed: 199.97 samples/sec accuracy=0.965156 2020-04-11 22:36:10,314 Epoch[21] Batch [19650-19700] Speed: 199.25 samples/sec accuracy=0.969688 2020-04-11 22:36:41,828 Epoch[21] Batch [19700-19750] Speed: 203.09 samples/sec accuracy=0.969219 2020-04-11 22:37:14,497 Epoch[21] Batch [19750-19800] Speed: 195.90 samples/sec accuracy=0.972812 2020-04-11 22:37:46,630 Epoch[21] Batch [19800-19850] Speed: 199.18 samples/sec accuracy=0.966406 2020-04-11 22:38:18,339 Epoch[21] Batch [19850-19900] Speed: 201.83 samples/sec accuracy=0.970781 2020-04-11 22:38:50,474 Epoch[21] Batch [19900-19950] Speed: 199.16 samples/sec accuracy=0.966875 2020-04-11 22:39:22,586 Epoch[21] Batch [19950-20000] Speed: 199.31 samples/sec accuracy=0.966094 2020-04-11 22:39:54,661 Epoch[21] Batch [20000-20050] Speed: 199.53 samples/sec accuracy=0.969844 2020-04-11 22:40:26,830 Epoch[21] Batch [20050-20100] Speed: 198.95 samples/sec accuracy=0.966719 2020-04-11 22:40:59,365 Epoch[21] Batch [20100-20150] Speed: 196.71 samples/sec accuracy=0.970938 2020-04-11 22:41:31,406 Epoch[21] Batch [20150-20200] Speed: 199.75 samples/sec accuracy=0.967187 2020-04-11 22:42:03,219 Epoch[21] Batch [20200-20250] Speed: 201.18 samples/sec accuracy=0.968125 2020-04-11 22:42:35,465 Epoch[21] Batch [20250-20300] Speed: 198.47 samples/sec accuracy=0.972656 2020-04-11 22:43:07,384 Epoch[21] Batch [20300-20350] Speed: 200.51 samples/sec accuracy=0.971094 2020-04-11 22:43:39,672 Epoch[21] Batch [20350-20400] Speed: 198.22 samples/sec accuracy=0.969063 2020-04-11 22:44:11,834 Epoch[21] Batch [20400-20450] Speed: 198.99 samples/sec accuracy=0.968125 2020-04-11 22:44:44,137 Epoch[21] Batch [20450-20500] Speed: 198.13 samples/sec accuracy=0.969219 2020-04-11 22:45:16,073 Epoch[21] Batch [20500-20550] Speed: 200.40 samples/sec accuracy=0.969375 2020-04-11 22:45:47,500 Epoch[21] Batch [20550-20600] Speed: 203.65 samples/sec accuracy=0.972344 2020-04-11 22:46:20,000 Epoch[21] Batch [20600-20650] Speed: 196.93 samples/sec accuracy=0.970781 2020-04-11 22:46:52,010 Epoch[21] Batch [20650-20700] Speed: 199.93 samples/sec accuracy=0.966875 2020-04-11 22:47:24,048 Epoch[21] Batch [20700-20750] Speed: 199.77 samples/sec accuracy=0.970313 2020-04-11 22:47:55,867 Epoch[21] Batch [20750-20800] Speed: 201.14 samples/sec accuracy=0.971406 2020-04-11 22:48:27,370 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[21300-21350] Speed: 196.80 samples/sec accuracy=0.967344 2020-04-11 22:54:19,044 Epoch[21] Batch [21350-21400] Speed: 201.48 samples/sec accuracy=0.967344 2020-04-11 22:54:50,960 Epoch[21] Batch [21400-21450] Speed: 200.53 samples/sec accuracy=0.970156 2020-04-11 22:55:22,657 Epoch[21] Batch [21450-21500] Speed: 201.91 samples/sec accuracy=0.971719 2020-04-11 22:55:54,480 Epoch[21] Batch [21500-21550] Speed: 201.11 samples/sec accuracy=0.967656 2020-04-11 22:56:26,194 Epoch[21] Batch [21550-21600] Speed: 201.80 samples/sec accuracy=0.972656 2020-04-11 22:56:58,057 Epoch[21] Batch [21600-21650] Speed: 200.87 samples/sec accuracy=0.969375 2020-04-11 22:57:30,240 Epoch[21] Batch [21650-21700] Speed: 198.86 samples/sec accuracy=0.970781 2020-04-11 22:58:02,086 Epoch[21] Batch [21700-21750] Speed: 200.97 samples/sec accuracy=0.971406 2020-04-11 22:58:33,488 Epoch[21] Batch [21750-21800] Speed: 203.81 samples/sec accuracy=0.970625 2020-04-11 22:59:05,614 Epoch[21] Batch [21800-21850] Speed: 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accuracy=0.967344 2020-04-11 23:04:57,793 Epoch[21] Batch [22350-22400] Speed: 203.98 samples/sec accuracy=0.969219 2020-04-11 23:05:29,355 Epoch[21] Batch [22400-22450] Speed: 202.77 samples/sec accuracy=0.969688 2020-04-11 23:06:01,207 Epoch[21] Batch [22450-22500] Speed: 200.93 samples/sec accuracy=0.970000 2020-04-11 23:06:33,168 Epoch[21] Batch [22500-22550] Speed: 200.25 samples/sec accuracy=0.969844 2020-04-11 23:07:05,004 Epoch[21] Batch [22550-22600] Speed: 201.03 samples/sec accuracy=0.971562 2020-04-11 23:07:36,831 Epoch[21] Batch [22600-22650] Speed: 201.09 samples/sec accuracy=0.964844 2020-04-11 23:08:08,457 Epoch[21] Batch [22650-22700] Speed: 202.36 samples/sec accuracy=0.971250 2020-04-11 23:08:40,764 Epoch[21] Batch [22700-22750] Speed: 198.10 samples/sec accuracy=0.972656 2020-04-11 23:09:12,871 Epoch[21] Batch [22750-22800] Speed: 199.33 samples/sec accuracy=0.969688 2020-04-11 23:09:44,494 Epoch[21] Batch [22800-22850] Speed: 202.39 samples/sec accuracy=0.971094 2020-04-11 23:10:16,785 Epoch[21] Batch [22850-22900] Speed: 198.20 samples/sec accuracy=0.965469 2020-04-11 23:10:48,600 Epoch[21] Batch [22900-22950] Speed: 201.17 samples/sec accuracy=0.967187 2020-04-11 23:11:20,412 Epoch[21] Batch [22950-23000] Speed: 201.18 samples/sec accuracy=0.970000 2020-04-11 23:11:52,387 Epoch[21] Batch [23000-23050] Speed: 200.16 samples/sec accuracy=0.965469 2020-04-11 23:12:24,532 Epoch[21] Batch [23050-23100] Speed: 199.10 samples/sec accuracy=0.972500 2020-04-11 23:12:56,926 Epoch[21] Batch [23100-23150] Speed: 197.56 samples/sec accuracy=0.968750 2020-04-11 23:13:29,309 Epoch[21] Batch [23150-23200] Speed: 197.64 samples/sec accuracy=0.970469 2020-04-11 23:14:01,517 Epoch[21] Batch [23200-23250] Speed: 198.71 samples/sec accuracy=0.966562 2020-04-11 23:14:33,462 Epoch[21] Batch [23250-23300] Speed: 200.34 samples/sec accuracy=0.968750 2020-04-11 23:15:05,075 Epoch[21] Batch [23300-23350] Speed: 202.46 samples/sec accuracy=0.969375 2020-04-11 23:15:37,083 Epoch[21] Batch [23350-23400] Speed: 199.95 samples/sec accuracy=0.966094 2020-04-11 23:16:08,922 Epoch[21] Batch [23400-23450] Speed: 201.01 samples/sec accuracy=0.966250 2020-04-11 23:16:40,732 Epoch[21] Batch [23450-23500] Speed: 201.20 samples/sec accuracy=0.968594 2020-04-11 23:17:13,023 Epoch[21] Batch [23500-23550] Speed: 198.20 samples/sec accuracy=0.969844 2020-04-11 23:17:45,077 Epoch[21] Batch [23550-23600] Speed: 199.67 samples/sec accuracy=0.968750 2020-04-11 23:18:16,968 Epoch[21] Batch [23600-23650] Speed: 200.68 samples/sec accuracy=0.969375 2020-04-11 23:18:48,561 Epoch[21] Batch [23650-23700] Speed: 202.58 samples/sec accuracy=0.969844 2020-04-11 23:19:20,369 Epoch[21] Batch [23700-23750] Speed: 201.21 samples/sec accuracy=0.970469 2020-04-11 23:19:52,293 Epoch[21] Batch [23750-23800] Speed: 200.48 samples/sec accuracy=0.966719 2020-04-11 23:20:24,233 Epoch[21] Batch [23800-23850] Speed: 200.38 samples/sec accuracy=0.967500 2020-04-11 23:20:56,076 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accuracy=0.970313 2020-04-11 23:37:29,842 Epoch[21] Batch [25400-25450] Speed: 199.80 samples/sec accuracy=0.968437 2020-04-11 23:38:01,924 Epoch[21] Batch [25450-25500] Speed: 199.49 samples/sec accuracy=0.965781 2020-04-11 23:38:33,835 Epoch[21] Batch [25500-25550] Speed: 200.56 samples/sec accuracy=0.970313 2020-04-11 23:39:05,567 Epoch[21] Batch [25550-25600] Speed: 201.69 samples/sec accuracy=0.969063 2020-04-11 23:39:37,399 Epoch[21] Batch [25600-25650] Speed: 201.06 samples/sec accuracy=0.968437 2020-04-11 23:40:09,506 Epoch[21] Batch [25650-25700] Speed: 199.34 samples/sec accuracy=0.967344 2020-04-11 23:40:41,740 Epoch[21] Batch [25700-25750] Speed: 198.55 samples/sec accuracy=0.970781 2020-04-11 23:41:13,173 Epoch[21] Batch [25750-25800] Speed: 203.60 samples/sec accuracy=0.968281 2020-04-11 23:41:45,604 Epoch[21] Batch [25800-25850] Speed: 197.34 samples/sec accuracy=0.970156 2020-04-11 23:42:17,674 Epoch[21] Batch [25850-25900] Speed: 199.56 samples/sec accuracy=0.966875 2020-04-11 23:42:49,733 Epoch[21] Batch [25900-25950] Speed: 199.64 samples/sec accuracy=0.967969 2020-04-11 23:43:21,775 Epoch[21] Batch [25950-26000] Speed: 199.74 samples/sec accuracy=0.965938 2020-04-11 23:43:53,555 Epoch[21] Batch [26000-26050] Speed: 201.39 samples/sec accuracy=0.969531 2020-04-11 23:44:25,948 Epoch[21] Batch [26050-26100] Speed: 197.57 samples/sec accuracy=0.968906 2020-04-11 23:44:58,169 Epoch[21] Batch [26100-26150] Speed: 198.63 samples/sec accuracy=0.966719 2020-04-11 23:45:30,080 Epoch[21] Batch [26150-26200] Speed: 200.56 samples/sec accuracy=0.966562 2020-04-11 23:46:02,197 Epoch[21] Batch [26200-26250] Speed: 199.28 samples/sec accuracy=0.967812 2020-04-11 23:46:34,644 Epoch[21] Batch [26250-26300] Speed: 197.24 samples/sec accuracy=0.968594 2020-04-11 23:47:06,414 Epoch[21] Batch [26300-26350] Speed: 201.45 samples/sec accuracy=0.964844 2020-04-11 23:47:38,346 Epoch[21] Batch [26350-26400] Speed: 200.42 samples/sec accuracy=0.971406 2020-04-11 23:48:10,260 Epoch[21] Batch [26400-26450] Speed: 200.54 samples/sec accuracy=0.970000 2020-04-11 23:48:42,072 Epoch[21] Batch [26450-26500] Speed: 201.18 samples/sec accuracy=0.970156 2020-04-11 23:49:14,176 Epoch[21] Batch [26500-26550] Speed: 199.35 samples/sec accuracy=0.970156 2020-04-11 23:49:46,372 Epoch[21] Batch [26550-26600] Speed: 198.78 samples/sec accuracy=0.967344 2020-04-11 23:50:18,190 Epoch[21] Batch [26600-26650] Speed: 201.15 samples/sec accuracy=0.970000 2020-04-11 23:50:49,882 Epoch[21] Batch [26650-26700] Speed: 201.95 samples/sec accuracy=0.971562 2020-04-11 23:51:21,430 Epoch[21] Batch [26700-26750] Speed: 202.87 samples/sec accuracy=0.968281 2020-04-11 23:51:53,441 Epoch[21] Batch [26750-26800] Speed: 199.93 samples/sec accuracy=0.972344 2020-04-11 23:52:25,684 Epoch[21] Batch [26800-26850] Speed: 198.49 samples/sec accuracy=0.971094 2020-04-11 23:52:57,733 Epoch[21] Batch [26850-26900] Speed: 199.70 samples/sec accuracy=0.966719 2020-04-11 23:53:29,726 Epoch[21] Batch [26900-26950] Speed: 200.04 samples/sec accuracy=0.968594 2020-04-11 23:54:01,513 Epoch[21] Batch [26950-27000] Speed: 201.34 samples/sec accuracy=0.967031 2020-04-11 23:54:33,500 Epoch[21] Batch [27000-27050] Speed: 200.08 samples/sec accuracy=0.966719 2020-04-11 23:55:04,840 Epoch[21] Batch [27050-27100] Speed: 204.21 samples/sec accuracy=0.970156 2020-04-11 23:55:36,777 Epoch[21] Batch [27100-27150] Speed: 200.40 samples/sec accuracy=0.969063 2020-04-11 23:56:08,360 Epoch[21] Batch [27150-27200] Speed: 202.64 samples/sec accuracy=0.970313 2020-04-11 23:56:40,325 Epoch[21] Batch [27200-27250] Speed: 200.22 samples/sec accuracy=0.969219 2020-04-11 23:57:11,736 Epoch[21] Batch [27250-27300] Speed: 203.76 samples/sec accuracy=0.969531 2020-04-11 23:57:43,475 Epoch[21] Batch [27300-27350] Speed: 201.65 samples/sec accuracy=0.970625 2020-04-11 23:58:15,305 Epoch[21] Batch [27350-27400] Speed: 201.06 samples/sec accuracy=0.967187 2020-04-11 23:58:47,251 Epoch[21] Batch 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02:12:21,451 Epoch[22] Batch [8900-8950] Speed: 199.02 samples/sec accuracy=0.969688 2020-04-12 02:12:53,162 Epoch[22] Batch [8950-9000] Speed: 201.82 samples/sec accuracy=0.969844 2020-04-12 02:13:25,015 Epoch[22] Batch [9000-9050] Speed: 200.93 samples/sec accuracy=0.967656 2020-04-12 02:13:57,214 Epoch[22] Batch [9050-9100] Speed: 198.77 samples/sec accuracy=0.971094 2020-04-12 02:14:28,994 Epoch[22] Batch [9100-9150] Speed: 201.38 samples/sec accuracy=0.967656 2020-04-12 02:15:00,736 Epoch[22] Batch [9150-9200] Speed: 201.63 samples/sec accuracy=0.967344 2020-04-12 02:15:32,451 Epoch[22] Batch [9200-9250] Speed: 201.80 samples/sec accuracy=0.968906 2020-04-12 02:16:04,494 Epoch[22] Batch [9250-9300] Speed: 199.73 samples/sec accuracy=0.967656 2020-04-12 02:16:36,656 Epoch[22] Batch [9300-9350] Speed: 199.00 samples/sec accuracy=0.965781 2020-04-12 02:17:08,624 Epoch[22] Batch [9350-9400] Speed: 200.20 samples/sec accuracy=0.970938 2020-04-12 02:17:40,490 Epoch[22] Batch [9400-9450] Speed: 200.84 samples/sec accuracy=0.969531 2020-04-12 02:18:12,484 Epoch[22] Batch [9450-9500] Speed: 200.04 samples/sec accuracy=0.970156 2020-04-12 02:18:44,688 Epoch[22] Batch [9500-9550] Speed: 198.74 samples/sec accuracy=0.968125 2020-04-12 02:19:16,776 Epoch[22] Batch [9550-9600] Speed: 199.45 samples/sec accuracy=0.968437 2020-04-12 02:19:49,112 Epoch[22] Batch [9600-9650] Speed: 197.92 samples/sec accuracy=0.969063 2020-04-12 02:20:21,388 Epoch[22] Batch [9650-9700] Speed: 198.29 samples/sec accuracy=0.967969 2020-04-12 02:20:53,504 Epoch[22] Batch [9700-9750] Speed: 199.28 samples/sec accuracy=0.969844 2020-04-12 02:21:25,637 Epoch[22] Batch [9750-9800] Speed: 199.17 samples/sec accuracy=0.967500 2020-04-12 02:21:58,143 Epoch[22] Batch [9800-9850] Speed: 196.89 samples/sec accuracy=0.969844 2020-04-12 02:22:30,019 Epoch[22] Batch [9850-9900] Speed: 200.78 samples/sec accuracy=0.967187 2020-04-12 02:23:02,296 Epoch[22] Batch [9900-9950] Speed: 198.29 samples/sec accuracy=0.969688 2020-04-12 02:23:34,339 Epoch[22] Batch [9950-10000] Speed: 199.73 samples/sec accuracy=0.971094 2020-04-12 02:24:06,255 Epoch[22] Batch [10000-10050] Speed: 200.53 samples/sec accuracy=0.968281 2020-04-12 02:24:38,185 Epoch[22] Batch [10050-10100] Speed: 200.44 samples/sec accuracy=0.968437 2020-04-12 02:25:09,953 Epoch[22] Batch [10100-10150] Speed: 201.46 samples/sec accuracy=0.968906 2020-04-12 02:25:41,460 Epoch[22] Batch [10150-10200] Speed: 203.13 samples/sec accuracy=0.971875 2020-04-12 02:26:13,387 Epoch[22] Batch [10200-10250] Speed: 200.46 samples/sec accuracy=0.971406 2020-04-12 02:26:45,442 Epoch[22] Batch [10250-10300] Speed: 199.65 samples/sec accuracy=0.967344 2020-04-12 02:27:17,964 Epoch[22] Batch [10300-10350] Speed: 196.79 samples/sec accuracy=0.968594 2020-04-12 02:27:50,352 Epoch[22] Batch [10350-10400] Speed: 197.61 samples/sec accuracy=0.967656 2020-04-12 02:28:21,956 Epoch[22] Batch [10400-10450] Speed: 202.51 samples/sec accuracy=0.969688 2020-04-12 02:28:53,771 Epoch[22] Batch [10450-10500] Speed: 201.17 samples/sec accuracy=0.971719 2020-04-12 02:29:25,354 Epoch[22] Batch [10500-10550] Speed: 202.64 samples/sec accuracy=0.969531 2020-04-12 02:29:57,039 Epoch[22] Batch [10550-10600] Speed: 201.99 samples/sec accuracy=0.968750 2020-04-12 02:30:28,862 Epoch[22] Batch [10600-10650] Speed: 201.11 samples/sec accuracy=0.968281 2020-04-12 02:31:00,628 Epoch[22] Batch [10650-10700] Speed: 201.47 samples/sec accuracy=0.972031 2020-04-12 02:31:32,537 Epoch[22] Batch [10700-10750] Speed: 200.57 samples/sec accuracy=0.970938 2020-04-12 02:32:04,286 Epoch[22] Batch [10750-10800] Speed: 201.59 samples/sec accuracy=0.966250 2020-04-12 02:32:36,498 Epoch[22] Batch [10800-10850] Speed: 198.68 samples/sec accuracy=0.968437 2020-04-12 02:33:08,408 Epoch[22] Batch [10850-10900] Speed: 200.56 samples/sec accuracy=0.971094 2020-04-12 02:33:40,300 Epoch[22] Batch [10900-10950] Speed: 200.68 samples/sec accuracy=0.971562 2020-04-12 02:34:12,330 Epoch[22] Batch [10950-11000] Speed: 199.81 samples/sec accuracy=0.964531 2020-04-12 02:34:44,661 Epoch[22] Batch [11000-11050] Speed: 197.95 samples/sec accuracy=0.972812 2020-04-12 02:35:16,946 Epoch[22] Batch [11050-11100] Speed: 198.23 samples/sec accuracy=0.970625 2020-04-12 02:35:48,796 Epoch[22] Batch [11100-11150] Speed: 200.95 samples/sec accuracy=0.967344 2020-04-12 02:36:20,881 Epoch[22] Batch [11150-11200] Speed: 199.47 samples/sec accuracy=0.971250 2020-04-12 02:36:52,965 Epoch[22] Batch [11200-11250] Speed: 199.48 samples/sec accuracy=0.967969 2020-04-12 02:37:25,067 Epoch[22] Batch [11250-11300] Speed: 199.36 samples/sec accuracy=0.969688 2020-04-12 02:37:56,884 Epoch[22] Batch [11300-11350] Speed: 201.15 samples/sec accuracy=0.967187 2020-04-12 02:38:29,030 Epoch[22] Batch [11350-11400] Speed: 199.09 samples/sec accuracy=0.968906 2020-04-12 02:39:00,596 Epoch[22] Batch [11400-11450] Speed: 202.75 samples/sec accuracy=0.970938 2020-04-12 02:39:32,376 Epoch[22] Batch [11450-11500] Speed: 201.38 samples/sec accuracy=0.970625 2020-04-12 02:40:04,406 Epoch[22] Batch [11500-11550] Speed: 199.81 samples/sec accuracy=0.967187 2020-04-12 02:40:36,487 Epoch[22] Batch [11550-11600] Speed: 199.50 samples/sec accuracy=0.969375 2020-04-12 02:41:08,169 Epoch[22] Batch [11600-11650] Speed: 202.01 samples/sec accuracy=0.968281 2020-04-12 02:41:40,025 Epoch[22] Batch [11650-11700] Speed: 200.90 samples/sec accuracy=0.969063 2020-04-12 02:42:12,126 Epoch[22] Batch [11700-11750] Speed: 199.37 samples/sec accuracy=0.970313 2020-04-12 02:42:44,252 Epoch[22] Batch [11750-11800] Speed: 199.22 samples/sec accuracy=0.971250 2020-04-12 02:43:16,325 Epoch[22] Batch [11800-11850] Speed: 199.55 samples/sec accuracy=0.968281 2020-04-12 02:43:48,709 Epoch[22] Batch [11850-11900] Speed: 197.63 samples/sec accuracy=0.974688 2020-04-12 02:44:21,120 Epoch[22] Batch [11900-11950] Speed: 197.47 samples/sec accuracy=0.971250 2020-04-12 02:44:52,799 Epoch[22] Batch [11950-12000] Speed: 202.03 samples/sec accuracy=0.967656 2020-04-12 02:45:24,872 Epoch[22] Batch [12000-12050] Speed: 199.54 samples/sec accuracy=0.968437 2020-04-12 02:45:56,724 Epoch[22] Batch [12050-12100] Speed: 200.93 samples/sec accuracy=0.970000 2020-04-12 02:46:28,754 Epoch[22] Batch [12100-12150] Speed: 199.82 samples/sec accuracy=0.970313 2020-04-12 02:47:00,715 Epoch[22] Batch [12150-12200] Speed: 200.24 samples/sec accuracy=0.968437 2020-04-12 02:47:32,308 Epoch[22] Batch [12200-12250] Speed: 202.58 samples/sec accuracy=0.969844 2020-04-12 02:48:04,356 Epoch[22] Batch [12250-12300] Speed: 199.70 samples/sec accuracy=0.965781 2020-04-12 02:48:35,726 Epoch[22] Batch [12300-12350] Speed: 204.02 samples/sec accuracy=0.970781 2020-04-12 02:49:07,938 Epoch[22] Batch [12350-12400] Speed: 198.68 samples/sec accuracy=0.969531 2020-04-12 02:49:39,780 Epoch[22] Batch [12400-12450] Speed: 201.00 samples/sec accuracy=0.970625 2020-04-12 02:50:11,787 Epoch[22] Batch [12450-12500] Speed: 199.96 samples/sec accuracy=0.973125 2020-04-12 02:50:44,096 Epoch[22] Batch [12500-12550] Speed: 198.09 samples/sec accuracy=0.970313 2020-04-12 02:51:16,157 Epoch[22] Batch [12550-12600] Speed: 199.62 samples/sec accuracy=0.967969 2020-04-12 02:51:48,345 Epoch[22] Batch [12600-12650] Speed: 198.83 samples/sec accuracy=0.968125 2020-04-12 02:52:20,592 Epoch[22] Batch [12650-12700] Speed: 198.47 samples/sec accuracy=0.970000 2020-04-12 02:52:52,621 Epoch[22] Batch [12700-12750] Speed: 199.82 samples/sec accuracy=0.969531 2020-04-12 02:53:24,925 Epoch[22] Batch [12750-12800] Speed: 198.12 samples/sec accuracy=0.970156 2020-04-12 02:53:57,129 Epoch[22] Batch [12800-12850] Speed: 198.73 samples/sec accuracy=0.972344 2020-04-12 02:54:29,362 Epoch[22] Batch [12850-12900] Speed: 198.55 samples/sec accuracy=0.971250 2020-04-12 02:55:01,061 Epoch[22] Batch [12900-12950] Speed: 201.90 samples/sec accuracy=0.971719 2020-04-12 02:55:33,250 Epoch[22] Batch [12950-13000] Speed: 198.83 samples/sec accuracy=0.972187 2020-04-12 02:56:04,823 Epoch[22] Batch [13000-13050] Speed: 202.71 samples/sec accuracy=0.969375 2020-04-12 02:56:36,798 Epoch[22] Batch [13050-13100] Speed: 200.16 samples/sec accuracy=0.971094 2020-04-12 02:57:08,934 Epoch[22] Batch [13100-13150] Speed: 199.16 samples/sec accuracy=0.969531 2020-04-12 02:57:40,938 Epoch[22] Batch [13150-13200] Speed: 199.98 samples/sec accuracy=0.967187 2020-04-12 02:58:12,967 Epoch[22] Batch [13200-13250] Speed: 199.82 samples/sec accuracy=0.967500 2020-04-12 02:58:44,743 Epoch[22] Batch [13250-13300] Speed: 201.41 samples/sec accuracy=0.972187 2020-04-12 02:59:16,618 Epoch[22] Batch [13300-13350] Speed: 200.78 samples/sec accuracy=0.968594 2020-04-12 02:59:48,818 Epoch[22] Batch [13350-13400] Speed: 198.76 samples/sec accuracy=0.972187 2020-04-12 03:00:20,837 Epoch[22] Batch [13400-13450] Speed: 199.88 samples/sec accuracy=0.973281 2020-04-12 03:00:53,393 Epoch[22] Batch [13450-13500] Speed: 196.58 samples/sec accuracy=0.968906 2020-04-12 03:01:25,183 Epoch[22] Batch [13500-13550] Speed: 201.33 samples/sec accuracy=0.965469 2020-04-12 03:01:57,152 Epoch[22] Batch [13550-13600] Speed: 200.19 samples/sec accuracy=0.968281 2020-04-12 03:02:28,920 Epoch[22] Batch [13600-13650] Speed: 201.46 samples/sec accuracy=0.971406 2020-04-12 03:03:01,451 Epoch[22] Batch [13650-13700] Speed: 196.74 samples/sec accuracy=0.972500 2020-04-12 03:03:33,085 Epoch[22] Batch [13700-13750] Speed: 202.32 samples/sec accuracy=0.972187 2020-04-12 03:04:05,198 Epoch[22] Batch [13750-13800] Speed: 199.30 samples/sec accuracy=0.969844 2020-04-12 03:04:37,181 Epoch[22] Batch [13800-13850] Speed: 200.11 samples/sec accuracy=0.972187 2020-04-12 03:05:09,023 Epoch[22] Batch [13850-13900] Speed: 200.99 samples/sec accuracy=0.968750 2020-04-12 03:05:40,940 Epoch[22] Batch [13900-13950] Speed: 200.52 samples/sec accuracy=0.967656 2020-04-12 03:06:13,193 Epoch[22] Batch [13950-14000] Speed: 198.43 samples/sec accuracy=0.968125 2020-04-12 03:06:45,119 Epoch[22] Batch [14000-14050] Speed: 200.47 samples/sec accuracy=0.970156 2020-04-12 03:07:17,261 Epoch[22] Batch [14050-14100] Speed: 199.12 samples/sec accuracy=0.972031 2020-04-12 03:07:49,376 Epoch[22] Batch [14100-14150] Speed: 199.28 samples/sec accuracy=0.968906 2020-04-12 03:08:21,391 Epoch[22] Batch [14150-14200] Speed: 199.91 samples/sec accuracy=0.970156 2020-04-12 03:08:53,280 Epoch[22] Batch [14200-14250] Speed: 200.69 samples/sec accuracy=0.974063 2020-04-12 03:09:25,169 Epoch[22] Batch [14250-14300] Speed: 200.70 samples/sec accuracy=0.968125 2020-04-12 03:09:57,032 Epoch[22] Batch [14300-14350] Speed: 200.87 samples/sec accuracy=0.966562 2020-04-12 03:10:28,844 Epoch[22] Batch [14350-14400] Speed: 201.18 samples/sec accuracy=0.969844 2020-04-12 03:11:01,119 Epoch[22] Batch [14400-14450] Speed: 198.30 samples/sec accuracy=0.971406 2020-04-12 03:11:33,040 Epoch[22] Batch [14450-14500] Speed: 200.49 samples/sec accuracy=0.971562 2020-04-12 03:12:04,949 Epoch[22] Batch [14500-14550] Speed: 200.57 samples/sec accuracy=0.969219 2020-04-12 03:12:37,046 Epoch[22] Batch [14550-14600] Speed: 199.40 samples/sec accuracy=0.970000 2020-04-12 03:13:09,167 Epoch[22] Batch [14600-14650] Speed: 199.25 samples/sec accuracy=0.967500 2020-04-12 03:13:41,087 Epoch[22] Batch [14650-14700] Speed: 200.50 samples/sec accuracy=0.969375 2020-04-12 03:14:12,905 Epoch[22] Batch [14700-14750] Speed: 201.15 samples/sec accuracy=0.969688 2020-04-12 03:14:45,354 Epoch[22] Batch [14750-14800] Speed: 197.24 samples/sec accuracy=0.971406 2020-04-12 03:15:17,831 Epoch[22] Batch [14800-14850] Speed: 197.06 samples/sec accuracy=0.971406 2020-04-12 03:15:49,495 Epoch[22] Batch [14850-14900] Speed: 202.12 samples/sec accuracy=0.967187 2020-04-12 03:16:21,370 Epoch[22] Batch [14900-14950] Speed: 200.79 samples/sec accuracy=0.970000 2020-04-12 03:16:53,157 Epoch[22] Batch [14950-15000] Speed: 201.34 samples/sec accuracy=0.971875 2020-04-12 03:17:25,099 Epoch[22] Batch [15000-15050] Speed: 200.37 samples/sec accuracy=0.972031 2020-04-12 03:17:57,018 Epoch[22] Batch [15050-15100] Speed: 200.51 samples/sec accuracy=0.971094 2020-04-12 03:18:29,196 Epoch[22] Batch [15100-15150] Speed: 198.90 samples/sec accuracy=0.967656 2020-04-12 03:19:01,308 Epoch[22] Batch [15150-15200] Speed: 199.30 samples/sec accuracy=0.971406 2020-04-12 03:19:33,268 Epoch[22] Batch [15200-15250] Speed: 200.25 samples/sec accuracy=0.969063 2020-04-12 03:20:05,298 Epoch[22] Batch [15250-15300] Speed: 199.81 samples/sec accuracy=0.968437 2020-04-12 03:20:37,393 Epoch[22] Batch [15300-15350] Speed: 199.40 samples/sec accuracy=0.970938 2020-04-12 03:21:09,400 Epoch[22] Batch [15350-15400] Speed: 199.96 samples/sec accuracy=0.967812 2020-04-12 03:21:41,326 Epoch[22] Batch [15400-15450] Speed: 200.47 samples/sec accuracy=0.968750 2020-04-12 03:22:13,257 Epoch[22] Batch [15450-15500] Speed: 200.43 samples/sec accuracy=0.973125 2020-04-12 03:22:45,067 Epoch[22] Batch [15500-15550] Speed: 201.20 samples/sec accuracy=0.972187 2020-04-12 03:23:17,183 Epoch[22] Batch [15550-15600] Speed: 199.28 samples/sec accuracy=0.968750 2020-04-12 03:23:49,288 Epoch[22] Batch [15600-15650] Speed: 199.35 samples/sec accuracy=0.969844 2020-04-12 03:24:21,023 Epoch[22] Batch [15650-15700] Speed: 201.67 samples/sec accuracy=0.968281 2020-04-12 03:24:53,417 Epoch[22] Batch [15700-15750] Speed: 197.57 samples/sec accuracy=0.971250 2020-04-12 03:25:25,402 Epoch[22] Batch [15750-15800] Speed: 200.09 samples/sec accuracy=0.963750 2020-04-12 03:25:57,429 Epoch[22] Batch [15800-15850] Speed: 199.83 samples/sec accuracy=0.972500 2020-04-12 03:26:29,807 Epoch[22] Batch [15850-15900] Speed: 197.66 samples/sec accuracy=0.971562 2020-04-12 03:27:01,833 Epoch[22] Batch [15900-15950] Speed: 199.84 samples/sec accuracy=0.972187 2020-04-12 03:27:33,376 Epoch[22] Batch [15950-16000] Speed: 202.90 samples/sec accuracy=0.967969 2020-04-12 03:28:05,385 Epoch[22] Batch [16000-16050] Speed: 199.95 samples/sec accuracy=0.970156 2020-04-12 03:28:37,446 Epoch[22] Batch [16050-16100] Speed: 199.62 samples/sec accuracy=0.971250 2020-04-12 03:29:09,611 Epoch[22] Batch [16100-16150] Speed: 198.98 samples/sec accuracy=0.969219 2020-04-12 03:29:41,407 Epoch[22] Batch [16150-16200] Speed: 201.28 samples/sec accuracy=0.967187 2020-04-12 03:30:13,283 Epoch[22] Batch [16200-16250] Speed: 200.78 samples/sec accuracy=0.969688 2020-04-12 03:30:45,151 Epoch[22] Batch [16250-16300] Speed: 200.83 samples/sec accuracy=0.967344 2020-04-12 03:31:17,657 Epoch[22] Batch [16300-16350] Speed: 196.89 samples/sec accuracy=0.968906 2020-04-12 03:31:50,125 Epoch[22] Batch [16350-16400] Speed: 197.11 samples/sec accuracy=0.970938 2020-04-12 03:32:22,306 Epoch[22] Batch [16400-16450] Speed: 198.88 samples/sec accuracy=0.968594 2020-04-12 03:32:53,981 Epoch[22] Batch [16450-16500] Speed: 202.05 samples/sec accuracy=0.970313 2020-04-12 03:33:25,984 Epoch[22] Batch [16500-16550] Speed: 199.99 samples/sec accuracy=0.973437 2020-04-12 03:33:57,867 Epoch[22] Batch [16550-16600] Speed: 200.74 samples/sec accuracy=0.972812 2020-04-12 03:34:29,957 Epoch[22] Batch [16600-16650] Speed: 199.44 samples/sec accuracy=0.966719 2020-04-12 03:35:01,649 Epoch[22] Batch [16650-16700] Speed: 201.95 samples/sec accuracy=0.964063 2020-04-12 03:35:33,516 Epoch[22] Batch [16700-16750] Speed: 200.84 samples/sec accuracy=0.970469 2020-04-12 03:36:05,587 Epoch[22] Batch [16750-16800] Speed: 199.56 samples/sec accuracy=0.965938 2020-04-12 03:36:37,809 Epoch[22] Batch [16800-16850] Speed: 198.62 samples/sec accuracy=0.970625 2020-04-12 03:37:10,083 Epoch[22] Batch [16850-16900] Speed: 198.30 samples/sec accuracy=0.971094 2020-04-12 03:37:41,780 Epoch[22] Batch [16900-16950] Speed: 201.91 samples/sec accuracy=0.971562 2020-04-12 03:38:13,706 Epoch[22] Batch [16950-17000] Speed: 200.47 samples/sec accuracy=0.967344 2020-04-12 03:38:45,854 Epoch[22] Batch [17000-17050] Speed: 199.08 samples/sec accuracy=0.969531 2020-04-12 03:39:18,029 Epoch[22] Batch [17050-17100] Speed: 198.91 samples/sec accuracy=0.972344 2020-04-12 03:39:50,156 Epoch[22] Batch [17100-17150] Speed: 199.21 samples/sec accuracy=0.968281 2020-04-12 03:40:22,177 Epoch[22] Batch [17150-17200] Speed: 199.87 samples/sec accuracy=0.971250 2020-04-12 03:40:53,813 Epoch[22] Batch [17200-17250] Speed: 202.30 samples/sec accuracy=0.966094 2020-04-12 03:41:25,322 Epoch[22] Batch [17250-17300] Speed: 203.12 samples/sec accuracy=0.968281 2020-04-12 03:41:56,882 Epoch[22] Batch [17300-17350] Speed: 202.79 samples/sec accuracy=0.967187 2020-04-12 03:42:28,738 Epoch[22] Batch [17350-17400] Speed: 200.91 samples/sec accuracy=0.968750 2020-04-12 03:43:00,983 Epoch[22] Batch [17400-17450] Speed: 198.48 samples/sec accuracy=0.968125 2020-04-12 03:43:33,241 Epoch[22] Batch [17450-17500] Speed: 198.40 samples/sec accuracy=0.969063 2020-04-12 03:44:05,092 Epoch[22] Batch [17500-17550] Speed: 200.93 samples/sec accuracy=0.971562 2020-04-12 03:44:36,803 Epoch[22] Batch [17550-17600] Speed: 201.82 samples/sec accuracy=0.969063 2020-04-12 03:45:08,264 Epoch[22] Batch [17600-17650] Speed: 203.43 samples/sec accuracy=0.970625 2020-04-12 03:45:40,190 Epoch[22] Batch [17650-17700] Speed: 200.46 samples/sec accuracy=0.965938 2020-04-12 03:46:11,805 Epoch[22] Batch [17700-17750] Speed: 202.44 samples/sec accuracy=0.968281 2020-04-12 03:46:43,338 Epoch[22] Batch [17750-17800] Speed: 202.96 samples/sec accuracy=0.972500 2020-04-12 03:47:15,853 Epoch[22] Batch [17800-17850] Speed: 196.83 samples/sec accuracy=0.964844 2020-04-12 03:47:47,891 Epoch[22] Batch [17850-17900] Speed: 199.76 samples/sec accuracy=0.972812 2020-04-12 03:48:19,500 Epoch[22] Batch [17900-17950] Speed: 202.48 samples/sec accuracy=0.970313 2020-04-12 03:48:51,176 Epoch[22] Batch [17950-18000] Speed: 202.04 samples/sec accuracy=0.969375 2020-04-12 03:49:23,038 Epoch[22] Batch [18000-18050] Speed: 200.87 samples/sec accuracy=0.968125 2020-04-12 03:49:55,105 Epoch[22] Batch [18050-18100] Speed: 199.58 samples/sec accuracy=0.970469 2020-04-12 03:50:27,261 Epoch[22] Batch [18100-18150] Speed: 199.03 samples/sec accuracy=0.963594 2020-04-12 03:50:59,166 Epoch[22] Batch [18150-18200] Speed: 200.60 samples/sec accuracy=0.969063 2020-04-12 03:51:31,151 Epoch[22] Batch [18200-18250] Speed: 200.09 samples/sec accuracy=0.968437 2020-04-12 03:52:03,221 Epoch[22] Batch [18250-18300] Speed: 199.57 samples/sec accuracy=0.968437 2020-04-12 03:52:35,093 Epoch[22] Batch [18300-18350] Speed: 200.80 samples/sec accuracy=0.973437 2020-04-12 03:53:07,016 Epoch[22] Batch [18350-18400] Speed: 200.48 samples/sec accuracy=0.971094 2020-04-12 03:53:39,117 Epoch[22] Batch [18400-18450] Speed: 199.37 samples/sec accuracy=0.971250 2020-04-12 03:54:11,470 Epoch[22] Batch [18450-18500] Speed: 197.82 samples/sec accuracy=0.973750 2020-04-12 03:54:43,132 Epoch[22] Batch [18500-18550] Speed: 202.14 samples/sec accuracy=0.971719 2020-04-12 03:55:15,122 Epoch[22] Batch [18550-18600] Speed: 200.06 samples/sec accuracy=0.973906 2020-04-12 03:55:47,159 Epoch[22] Batch [18600-18650] Speed: 199.77 samples/sec accuracy=0.968125 2020-04-12 03:56:19,224 Epoch[22] Batch [18650-18700] Speed: 199.59 samples/sec accuracy=0.969063 2020-04-12 03:56:51,102 Epoch[22] Batch [18700-18750] Speed: 200.77 samples/sec accuracy=0.968906 2020-04-12 03:57:22,866 Epoch[22] Batch [18750-18800] Speed: 201.48 samples/sec accuracy=0.968281 2020-04-12 03:57:54,555 Epoch[22] Batch [18800-18850] Speed: 201.97 samples/sec accuracy=0.973594 2020-04-12 03:58:26,814 Epoch[22] Batch [18850-18900] Speed: 198.39 samples/sec accuracy=0.971250 2020-04-12 03:58:58,514 Epoch[22] Batch [18900-18950] Speed: 201.90 samples/sec accuracy=0.971406 2020-04-12 03:59:30,082 Epoch[22] Batch [18950-19000] Speed: 202.74 samples/sec accuracy=0.967656 2020-04-12 04:00:02,100 Epoch[22] Batch [19000-19050] Speed: 199.89 samples/sec accuracy=0.967812 2020-04-12 04:00:34,008 Epoch[22] Batch [19050-19100] Speed: 200.58 samples/sec accuracy=0.970938 2020-04-12 04:01:05,840 Epoch[22] Batch [19100-19150] Speed: 201.06 samples/sec accuracy=0.969531 2020-04-12 04:01:37,507 Epoch[22] Batch [19150-19200] Speed: 202.11 samples/sec accuracy=0.967656 2020-04-12 04:02:09,427 Epoch[22] Batch [19200-19250] Speed: 200.50 samples/sec accuracy=0.972031 2020-04-12 04:02:41,639 Epoch[22] Batch [19250-19300] Speed: 198.69 samples/sec accuracy=0.969063 2020-04-12 04:03:13,638 Epoch[22] Batch [19300-19350] Speed: 200.01 samples/sec accuracy=0.973594 2020-04-12 04:03:46,174 Epoch[22] Batch [19350-19400] Speed: 196.71 samples/sec accuracy=0.973281 2020-04-12 04:04:18,184 Epoch[22] Batch [19400-19450] Speed: 199.94 samples/sec accuracy=0.971562 2020-04-12 04:04:50,030 Epoch[22] Batch [19450-19500] Speed: 200.97 samples/sec accuracy=0.968437 2020-04-12 04:05:21,741 Epoch[22] Batch [19500-19550] Speed: 201.82 samples/sec accuracy=0.967500 2020-04-12 04:05:53,574 Epoch[22] Batch [19550-19600] Speed: 201.05 samples/sec accuracy=0.968594 2020-04-12 04:06:25,265 Epoch[22] Batch [19600-19650] Speed: 201.95 samples/sec accuracy=0.967812 2020-04-12 04:06:57,327 Epoch[22] Batch [19650-19700] Speed: 199.62 samples/sec accuracy=0.970313 2020-04-12 04:07:29,073 Epoch[22] Batch [19700-19750] Speed: 201.60 samples/sec accuracy=0.970625 2020-04-12 04:08:01,150 Epoch[22] Batch [19750-19800] Speed: 199.52 samples/sec accuracy=0.970469 2020-04-12 04:08:33,043 Epoch[22] Batch [19800-19850] Speed: 200.68 samples/sec accuracy=0.966562 2020-04-12 04:09:05,219 Epoch[22] Batch [19850-19900] Speed: 198.91 samples/sec accuracy=0.971719 2020-04-12 04:09:36,742 Epoch[22] Batch [19900-19950] Speed: 203.03 samples/sec accuracy=0.970000 2020-04-12 04:10:08,600 Epoch[22] Batch [19950-20000] Speed: 200.89 samples/sec accuracy=0.969844 2020-04-12 04:10:40,883 Epoch[22] Batch [20000-20050] Speed: 198.25 samples/sec accuracy=0.965469 2020-04-12 04:11:12,431 Epoch[22] Batch [20050-20100] Speed: 202.87 samples/sec accuracy=0.972187 2020-04-12 04:11:44,599 Epoch[22] Batch [20100-20150] Speed: 198.96 samples/sec accuracy=0.963906 2020-04-12 04:12:16,517 Epoch[22] Batch [20150-20200] Speed: 200.51 samples/sec accuracy=0.969219 2020-04-12 04:12:48,815 Epoch[22] Batch [20200-20250] Speed: 198.16 samples/sec accuracy=0.967187 2020-04-12 04:13:20,761 Epoch[22] Batch [20250-20300] Speed: 200.34 samples/sec accuracy=0.969375 2020-04-12 04:13:52,557 Epoch[22] Batch [20300-20350] Speed: 201.29 samples/sec accuracy=0.968906 2020-04-12 04:14:24,311 Epoch[22] Batch [20350-20400] Speed: 201.55 samples/sec accuracy=0.973594 2020-04-12 04:14:56,413 Epoch[22] Batch [20400-20450] Speed: 199.37 samples/sec accuracy=0.968281 2020-04-12 04:15:28,173 Epoch[22] Batch [20450-20500] Speed: 201.51 samples/sec accuracy=0.972812 2020-04-12 04:16:00,074 Epoch[22] Batch [20500-20550] Speed: 200.62 samples/sec accuracy=0.974844 2020-04-12 04:16:32,290 Epoch[22] Batch [20550-20600] Speed: 198.66 samples/sec accuracy=0.971562 2020-04-12 04:17:04,288 Epoch[22] Batch [20600-20650] Speed: 200.02 samples/sec accuracy=0.969375 2020-04-12 04:17:36,345 Epoch[22] Batch [20650-20700] Speed: 199.64 samples/sec accuracy=0.971875 2020-04-12 04:18:08,167 Epoch[22] Batch [20700-20750] Speed: 201.12 samples/sec accuracy=0.975625 2020-04-12 04:18:40,657 Epoch[22] Batch [20750-20800] Speed: 196.99 samples/sec accuracy=0.965156 2020-04-12 04:19:13,034 Epoch[22] Batch [20800-20850] Speed: 197.67 samples/sec accuracy=0.970156 2020-04-12 04:19:45,337 Epoch[22] Batch [20850-20900] Speed: 198.13 samples/sec accuracy=0.967187 2020-04-12 04:20:17,254 Epoch[22] Batch [20900-20950] Speed: 200.53 samples/sec accuracy=0.967500 2020-04-12 04:20:49,814 Epoch[22] Batch [20950-21000] Speed: 196.56 samples/sec accuracy=0.968437 2020-04-12 04:21:21,510 Epoch[22] Batch [21000-21050] Speed: 201.92 samples/sec accuracy=0.968125 2020-04-12 04:21:53,085 Epoch[22] Batch [21050-21100] Speed: 202.70 samples/sec accuracy=0.966094 2020-04-12 04:22:25,191 Epoch[22] Batch [21100-21150] Speed: 199.34 samples/sec accuracy=0.970469 2020-04-12 04:22:56,793 Epoch[22] Batch [21150-21200] Speed: 202.52 samples/sec accuracy=0.968906 2020-04-12 04:23:28,873 Epoch[22] Batch [21200-21250] Speed: 199.51 samples/sec accuracy=0.968125 2020-04-12 04:24:00,868 Epoch[22] Batch [21250-21300] Speed: 200.03 samples/sec accuracy=0.969844 2020-04-12 04:24:32,997 Epoch[22] Batch [21300-21350] Speed: 199.20 samples/sec accuracy=0.970313 2020-04-12 04:25:05,089 Epoch[22] Batch [21350-21400] Speed: 199.43 samples/sec accuracy=0.969688 2020-04-12 04:25:36,921 Epoch[22] Batch [21400-21450] Speed: 201.06 samples/sec accuracy=0.972187 2020-04-12 04:26:08,363 Epoch[22] Batch [21450-21500] Speed: 203.55 samples/sec accuracy=0.968750 2020-04-12 04:26:40,360 Epoch[22] Batch [21500-21550] Speed: 200.02 samples/sec accuracy=0.967969 2020-04-12 04:27:12,016 Epoch[22] Batch [21550-21600] Speed: 202.17 samples/sec accuracy=0.970938 2020-04-12 04:27:44,073 Epoch[22] Batch [21600-21650] Speed: 199.65 samples/sec accuracy=0.973281 2020-04-12 04:28:16,226 Epoch[22] Batch [21650-21700] Speed: 199.05 samples/sec accuracy=0.964688 2020-04-12 04:28:48,073 Epoch[22] Batch [21700-21750] Speed: 200.96 samples/sec accuracy=0.972812 2020-04-12 04:29:19,910 Epoch[22] Batch [21750-21800] Speed: 201.02 samples/sec accuracy=0.968437 2020-04-12 04:29:51,543 Epoch[22] Batch [21800-21850] Speed: 202.32 samples/sec accuracy=0.969844 2020-04-12 04:30:23,275 Epoch[22] Batch [21850-21900] Speed: 201.69 samples/sec accuracy=0.970469 2020-04-12 04:30:55,336 Epoch[22] Batch [21900-21950] Speed: 199.63 samples/sec accuracy=0.969531 2020-04-12 04:31:27,441 Epoch[22] Batch [21950-22000] Speed: 199.35 samples/sec accuracy=0.971250 2020-04-12 04:31:59,255 Epoch[22] Batch [22000-22050] Speed: 201.17 samples/sec accuracy=0.969219 2020-04-12 04:32:31,717 Epoch[22] Batch [22050-22100] Speed: 197.16 samples/sec accuracy=0.972812 2020-04-12 04:33:03,669 Epoch[22] Batch [22100-22150] Speed: 200.30 samples/sec accuracy=0.967344 2020-04-12 04:33:35,563 Epoch[22] Batch [22150-22200] Speed: 200.67 samples/sec accuracy=0.970000 2020-04-12 04:34:07,301 Epoch[22] Batch [22200-22250] Speed: 201.65 samples/sec accuracy=0.971406 2020-04-12 04:34:39,270 Epoch[22] Batch [22250-22300] Speed: 200.20 samples/sec accuracy=0.968437 2020-04-12 04:35:11,714 Epoch[22] Batch [22300-22350] Speed: 197.26 samples/sec accuracy=0.967812 2020-04-12 04:35:43,615 Epoch[22] Batch [22350-22400] Speed: 200.62 samples/sec accuracy=0.971406 2020-04-12 04:36:16,045 Epoch[22] Batch [22400-22450] Speed: 197.35 samples/sec accuracy=0.968750 2020-04-12 04:36:47,969 Epoch[22] Batch [22450-22500] Speed: 200.48 samples/sec accuracy=0.968437 2020-04-12 04:37:20,416 Epoch[22] Batch [22500-22550] Speed: 197.25 samples/sec accuracy=0.972187 2020-04-12 04:37:52,134 Epoch[22] Batch [22550-22600] Speed: 201.78 samples/sec accuracy=0.971406 2020-04-12 04:38:24,360 Epoch[22] Batch [22600-22650] Speed: 198.60 samples/sec accuracy=0.970469 2020-04-12 04:38:56,470 Epoch[22] Batch [22650-22700] Speed: 199.32 samples/sec accuracy=0.968594 2020-04-12 04:39:28,935 Epoch[22] Batch [22700-22750] Speed: 197.14 samples/sec accuracy=0.974844 2020-04-12 04:40:00,777 Epoch[22] Batch [22750-22800] Speed: 200.99 samples/sec accuracy=0.966875 2020-04-12 04:40:32,860 Epoch[22] Batch [22800-22850] Speed: 199.48 samples/sec accuracy=0.971406 2020-04-12 04:41:05,136 Epoch[22] Batch [22850-22900] Speed: 198.29 samples/sec accuracy=0.972031 2020-04-12 04:41:37,180 Epoch[22] Batch [22900-22950] Speed: 199.73 samples/sec accuracy=0.969219 2020-04-12 04:42:09,021 Epoch[22] Batch [22950-23000] Speed: 201.00 samples/sec accuracy=0.968437 2020-04-12 04:42:40,950 Epoch[22] Batch [23000-23050] Speed: 200.45 samples/sec accuracy=0.967187 2020-04-12 04:43:12,855 Epoch[22] Batch [23050-23100] Speed: 200.60 samples/sec accuracy=0.965781 2020-04-12 04:43:44,454 Epoch[22] Batch [23100-23150] Speed: 202.54 samples/sec accuracy=0.967187 2020-04-12 04:44:16,023 Epoch[22] Batch [23150-23200] Speed: 202.73 samples/sec accuracy=0.967187 2020-04-12 04:44:47,965 Epoch[22] Batch [23200-23250] Speed: 200.36 samples/sec accuracy=0.965625 2020-04-12 04:45:20,199 Epoch[22] Batch [23250-23300] Speed: 198.55 samples/sec accuracy=0.970313 2020-04-12 04:45:52,397 Epoch[22] Batch [23300-23350] Speed: 198.77 samples/sec accuracy=0.967031 2020-04-12 04:46:24,457 Epoch[22] Batch [23350-23400] Speed: 199.63 samples/sec accuracy=0.965781 2020-04-12 04:46:56,588 Epoch[22] Batch [23400-23450] Speed: 199.19 samples/sec accuracy=0.968437 2020-04-12 04:47:28,203 Epoch[22] Batch [23450-23500] Speed: 202.44 samples/sec accuracy=0.966406 2020-04-12 04:47:59,745 Epoch[22] Batch [23500-23550] Speed: 202.91 samples/sec accuracy=0.974063 2020-04-12 04:48:31,739 Epoch[22] Batch [23550-23600] Speed: 200.04 samples/sec accuracy=0.969063 2020-04-12 04:49:03,603 Epoch[22] Batch [23600-23650] Speed: 200.85 samples/sec accuracy=0.967969 2020-04-12 04:49:35,084 Epoch[22] Batch [23650-23700] Speed: 203.30 samples/sec accuracy=0.970625 2020-04-12 04:50:06,728 Epoch[22] Batch [23700-23750] Speed: 202.25 samples/sec accuracy=0.968594 2020-04-12 04:50:38,641 Epoch[22] Batch [23750-23800] Speed: 200.55 samples/sec accuracy=0.970781 2020-04-12 04:51:10,801 Epoch[22] Batch [23800-23850] Speed: 199.01 samples/sec accuracy=0.970625 2020-04-12 04:51:42,429 Epoch[22] Batch [23850-23900] Speed: 202.35 samples/sec accuracy=0.970313 2020-04-12 04:52:14,363 Epoch[22] Batch [23900-23950] Speed: 200.41 samples/sec accuracy=0.970000 2020-04-12 04:52:46,622 Epoch[22] Batch [23950-24000] Speed: 198.39 samples/sec accuracy=0.968125 2020-04-12 04:53:18,325 Epoch[22] Batch [24000-24050] Speed: 201.88 samples/sec accuracy=0.970000 2020-04-12 04:53:50,498 Epoch[22] Batch [24050-24100] Speed: 198.92 samples/sec accuracy=0.967344 2020-04-12 04:54:22,457 Epoch[22] Batch [24100-24150] Speed: 200.26 samples/sec accuracy=0.967500 2020-04-12 04:54:54,350 Epoch[22] Batch [24150-24200] Speed: 200.68 samples/sec accuracy=0.970469 2020-04-12 04:55:26,266 Epoch[22] Batch [24200-24250] Speed: 200.53 samples/sec accuracy=0.969844 2020-04-12 04:55:58,465 Epoch[22] Batch [24250-24300] Speed: 198.76 samples/sec accuracy=0.969531 2020-04-12 04:56:30,412 Epoch[22] Batch [24300-24350] Speed: 200.33 samples/sec accuracy=0.975156 2020-04-12 04:57:02,439 Epoch[22] Batch [24350-24400] Speed: 199.83 samples/sec accuracy=0.970938 2020-04-12 04:57:34,785 Epoch[22] Batch [24400-24450] Speed: 197.86 samples/sec accuracy=0.969531 2020-04-12 04:58:07,126 Epoch[22] Batch [24450-24500] Speed: 197.89 samples/sec accuracy=0.970625 2020-04-12 04:58:38,870 Epoch[22] Batch [24500-24550] Speed: 201.61 samples/sec accuracy=0.971406 2020-04-12 04:59:11,104 Epoch[22] Batch [24550-24600] Speed: 198.55 samples/sec accuracy=0.969219 2020-04-12 04:59:42,829 Epoch[22] Batch [24600-24650] Speed: 201.74 samples/sec accuracy=0.970313 2020-04-12 05:00:14,998 Epoch[22] Batch [24650-24700] Speed: 198.95 samples/sec accuracy=0.969063 2020-04-12 05:00:47,309 Epoch[22] Batch [24700-24750] Speed: 198.07 samples/sec accuracy=0.965313 2020-04-12 05:01:19,475 Epoch[22] Batch [24750-24800] Speed: 198.97 samples/sec accuracy=0.973437 2020-04-12 05:01:51,321 Epoch[22] Batch [24800-24850] Speed: 200.97 samples/sec accuracy=0.966719 2020-04-12 05:02:22,981 Epoch[22] Batch [24850-24900] Speed: 202.15 samples/sec accuracy=0.971719 2020-04-12 05:02:54,867 Epoch[22] Batch [24900-24950] Speed: 200.72 samples/sec accuracy=0.967344 2020-04-12 05:03:26,808 Epoch[22] Batch [24950-25000] Speed: 200.37 samples/sec accuracy=0.967656 2020-04-12 05:03:59,035 Epoch[22] Batch [25000-25050] Speed: 198.59 samples/sec accuracy=0.972187 2020-04-12 05:04:30,705 Epoch[22] Batch [25050-25100] Speed: 202.08 samples/sec accuracy=0.967031 2020-04-12 05:05:03,305 Epoch[22] Batch [25100-25150] Speed: 196.32 samples/sec accuracy=0.966250 2020-04-12 05:05:35,372 Epoch[22] Batch [25150-25200] Speed: 199.59 samples/sec accuracy=0.965469 2020-04-12 05:06:07,334 Epoch[22] Batch [25200-25250] Speed: 200.24 samples/sec accuracy=0.966875 2020-04-12 05:06:39,634 Epoch[22] Batch [25250-25300] Speed: 198.14 samples/sec accuracy=0.967344 2020-04-12 05:07:12,011 Epoch[22] Batch [25300-25350] Speed: 197.67 samples/sec accuracy=0.967500 2020-04-12 05:07:43,991 Epoch[22] Batch [25350-25400] Speed: 200.12 samples/sec accuracy=0.971094 2020-04-12 05:08:15,806 Epoch[22] Batch [25400-25450] Speed: 201.16 samples/sec accuracy=0.970000 2020-04-12 05:08:47,764 Epoch[22] Batch [25450-25500] Speed: 200.26 samples/sec accuracy=0.968437 2020-04-12 05:09:19,681 Epoch[22] Batch [25500-25550] Speed: 200.52 samples/sec accuracy=0.970938 2020-04-12 05:09:51,642 Epoch[22] Batch [25550-25600] Speed: 200.25 samples/sec accuracy=0.966719 2020-04-12 05:10:23,694 Epoch[22] Batch [25600-25650] Speed: 199.68 samples/sec accuracy=0.968594 2020-04-12 05:10:55,892 Epoch[22] Batch [25650-25700] Speed: 198.77 samples/sec accuracy=0.969531 2020-04-12 05:11:27,831 Epoch[22] Batch [25700-25750] Speed: 200.38 samples/sec accuracy=0.972031 2020-04-12 05:11:59,641 Epoch[22] Batch [25750-25800] Speed: 201.20 samples/sec accuracy=0.969219 2020-04-12 05:12:31,946 Epoch[22] Batch [25800-25850] Speed: 198.12 samples/sec accuracy=0.973750 2020-04-12 05:13:04,281 Epoch[22] Batch [25850-25900] Speed: 197.92 samples/sec accuracy=0.969844 2020-04-12 05:13:35,817 Epoch[22] Batch [25900-25950] Speed: 202.94 samples/sec accuracy=0.970781 2020-04-12 05:14:07,581 Epoch[22] Batch [25950-26000] Speed: 201.49 samples/sec accuracy=0.969531 2020-04-12 05:14:39,346 Epoch[22] Batch [26000-26050] Speed: 201.49 samples/sec accuracy=0.970469 2020-04-12 05:15:11,013 Epoch[22] Batch [26050-26100] Speed: 202.10 samples/sec accuracy=0.965469 2020-04-12 05:15:43,013 Epoch[22] Batch [26100-26150] Speed: 200.00 samples/sec accuracy=0.964688 2020-04-12 05:16:14,749 Epoch[22] Batch [26150-26200] Speed: 201.67 samples/sec accuracy=0.967969 2020-04-12 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Epoch[22] Batch [26700-26750] Speed: 201.52 samples/sec accuracy=0.968281 2020-04-12 05:22:39,553 Epoch[22] Batch [26750-26800] Speed: 200.30 samples/sec accuracy=0.964531 2020-04-12 05:23:12,477 Epoch[22] Batch [26800-26850] Speed: 194.39 samples/sec accuracy=0.972187 2020-04-12 05:23:44,778 Epoch[22] Batch [26850-26900] Speed: 198.14 samples/sec accuracy=0.967500 2020-04-12 05:24:16,791 Epoch[22] Batch [26900-26950] Speed: 199.92 samples/sec accuracy=0.969688 2020-04-12 05:24:48,730 Epoch[22] Batch [26950-27000] Speed: 200.38 samples/sec accuracy=0.972344 2020-04-12 05:25:20,820 Epoch[22] Batch [27000-27050] Speed: 199.44 samples/sec accuracy=0.970938 2020-04-12 05:25:52,660 Epoch[22] Batch [27050-27100] Speed: 201.00 samples/sec accuracy=0.971562 2020-04-12 05:26:24,322 Epoch[22] Batch [27100-27150] Speed: 202.14 samples/sec accuracy=0.969375 2020-04-12 05:26:56,387 Epoch[22] Batch [27150-27200] Speed: 199.59 samples/sec accuracy=0.969531 2020-04-12 05:27:28,605 Epoch[22] Batch 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Epoch[22] Time cost=17888.036 2020-04-12 05:38:02,539 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0023.params" 2020-04-12 06:10:35,619 Epoch[22] Validation-accuracy=0.985233 2020-04-12 06:11:15,661 Epoch[23] Batch [0-50] Speed: 200.08 samples/sec accuracy=0.967218 2020-04-12 06:11:47,571 Epoch[23] Batch [50-100] Speed: 200.57 samples/sec accuracy=0.971875 2020-04-12 06:12:19,756 Epoch[23] Batch [100-150] Speed: 198.85 samples/sec accuracy=0.971719 2020-04-12 06:12:51,865 Epoch[23] Batch [150-200] Speed: 199.32 samples/sec accuracy=0.972656 2020-04-12 06:13:23,933 Epoch[23] Batch [200-250] Speed: 199.57 samples/sec accuracy=0.970469 2020-04-12 06:13:55,963 Epoch[23] Batch [250-300] Speed: 199.82 samples/sec accuracy=0.970469 2020-04-12 06:14:28,242 Epoch[23] Batch [300-350] Speed: 198.27 samples/sec accuracy=0.966719 2020-04-12 06:15:00,069 Epoch[23] Batch [350-400] Speed: 201.09 samples/sec accuracy=0.967969 2020-04-12 06:15:31,707 Epoch[23] Batch [400-450] 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06:21:24,760 Epoch[23] Batch [950-1000] Speed: 200.99 samples/sec accuracy=0.968125 2020-04-12 06:21:55,914 Epoch[23] Batch [1000-1050] Speed: 205.43 samples/sec accuracy=0.973750 2020-04-12 06:22:26,769 Epoch[23] Batch [1050-1100] Speed: 207.43 samples/sec accuracy=0.969219 2020-04-12 06:22:58,286 Epoch[23] Batch [1100-1150] Speed: 203.07 samples/sec accuracy=0.969063 2020-04-12 06:23:29,209 Epoch[23] Batch [1150-1200] Speed: 206.97 samples/sec accuracy=0.969688 2020-04-12 06:23:59,922 Epoch[23] Batch [1200-1250] Speed: 208.38 samples/sec accuracy=0.968750 2020-04-12 06:24:32,401 Epoch[23] Batch [1250-1300] Speed: 197.05 samples/sec accuracy=0.969688 2020-04-12 06:25:03,236 Epoch[23] Batch [1300-1350] Speed: 207.56 samples/sec accuracy=0.970938 2020-04-12 06:25:35,540 Epoch[23] Batch [1350-1400] Speed: 198.12 samples/sec accuracy=0.970625 2020-04-12 06:26:08,045 Epoch[23] Batch [1400-1450] Speed: 196.89 samples/sec accuracy=0.970938 2020-04-12 06:26:38,812 Epoch[23] Batch [1450-1500] 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accuracy=0.972031 2020-04-12 06:32:31,661 Epoch[23] Batch [2000-2050] Speed: 197.96 samples/sec accuracy=0.970156 2020-04-12 06:33:02,250 Epoch[23] Batch [2050-2100] Speed: 209.23 samples/sec accuracy=0.968594 2020-04-12 06:33:33,851 Epoch[23] Batch [2100-2150] Speed: 202.52 samples/sec accuracy=0.968906 2020-04-12 06:34:07,149 Epoch[23] Batch [2150-2200] Speed: 192.21 samples/sec accuracy=0.973437 2020-04-12 06:34:40,189 Epoch[23] Batch [2200-2250] Speed: 193.71 samples/sec accuracy=0.970938 2020-04-12 06:35:13,718 Epoch[23] Batch [2250-2300] Speed: 190.88 samples/sec accuracy=0.971875 2020-04-12 06:35:46,840 Epoch[23] Batch [2300-2350] Speed: 193.23 samples/sec accuracy=0.974844 2020-04-12 06:36:19,592 Epoch[23] Batch [2350-2400] Speed: 195.41 samples/sec accuracy=0.969219 2020-04-12 06:36:52,047 Epoch[23] Batch [2400-2450] Speed: 197.20 samples/sec accuracy=0.969531 2020-04-12 06:37:23,021 Epoch[23] Batch [2450-2500] Speed: 206.63 samples/sec accuracy=0.971562 2020-04-12 06:37:53,549 Epoch[23] Batch [2500-2550] Speed: 209.65 samples/sec accuracy=0.971406 2020-04-12 06:38:24,656 Epoch[23] Batch [2550-2600] Speed: 205.74 samples/sec accuracy=0.970938 2020-04-12 06:38:58,045 Epoch[23] Batch [2600-2650] Speed: 191.68 samples/sec accuracy=0.972031 2020-04-12 06:39:30,274 Epoch[23] Batch [2650-2700] Speed: 198.58 samples/sec accuracy=0.972344 2020-04-12 06:40:01,855 Epoch[23] Batch [2700-2750] Speed: 202.66 samples/sec accuracy=0.968750 2020-04-12 06:40:35,086 Epoch[23] Batch [2750-2800] Speed: 192.59 samples/sec accuracy=0.968750 2020-04-12 06:41:08,515 Epoch[23] Batch [2800-2850] Speed: 191.45 samples/sec accuracy=0.970625 2020-04-12 06:41:41,357 Epoch[23] Batch [2850-2900] Speed: 194.88 samples/sec accuracy=0.966719 2020-04-12 06:42:13,809 Epoch[23] Batch [2900-2950] Speed: 197.22 samples/sec accuracy=0.971406 2020-04-12 06:42:46,953 Epoch[23] Batch [2950-3000] Speed: 193.10 samples/sec accuracy=0.968594 2020-04-12 06:43:20,492 Epoch[23] Batch [3000-3050] 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accuracy=0.969063 2020-04-12 06:49:12,200 Epoch[23] Batch [3550-3600] Speed: 198.86 samples/sec accuracy=0.966875 2020-04-12 06:49:45,721 Epoch[23] Batch [3600-3650] Speed: 190.93 samples/sec accuracy=0.968281 2020-04-12 06:50:19,275 Epoch[23] Batch [3650-3700] Speed: 190.74 samples/sec accuracy=0.970156 2020-04-12 06:50:50,953 Epoch[23] Batch [3700-3750] Speed: 202.03 samples/sec accuracy=0.969531 2020-04-12 06:51:24,259 Epoch[23] Batch [3750-3800] Speed: 192.16 samples/sec accuracy=0.968906 2020-04-12 06:51:57,397 Epoch[23] Batch [3800-3850] Speed: 193.14 samples/sec accuracy=0.970156 2020-04-12 06:52:30,716 Epoch[23] Batch [3850-3900] Speed: 192.08 samples/sec accuracy=0.970469 2020-04-12 06:53:04,174 Epoch[23] Batch [3900-3950] Speed: 191.29 samples/sec accuracy=0.970313 2020-04-12 06:53:36,495 Epoch[23] Batch [3950-4000] Speed: 198.02 samples/sec accuracy=0.968437 2020-04-12 06:54:08,425 Epoch[23] Batch [4000-4050] Speed: 200.44 samples/sec accuracy=0.970625 2020-04-12 06:54:39,948 Epoch[23] Batch [4050-4100] Speed: 203.03 samples/sec accuracy=0.970156 2020-04-12 06:55:11,940 Epoch[23] Batch [4100-4150] Speed: 200.05 samples/sec accuracy=0.967656 2020-04-12 06:55:43,974 Epoch[23] Batch [4150-4200] Speed: 199.79 samples/sec accuracy=0.969063 2020-04-12 06:56:15,752 Epoch[23] Batch [4200-4250] Speed: 201.40 samples/sec accuracy=0.968750 2020-04-12 06:56:48,056 Epoch[23] Batch [4250-4300] Speed: 198.12 samples/sec accuracy=0.972812 2020-04-12 06:57:19,858 Epoch[23] Batch [4300-4350] Speed: 201.25 samples/sec accuracy=0.970625 2020-04-12 06:57:51,973 Epoch[23] Batch [4350-4400] Speed: 199.28 samples/sec accuracy=0.965938 2020-04-12 06:58:24,287 Epoch[23] Batch [4400-4450] Speed: 198.06 samples/sec accuracy=0.970625 2020-04-12 06:58:56,002 Epoch[23] Batch [4450-4500] Speed: 201.80 samples/sec accuracy=0.973437 2020-04-12 06:59:27,808 Epoch[23] Batch [4500-4550] Speed: 201.22 samples/sec accuracy=0.970781 2020-04-12 06:59:59,408 Epoch[23] Batch [4550-4600] 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accuracy=0.971406 2020-04-12 07:05:51,769 Epoch[23] Batch [5100-5150] Speed: 203.50 samples/sec accuracy=0.969375 2020-04-12 07:06:23,392 Epoch[23] Batch [5150-5200] Speed: 202.39 samples/sec accuracy=0.969219 2020-04-12 07:06:55,330 Epoch[23] Batch [5200-5250] Speed: 200.39 samples/sec accuracy=0.970781 2020-04-12 07:07:26,961 Epoch[23] Batch [5250-5300] Speed: 202.33 samples/sec accuracy=0.968437 2020-04-12 07:07:59,145 Epoch[23] Batch [5300-5350] Speed: 198.86 samples/sec accuracy=0.972500 2020-04-12 07:08:30,688 Epoch[23] Batch [5350-5400] Speed: 202.90 samples/sec accuracy=0.972969 2020-04-12 07:09:02,756 Epoch[23] Batch [5400-5450] Speed: 199.58 samples/sec accuracy=0.971250 2020-04-12 07:09:34,471 Epoch[23] Batch [5450-5500] Speed: 201.80 samples/sec accuracy=0.969375 2020-04-12 07:10:06,359 Epoch[23] Batch [5500-5550] Speed: 200.71 samples/sec accuracy=0.968437 2020-04-12 07:10:38,337 Epoch[23] Batch [5550-5600] Speed: 200.14 samples/sec accuracy=0.969375 2020-04-12 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accuracy=0.973594 2020-04-12 07:22:21,642 Epoch[23] Batch [6650-6700] Speed: 200.94 samples/sec accuracy=0.971094 2020-04-12 07:22:53,728 Epoch[23] Batch [6700-6750] Speed: 199.46 samples/sec accuracy=0.967344 2020-04-12 07:23:25,514 Epoch[23] Batch [6750-6800] Speed: 201.35 samples/sec accuracy=0.969219 2020-04-12 07:23:57,760 Epoch[23] Batch [6800-6850] Speed: 198.48 samples/sec accuracy=0.967500 2020-04-12 07:24:29,620 Epoch[23] Batch [6850-6900] Speed: 200.88 samples/sec accuracy=0.969531 2020-04-12 07:25:00,921 Epoch[23] Batch [6900-6950] Speed: 204.47 samples/sec accuracy=0.966406 2020-04-12 07:25:33,019 Epoch[23] Batch [6950-7000] Speed: 199.39 samples/sec accuracy=0.965625 2020-04-12 07:26:04,845 Epoch[23] Batch [7000-7050] Speed: 201.10 samples/sec accuracy=0.966250 2020-04-12 07:26:37,116 Epoch[23] Batch [7050-7100] Speed: 198.32 samples/sec accuracy=0.967969 2020-04-12 07:27:08,984 Epoch[23] Batch [7100-7150] Speed: 200.83 samples/sec accuracy=0.967969 2020-04-12 07:27:40,960 Epoch[23] Batch [7150-7200] Speed: 200.16 samples/sec accuracy=0.971875 2020-04-12 07:28:13,055 Epoch[23] Batch [7200-7250] Speed: 199.41 samples/sec accuracy=0.970000 2020-04-12 07:28:45,315 Epoch[23] Batch [7250-7300] Speed: 198.39 samples/sec accuracy=0.967656 2020-04-12 07:29:16,990 Epoch[23] Batch [7300-7350] Speed: 202.06 samples/sec accuracy=0.967969 2020-04-12 07:29:49,162 Epoch[23] Batch [7350-7400] Speed: 198.93 samples/sec accuracy=0.970625 2020-04-12 07:30:21,183 Epoch[23] Batch [7400-7450] Speed: 199.87 samples/sec accuracy=0.965938 2020-04-12 07:30:53,477 Epoch[23] Batch [7450-7500] Speed: 198.18 samples/sec accuracy=0.970313 2020-04-12 07:31:25,628 Epoch[23] Batch [7500-7550] Speed: 199.07 samples/sec accuracy=0.966875 2020-04-12 07:31:57,287 Epoch[23] Batch [7550-7600] Speed: 202.16 samples/sec accuracy=0.976562 2020-04-12 07:32:29,268 Epoch[23] Batch [7600-7650] Speed: 200.12 samples/sec accuracy=0.968437 2020-04-12 07:33:01,015 Epoch[23] Batch [7650-7700] 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accuracy=0.970000 2020-04-12 07:38:52,554 Epoch[23] Batch [8200-8250] Speed: 201.89 samples/sec accuracy=0.968750 2020-04-12 07:39:24,402 Epoch[23] Batch [8250-8300] Speed: 200.96 samples/sec accuracy=0.966562 2020-04-12 07:39:56,480 Epoch[23] Batch [8300-8350] Speed: 199.52 samples/sec accuracy=0.972187 2020-04-12 07:40:28,749 Epoch[23] Batch [8350-8400] Speed: 198.33 samples/sec accuracy=0.972031 2020-04-12 07:41:00,831 Epoch[23] Batch [8400-8450] Speed: 199.49 samples/sec accuracy=0.970469 2020-04-12 07:41:32,636 Epoch[23] Batch [8450-8500] Speed: 201.23 samples/sec accuracy=0.967031 2020-04-12 07:42:04,584 Epoch[23] Batch [8500-8550] Speed: 200.33 samples/sec accuracy=0.971719 2020-04-12 07:42:36,158 Epoch[23] Batch [8550-8600] Speed: 202.70 samples/sec accuracy=0.968281 2020-04-12 07:43:08,051 Epoch[23] Batch [8600-8650] Speed: 200.67 samples/sec accuracy=0.968594 2020-04-12 07:43:39,841 Epoch[23] Batch [8650-8700] Speed: 201.32 samples/sec accuracy=0.974688 2020-04-12 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Speed: 200.09 samples/sec accuracy=0.973594 2020-04-12 07:50:03,422 Epoch[23] Batch [9250-9300] Speed: 197.51 samples/sec accuracy=0.971094 2020-04-12 07:50:35,701 Epoch[23] Batch [9300-9350] Speed: 198.27 samples/sec accuracy=0.970000 2020-04-12 07:51:08,372 Epoch[23] Batch [9350-9400] Speed: 195.89 samples/sec accuracy=0.970938 2020-04-12 07:51:40,338 Epoch[23] Batch [9400-9450] Speed: 200.21 samples/sec accuracy=0.972500 2020-04-12 07:52:12,295 Epoch[23] Batch [9450-9500] Speed: 200.27 samples/sec accuracy=0.970938 2020-04-12 07:52:43,999 Epoch[23] Batch [9500-9550] Speed: 201.87 samples/sec accuracy=0.968750 2020-04-12 07:53:15,774 Epoch[23] Batch [9550-9600] Speed: 201.42 samples/sec accuracy=0.969375 2020-04-12 07:53:47,582 Epoch[23] Batch [9600-9650] Speed: 201.21 samples/sec accuracy=0.966719 2020-04-12 07:54:19,205 Epoch[23] Batch [9650-9700] Speed: 202.38 samples/sec accuracy=0.971094 2020-04-12 07:54:51,504 Epoch[23] Batch [9700-9750] Speed: 198.15 samples/sec accuracy=0.968125 2020-04-12 07:55:23,317 Epoch[23] Batch [9750-9800] Speed: 201.17 samples/sec accuracy=0.970156 2020-04-12 07:55:55,452 Epoch[23] Batch [9800-9850] Speed: 199.16 samples/sec accuracy=0.970156 2020-04-12 07:56:27,014 Epoch[23] Batch [9850-9900] Speed: 202.78 samples/sec accuracy=0.966406 2020-04-12 07:56:59,027 Epoch[23] Batch [9900-9950] Speed: 199.92 samples/sec accuracy=0.968437 2020-04-12 07:57:31,161 Epoch[23] Batch [9950-10000] Speed: 199.17 samples/sec accuracy=0.970000 2020-04-12 07:58:03,162 Epoch[23] Batch [10000-10050] Speed: 199.99 samples/sec accuracy=0.974375 2020-04-12 07:58:34,977 Epoch[23] Batch [10050-10100] Speed: 201.17 samples/sec accuracy=0.970156 2020-04-12 07:59:06,747 Epoch[23] Batch [10100-10150] Speed: 201.45 samples/sec accuracy=0.969531 2020-04-12 07:59:38,738 Epoch[23] Batch [10150-10200] Speed: 200.06 samples/sec accuracy=0.967187 2020-04-12 08:00:10,507 Epoch[23] Batch [10200-10250] Speed: 201.45 samples/sec accuracy=0.975313 2020-04-12 08:00:42,655 Epoch[23] Batch [10250-10300] Speed: 199.08 samples/sec accuracy=0.965313 2020-04-12 08:01:14,734 Epoch[23] Batch [10300-10350] Speed: 199.51 samples/sec accuracy=0.968594 2020-04-12 08:01:46,463 Epoch[23] Batch [10350-10400] Speed: 201.71 samples/sec accuracy=0.968281 2020-04-12 08:02:18,394 Epoch[23] Batch [10400-10450] Speed: 200.43 samples/sec accuracy=0.969375 2020-04-12 08:02:48,105 Epoch[23] Batch [10450-10500] Speed: 215.41 samples/sec accuracy=0.970313 2020-04-12 08:03:17,495 Epoch[23] Batch [10500-10550] Speed: 217.77 samples/sec accuracy=0.971719 2020-04-12 08:03:47,027 Epoch[23] Batch [10550-10600] Speed: 216.71 samples/sec accuracy=0.967969 2020-04-12 08:04:16,531 Epoch[23] Batch [10600-10650] Speed: 216.92 samples/sec accuracy=0.972031 2020-04-12 08:04:45,889 Epoch[23] Batch [10650-10700] Speed: 218.00 samples/sec accuracy=0.969844 2020-04-12 08:05:15,274 Epoch[23] Batch [10700-10750] Speed: 217.80 samples/sec accuracy=0.970156 2020-04-12 08:05:44,828 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[11250-11300] Speed: 218.79 samples/sec accuracy=0.970313 2020-04-12 08:11:07,654 Epoch[23] Batch [11300-11350] Speed: 217.23 samples/sec accuracy=0.969844 2020-04-12 08:11:37,173 Epoch[23] Batch [11350-11400] Speed: 216.81 samples/sec accuracy=0.968750 2020-04-12 08:12:06,557 Epoch[23] Batch [11400-11450] Speed: 217.81 samples/sec accuracy=0.968281 2020-04-12 08:12:35,989 Epoch[23] Batch [11450-11500] Speed: 217.46 samples/sec accuracy=0.968594 2020-04-12 08:13:05,144 Epoch[23] Batch [11500-11550] Speed: 219.51 samples/sec accuracy=0.972031 2020-04-12 08:13:34,629 Epoch[23] Batch [11550-11600] Speed: 217.06 samples/sec accuracy=0.966406 2020-04-12 08:14:03,881 Epoch[23] Batch [11600-11650] Speed: 218.79 samples/sec accuracy=0.969688 2020-04-12 08:14:33,231 Epoch[23] Batch [11650-11700] Speed: 218.06 samples/sec accuracy=0.972500 2020-04-12 08:15:02,668 Epoch[23] Batch [11700-11750] Speed: 217.42 samples/sec accuracy=0.964531 2020-04-12 08:15:31,760 Epoch[23] Batch [11750-11800] Speed: 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accuracy=0.969063 2020-04-12 08:20:54,956 Epoch[23] Batch [12300-12350] Speed: 217.69 samples/sec accuracy=0.969063 2020-04-12 08:21:24,755 Epoch[23] Batch [12350-12400] Speed: 214.78 samples/sec accuracy=0.971406 2020-04-12 08:21:54,338 Epoch[23] Batch [12400-12450] Speed: 216.35 samples/sec accuracy=0.971406 2020-04-12 08:22:23,711 Epoch[23] Batch [12450-12500] Speed: 217.88 samples/sec accuracy=0.968281 2020-04-12 08:22:53,335 Epoch[23] Batch [12500-12550] Speed: 216.04 samples/sec accuracy=0.970938 2020-04-12 08:23:22,523 Epoch[23] Batch [12550-12600] Speed: 219.27 samples/sec accuracy=0.969531 2020-04-12 08:23:51,656 Epoch[23] Batch [12600-12650] Speed: 219.69 samples/sec accuracy=0.969375 2020-04-12 08:24:21,273 Epoch[23] Batch [12650-12700] Speed: 216.09 samples/sec accuracy=0.969844 2020-04-12 08:24:50,867 Epoch[23] Batch [12700-12750] Speed: 216.26 samples/sec accuracy=0.966875 2020-04-12 08:25:20,399 Epoch[23] Batch [12750-12800] Speed: 216.72 samples/sec accuracy=0.968281 2020-04-12 08:25:49,875 Epoch[23] Batch [12800-12850] Speed: 217.13 samples/sec accuracy=0.970469 2020-04-12 08:26:19,248 Epoch[23] Batch [12850-12900] Speed: 217.88 samples/sec accuracy=0.965938 2020-04-12 08:26:48,625 Epoch[23] Batch [12900-12950] Speed: 217.86 samples/sec accuracy=0.968281 2020-04-12 08:27:18,136 Epoch[23] Batch [12950-13000] Speed: 216.87 samples/sec accuracy=0.970000 2020-04-12 08:27:47,468 Epoch[23] Batch [13000-13050] Speed: 218.19 samples/sec accuracy=0.972500 2020-04-12 08:28:16,702 Epoch[23] Batch [13050-13100] Speed: 218.93 samples/sec accuracy=0.970000 2020-04-12 08:28:46,157 Epoch[23] Batch [13100-13150] Speed: 217.28 samples/sec accuracy=0.971250 2020-04-12 08:29:15,814 Epoch[23] Batch [13150-13200] Speed: 215.81 samples/sec accuracy=0.968750 2020-04-12 08:29:45,123 Epoch[23] Batch [13200-13250] Speed: 218.36 samples/sec accuracy=0.973125 2020-04-12 08:30:14,618 Epoch[23] Batch [13250-13300] Speed: 216.99 samples/sec accuracy=0.969688 2020-04-12 08:30:43,974 Epoch[23] Batch [13300-13350] Speed: 218.01 samples/sec accuracy=0.970156 2020-04-12 08:31:13,821 Epoch[23] Batch [13350-13400] Speed: 214.43 samples/sec accuracy=0.969375 2020-04-12 08:31:43,345 Epoch[23] Batch [13400-13450] Speed: 216.77 samples/sec accuracy=0.966250 2020-04-12 08:32:12,626 Epoch[23] Batch [13450-13500] Speed: 218.57 samples/sec accuracy=0.968750 2020-04-12 08:32:42,044 Epoch[23] Batch [13500-13550] Speed: 217.55 samples/sec accuracy=0.969375 2020-04-12 08:33:11,489 Epoch[23] Batch [13550-13600] Speed: 217.36 samples/sec accuracy=0.970938 2020-04-12 08:33:40,907 Epoch[23] Batch [13600-13650] Speed: 217.55 samples/sec accuracy=0.971719 2020-04-12 08:34:10,800 Epoch[23] Batch [13650-13700] Speed: 214.10 samples/sec accuracy=0.967969 2020-04-12 08:34:40,400 Epoch[23] Batch [13700-13750] Speed: 216.22 samples/sec accuracy=0.968437 2020-04-12 08:35:09,836 Epoch[23] Batch [13750-13800] Speed: 217.43 samples/sec accuracy=0.968750 2020-04-12 08:35:39,208 Epoch[23] Batch [13800-13850] Speed: 217.89 samples/sec accuracy=0.967187 2020-04-12 08:36:08,628 Epoch[23] Batch [13850-13900] Speed: 217.54 samples/sec accuracy=0.965625 2020-04-12 08:36:38,061 Epoch[23] Batch [13900-13950] Speed: 217.44 samples/sec accuracy=0.970625 2020-04-12 08:37:07,296 Epoch[23] Batch [13950-14000] Speed: 218.92 samples/sec accuracy=0.968750 2020-04-12 08:37:36,653 Epoch[23] Batch [14000-14050] Speed: 218.01 samples/sec accuracy=0.971250 2020-04-12 08:38:08,327 Epoch[23] Batch [14050-14100] Speed: 202.06 samples/sec accuracy=0.972969 2020-04-12 08:38:40,122 Epoch[23] Batch [14100-14150] Speed: 201.29 samples/sec accuracy=0.967656 2020-04-12 08:39:11,944 Epoch[23] Batch [14150-14200] Speed: 201.12 samples/sec accuracy=0.968750 2020-04-12 08:39:43,968 Epoch[23] Batch [14200-14250] Speed: 199.85 samples/sec accuracy=0.969375 2020-04-12 08:40:15,800 Epoch[23] Batch [14250-14300] Speed: 201.06 samples/sec accuracy=0.966250 2020-04-12 08:40:47,505 Epoch[23] Batch [14300-14350] Speed: 201.86 samples/sec accuracy=0.969063 2020-04-12 08:41:19,224 Epoch[23] Batch [14350-14400] Speed: 201.77 samples/sec accuracy=0.970625 2020-04-12 08:41:51,227 Epoch[23] Batch [14400-14450] Speed: 199.99 samples/sec accuracy=0.969219 2020-04-12 08:42:23,168 Epoch[23] Batch [14450-14500] Speed: 200.37 samples/sec accuracy=0.970156 2020-04-12 08:42:54,771 Epoch[23] Batch [14500-14550] Speed: 202.51 samples/sec accuracy=0.970000 2020-04-12 08:43:26,571 Epoch[23] Batch [14550-14600] Speed: 201.26 samples/sec accuracy=0.971094 2020-04-12 08:43:58,588 Epoch[23] Batch [14600-14650] Speed: 199.90 samples/sec accuracy=0.968281 2020-04-12 08:44:30,587 Epoch[23] Batch [14650-14700] Speed: 200.01 samples/sec accuracy=0.968750 2020-04-12 08:45:02,769 Epoch[23] Batch [14700-14750] Speed: 198.87 samples/sec accuracy=0.970938 2020-04-12 08:45:34,827 Epoch[23] Batch [14750-14800] Speed: 199.64 samples/sec accuracy=0.968750 2020-04-12 08:46:06,753 Epoch[23] Batch [14800-14850] Speed: 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accuracy=0.970938 2020-04-12 08:51:58,942 Epoch[23] Batch [15350-15400] Speed: 200.38 samples/sec accuracy=0.971250 2020-04-12 08:52:30,658 Epoch[23] Batch [15400-15450] Speed: 201.79 samples/sec accuracy=0.968594 2020-04-12 08:53:02,625 Epoch[23] Batch [15450-15500] Speed: 200.21 samples/sec accuracy=0.972031 2020-04-12 08:53:34,467 Epoch[23] Batch [15500-15550] Speed: 200.99 samples/sec accuracy=0.969688 2020-04-12 08:54:06,189 Epoch[23] Batch [15550-15600] Speed: 201.75 samples/sec accuracy=0.969688 2020-04-12 08:54:38,463 Epoch[23] Batch [15600-15650] Speed: 198.30 samples/sec accuracy=0.970000 2020-04-12 08:55:10,740 Epoch[23] Batch [15650-15700] Speed: 198.29 samples/sec accuracy=0.968281 2020-04-12 08:55:42,639 Epoch[23] Batch [15700-15750] Speed: 200.63 samples/sec accuracy=0.970469 2020-04-12 08:56:14,353 Epoch[23] Batch [15750-15800] Speed: 201.81 samples/sec accuracy=0.967031 2020-04-12 08:56:46,384 Epoch[23] Batch [15800-15850] Speed: 199.80 samples/sec accuracy=0.971094 2020-04-12 08:57:18,811 Epoch[23] Batch [15850-15900] Speed: 197.37 samples/sec accuracy=0.970000 2020-04-12 08:57:51,010 Epoch[23] Batch [15900-15950] Speed: 198.77 samples/sec accuracy=0.966250 2020-04-12 08:58:22,634 Epoch[23] Batch [15950-16000] Speed: 202.38 samples/sec accuracy=0.967969 2020-04-12 08:58:54,596 Epoch[23] Batch [16000-16050] Speed: 200.24 samples/sec accuracy=0.966875 2020-04-12 08:59:26,913 Epoch[23] Batch [16050-16100] Speed: 198.04 samples/sec accuracy=0.972344 2020-04-12 08:59:58,793 Epoch[23] Batch [16100-16150] Speed: 200.75 samples/sec accuracy=0.964844 2020-04-12 09:00:30,378 Epoch[23] Batch [16150-16200] Speed: 202.63 samples/sec accuracy=0.973750 2020-04-12 09:01:02,567 Epoch[23] Batch [16200-16250] Speed: 198.83 samples/sec accuracy=0.968437 2020-04-12 09:01:34,594 Epoch[23] Batch [16250-16300] Speed: 199.83 samples/sec accuracy=0.970625 2020-04-12 09:02:06,664 Epoch[23] Batch [16300-16350] Speed: 199.57 samples/sec accuracy=0.971094 2020-04-12 09:02:38,589 Epoch[23] Batch [16350-16400] Speed: 200.47 samples/sec accuracy=0.969688 2020-04-12 09:03:10,349 Epoch[23] Batch [16400-16450] Speed: 201.52 samples/sec accuracy=0.969688 2020-04-12 09:03:42,065 Epoch[23] Batch [16450-16500] Speed: 201.79 samples/sec accuracy=0.969844 2020-04-12 09:04:14,164 Epoch[23] Batch [16500-16550] Speed: 199.38 samples/sec accuracy=0.970156 2020-04-12 09:04:45,683 Epoch[23] Batch [16550-16600] Speed: 203.05 samples/sec accuracy=0.968750 2020-04-12 09:05:17,882 Epoch[23] Batch [16600-16650] Speed: 198.76 samples/sec accuracy=0.972500 2020-04-12 09:05:49,667 Epoch[23] Batch [16650-16700] Speed: 201.36 samples/sec accuracy=0.971406 2020-04-12 09:06:21,402 Epoch[23] Batch [16700-16750] Speed: 201.67 samples/sec accuracy=0.965938 2020-04-12 09:06:53,733 Epoch[23] Batch [16750-16800] Speed: 197.95 samples/sec accuracy=0.970938 2020-04-12 09:07:25,966 Epoch[23] Batch [16800-16850] Speed: 198.55 samples/sec accuracy=0.969531 2020-04-12 09:07:58,241 Epoch[23] Batch [16850-16900] Speed: 198.30 samples/sec accuracy=0.969688 2020-04-12 09:08:29,893 Epoch[23] Batch [16900-16950] Speed: 202.20 samples/sec accuracy=0.972656 2020-04-12 09:09:02,006 Epoch[23] Batch [16950-17000] Speed: 199.30 samples/sec accuracy=0.969844 2020-04-12 09:09:33,954 Epoch[23] Batch [17000-17050] Speed: 200.33 samples/sec accuracy=0.969531 2020-04-12 09:10:05,864 Epoch[23] Batch [17050-17100] Speed: 200.56 samples/sec accuracy=0.971094 2020-04-12 09:10:38,410 Epoch[23] Batch [17100-17150] Speed: 196.64 samples/sec accuracy=0.968750 2020-04-12 09:11:10,530 Epoch[23] Batch [17150-17200] Speed: 199.25 samples/sec accuracy=0.969531 2020-04-12 09:11:42,223 Epoch[23] Batch [17200-17250] Speed: 201.94 samples/sec accuracy=0.966719 2020-04-12 09:12:13,883 Epoch[23] Batch [17250-17300] Speed: 202.15 samples/sec accuracy=0.968281 2020-04-12 09:12:45,551 Epoch[23] Batch [17300-17350] Speed: 202.10 samples/sec accuracy=0.968906 2020-04-12 09:13:17,490 Epoch[23] Batch [17350-17400] Speed: 200.38 samples/sec accuracy=0.968750 2020-04-12 09:13:49,559 Epoch[23] Batch [17400-17450] Speed: 199.57 samples/sec accuracy=0.970469 2020-04-12 09:14:21,241 Epoch[23] Batch [17450-17500] Speed: 202.01 samples/sec accuracy=0.970313 2020-04-12 09:14:53,168 Epoch[23] Batch [17500-17550] Speed: 200.46 samples/sec accuracy=0.966094 2020-04-12 09:15:25,364 Epoch[23] Batch [17550-17600] Speed: 198.78 samples/sec accuracy=0.970625 2020-04-12 09:15:57,365 Epoch[23] Batch [17600-17650] Speed: 200.00 samples/sec accuracy=0.966406 2020-04-12 09:16:29,254 Epoch[23] Batch [17650-17700] Speed: 200.70 samples/sec accuracy=0.966094 2020-04-12 09:17:01,095 Epoch[23] Batch [17700-17750] Speed: 201.00 samples/sec accuracy=0.970625 2020-04-12 09:17:32,900 Epoch[23] Batch [17750-17800] Speed: 201.23 samples/sec accuracy=0.970156 2020-04-12 09:18:04,962 Epoch[23] Batch [17800-17850] Speed: 199.61 samples/sec accuracy=0.972187 2020-04-12 09:18:36,722 Epoch[23] Batch [17850-17900] Speed: 201.51 samples/sec accuracy=0.973750 2020-04-12 09:19:08,782 Epoch[23] Batch [17900-17950] Speed: 199.63 samples/sec accuracy=0.969063 2020-04-12 09:19:40,790 Epoch[23] Batch [17950-18000] Speed: 199.96 samples/sec accuracy=0.967500 2020-04-12 09:20:12,895 Epoch[23] Batch [18000-18050] Speed: 199.34 samples/sec accuracy=0.972187 2020-04-12 09:20:44,947 Epoch[23] Batch [18050-18100] Speed: 199.68 samples/sec accuracy=0.969219 2020-04-12 09:21:16,959 Epoch[23] Batch [18100-18150] Speed: 199.93 samples/sec accuracy=0.966094 2020-04-12 09:21:48,757 Epoch[23] Batch [18150-18200] Speed: 201.27 samples/sec accuracy=0.970625 2020-04-12 09:22:20,741 Epoch[23] Batch [18200-18250] Speed: 200.10 samples/sec accuracy=0.965781 2020-04-12 09:22:52,931 Epoch[23] Batch [18250-18300] Speed: 198.82 samples/sec accuracy=0.967187 2020-04-12 09:23:25,167 Epoch[23] Batch [18300-18350] Speed: 198.54 samples/sec accuracy=0.967500 2020-04-12 09:23:57,101 Epoch[23] Batch [18350-18400] Speed: 200.42 samples/sec accuracy=0.968437 2020-04-12 09:24:29,087 Epoch[23] Batch [18400-18450] Speed: 200.08 samples/sec accuracy=0.972812 2020-04-12 09:25:01,406 Epoch[23] Batch [18450-18500] Speed: 198.03 samples/sec accuracy=0.971875 2020-04-12 09:25:33,554 Epoch[23] Batch [18500-18550] Speed: 199.07 samples/sec accuracy=0.967344 2020-04-12 09:26:05,639 Epoch[23] Batch [18550-18600] Speed: 199.47 samples/sec accuracy=0.972031 2020-04-12 09:26:37,691 Epoch[23] Batch [18600-18650] Speed: 199.68 samples/sec accuracy=0.966562 2020-04-12 09:27:09,469 Epoch[23] Batch [18650-18700] Speed: 201.40 samples/sec accuracy=0.972031 2020-04-12 09:27:41,510 Epoch[23] Batch [18700-18750] Speed: 199.75 samples/sec accuracy=0.970938 2020-04-12 09:28:13,553 Epoch[23] Batch [18750-18800] Speed: 199.73 samples/sec accuracy=0.968437 2020-04-12 09:28:45,722 Epoch[23] Batch [18800-18850] Speed: 198.95 samples/sec accuracy=0.973750 2020-04-12 09:29:17,148 Epoch[23] Batch [18850-18900] Speed: 203.66 samples/sec accuracy=0.968437 2020-04-12 09:29:49,378 Epoch[23] Batch [18900-18950] Speed: 198.57 samples/sec accuracy=0.967969 2020-04-12 09:30:21,574 Epoch[23] Batch [18950-19000] Speed: 198.78 samples/sec accuracy=0.971719 2020-04-12 09:30:53,593 Epoch[23] Batch [19000-19050] Speed: 199.88 samples/sec accuracy=0.969844 2020-04-12 09:31:25,838 Epoch[23] Batch [19050-19100] Speed: 198.48 samples/sec accuracy=0.970469 2020-04-12 09:31:57,972 Epoch[23] Batch [19100-19150] Speed: 199.17 samples/sec accuracy=0.965938 2020-04-12 09:32:30,057 Epoch[23] Batch [19150-19200] Speed: 199.47 samples/sec accuracy=0.971875 2020-04-12 09:33:02,264 Epoch[23] Batch [19200-19250] Speed: 198.71 samples/sec accuracy=0.970000 2020-04-12 09:33:34,220 Epoch[23] Batch [19250-19300] Speed: 200.28 samples/sec accuracy=0.973125 2020-04-12 09:34:06,342 Epoch[23] Batch [19300-19350] Speed: 199.24 samples/sec accuracy=0.968906 2020-04-12 09:34:38,158 Epoch[23] Batch [19350-19400] Speed: 201.16 samples/sec accuracy=0.970313 2020-04-12 09:35:10,155 Epoch[23] Batch [19400-19450] Speed: 200.02 samples/sec accuracy=0.969375 2020-04-12 09:35:42,040 Epoch[23] Batch [19450-19500] Speed: 200.72 samples/sec accuracy=0.969219 2020-04-12 09:36:13,551 Epoch[23] Batch [19500-19550] Speed: 203.11 samples/sec accuracy=0.971406 2020-04-12 09:36:45,010 Epoch[23] Batch [19550-19600] Speed: 203.44 samples/sec accuracy=0.967812 2020-04-12 09:37:16,917 Epoch[23] Batch [19600-19650] Speed: 200.59 samples/sec accuracy=0.968906 2020-04-12 09:37:48,998 Epoch[23] Batch [19650-19700] Speed: 199.50 samples/sec accuracy=0.970781 2020-04-12 09:38:20,955 Epoch[23] Batch [19700-19750] Speed: 200.26 samples/sec accuracy=0.970469 2020-04-12 09:38:52,536 Epoch[23] Batch [19750-19800] Speed: 202.66 samples/sec accuracy=0.971094 2020-04-12 09:39:24,447 Epoch[23] Batch [19800-19850] Speed: 200.56 samples/sec accuracy=0.967031 2020-04-12 09:39:56,361 Epoch[23] Batch [19850-19900] Speed: 200.54 samples/sec accuracy=0.969688 2020-04-12 09:40:28,526 Epoch[23] Batch [19900-19950] Speed: 198.98 samples/sec accuracy=0.971250 2020-04-12 09:41:00,255 Epoch[23] Batch [19950-20000] Speed: 201.71 samples/sec accuracy=0.969219 2020-04-12 09:41:32,253 Epoch[23] Batch [20000-20050] Speed: 200.01 samples/sec accuracy=0.968906 2020-04-12 09:42:04,601 Epoch[23] Batch [20050-20100] Speed: 197.85 samples/sec accuracy=0.969375 2020-04-12 09:42:36,728 Epoch[23] Batch [20100-20150] Speed: 199.21 samples/sec accuracy=0.969063 2020-04-12 09:43:08,855 Epoch[23] Batch [20150-20200] Speed: 199.22 samples/sec accuracy=0.967656 2020-04-12 09:43:40,697 Epoch[23] Batch [20200-20250] Speed: 200.99 samples/sec accuracy=0.971250 2020-04-12 09:44:12,927 Epoch[23] Batch [20250-20300] Speed: 198.58 samples/sec accuracy=0.972812 2020-04-12 09:44:44,963 Epoch[23] Batch [20300-20350] Speed: 199.77 samples/sec accuracy=0.971562 2020-04-12 09:45:17,372 Epoch[23] Batch [20350-20400] Speed: 197.48 samples/sec accuracy=0.972187 2020-04-12 09:45:49,274 Epoch[23] Batch [20400-20450] Speed: 200.62 samples/sec accuracy=0.970156 2020-04-12 09:46:21,179 Epoch[23] Batch [20450-20500] Speed: 200.60 samples/sec accuracy=0.968437 2020-04-12 09:46:53,031 Epoch[23] Batch [20500-20550] Speed: 200.93 samples/sec accuracy=0.970781 2020-04-12 09:47:24,662 Epoch[23] Batch [20550-20600] Speed: 202.33 samples/sec accuracy=0.968125 2020-04-12 09:47:56,506 Epoch[23] Batch [20600-20650] Speed: 200.98 samples/sec accuracy=0.974844 2020-04-12 09:48:28,834 Epoch[23] Batch [20650-20700] Speed: 197.97 samples/sec accuracy=0.973750 2020-04-12 09:49:00,942 Epoch[23] Batch [20700-20750] Speed: 199.33 samples/sec accuracy=0.970313 2020-04-12 09:49:33,272 Epoch[23] Batch [20750-20800] Speed: 197.96 samples/sec accuracy=0.970469 2020-04-12 09:50:05,401 Epoch[23] Batch [20800-20850] Speed: 199.20 samples/sec accuracy=0.970625 2020-04-12 09:50:37,406 Epoch[23] Batch [20850-20900] Speed: 199.97 samples/sec accuracy=0.970938 2020-04-12 09:51:09,335 Epoch[23] Batch [20900-20950] Speed: 200.45 samples/sec accuracy=0.969688 2020-04-12 09:51:41,258 Epoch[23] Batch [20950-21000] Speed: 200.48 samples/sec accuracy=0.972500 2020-04-12 09:52:13,701 Epoch[23] Batch [21000-21050] Speed: 197.27 samples/sec accuracy=0.971094 2020-04-12 09:52:45,831 Epoch[23] Batch [21050-21100] Speed: 199.19 samples/sec accuracy=0.973281 2020-04-12 09:53:17,668 Epoch[23] Batch [21100-21150] Speed: 201.03 samples/sec accuracy=0.966250 2020-04-12 09:53:49,572 Epoch[23] Batch [21150-21200] Speed: 200.61 samples/sec accuracy=0.971250 2020-04-12 09:54:21,370 Epoch[23] Batch [21200-21250] Speed: 201.27 samples/sec accuracy=0.971562 2020-04-12 09:54:53,650 Epoch[23] Batch [21250-21300] Speed: 198.27 samples/sec accuracy=0.970313 2020-04-12 09:55:25,753 Epoch[23] Batch [21300-21350] Speed: 199.36 samples/sec accuracy=0.964688 2020-04-12 09:55:58,153 Epoch[23] Batch [21350-21400] Speed: 197.53 samples/sec accuracy=0.969219 2020-04-12 09:56:29,932 Epoch[23] Batch [21400-21450] Speed: 201.39 samples/sec accuracy=0.971719 2020-04-12 09:57:02,189 Epoch[23] Batch [21450-21500] Speed: 198.41 samples/sec accuracy=0.969844 2020-04-12 09:57:34,140 Epoch[23] Batch [21500-21550] Speed: 200.31 samples/sec accuracy=0.970313 2020-04-12 09:58:06,150 Epoch[23] Batch [21550-21600] Speed: 199.94 samples/sec accuracy=0.971719 2020-04-12 09:58:37,996 Epoch[23] Batch [21600-21650] Speed: 200.96 samples/sec accuracy=0.972344 2020-04-12 09:59:09,927 Epoch[23] Batch [21650-21700] Speed: 200.43 samples/sec accuracy=0.968750 2020-04-12 09:59:42,077 Epoch[23] Batch [21700-21750] Speed: 199.07 samples/sec accuracy=0.968437 2020-04-12 10:00:14,076 Epoch[23] Batch [21750-21800] Speed: 200.01 samples/sec accuracy=0.972500 2020-04-12 10:00:46,397 Epoch[23] Batch [21800-21850] Speed: 198.02 samples/sec accuracy=0.968594 2020-04-12 10:01:18,226 Epoch[23] Batch [21850-21900] Speed: 201.07 samples/sec accuracy=0.972344 2020-04-12 10:01:50,170 Epoch[23] Batch [21900-21950] Speed: 200.36 samples/sec accuracy=0.972656 2020-04-12 10:02:21,871 Epoch[23] Batch [21950-22000] Speed: 201.89 samples/sec accuracy=0.968125 2020-04-12 10:02:54,135 Epoch[23] Batch [22000-22050] Speed: 198.36 samples/sec accuracy=0.969375 2020-04-12 10:03:26,077 Epoch[23] Batch [22050-22100] Speed: 200.37 samples/sec accuracy=0.971094 2020-04-12 10:03:58,109 Epoch[23] Batch [22100-22150] Speed: 199.80 samples/sec accuracy=0.975156 2020-04-12 10:04:30,067 Epoch[23] Batch [22150-22200] Speed: 200.27 samples/sec accuracy=0.969688 2020-04-12 10:05:01,597 Epoch[23] Batch [22200-22250] Speed: 202.98 samples/sec accuracy=0.968437 2020-04-12 10:05:33,508 Epoch[23] Batch [22250-22300] Speed: 200.56 samples/sec accuracy=0.968750 2020-04-12 10:06:05,575 Epoch[23] Batch [22300-22350] Speed: 199.58 samples/sec accuracy=0.969531 2020-04-12 10:06:37,056 Epoch[23] Batch [22350-22400] Speed: 203.30 samples/sec accuracy=0.968594 2020-04-12 10:07:08,923 Epoch[23] Batch [22400-22450] Speed: 200.83 samples/sec accuracy=0.967031 2020-04-12 10:07:40,657 Epoch[23] Batch [22450-22500] Speed: 201.68 samples/sec accuracy=0.970625 2020-04-12 10:08:12,728 Epoch[23] Batch [22500-22550] Speed: 199.56 samples/sec accuracy=0.970625 2020-04-12 10:08:44,541 Epoch[23] Batch [22550-22600] Speed: 201.18 samples/sec accuracy=0.966562 2020-04-12 10:09:16,541 Epoch[23] Batch [22600-22650] Speed: 200.00 samples/sec accuracy=0.971562 2020-04-12 10:09:48,333 Epoch[23] Batch [22650-22700] Speed: 201.31 samples/sec accuracy=0.967187 2020-04-12 10:10:20,337 Epoch[23] Batch [22700-22750] Speed: 199.98 samples/sec accuracy=0.968125 2020-04-12 10:10:52,561 Epoch[23] Batch [22750-22800] Speed: 198.61 samples/sec accuracy=0.967344 2020-04-12 10:11:24,834 Epoch[23] Batch [22800-22850] Speed: 198.31 samples/sec accuracy=0.970313 2020-04-12 10:11:56,472 Epoch[23] Batch [22850-22900] Speed: 202.29 samples/sec accuracy=0.967812 2020-04-12 10:12:28,369 Epoch[23] Batch [22900-22950] Speed: 200.65 samples/sec accuracy=0.968125 2020-04-12 10:13:00,107 Epoch[23] Batch [22950-23000] Speed: 201.65 samples/sec accuracy=0.969375 2020-04-12 10:13:31,808 Epoch[23] Batch [23000-23050] Speed: 201.89 samples/sec accuracy=0.968750 2020-04-12 10:14:03,889 Epoch[23] Batch [23050-23100] Speed: 199.50 samples/sec accuracy=0.970781 2020-04-12 10:14:35,367 Epoch[23] Batch [23100-23150] Speed: 203.31 samples/sec accuracy=0.966094 2020-04-12 10:15:07,085 Epoch[23] Batch [23150-23200] Speed: 201.78 samples/sec accuracy=0.965156 2020-04-12 10:15:38,846 Epoch[23] Batch [23200-23250] Speed: 201.51 samples/sec accuracy=0.969063 2020-04-12 10:16:11,045 Epoch[23] Batch [23250-23300] Speed: 198.76 samples/sec accuracy=0.967187 2020-04-12 10:16:42,953 Epoch[23] Batch [23300-23350] Speed: 200.58 samples/sec accuracy=0.968281 2020-04-12 10:17:15,123 Epoch[23] Batch [23350-23400] Speed: 198.94 samples/sec accuracy=0.967812 2020-04-12 10:17:47,072 Epoch[23] Batch [23400-23450] Speed: 200.32 samples/sec accuracy=0.971406 2020-04-12 10:18:18,733 Epoch[23] Batch [23450-23500] Speed: 202.14 samples/sec accuracy=0.966719 2020-04-12 10:18:50,784 Epoch[23] Batch [23500-23550] Speed: 199.68 samples/sec accuracy=0.964531 2020-04-12 10:19:22,597 Epoch[23] Batch [23550-23600] Speed: 201.18 samples/sec accuracy=0.971875 2020-04-12 10:19:54,566 Epoch[23] Batch [23600-23650] Speed: 200.19 samples/sec accuracy=0.971094 2020-04-12 10:20:26,686 Epoch[23] Batch [23650-23700] Speed: 199.25 samples/sec accuracy=0.968906 2020-04-12 10:20:58,819 Epoch[23] Batch [23700-23750] Speed: 199.17 samples/sec accuracy=0.970781 2020-04-12 10:21:31,245 Epoch[23] Batch [23750-23800] Speed: 197.38 samples/sec accuracy=0.968594 2020-04-12 10:22:03,355 Epoch[23] Batch [23800-23850] Speed: 199.32 samples/sec accuracy=0.972344 2020-04-12 10:22:35,431 Epoch[23] Batch [23850-23900] Speed: 199.53 samples/sec accuracy=0.974219 2020-04-12 10:23:07,516 Epoch[23] Batch [23900-23950] Speed: 199.47 samples/sec accuracy=0.967187 2020-04-12 10:23:39,558 Epoch[23] Batch [23950-24000] Speed: 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accuracy=0.970469 2020-04-12 10:29:31,958 Epoch[23] Batch [24500-24550] Speed: 199.61 samples/sec accuracy=0.970781 2020-04-12 10:30:04,332 Epoch[23] Batch [24550-24600] Speed: 197.69 samples/sec accuracy=0.968125 2020-04-12 10:30:36,168 Epoch[23] Batch [24600-24650] Speed: 201.04 samples/sec accuracy=0.967812 2020-04-12 10:31:07,698 Epoch[23] Batch [24650-24700] Speed: 202.98 samples/sec accuracy=0.969531 2020-04-12 10:31:39,560 Epoch[23] Batch [24700-24750] Speed: 200.87 samples/sec accuracy=0.968437 2020-04-12 10:32:11,520 Epoch[23] Batch [24750-24800] Speed: 200.25 samples/sec accuracy=0.969688 2020-04-12 10:32:43,498 Epoch[23] Batch [24800-24850] Speed: 200.14 samples/sec accuracy=0.972031 2020-04-12 10:33:15,397 Epoch[23] Batch [24850-24900] Speed: 200.63 samples/sec accuracy=0.972812 2020-04-12 10:33:47,628 Epoch[23] Batch [24900-24950] Speed: 198.57 samples/sec accuracy=0.965781 2020-04-12 10:34:19,653 Epoch[23] Batch [24950-25000] Speed: 199.84 samples/sec accuracy=0.969688 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accuracy=0.967187 2020-04-12 11:02:03,456 Epoch[23] Batch [27550-27600] Speed: 199.79 samples/sec accuracy=0.970000 2020-04-12 11:02:35,666 Epoch[23] Batch [27600-27650] Speed: 198.69 samples/sec accuracy=0.969219 2020-04-12 11:03:07,487 Epoch[23] Batch [27650-27700] Speed: 201.13 samples/sec accuracy=0.970156 2020-04-12 11:03:39,588 Epoch[23] Batch [27700-27750] Speed: 199.37 samples/sec accuracy=0.966562 2020-04-12 11:04:11,209 Epoch[23] Batch [27750-27800] Speed: 202.40 samples/sec accuracy=0.974063 2020-04-12 11:04:43,266 Epoch[23] Batch [27800-27850] Speed: 199.65 samples/sec accuracy=0.971406 2020-04-12 11:05:15,454 Epoch[23] Batch [27850-27900] Speed: 198.83 samples/sec accuracy=0.975469 2020-04-12 11:05:47,031 Epoch[23] Batch [27900-27950] Speed: 202.68 samples/sec accuracy=0.971250 2020-04-12 11:06:19,072 Epoch[23] Batch [27950-28000] Speed: 199.74 samples/sec accuracy=0.970625 2020-04-12 11:06:51,345 Epoch[23] Batch [28000-28050] Speed: 198.31 samples/sec accuracy=0.970313 2020-04-12 11:07:23,520 Epoch[23] Batch [28050-28100] Speed: 198.91 samples/sec accuracy=0.970469 2020-04-12 11:07:55,610 Epoch[23] Batch [28100-28150] Speed: 199.45 samples/sec accuracy=0.971094 2020-04-12 11:08:27,450 Epoch[23] Batch [28150-28200] Speed: 201.00 samples/sec accuracy=0.969531 2020-04-12 11:08:52,324 Epoch[23] Train-accuracy=0.969759 2020-04-12 11:08:52,324 Epoch[23] Time cost=17889.652 2020-04-12 11:08:52,576 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0024.params" 2020-04-12 11:41:26,992 Epoch[23] Validation-accuracy=0.985243 2020-04-12 11:42:07,694 Epoch[24] Batch [0-50] Speed: 198.62 samples/sec accuracy=0.971814 2020-04-12 11:42:39,636 Epoch[24] Batch [50-100] Speed: 200.37 samples/sec accuracy=0.968906 2020-04-12 11:43:11,626 Epoch[24] Batch [100-150] Speed: 200.06 samples/sec accuracy=0.969844 2020-04-12 11:43:43,432 Epoch[24] Batch [150-200] Speed: 201.22 samples/sec accuracy=0.972812 2020-04-12 11:44:15,385 Epoch[24] Batch [200-250] 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accuracy=0.969219 2020-04-12 12:12:34,428 Epoch[24] Batch [2850-2900] Speed: 194.95 samples/sec accuracy=0.974063 2020-04-12 12:13:07,423 Epoch[24] Batch [2900-2950] Speed: 193.97 samples/sec accuracy=0.970781 2020-04-12 12:13:39,510 Epoch[24] Batch [2950-3000] Speed: 199.46 samples/sec accuracy=0.967500 2020-04-12 12:14:12,817 Epoch[24] Batch [3000-3050] Speed: 192.16 samples/sec accuracy=0.969844 2020-04-12 12:14:45,837 Epoch[24] Batch [3050-3100] Speed: 193.82 samples/sec accuracy=0.972969 2020-04-12 12:15:18,147 Epoch[24] Batch [3100-3150] Speed: 198.08 samples/sec accuracy=0.972344 2020-04-12 12:15:50,089 Epoch[24] Batch [3150-3200] Speed: 200.37 samples/sec accuracy=0.969844 2020-04-12 12:16:20,490 Epoch[24] Batch [3200-3250] Speed: 210.52 samples/sec accuracy=0.968125 2020-04-12 12:16:51,002 Epoch[24] Batch [3250-3300] Speed: 209.76 samples/sec accuracy=0.971719 2020-04-12 12:17:22,877 Epoch[24] Batch [3300-3350] Speed: 200.78 samples/sec accuracy=0.970625 2020-04-12 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accuracy=0.969844 2020-04-12 12:29:02,348 Epoch[24] Batch [4400-4450] Speed: 200.64 samples/sec accuracy=0.972969 2020-04-12 12:29:34,571 Epoch[24] Batch [4450-4500] Speed: 198.62 samples/sec accuracy=0.968125 2020-04-12 12:30:06,450 Epoch[24] Batch [4500-4550] Speed: 200.76 samples/sec accuracy=0.972344 2020-04-12 12:30:38,875 Epoch[24] Batch [4550-4600] Speed: 197.38 samples/sec accuracy=0.967187 2020-04-12 12:31:11,340 Epoch[24] Batch [4600-4650] Speed: 197.14 samples/sec accuracy=0.971250 2020-04-12 12:31:43,549 Epoch[24] Batch [4650-4700] Speed: 198.70 samples/sec accuracy=0.969531 2020-04-12 12:32:15,667 Epoch[24] Batch [4700-4750] Speed: 199.26 samples/sec accuracy=0.967969 2020-04-12 12:32:47,717 Epoch[24] Batch [4750-4800] Speed: 199.69 samples/sec accuracy=0.972187 2020-04-12 12:33:19,200 Epoch[24] Batch [4800-4850] Speed: 203.29 samples/sec accuracy=0.975625 2020-04-12 12:33:51,088 Epoch[24] Batch [4850-4900] Speed: 200.71 samples/sec accuracy=0.973281 2020-04-12 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accuracy=0.969531 2020-04-12 12:45:35,822 Epoch[24] Batch [5950-6000] Speed: 202.14 samples/sec accuracy=0.970156 2020-04-12 12:46:08,102 Epoch[24] Batch [6000-6050] Speed: 198.26 samples/sec accuracy=0.971719 2020-04-12 12:46:40,224 Epoch[24] Batch [6050-6100] Speed: 199.25 samples/sec accuracy=0.968125 2020-04-12 12:47:12,380 Epoch[24] Batch [6100-6150] Speed: 199.03 samples/sec accuracy=0.968125 2020-04-12 12:47:43,759 Epoch[24] Batch [6150-6200] Speed: 203.96 samples/sec accuracy=0.970000 2020-04-12 12:48:15,993 Epoch[24] Batch [6200-6250] Speed: 198.55 samples/sec accuracy=0.972500 2020-04-12 12:48:48,477 Epoch[24] Batch [6250-6300] Speed: 197.02 samples/sec accuracy=0.968125 2020-04-12 12:49:20,964 Epoch[24] Batch [6300-6350] Speed: 197.00 samples/sec accuracy=0.970156 2020-04-12 12:49:52,975 Epoch[24] Batch [6350-6400] Speed: 199.93 samples/sec accuracy=0.972187 2020-04-12 12:50:24,924 Epoch[24] Batch [6400-6450] Speed: 200.33 samples/sec accuracy=0.973281 2020-04-12 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accuracy=0.969844 2020-04-12 13:02:08,353 Epoch[24] Batch [7500-7550] Speed: 199.82 samples/sec accuracy=0.968125 2020-04-12 13:02:40,237 Epoch[24] Batch [7550-7600] Speed: 200.73 samples/sec accuracy=0.971094 2020-04-12 13:03:11,786 Epoch[24] Batch [7600-7650] Speed: 202.86 samples/sec accuracy=0.968750 2020-04-12 13:03:43,653 Epoch[24] Batch [7650-7700] Speed: 200.84 samples/sec accuracy=0.969219 2020-04-12 13:04:15,302 Epoch[24] Batch [7700-7750] Speed: 202.22 samples/sec accuracy=0.971562 2020-04-12 13:04:47,189 Epoch[24] Batch [7750-7800] Speed: 200.71 samples/sec accuracy=0.972500 2020-04-12 13:05:18,977 Epoch[24] Batch [7800-7850] Speed: 201.33 samples/sec accuracy=0.970625 2020-04-12 13:05:50,896 Epoch[24] Batch [7850-7900] Speed: 200.51 samples/sec accuracy=0.968906 2020-04-12 13:06:23,017 Epoch[24] Batch [7900-7950] Speed: 199.25 samples/sec accuracy=0.968594 2020-04-12 13:06:55,047 Epoch[24] Batch [7950-8000] Speed: 199.81 samples/sec accuracy=0.969219 2020-04-12 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accuracy=0.968750 2020-04-12 13:18:38,846 Epoch[24] Batch [9050-9100] Speed: 198.24 samples/sec accuracy=0.970313 2020-04-12 13:19:10,499 Epoch[24] Batch [9100-9150] Speed: 202.20 samples/sec accuracy=0.968437 2020-04-12 13:19:42,688 Epoch[24] Batch [9150-9200] Speed: 198.83 samples/sec accuracy=0.970469 2020-04-12 13:20:14,600 Epoch[24] Batch [9200-9250] Speed: 200.55 samples/sec accuracy=0.969219 2020-04-12 13:20:46,996 Epoch[24] Batch [9250-9300] Speed: 197.55 samples/sec accuracy=0.969063 2020-04-12 13:21:18,879 Epoch[24] Batch [9300-9350] Speed: 200.74 samples/sec accuracy=0.971562 2020-04-12 13:21:50,274 Epoch[24] Batch [9350-9400] Speed: 203.85 samples/sec accuracy=0.967969 2020-04-12 13:22:21,980 Epoch[24] Batch [9400-9450] Speed: 201.86 samples/sec accuracy=0.972500 2020-04-12 13:22:53,901 Epoch[24] Batch [9450-9500] Speed: 200.50 samples/sec accuracy=0.970781 2020-04-12 13:23:25,506 Epoch[24] Batch [9500-9550] Speed: 202.50 samples/sec accuracy=0.966875 2020-04-12 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[10050-10100] Speed: 199.00 samples/sec accuracy=0.970469 2020-04-12 13:29:49,057 Epoch[24] Batch [10100-10150] Speed: 199.21 samples/sec accuracy=0.970625 2020-04-12 13:30:20,908 Epoch[24] Batch [10150-10200] Speed: 200.93 samples/sec accuracy=0.968594 2020-04-12 13:30:52,695 Epoch[24] Batch [10200-10250] Speed: 201.34 samples/sec accuracy=0.967812 2020-04-12 13:31:24,811 Epoch[24] Batch [10250-10300] Speed: 199.28 samples/sec accuracy=0.968125 2020-04-12 13:31:56,847 Epoch[24] Batch [10300-10350] Speed: 199.78 samples/sec accuracy=0.971562 2020-04-12 13:32:28,815 Epoch[24] Batch [10350-10400] Speed: 200.20 samples/sec accuracy=0.970469 2020-04-12 13:33:01,008 Epoch[24] Batch [10400-10450] Speed: 198.80 samples/sec accuracy=0.974844 2020-04-12 13:33:33,243 Epoch[24] Batch [10450-10500] Speed: 198.54 samples/sec accuracy=0.968125 2020-04-12 13:34:05,520 Epoch[24] Batch [10500-10550] Speed: 198.28 samples/sec accuracy=0.970156 2020-04-12 13:34:37,591 Epoch[24] Batch [10550-10600] Speed: 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accuracy=0.968125 2020-04-12 13:40:30,854 Epoch[24] Batch [11100-11150] Speed: 197.03 samples/sec accuracy=0.970000 2020-04-12 13:41:02,544 Epoch[24] Batch [11150-11200] Speed: 201.96 samples/sec accuracy=0.969219 2020-04-12 13:41:34,630 Epoch[24] Batch [11200-11250] Speed: 199.47 samples/sec accuracy=0.972344 2020-04-12 13:42:06,655 Epoch[24] Batch [11250-11300] Speed: 199.85 samples/sec accuracy=0.969531 2020-04-12 13:42:38,331 Epoch[24] Batch [11300-11350] Speed: 202.05 samples/sec accuracy=0.970313 2020-04-12 13:43:10,360 Epoch[24] Batch [11350-11400] Speed: 199.81 samples/sec accuracy=0.973125 2020-04-12 13:43:42,819 Epoch[24] Batch [11400-11450] Speed: 197.18 samples/sec accuracy=0.970000 2020-04-12 13:44:14,775 Epoch[24] Batch [11450-11500] Speed: 200.27 samples/sec accuracy=0.968750 2020-04-12 13:44:46,904 Epoch[24] Batch [11500-11550] Speed: 199.20 samples/sec accuracy=0.968281 2020-04-12 13:45:18,872 Epoch[24] Batch [11550-11600] Speed: 200.20 samples/sec accuracy=0.968750 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13:51:12,077 Epoch[24] Batch [12100-12150] Speed: 199.47 samples/sec accuracy=0.972031 2020-04-12 13:51:43,881 Epoch[24] Batch [12150-12200] Speed: 201.24 samples/sec accuracy=0.968437 2020-04-12 13:52:15,532 Epoch[24] Batch [12200-12250] Speed: 202.20 samples/sec accuracy=0.972656 2020-04-12 13:52:47,791 Epoch[24] Batch [12250-12300] Speed: 198.40 samples/sec accuracy=0.965625 2020-04-12 13:53:19,701 Epoch[24] Batch [12300-12350] Speed: 200.57 samples/sec accuracy=0.970625 2020-04-12 13:53:52,239 Epoch[24] Batch [12350-12400] Speed: 196.69 samples/sec accuracy=0.965625 2020-04-12 13:54:24,506 Epoch[24] Batch [12400-12450] Speed: 198.34 samples/sec accuracy=0.969531 2020-04-12 13:54:56,813 Epoch[24] Batch [12450-12500] Speed: 198.10 samples/sec accuracy=0.964688 2020-04-12 13:55:28,694 Epoch[24] Batch [12500-12550] Speed: 200.75 samples/sec accuracy=0.970781 2020-04-12 13:56:00,714 Epoch[24] Batch [12550-12600] Speed: 199.88 samples/sec accuracy=0.971719 2020-04-12 13:56:33,325 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[13100-13150] Speed: 200.06 samples/sec accuracy=0.967656 2020-04-12 14:02:24,402 Epoch[24] Batch [13150-13200] Speed: 198.22 samples/sec accuracy=0.972500 2020-04-12 14:02:56,183 Epoch[24] Batch [13200-13250] Speed: 201.38 samples/sec accuracy=0.973594 2020-04-12 14:03:28,272 Epoch[24] Batch [13250-13300] Speed: 199.44 samples/sec accuracy=0.965313 2020-04-12 14:04:00,050 Epoch[24] Batch [13300-13350] Speed: 201.40 samples/sec accuracy=0.969531 2020-04-12 14:04:32,209 Epoch[24] Batch [13350-13400] Speed: 199.02 samples/sec accuracy=0.966719 2020-04-12 14:05:04,367 Epoch[24] Batch [13400-13450] Speed: 199.02 samples/sec accuracy=0.975938 2020-04-12 14:05:36,398 Epoch[24] Batch [13450-13500] Speed: 199.81 samples/sec accuracy=0.968125 2020-04-12 14:06:08,567 Epoch[24] Batch [13500-13550] Speed: 198.95 samples/sec accuracy=0.969063 2020-04-12 14:06:40,771 Epoch[24] Batch [13550-13600] Speed: 198.74 samples/sec accuracy=0.971250 2020-04-12 14:07:12,736 Epoch[24] Batch [13600-13650] Speed: 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accuracy=0.971094 2020-04-12 14:13:05,012 Epoch[24] Batch [14150-14200] Speed: 199.11 samples/sec accuracy=0.967500 2020-04-12 14:13:36,860 Epoch[24] Batch [14200-14250] Speed: 200.96 samples/sec accuracy=0.969375 2020-04-12 14:14:09,135 Epoch[24] Batch [14250-14300] Speed: 198.30 samples/sec accuracy=0.967187 2020-04-12 14:14:41,643 Epoch[24] Batch [14300-14350] Speed: 196.87 samples/sec accuracy=0.967500 2020-04-12 14:15:13,169 Epoch[24] Batch [14350-14400] Speed: 203.01 samples/sec accuracy=0.972344 2020-04-12 14:15:45,128 Epoch[24] Batch [14400-14450] Speed: 200.25 samples/sec accuracy=0.971875 2020-04-12 14:16:17,376 Epoch[24] Batch [14450-14500] Speed: 198.46 samples/sec accuracy=0.970781 2020-04-12 14:16:49,336 Epoch[24] Batch [14500-14550] Speed: 200.25 samples/sec accuracy=0.970938 2020-04-12 14:17:21,272 Epoch[24] Batch [14550-14600] Speed: 200.40 samples/sec accuracy=0.972031 2020-04-12 14:17:53,634 Epoch[24] Batch [14600-14650] Speed: 197.77 samples/sec accuracy=0.970156 2020-04-12 14:18:25,284 Epoch[24] Batch [14650-14700] Speed: 202.21 samples/sec accuracy=0.972812 2020-04-12 14:18:57,379 Epoch[24] Batch [14700-14750] Speed: 199.41 samples/sec accuracy=0.971719 2020-04-12 14:19:29,315 Epoch[24] Batch [14750-14800] Speed: 200.40 samples/sec accuracy=0.972031 2020-04-12 14:20:01,337 Epoch[24] Batch [14800-14850] Speed: 199.87 samples/sec accuracy=0.970000 2020-04-12 14:20:33,219 Epoch[24] Batch [14850-14900] Speed: 200.74 samples/sec accuracy=0.967969 2020-04-12 14:21:05,137 Epoch[24] Batch [14900-14950] Speed: 200.52 samples/sec accuracy=0.967969 2020-04-12 14:21:36,765 Epoch[24] Batch [14950-15000] Speed: 202.35 samples/sec accuracy=0.969844 2020-04-12 14:22:08,736 Epoch[24] Batch [15000-15050] Speed: 200.18 samples/sec accuracy=0.969063 2020-04-12 14:22:40,853 Epoch[24] Batch [15050-15100] Speed: 199.27 samples/sec accuracy=0.969375 2020-04-12 14:23:12,965 Epoch[24] Batch [15100-15150] Speed: 199.30 samples/sec accuracy=0.972344 2020-04-12 14:23:45,252 Epoch[24] Batch [15150-15200] Speed: 198.23 samples/sec accuracy=0.972656 2020-04-12 14:24:17,332 Epoch[24] Batch [15200-15250] Speed: 199.50 samples/sec accuracy=0.971719 2020-04-12 14:24:49,637 Epoch[24] Batch [15250-15300] Speed: 198.12 samples/sec accuracy=0.970625 2020-04-12 14:25:21,557 Epoch[24] Batch [15300-15350] Speed: 200.50 samples/sec accuracy=0.971250 2020-04-12 14:25:54,270 Epoch[24] Batch [15350-15400] Speed: 195.64 samples/sec accuracy=0.973437 2020-04-12 14:26:26,249 Epoch[24] Batch [15400-15450] Speed: 200.13 samples/sec accuracy=0.969219 2020-04-12 14:26:58,104 Epoch[24] Batch [15450-15500] Speed: 200.91 samples/sec accuracy=0.975156 2020-04-12 14:27:30,079 Epoch[24] Batch [15500-15550] Speed: 200.16 samples/sec accuracy=0.970000 2020-04-12 14:28:02,115 Epoch[24] Batch [15550-15600] Speed: 199.78 samples/sec accuracy=0.971875 2020-04-12 14:28:34,070 Epoch[24] Batch [15600-15650] Speed: 200.29 samples/sec accuracy=0.972656 2020-04-12 14:29:05,915 Epoch[24] Batch [15650-15700] Speed: 200.97 samples/sec accuracy=0.969375 2020-04-12 14:29:37,519 Epoch[24] Batch [15700-15750] Speed: 202.51 samples/sec accuracy=0.974688 2020-04-12 14:30:09,468 Epoch[24] Batch [15750-15800] Speed: 200.32 samples/sec accuracy=0.966562 2020-04-12 14:30:41,307 Epoch[24] Batch [15800-15850] Speed: 201.01 samples/sec accuracy=0.968750 2020-04-12 14:31:13,289 Epoch[24] Batch [15850-15900] Speed: 200.12 samples/sec accuracy=0.969688 2020-04-12 14:31:45,300 Epoch[24] Batch [15900-15950] Speed: 199.93 samples/sec accuracy=0.971875 2020-04-12 14:32:17,656 Epoch[24] Batch [15950-16000] Speed: 197.80 samples/sec accuracy=0.970625 2020-04-12 14:32:49,619 Epoch[24] Batch [16000-16050] Speed: 200.23 samples/sec accuracy=0.971875 2020-04-12 14:33:21,886 Epoch[24] Batch [16050-16100] Speed: 198.35 samples/sec accuracy=0.970469 2020-04-12 14:33:53,426 Epoch[24] Batch [16100-16150] Speed: 202.92 samples/sec accuracy=0.968281 2020-04-12 14:34:25,634 Epoch[24] Batch [16150-16200] Speed: 198.71 samples/sec accuracy=0.971094 2020-04-12 14:34:56,994 Epoch[24] Batch [16200-16250] Speed: 204.08 samples/sec accuracy=0.973750 2020-04-12 14:35:28,965 Epoch[24] Batch [16250-16300] Speed: 200.18 samples/sec accuracy=0.969531 2020-04-12 14:36:00,921 Epoch[24] Batch [16300-16350] Speed: 200.28 samples/sec accuracy=0.970938 2020-04-12 14:36:32,947 Epoch[24] Batch [16350-16400] Speed: 199.84 samples/sec accuracy=0.971719 2020-04-12 14:37:04,702 Epoch[24] Batch [16400-16450] Speed: 201.54 samples/sec accuracy=0.973594 2020-04-12 14:37:34,176 Epoch[24] Batch [16450-16500] Speed: 217.14 samples/sec accuracy=0.971406 2020-04-12 14:38:03,542 Epoch[24] Batch [16500-16550] Speed: 217.94 samples/sec accuracy=0.970000 2020-04-12 14:38:32,852 Epoch[24] Batch [16550-16600] Speed: 218.35 samples/sec accuracy=0.971094 2020-04-12 14:39:02,297 Epoch[24] Batch [16600-16650] Speed: 217.36 samples/sec accuracy=0.969219 2020-04-12 14:39:31,628 Epoch[24] Batch [16650-16700] Speed: 218.20 samples/sec accuracy=0.967500 2020-04-12 14:40:01,074 Epoch[24] Batch [16700-16750] Speed: 217.35 samples/sec accuracy=0.971094 2020-04-12 14:40:30,210 Epoch[24] Batch [16750-16800] Speed: 219.66 samples/sec accuracy=0.972031 2020-04-12 14:40:59,638 Epoch[24] Batch [16800-16850] Speed: 217.48 samples/sec accuracy=0.972344 2020-04-12 14:41:29,116 Epoch[24] Batch [16850-16900] Speed: 217.12 samples/sec accuracy=0.970313 2020-04-12 14:41:58,425 Epoch[24] Batch [16900-16950] Speed: 218.36 samples/sec accuracy=0.968750 2020-04-12 14:42:28,106 Epoch[24] Batch [16950-17000] Speed: 215.63 samples/sec accuracy=0.970000 2020-04-12 14:42:56,891 Epoch[24] Batch [17000-17050] Speed: 222.34 samples/sec accuracy=0.970469 2020-04-12 14:43:26,367 Epoch[24] Batch [17050-17100] Speed: 217.13 samples/sec accuracy=0.966406 2020-04-12 14:43:55,768 Epoch[24] Batch [17100-17150] Speed: 217.68 samples/sec accuracy=0.968437 2020-04-12 14:44:24,941 Epoch[24] Batch [17150-17200] Speed: 219.38 samples/sec accuracy=0.969688 2020-04-12 14:44:54,584 Epoch[24] Batch [17200-17250] Speed: 215.90 samples/sec accuracy=0.970781 2020-04-12 14:45:23,934 Epoch[24] Batch [17250-17300] Speed: 218.06 samples/sec accuracy=0.970625 2020-04-12 14:45:53,826 Epoch[24] Batch [17300-17350] Speed: 214.10 samples/sec accuracy=0.968906 2020-04-12 14:46:23,280 Epoch[24] Batch [17350-17400] Speed: 217.30 samples/sec accuracy=0.970469 2020-04-12 14:46:52,783 Epoch[24] Batch [17400-17450] Speed: 216.92 samples/sec accuracy=0.969844 2020-04-12 14:47:22,342 Epoch[24] Batch [17450-17500] Speed: 216.52 samples/sec accuracy=0.968437 2020-04-12 14:47:51,380 Epoch[24] Batch [17500-17550] Speed: 220.41 samples/sec accuracy=0.971094 2020-04-12 14:48:20,963 Epoch[24] Batch [17550-17600] Speed: 216.34 samples/sec accuracy=0.969688 2020-04-12 14:48:50,398 Epoch[24] Batch [17600-17650] Speed: 217.43 samples/sec accuracy=0.969844 2020-04-12 14:49:20,027 Epoch[24] Batch [17650-17700] Speed: 216.01 samples/sec accuracy=0.973437 2020-04-12 14:49:49,493 Epoch[24] Batch [17700-17750] Speed: 217.20 samples/sec accuracy=0.967500 2020-04-12 14:50:18,941 Epoch[24] Batch [17750-17800] Speed: 217.33 samples/sec accuracy=0.969219 2020-04-12 14:50:48,413 Epoch[24] Batch [17800-17850] Speed: 217.16 samples/sec accuracy=0.968750 2020-04-12 14:51:17,863 Epoch[24] Batch [17850-17900] Speed: 217.32 samples/sec accuracy=0.969219 2020-04-12 14:51:47,313 Epoch[24] Batch [17900-17950] Speed: 217.32 samples/sec accuracy=0.964688 2020-04-12 14:52:16,568 Epoch[24] Batch [17950-18000] Speed: 218.77 samples/sec accuracy=0.971094 2020-04-12 14:52:46,199 Epoch[24] Batch [18000-18050] Speed: 215.99 samples/sec accuracy=0.969688 2020-04-12 14:53:15,495 Epoch[24] Batch [18050-18100] Speed: 218.46 samples/sec accuracy=0.972344 2020-04-12 14:53:44,760 Epoch[24] Batch [18100-18150] Speed: 218.70 samples/sec accuracy=0.968437 2020-04-12 14:54:14,094 Epoch[24] Batch [18150-18200] Speed: 218.18 samples/sec accuracy=0.971406 2020-04-12 14:54:43,423 Epoch[24] Batch [18200-18250] Speed: 218.21 samples/sec accuracy=0.970781 2020-04-12 14:55:12,756 Epoch[24] Batch [18250-18300] Speed: 218.19 samples/sec accuracy=0.965313 2020-04-12 14:55:42,272 Epoch[24] Batch [18300-18350] Speed: 216.83 samples/sec accuracy=0.969219 2020-04-12 14:56:11,748 Epoch[24] Batch [18350-18400] Speed: 217.13 samples/sec accuracy=0.968281 2020-04-12 14:56:41,161 Epoch[24] Batch [18400-18450] Speed: 217.60 samples/sec accuracy=0.971562 2020-04-12 14:57:10,968 Epoch[24] Batch [18450-18500] Speed: 214.71 samples/sec accuracy=0.970938 2020-04-12 14:57:40,354 Epoch[24] Batch [18500-18550] Speed: 217.79 samples/sec accuracy=0.968594 2020-04-12 14:58:09,973 Epoch[24] Batch [18550-18600] Speed: 216.08 samples/sec accuracy=0.970938 2020-04-12 14:58:39,269 Epoch[24] Batch [18600-18650] Speed: 218.45 samples/sec accuracy=0.973281 2020-04-12 14:59:08,680 Epoch[24] Batch [18650-18700] Speed: 217.61 samples/sec accuracy=0.968281 2020-04-12 14:59:38,159 Epoch[24] Batch [18700-18750] Speed: 217.11 samples/sec accuracy=0.967969 2020-04-12 15:00:07,628 Epoch[24] Batch [18750-18800] Speed: 217.17 samples/sec accuracy=0.972187 2020-04-12 15:00:36,831 Epoch[24] Batch [18800-18850] Speed: 219.16 samples/sec accuracy=0.970156 2020-04-12 15:01:06,232 Epoch[24] Batch [18850-18900] Speed: 217.68 samples/sec accuracy=0.971875 2020-04-12 15:01:35,562 Epoch[24] Batch [18900-18950] Speed: 218.21 samples/sec accuracy=0.971094 2020-04-12 15:02:04,970 Epoch[24] Batch [18950-19000] Speed: 217.63 samples/sec accuracy=0.970313 2020-04-12 15:02:34,357 Epoch[24] Batch [19000-19050] Speed: 217.78 samples/sec accuracy=0.969688 2020-04-12 15:03:03,746 Epoch[24] Batch [19050-19100] Speed: 217.77 samples/sec accuracy=0.971562 2020-04-12 15:03:33,231 Epoch[24] Batch [19100-19150] Speed: 217.06 samples/sec accuracy=0.972031 2020-04-12 15:04:02,692 Epoch[24] Batch [19150-19200] Speed: 217.24 samples/sec accuracy=0.970469 2020-04-12 15:04:31,967 Epoch[24] Batch [19200-19250] Speed: 218.62 samples/sec accuracy=0.972031 2020-04-12 15:05:01,428 Epoch[24] Batch [19250-19300] Speed: 217.24 samples/sec accuracy=0.969375 2020-04-12 15:05:30,831 Epoch[24] Batch [19300-19350] Speed: 217.66 samples/sec accuracy=0.969531 2020-04-12 15:06:00,232 Epoch[24] Batch [19350-19400] Speed: 217.68 samples/sec accuracy=0.969531 2020-04-12 15:06:29,607 Epoch[24] Batch [19400-19450] Speed: 217.88 samples/sec accuracy=0.969219 2020-04-12 15:06:58,995 Epoch[24] Batch [19450-19500] Speed: 217.78 samples/sec accuracy=0.971094 2020-04-12 15:07:28,426 Epoch[24] Batch [19500-19550] Speed: 217.45 samples/sec accuracy=0.968437 2020-04-12 15:07:57,975 Epoch[24] Batch [19550-19600] Speed: 216.59 samples/sec accuracy=0.972500 2020-04-12 15:08:27,365 Epoch[24] Batch [19600-19650] Speed: 217.76 samples/sec accuracy=0.970625 2020-04-12 15:08:56,856 Epoch[24] Batch [19650-19700] Speed: 217.02 samples/sec accuracy=0.973281 2020-04-12 15:09:26,577 Epoch[24] Batch [19700-19750] Speed: 215.33 samples/sec accuracy=0.971094 2020-04-12 15:09:56,091 Epoch[24] Batch [19750-19800] Speed: 216.85 samples/sec accuracy=0.970938 2020-04-12 15:10:25,448 Epoch[24] Batch [19800-19850] Speed: 218.01 samples/sec accuracy=0.966875 2020-04-12 15:10:54,837 Epoch[24] Batch [19850-19900] Speed: 217.77 samples/sec accuracy=0.967500 2020-04-12 15:11:24,024 Epoch[24] Batch [19900-19950] Speed: 219.28 samples/sec accuracy=0.963281 2020-04-12 15:11:53,781 Epoch[24] Batch [19950-20000] Speed: 215.07 samples/sec accuracy=0.972031 2020-04-12 15:12:23,621 Epoch[24] Batch [20000-20050] Speed: 214.48 samples/sec accuracy=0.968125 2020-04-12 15:12:55,964 Epoch[24] Batch [20050-20100] Speed: 197.88 samples/sec accuracy=0.970156 2020-04-12 15:13:28,045 Epoch[24] Batch [20100-20150] Speed: 199.49 samples/sec accuracy=0.969688 2020-04-12 15:13:59,843 Epoch[24] Batch [20150-20200] Speed: 201.27 samples/sec accuracy=0.971250 2020-04-12 15:14:31,743 Epoch[24] Batch [20200-20250] Speed: 200.63 samples/sec accuracy=0.970781 2020-04-12 15:15:03,779 Epoch[24] Batch [20250-20300] Speed: 199.77 samples/sec accuracy=0.965469 2020-04-12 15:15:35,515 Epoch[24] Batch [20300-20350] Speed: 201.67 samples/sec accuracy=0.968437 2020-04-12 15:16:07,553 Epoch[24] Batch [20350-20400] Speed: 199.76 samples/sec accuracy=0.971875 2020-04-12 15:16:39,597 Epoch[24] Batch [20400-20450] Speed: 199.72 samples/sec accuracy=0.970781 2020-04-12 15:17:11,619 Epoch[24] Batch [20450-20500] Speed: 199.87 samples/sec accuracy=0.969844 2020-04-12 15:17:43,850 Epoch[24] Batch [20500-20550] Speed: 198.57 samples/sec accuracy=0.970000 2020-04-12 15:18:15,708 Epoch[24] Batch [20550-20600] Speed: 200.89 samples/sec accuracy=0.967656 2020-04-12 15:18:47,263 Epoch[24] Batch [20600-20650] Speed: 202.83 samples/sec accuracy=0.969531 2020-04-12 15:19:19,376 Epoch[24] Batch [20650-20700] Speed: 199.30 samples/sec accuracy=0.969844 2020-04-12 15:19:51,486 Epoch[24] Batch [20700-20750] Speed: 199.31 samples/sec accuracy=0.970156 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File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 62, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [16:18:36] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7f2d59b34b5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7f2d5cc339d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7f2d5cc64795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7f2d5cc40961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7f2d5cc43ea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7f2d5cc44136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7f2d5cc3f114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7f2e0f483a60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7f2e13ea06db] 2020-04-12 16:57:08,584 Using 1 threads for decoding... 2020-04-12 16:57:08,585 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-12 16:57:08,585 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-12 16:57:19,141 Using 1 threads for decoding... 2020-04-12 16:57:19,141 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-12 16:57:19,141 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-12 16:57:19,869 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 1e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'lstm', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5} 2020-04-12 16:57:19,878 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0024.params [16:57:37] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-12 16:58:17,812 Epoch[24] Batch [0-50] Speed: 193.25 samples/sec accuracy=0.970741 2020-04-12 16:58:49,974 Epoch[24] Batch [50-100] Speed: 198.99 samples/sec accuracy=0.965000 2020-04-12 16:59:22,426 Epoch[24] Batch [100-150] Speed: 197.22 samples/sec accuracy=0.967031 2020-04-12 16:59:54,341 Epoch[24] Batch [150-200] Speed: 200.53 samples/sec accuracy=0.968437 2020-04-12 17:00:26,142 Epoch[24] Batch [200-250] Speed: 201.26 samples/sec accuracy=0.971250 2020-04-12 17:00:58,351 Epoch[24] Batch [250-300] Speed: 198.70 samples/sec accuracy=0.971094 2020-04-12 17:01:30,868 Epoch[24] Batch [300-350] Speed: 196.82 samples/sec accuracy=0.970313 2020-04-12 17:02:03,065 Epoch[24] Batch [350-400] Speed: 198.78 samples/sec accuracy=0.967344 2020-04-12 17:02:35,158 Epoch[24] Batch [400-450] Speed: 199.42 samples/sec accuracy=0.966562 2020-04-12 17:03:06,511 Epoch[24] Batch [450-500] Speed: 204.13 samples/sec 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accuracy=0.968750 2020-04-12 17:31:22,829 Epoch[24] Batch [3100-3150] Speed: 199.49 samples/sec accuracy=0.971562 2020-04-12 17:31:55,668 Epoch[24] Batch [3150-3200] Speed: 194.89 samples/sec accuracy=0.971719 2020-04-12 17:32:26,689 Epoch[24] Batch [3200-3250] Speed: 206.31 samples/sec accuracy=0.970000 2020-04-12 17:32:59,075 Epoch[24] Batch [3250-3300] Speed: 197.62 samples/sec accuracy=0.967344 2020-04-12 17:33:30,859 Epoch[24] Batch [3300-3350] Speed: 201.36 samples/sec accuracy=0.971719 2020-04-12 17:34:01,704 Epoch[24] Batch [3350-3400] Speed: 207.49 samples/sec accuracy=0.972187 2020-04-12 17:34:33,746 Epoch[24] Batch [3400-3450] Speed: 199.74 samples/sec accuracy=0.968750 2020-04-12 17:35:04,884 Epoch[24] Batch [3450-3500] Speed: 205.54 samples/sec accuracy=0.966250 2020-04-12 17:35:35,890 Epoch[24] Batch [3500-3550] Speed: 206.41 samples/sec accuracy=0.972969 2020-04-12 17:36:07,027 Epoch[24] Batch [3550-3600] Speed: 205.55 samples/sec accuracy=0.974375 2020-04-12 17:36:38,120 Epoch[24] Batch [3600-3650] Speed: 205.83 samples/sec accuracy=0.969063 2020-04-12 17:37:10,751 Epoch[24] Batch [3650-3700] Speed: 196.13 samples/sec accuracy=0.970625 2020-04-12 17:37:43,439 Epoch[24] Batch [3700-3750] Speed: 195.79 samples/sec accuracy=0.972500 2020-04-12 17:38:14,110 Epoch[24] Batch [3750-3800] Speed: 208.66 samples/sec accuracy=0.965313 2020-04-12 17:38:46,491 Epoch[24] Batch [3800-3850] Speed: 197.65 samples/sec accuracy=0.970781 2020-04-12 17:39:18,094 Epoch[24] Batch [3850-3900] Speed: 202.51 samples/sec accuracy=0.971406 2020-04-12 17:39:49,997 Epoch[24] Batch [3900-3950] Speed: 200.61 samples/sec accuracy=0.968437 2020-04-12 17:40:22,489 Epoch[24] Batch [3950-4000] Speed: 196.97 samples/sec accuracy=0.968281 2020-04-12 17:40:54,399 Epoch[24] Batch [4000-4050] Speed: 200.57 samples/sec accuracy=0.967656 2020-04-12 17:41:25,345 Epoch[24] Batch [4050-4100] Speed: 206.81 samples/sec accuracy=0.971406 2020-04-12 17:41:56,961 Epoch[24] Batch [4100-4150] Speed: 202.43 samples/sec accuracy=0.972187 2020-04-12 17:42:29,428 Epoch[24] Batch [4150-4200] Speed: 197.13 samples/sec accuracy=0.970000 2020-04-12 17:43:00,613 Epoch[24] Batch [4200-4250] Speed: 205.22 samples/sec accuracy=0.971250 2020-04-12 17:43:31,363 Epoch[24] Batch [4250-4300] Speed: 208.13 samples/sec accuracy=0.969531 2020-04-12 17:44:02,594 Epoch[24] Batch [4300-4350] Speed: 204.92 samples/sec accuracy=0.967344 2020-04-12 17:44:34,157 Epoch[24] Batch [4350-4400] Speed: 202.77 samples/sec accuracy=0.973125 2020-04-12 17:45:05,188 Epoch[24] Batch [4400-4450] Speed: 206.25 samples/sec accuracy=0.969688 2020-04-12 17:45:37,154 Epoch[24] Batch [4450-4500] Speed: 200.22 samples/sec accuracy=0.970469 2020-04-12 17:46:10,176 Epoch[24] Batch [4500-4550] Speed: 193.81 samples/sec accuracy=0.971094 2020-04-12 17:46:42,365 Epoch[24] Batch [4550-4600] Speed: 198.83 samples/sec accuracy=0.971562 2020-04-12 17:47:14,772 Epoch[24] Batch [4600-4650] Speed: 197.49 samples/sec accuracy=0.972344 2020-04-12 17:47:45,946 Epoch[24] Batch [4650-4700] Speed: 205.30 samples/sec accuracy=0.967812 2020-04-12 17:48:17,339 Epoch[24] Batch [4700-4750] Speed: 203.87 samples/sec accuracy=0.971562 2020-04-12 17:48:49,320 Epoch[24] Batch [4750-4800] Speed: 200.12 samples/sec accuracy=0.968437 2020-04-12 17:49:20,084 Epoch[24] Batch [4800-4850] Speed: 208.04 samples/sec accuracy=0.970781 2020-04-12 17:49:51,260 Epoch[24] Batch [4850-4900] Speed: 205.28 samples/sec accuracy=0.972187 2020-04-12 17:50:24,544 Epoch[24] Batch [4900-4950] Speed: 192.29 samples/sec accuracy=0.970000 2020-04-12 17:50:56,405 Epoch[24] Batch [4950-5000] Speed: 200.87 samples/sec accuracy=0.972656 2020-04-12 17:51:28,210 Epoch[24] Batch [5000-5050] Speed: 201.23 samples/sec accuracy=0.973281 2020-04-12 17:52:00,677 Epoch[24] Batch [5050-5100] Speed: 197.12 samples/sec accuracy=0.965625 2020-04-12 17:52:33,147 Epoch[24] Batch [5100-5150] Speed: 197.11 samples/sec accuracy=0.970469 2020-04-12 17:53:05,405 Epoch[24] Batch [5150-5200] Speed: 198.40 samples/sec accuracy=0.970938 2020-04-12 17:53:37,919 Epoch[24] Batch [5200-5250] Speed: 196.84 samples/sec accuracy=0.970781 2020-04-12 17:54:10,312 Epoch[24] Batch [5250-5300] Speed: 197.57 samples/sec accuracy=0.971250 2020-04-12 17:54:42,690 Epoch[24] Batch [5300-5350] Speed: 197.67 samples/sec accuracy=0.963906 2020-04-12 17:55:14,655 Epoch[24] Batch [5350-5400] Speed: 200.22 samples/sec accuracy=0.969531 2020-04-12 17:55:46,406 Epoch[24] Batch [5400-5450] Speed: 201.57 samples/sec accuracy=0.967187 2020-04-12 17:56:18,350 Epoch[24] Batch [5450-5500] Speed: 200.35 samples/sec accuracy=0.972656 2020-04-12 17:56:50,569 Epoch[24] Batch [5500-5550] Speed: 198.64 samples/sec accuracy=0.971094 2020-04-12 17:57:22,548 Epoch[24] Batch [5550-5600] Speed: 200.14 samples/sec accuracy=0.969219 2020-04-12 17:57:54,767 Epoch[24] Batch [5600-5650] Speed: 198.64 samples/sec accuracy=0.973437 2020-04-12 17:58:26,832 Epoch[24] Batch [5650-5700] 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accuracy=0.967969 2020-04-12 18:04:19,604 Epoch[24] Batch [6200-6250] Speed: 198.50 samples/sec accuracy=0.970469 2020-04-12 18:04:51,502 Epoch[24] Batch [6250-6300] Speed: 200.64 samples/sec accuracy=0.973750 2020-04-12 18:05:23,540 Epoch[24] Batch [6300-6350] Speed: 199.76 samples/sec accuracy=0.969063 2020-04-12 18:05:55,421 Epoch[24] Batch [6350-6400] Speed: 200.75 samples/sec accuracy=0.967187 2020-04-12 18:06:27,255 Epoch[24] Batch [6400-6450] Speed: 201.04 samples/sec accuracy=0.968906 2020-04-12 18:06:59,423 Epoch[24] Batch [6450-6500] Speed: 198.96 samples/sec accuracy=0.968125 2020-04-12 18:07:31,623 Epoch[24] Batch [6500-6550] Speed: 198.76 samples/sec accuracy=0.968594 2020-04-12 18:08:03,689 Epoch[24] Batch [6550-6600] Speed: 199.59 samples/sec accuracy=0.974375 2020-04-12 18:08:36,133 Epoch[24] Batch [6600-6650] Speed: 197.27 samples/sec accuracy=0.965000 2020-04-12 18:09:08,142 Epoch[24] Batch [6650-6700] Speed: 199.95 samples/sec accuracy=0.976094 2020-04-12 18:09:40,085 Epoch[24] Batch [6700-6750] Speed: 200.35 samples/sec accuracy=0.968906 2020-04-12 18:10:11,922 Epoch[24] Batch [6750-6800] Speed: 201.03 samples/sec accuracy=0.972969 2020-04-12 18:10:44,383 Epoch[24] Batch [6800-6850] Speed: 197.16 samples/sec accuracy=0.972031 2020-04-12 18:11:16,696 Epoch[24] Batch [6850-6900] Speed: 198.07 samples/sec accuracy=0.971719 2020-04-12 18:11:48,917 Epoch[24] Batch [6900-6950] Speed: 198.63 samples/sec accuracy=0.971094 2020-04-12 18:12:20,663 Epoch[24] Batch [6950-7000] Speed: 201.60 samples/sec accuracy=0.970938 2020-04-12 18:12:52,936 Epoch[24] Batch [7000-7050] Speed: 198.31 samples/sec accuracy=0.971562 2020-04-12 18:13:25,426 Epoch[24] Batch [7050-7100] Speed: 196.99 samples/sec accuracy=0.972812 2020-04-12 18:13:57,738 Epoch[24] Batch [7100-7150] Speed: 198.07 samples/sec accuracy=0.968437 2020-04-12 18:14:29,559 Epoch[24] Batch [7150-7200] Speed: 201.13 samples/sec accuracy=0.974063 2020-04-12 18:15:01,528 Epoch[24] Batch [7200-7250] 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accuracy=0.968594 2020-04-12 18:20:53,818 Epoch[24] Batch [7750-7800] Speed: 195.99 samples/sec accuracy=0.970313 2020-04-12 18:21:26,034 Epoch[24] Batch [7800-7850] Speed: 198.66 samples/sec accuracy=0.971562 2020-04-12 18:21:58,059 Epoch[24] Batch [7850-7900] Speed: 199.85 samples/sec accuracy=0.971250 2020-04-12 18:22:29,872 Epoch[24] Batch [7900-7950] Speed: 201.18 samples/sec accuracy=0.968437 2020-04-12 18:23:01,892 Epoch[24] Batch [7950-8000] Speed: 199.88 samples/sec accuracy=0.970625 2020-04-12 18:23:34,116 Epoch[24] Batch [8000-8050] Speed: 198.61 samples/sec accuracy=0.965000 2020-04-12 18:24:06,174 Epoch[24] Batch [8050-8100] Speed: 199.64 samples/sec accuracy=0.974688 2020-04-12 18:24:38,253 Epoch[24] Batch [8100-8150] Speed: 199.51 samples/sec accuracy=0.972187 2020-04-12 18:25:10,705 Epoch[24] Batch [8150-8200] Speed: 197.22 samples/sec accuracy=0.970156 2020-04-12 18:25:42,435 Epoch[24] Batch [8200-8250] Speed: 201.70 samples/sec accuracy=0.969688 2020-04-12 18:26:14,407 Epoch[24] Batch [8250-8300] Speed: 200.18 samples/sec accuracy=0.966719 2020-04-12 18:26:46,406 Epoch[24] Batch [8300-8350] Speed: 200.01 samples/sec accuracy=0.968750 2020-04-12 18:27:18,528 Epoch[24] Batch [8350-8400] Speed: 199.24 samples/sec accuracy=0.970781 2020-04-12 18:27:50,800 Epoch[24] Batch [8400-8450] Speed: 198.32 samples/sec accuracy=0.968437 2020-04-12 18:28:23,190 Epoch[24] Batch [8450-8500] Speed: 197.60 samples/sec accuracy=0.966094 2020-04-12 18:28:54,932 Epoch[24] Batch [8500-8550] Speed: 201.63 samples/sec accuracy=0.968750 2020-04-12 18:29:26,754 Epoch[24] Batch [8550-8600] Speed: 201.12 samples/sec accuracy=0.968750 2020-04-12 18:29:58,845 Epoch[24] Batch [8600-8650] Speed: 199.44 samples/sec accuracy=0.971250 2020-04-12 18:30:30,972 Epoch[24] Batch [8650-8700] Speed: 199.21 samples/sec accuracy=0.973594 2020-04-12 18:31:03,111 Epoch[24] Batch [8700-8750] Speed: 199.13 samples/sec accuracy=0.969844 2020-04-12 18:31:35,135 Epoch[24] Batch [8750-8800] Speed: 199.85 samples/sec accuracy=0.972656 2020-04-12 18:32:07,495 Epoch[24] Batch [8800-8850] Speed: 197.78 samples/sec accuracy=0.971094 2020-04-12 18:32:39,600 Epoch[24] Batch [8850-8900] Speed: 199.35 samples/sec accuracy=0.972500 2020-04-12 18:33:11,556 Epoch[24] Batch [8900-8950] Speed: 200.28 samples/sec accuracy=0.971094 2020-04-12 18:33:43,716 Epoch[24] Batch [8950-9000] Speed: 199.01 samples/sec accuracy=0.970469 2020-04-12 18:34:15,680 Epoch[24] Batch [9000-9050] Speed: 200.22 samples/sec accuracy=0.968281 2020-04-12 18:34:47,882 Epoch[24] Batch [9050-9100] Speed: 198.75 samples/sec accuracy=0.971094 2020-04-12 18:35:20,448 Epoch[24] Batch [9100-9150] Speed: 196.53 samples/sec accuracy=0.971562 2020-04-12 18:35:52,293 Epoch[24] Batch [9150-9200] Speed: 200.97 samples/sec accuracy=0.975000 2020-04-12 18:36:24,115 Epoch[24] Batch [9200-9250] Speed: 201.12 samples/sec accuracy=0.972500 2020-04-12 18:36:56,381 Epoch[24] Batch [9250-9300] Speed: 198.35 samples/sec accuracy=0.969219 2020-04-12 18:37:28,328 Epoch[24] Batch [9300-9350] Speed: 200.33 samples/sec accuracy=0.973750 2020-04-12 18:38:00,380 Epoch[24] Batch [9350-9400] Speed: 199.68 samples/sec accuracy=0.969375 2020-04-12 18:38:32,323 Epoch[24] Batch [9400-9450] Speed: 200.36 samples/sec accuracy=0.971875 2020-04-12 18:39:04,287 Epoch[24] Batch [9450-9500] Speed: 200.23 samples/sec accuracy=0.972656 2020-04-12 18:39:36,139 Epoch[24] Batch [9500-9550] Speed: 200.93 samples/sec accuracy=0.970156 2020-04-12 18:40:08,081 Epoch[24] Batch [9550-9600] Speed: 200.37 samples/sec accuracy=0.971562 2020-04-12 18:40:40,176 Epoch[24] Batch [9600-9650] Speed: 199.41 samples/sec accuracy=0.969531 2020-04-12 18:41:12,356 Epoch[24] Batch [9650-9700] Speed: 198.88 samples/sec accuracy=0.972656 2020-04-12 18:41:44,701 Epoch[24] Batch [9700-9750] Speed: 197.87 samples/sec accuracy=0.972500 2020-04-12 18:42:16,874 Epoch[24] Batch [9750-9800] Speed: 198.92 samples/sec accuracy=0.973125 2020-04-12 18:42:48,668 Epoch[24] Batch [9800-9850] Speed: 201.30 samples/sec accuracy=0.970625 2020-04-12 18:43:20,141 Epoch[24] Batch [9850-9900] Speed: 203.35 samples/sec accuracy=0.969063 2020-04-12 18:43:52,052 Epoch[24] Batch [9900-9950] Speed: 200.56 samples/sec accuracy=0.970469 2020-04-12 18:44:24,084 Epoch[24] Batch [9950-10000] Speed: 199.80 samples/sec accuracy=0.968906 2020-04-12 18:44:56,390 Epoch[24] Batch [10000-10050] Speed: 198.11 samples/sec accuracy=0.972969 2020-04-12 18:45:28,416 Epoch[24] Batch [10050-10100] Speed: 199.84 samples/sec accuracy=0.971875 2020-04-12 18:46:00,539 Epoch[24] Batch [10100-10150] Speed: 199.24 samples/sec accuracy=0.967656 2020-04-12 18:46:32,278 Epoch[24] Batch [10150-10200] Speed: 201.64 samples/sec accuracy=0.974688 2020-04-12 18:47:04,014 Epoch[24] Batch [10200-10250] Speed: 201.67 samples/sec accuracy=0.969063 2020-04-12 18:47:35,984 Epoch[24] Batch [10250-10300] Speed: 200.18 samples/sec accuracy=0.966250 2020-04-12 18:48:07,968 Epoch[24] 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samples/sec accuracy=0.972656 2020-04-12 18:59:20,574 Epoch[24] Batch [11350-11400] Speed: 200.40 samples/sec accuracy=0.969219 2020-04-12 18:59:52,312 Epoch[24] Batch [11400-11450] Speed: 201.66 samples/sec accuracy=0.972031 2020-04-12 19:00:24,665 Epoch[24] Batch [11450-11500] Speed: 197.82 samples/sec accuracy=0.970000 2020-04-12 19:00:56,466 Epoch[24] Batch [11500-11550] Speed: 201.26 samples/sec accuracy=0.965469 2020-04-12 19:01:28,660 Epoch[24] Batch [11550-11600] Speed: 198.79 samples/sec accuracy=0.967344 2020-04-12 19:02:00,725 Epoch[24] Batch [11600-11650] Speed: 199.60 samples/sec accuracy=0.967656 2020-04-12 19:02:32,964 Epoch[24] Batch [11650-11700] Speed: 198.52 samples/sec accuracy=0.971250 2020-04-12 19:03:05,098 Epoch[24] Batch [11700-11750] Speed: 199.17 samples/sec accuracy=0.969219 2020-04-12 19:03:36,828 Epoch[24] Batch [11750-11800] Speed: 201.71 samples/sec accuracy=0.972969 2020-04-12 19:04:09,260 Epoch[24] Batch [11800-11850] Speed: 197.33 samples/sec accuracy=0.974219 2020-04-12 19:04:41,112 Epoch[24] Batch [11850-11900] Speed: 200.93 samples/sec accuracy=0.973594 2020-04-12 19:05:12,879 Epoch[24] Batch [11900-11950] Speed: 201.47 samples/sec accuracy=0.972344 2020-04-12 19:05:45,558 Epoch[24] Batch [11950-12000] Speed: 195.84 samples/sec accuracy=0.969844 2020-04-12 19:06:17,780 Epoch[24] Batch [12000-12050] Speed: 198.62 samples/sec accuracy=0.967812 2020-04-12 19:06:50,015 Epoch[24] Batch [12050-12100] Speed: 198.54 samples/sec accuracy=0.972812 2020-04-12 19:07:22,082 Epoch[24] Batch [12100-12150] Speed: 199.58 samples/sec accuracy=0.974688 2020-04-12 19:07:54,128 Epoch[24] Batch [12150-12200] Speed: 199.72 samples/sec accuracy=0.971562 2020-04-12 19:08:25,962 Epoch[24] Batch [12200-12250] Speed: 201.04 samples/sec accuracy=0.966406 2020-04-12 19:08:58,129 Epoch[24] Batch [12250-12300] Speed: 198.96 samples/sec accuracy=0.975000 2020-04-12 19:09:30,329 Epoch[24] Batch [12300-12350] Speed: 198.76 samples/sec accuracy=0.972500 2020-04-12 19:10:02,306 Epoch[24] Batch [12350-12400] Speed: 200.15 samples/sec accuracy=0.975000 2020-04-12 19:10:34,636 Epoch[24] Batch [12400-12450] Speed: 197.96 samples/sec accuracy=0.970156 2020-04-12 19:11:06,690 Epoch[24] Batch [12450-12500] Speed: 199.67 samples/sec accuracy=0.971875 2020-04-12 19:11:38,572 Epoch[24] Batch [12500-12550] Speed: 200.74 samples/sec accuracy=0.974219 2020-04-12 19:12:10,155 Epoch[24] Batch [12550-12600] Speed: 202.65 samples/sec accuracy=0.968750 2020-04-12 19:12:42,401 Epoch[24] Batch [12600-12650] Speed: 198.47 samples/sec accuracy=0.971875 2020-04-12 19:13:14,616 Epoch[24] Batch [12650-12700] Speed: 198.67 samples/sec accuracy=0.970781 2020-04-12 19:13:46,440 Epoch[24] Batch [12700-12750] Speed: 201.10 samples/sec accuracy=0.968125 2020-04-12 19:14:18,565 Epoch[24] Batch [12750-12800] Speed: 199.23 samples/sec accuracy=0.970938 2020-04-12 19:14:50,607 Epoch[24] Batch [12800-12850] Speed: 199.74 samples/sec accuracy=0.970938 2020-04-12 19:15:22,374 Epoch[24] Batch [12850-12900] Speed: 201.47 samples/sec accuracy=0.967969 2020-04-12 19:15:54,437 Epoch[24] Batch [12900-12950] Speed: 199.61 samples/sec accuracy=0.972969 2020-04-12 19:16:26,401 Epoch[24] Batch [12950-13000] Speed: 200.22 samples/sec accuracy=0.970625 2020-04-12 19:16:58,340 Epoch[24] Batch [13000-13050] Speed: 200.38 samples/sec accuracy=0.971562 2020-04-12 19:17:30,180 Epoch[24] Batch [13050-13100] Speed: 201.01 samples/sec accuracy=0.971406 2020-04-12 19:18:01,730 Epoch[24] Batch [13100-13150] Speed: 202.86 samples/sec accuracy=0.971875 2020-04-12 19:18:33,892 Epoch[24] Batch [13150-13200] Speed: 198.99 samples/sec accuracy=0.969688 2020-04-12 19:19:05,679 Epoch[24] Batch [13200-13250] Speed: 201.35 samples/sec accuracy=0.972500 2020-04-12 19:19:37,900 Epoch[24] Batch [13250-13300] Speed: 198.63 samples/sec accuracy=0.969375 2020-04-12 19:20:09,597 Epoch[24] Batch [13300-13350] Speed: 201.91 samples/sec accuracy=0.972187 2020-04-12 19:20:41,342 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accuracy=0.973437 2020-04-12 19:37:16,549 Epoch[24] Batch [14900-14950] Speed: 201.02 samples/sec accuracy=0.971562 2020-04-12 19:37:49,063 Epoch[24] Batch [14950-15000] Speed: 196.84 samples/sec accuracy=0.971250 2020-04-12 19:38:21,315 Epoch[24] Batch [15000-15050] Speed: 198.44 samples/sec accuracy=0.970156 2020-04-12 19:38:53,165 Epoch[24] Batch [15050-15100] Speed: 200.94 samples/sec accuracy=0.971719 2020-04-12 19:39:25,365 Epoch[24] Batch [15100-15150] Speed: 198.76 samples/sec accuracy=0.972656 2020-04-12 19:39:57,439 Epoch[24] Batch [15150-15200] Speed: 199.54 samples/sec accuracy=0.972969 2020-04-12 19:40:29,648 Epoch[24] Batch [15200-15250] Speed: 198.70 samples/sec accuracy=0.971562 2020-04-12 19:41:01,954 Epoch[24] Batch [15250-15300] Speed: 198.11 samples/sec accuracy=0.971562 2020-04-12 19:41:34,200 Epoch[24] Batch [15300-15350] Speed: 198.48 samples/sec accuracy=0.970469 2020-04-12 19:42:05,813 Epoch[24] Batch [15350-15400] Speed: 202.45 samples/sec accuracy=0.975469 2020-04-12 19:42:37,983 Epoch[24] Batch [15400-15450] Speed: 198.95 samples/sec accuracy=0.971406 2020-04-12 19:43:10,581 Epoch[24] Batch [15450-15500] Speed: 196.33 samples/sec accuracy=0.971406 2020-04-12 19:43:42,970 Epoch[24] Batch [15500-15550] Speed: 197.60 samples/sec accuracy=0.970469 2020-04-12 19:44:15,209 Epoch[24] Batch [15550-15600] Speed: 198.52 samples/sec accuracy=0.968594 2020-04-12 19:44:47,470 Epoch[24] Batch [15600-15650] Speed: 198.38 samples/sec accuracy=0.970313 2020-04-12 19:45:19,240 Epoch[24] Batch [15650-15700] Speed: 201.45 samples/sec accuracy=0.971719 2020-04-12 19:45:51,496 Epoch[24] Batch [15700-15750] Speed: 198.41 samples/sec accuracy=0.971406 2020-04-12 19:46:23,383 Epoch[24] Batch [15750-15800] Speed: 200.71 samples/sec accuracy=0.971094 2020-04-12 19:46:55,155 Epoch[24] Batch [15800-15850] Speed: 201.44 samples/sec accuracy=0.974375 2020-04-12 19:47:27,346 Epoch[24] Batch [15850-15900] Speed: 198.82 samples/sec accuracy=0.969844 2020-04-12 19:47:59,168 Epoch[24] Batch [15900-15950] Speed: 201.12 samples/sec accuracy=0.971719 2020-04-12 19:48:31,412 Epoch[24] Batch [15950-16000] Speed: 198.49 samples/sec accuracy=0.965938 2020-04-12 19:49:03,668 Epoch[24] Batch [16000-16050] Speed: 198.41 samples/sec accuracy=0.970781 2020-04-12 19:49:35,966 Epoch[24] Batch [16050-16100] Speed: 198.16 samples/sec accuracy=0.969219 2020-04-12 19:50:07,968 Epoch[24] Batch [16100-16150] Speed: 199.99 samples/sec accuracy=0.969219 2020-04-12 19:50:39,865 Epoch[24] Batch [16150-16200] Speed: 200.65 samples/sec accuracy=0.969844 2020-04-12 19:51:11,972 Epoch[24] Batch [16200-16250] Speed: 199.34 samples/sec accuracy=0.971719 2020-04-12 19:51:44,014 Epoch[24] Batch [16250-16300] Speed: 199.74 samples/sec accuracy=0.968750 2020-04-12 19:52:16,532 Epoch[24] Batch [16300-16350] Speed: 196.82 samples/sec accuracy=0.969219 2020-04-12 19:52:49,086 Epoch[24] Batch [16350-16400] Speed: 196.60 samples/sec accuracy=0.968437 2020-04-12 19:53:20,991 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[16900-16950] Speed: 198.29 samples/sec accuracy=0.969844 2020-04-12 19:59:13,913 Epoch[24] Batch [16950-17000] Speed: 201.54 samples/sec accuracy=0.974688 2020-04-12 19:59:46,019 Epoch[24] Batch [17000-17050] Speed: 199.34 samples/sec accuracy=0.968906 2020-04-12 20:00:18,329 Epoch[24] Batch [17050-17100] Speed: 198.08 samples/sec accuracy=0.972031 2020-04-12 20:00:50,801 Epoch[24] Batch [17100-17150] Speed: 197.10 samples/sec accuracy=0.972969 2020-04-12 20:01:23,275 Epoch[24] Batch [17150-17200] Speed: 197.08 samples/sec accuracy=0.975625 2020-04-12 20:01:55,264 Epoch[24] Batch [17200-17250] Speed: 200.07 samples/sec accuracy=0.970625 2020-04-12 20:02:27,228 Epoch[24] Batch [17250-17300] Speed: 200.22 samples/sec accuracy=0.970781 2020-04-12 20:02:58,752 Epoch[24] Batch [17300-17350] Speed: 203.02 samples/sec accuracy=0.970313 2020-04-12 20:03:31,082 Epoch[24] Batch [17350-17400] Speed: 197.96 samples/sec accuracy=0.970781 2020-04-12 20:04:03,374 Epoch[24] Batch [17400-17450] Speed: 198.20 samples/sec accuracy=0.971094 2020-04-12 20:04:35,485 Epoch[24] Batch [17450-17500] Speed: 199.31 samples/sec accuracy=0.971250 2020-04-12 20:05:07,790 Epoch[24] Batch [17500-17550] Speed: 198.11 samples/sec accuracy=0.971094 2020-04-12 20:05:39,994 Epoch[24] Batch [17550-17600] Speed: 198.73 samples/sec accuracy=0.970313 2020-04-12 20:06:11,656 Epoch[24] Batch [17600-17650] Speed: 202.14 samples/sec accuracy=0.972656 2020-04-12 20:06:43,955 Epoch[24] Batch [17650-17700] Speed: 198.15 samples/sec accuracy=0.968125 2020-04-12 20:07:16,208 Epoch[24] Batch [17700-17750] Speed: 198.43 samples/sec accuracy=0.971250 2020-04-12 20:07:48,658 Epoch[24] Batch [17750-17800] Speed: 197.23 samples/sec accuracy=0.970781 2020-04-12 20:08:20,354 Epoch[24] Batch [17800-17850] Speed: 201.92 samples/sec accuracy=0.969375 2020-04-12 20:08:52,845 Epoch[24] Batch [17850-17900] Speed: 196.98 samples/sec accuracy=0.973281 2020-04-12 20:09:24,746 Epoch[24] Batch [17900-17950] Speed: 200.62 samples/sec accuracy=0.970156 2020-04-12 20:09:56,907 Epoch[24] Batch [17950-18000] Speed: 199.00 samples/sec accuracy=0.973906 2020-04-12 20:10:28,666 Epoch[24] Batch [18000-18050] Speed: 201.52 samples/sec accuracy=0.970469 2020-04-12 20:11:00,667 Epoch[24] Batch [18050-18100] Speed: 199.99 samples/sec accuracy=0.970781 2020-04-12 20:11:33,023 Epoch[24] Batch [18100-18150] Speed: 197.80 samples/sec accuracy=0.970469 2020-04-12 20:12:05,380 Epoch[24] Batch [18150-18200] Speed: 197.80 samples/sec accuracy=0.972500 2020-04-12 20:12:37,549 Epoch[24] Batch [18200-18250] Speed: 198.95 samples/sec accuracy=0.968281 2020-04-12 20:13:09,460 Epoch[24] Batch [18250-18300] Speed: 200.56 samples/sec accuracy=0.969844 2020-04-12 20:13:41,226 Epoch[24] Batch [18300-18350] Speed: 201.48 samples/sec accuracy=0.970000 2020-04-12 20:14:13,019 Epoch[24] Batch [18350-18400] Speed: 201.30 samples/sec accuracy=0.969375 2020-04-12 20:14:44,813 Epoch[24] Batch [18400-18450] Speed: 201.30 samples/sec accuracy=0.974063 2020-04-12 20:15:17,266 Epoch[24] Batch [18450-18500] Speed: 197.21 samples/sec accuracy=0.970625 2020-04-12 20:15:49,018 Epoch[24] Batch [18500-18550] Speed: 201.56 samples/sec accuracy=0.970000 2020-04-12 20:16:21,254 Epoch[24] Batch [18550-18600] Speed: 198.54 samples/sec accuracy=0.973906 2020-04-12 20:16:53,193 Epoch[24] Batch [18600-18650] Speed: 200.38 samples/sec accuracy=0.968437 2020-04-12 20:17:25,319 Epoch[24] Batch [18650-18700] Speed: 199.22 samples/sec accuracy=0.971406 2020-04-12 20:17:57,110 Epoch[24] Batch [18700-18750] Speed: 201.32 samples/sec accuracy=0.967656 2020-04-12 20:18:29,273 Epoch[24] Batch [18750-18800] Speed: 198.99 samples/sec accuracy=0.970625 2020-04-12 20:19:01,458 Epoch[24] Batch [18800-18850] Speed: 198.85 samples/sec accuracy=0.971250 2020-04-12 20:19:33,198 Epoch[24] Batch [18850-18900] Speed: 201.64 samples/sec accuracy=0.966406 2020-04-12 20:20:05,690 Epoch[24] Batch [18900-18950] Speed: 196.97 samples/sec accuracy=0.970313 2020-04-12 20:20:37,557 Epoch[24] Batch [18950-19000] Speed: 200.84 samples/sec accuracy=0.969688 2020-04-12 20:21:09,413 Epoch[24] Batch [19000-19050] Speed: 200.90 samples/sec accuracy=0.969375 2020-04-12 20:21:41,036 Epoch[24] Batch [19050-19100] Speed: 202.39 samples/sec accuracy=0.974219 2020-04-12 20:22:13,090 Epoch[24] Batch [19100-19150] Speed: 199.66 samples/sec accuracy=0.973750 2020-04-12 20:22:45,308 Epoch[24] Batch [19150-19200] Speed: 198.65 samples/sec accuracy=0.969844 2020-04-12 20:23:17,091 Epoch[24] Batch [19200-19250] Speed: 201.37 samples/sec accuracy=0.969531 2020-04-12 20:23:49,514 Epoch[24] Batch [19250-19300] Speed: 197.39 samples/sec accuracy=0.971562 2020-04-12 20:24:21,710 Epoch[24] Batch [19300-19350] Speed: 198.78 samples/sec accuracy=0.973750 2020-04-12 20:24:54,194 Epoch[24] Batch [19350-19400] Speed: 197.02 samples/sec accuracy=0.969375 2020-04-12 20:25:25,999 Epoch[24] Batch [19400-19450] Speed: 201.23 samples/sec accuracy=0.968750 2020-04-12 20:25:58,094 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accuracy=0.971719 2020-04-12 20:42:32,993 Epoch[24] Batch [21000-21050] Speed: 199.23 samples/sec accuracy=0.970313 2020-04-12 20:43:04,750 Epoch[24] Batch [21050-21100] Speed: 201.53 samples/sec accuracy=0.969219 2020-04-12 20:43:36,608 Epoch[24] Batch [21100-21150] Speed: 200.90 samples/sec accuracy=0.967969 2020-04-12 20:44:08,667 Epoch[24] Batch [21150-21200] Speed: 199.63 samples/sec accuracy=0.966406 2020-04-12 20:44:40,814 Epoch[24] Batch [21200-21250] Speed: 199.09 samples/sec accuracy=0.968125 2020-04-12 20:45:12,669 Epoch[24] Batch [21250-21300] Speed: 200.91 samples/sec accuracy=0.972500 2020-04-12 20:45:44,290 Epoch[24] Batch [21300-21350] Speed: 202.39 samples/sec accuracy=0.967031 2020-04-12 20:46:16,278 Epoch[24] Batch [21350-21400] Speed: 200.08 samples/sec accuracy=0.969531 2020-04-12 20:46:47,778 Epoch[24] Batch [21400-21450] Speed: 203.18 samples/sec accuracy=0.972656 2020-04-12 20:47:20,100 Epoch[24] Batch [21450-21500] Speed: 198.01 samples/sec accuracy=0.971562 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accuracy=0.972656 2020-04-12 21:14:32,330 Epoch[24] Batch [24050-24100] Speed: 211.09 samples/sec accuracy=0.970469 2020-04-12 21:15:02,248 Epoch[24] Batch [24100-24150] Speed: 213.92 samples/sec accuracy=0.971250 2020-04-12 21:15:31,936 Epoch[24] Batch [24150-24200] Speed: 215.58 samples/sec accuracy=0.970313 2020-04-12 21:16:01,481 Epoch[24] Batch [24200-24250] Speed: 216.62 samples/sec accuracy=0.967969 2020-04-12 21:16:30,910 Epoch[24] Batch [24250-24300] Speed: 217.48 samples/sec accuracy=0.968906 2020-04-12 21:17:00,391 Epoch[24] Batch [24300-24350] Speed: 217.09 samples/sec accuracy=0.972969 2020-04-12 21:17:29,844 Epoch[24] Batch [24350-24400] Speed: 217.30 samples/sec accuracy=0.968281 2020-04-12 21:17:59,148 Epoch[24] Batch [24400-24450] Speed: 218.40 samples/sec accuracy=0.971562 2020-04-12 21:18:28,468 Epoch[24] Batch [24450-24500] Speed: 218.28 samples/sec accuracy=0.973594 2020-04-12 21:18:57,968 Epoch[24] Batch [24500-24550] Speed: 216.95 samples/sec accuracy=0.969063 2020-04-12 21:19:27,295 Epoch[24] Batch [24550-24600] Speed: 218.23 samples/sec accuracy=0.971250 2020-04-12 21:19:56,816 Epoch[24] Batch [24600-24650] Speed: 216.80 samples/sec accuracy=0.968281 2020-04-12 21:20:26,195 Epoch[24] Batch [24650-24700] Speed: 217.85 samples/sec accuracy=0.973750 2020-04-12 21:20:56,041 Epoch[24] Batch [24700-24750] Speed: 214.44 samples/sec accuracy=0.967969 2020-04-12 21:21:25,806 Epoch[24] Batch [24750-24800] Speed: 215.01 samples/sec accuracy=0.971406 2020-04-12 21:21:55,106 Epoch[24] Batch [24800-24850] Speed: 218.44 samples/sec accuracy=0.965625 2020-04-12 21:22:24,632 Epoch[24] Batch [24850-24900] Speed: 216.76 samples/sec accuracy=0.969688 2020-04-12 21:22:54,137 Epoch[24] Batch [24900-24950] Speed: 216.91 samples/sec accuracy=0.971094 2020-04-12 21:23:23,545 Epoch[24] Batch [24950-25000] Speed: 217.63 samples/sec accuracy=0.971719 2020-04-12 21:23:52,964 Epoch[24] Batch [25000-25050] Speed: 217.55 samples/sec accuracy=0.969063 2020-04-12 21:24:22,480 Epoch[24] Batch [25050-25100] Speed: 216.83 samples/sec accuracy=0.968437 2020-04-12 21:24:51,976 Epoch[24] Batch [25100-25150] Speed: 216.98 samples/sec accuracy=0.968281 2020-04-12 21:25:21,551 Epoch[24] Batch [25150-25200] Speed: 216.40 samples/sec accuracy=0.970469 2020-04-12 21:25:50,991 Epoch[24] Batch [25200-25250] Speed: 217.39 samples/sec accuracy=0.973437 2020-04-12 21:26:20,581 Epoch[24] Batch [25250-25300] Speed: 216.29 samples/sec accuracy=0.970469 2020-04-12 21:26:49,830 Epoch[24] Batch [25300-25350] Speed: 218.81 samples/sec accuracy=0.972031 2020-04-12 21:27:19,791 Epoch[24] Batch [25350-25400] Speed: 213.61 samples/sec accuracy=0.968125 2020-04-12 21:27:49,075 Epoch[24] Batch [25400-25450] Speed: 218.55 samples/sec accuracy=0.973125 2020-04-12 21:28:18,436 Epoch[24] Batch [25450-25500] Speed: 217.98 samples/sec accuracy=0.970000 2020-04-12 21:28:47,899 Epoch[24] Batch [25500-25550] Speed: 217.22 samples/sec accuracy=0.970313 2020-04-12 21:29:17,653 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[26050-26100] Speed: 215.52 samples/sec accuracy=0.968437 2020-04-12 21:34:43,646 Epoch[24] Batch [26100-26150] Speed: 216.49 samples/sec accuracy=0.968125 2020-04-12 21:35:13,247 Epoch[24] Batch [26150-26200] Speed: 216.21 samples/sec accuracy=0.971719 2020-04-12 21:35:42,486 Epoch[24] Batch [26200-26250] Speed: 218.89 samples/sec accuracy=0.970781 2020-04-12 21:36:12,167 Epoch[24] Batch [26250-26300] Speed: 215.62 samples/sec accuracy=0.972344 2020-04-12 21:36:41,672 Epoch[24] Batch [26300-26350] Speed: 216.91 samples/sec accuracy=0.969375 2020-04-12 21:37:10,989 Epoch[24] Batch [26350-26400] Speed: 218.31 samples/sec accuracy=0.968281 2020-04-12 21:37:40,710 Epoch[24] Batch [26400-26450] Speed: 215.33 samples/sec accuracy=0.972187 2020-04-12 21:38:10,323 Epoch[24] Batch [26450-26500] Speed: 216.12 samples/sec accuracy=0.972031 2020-04-12 21:38:39,521 Epoch[24] Batch [26500-26550] Speed: 219.20 samples/sec accuracy=0.968281 2020-04-12 21:39:09,033 Epoch[24] Batch [26550-26600] Speed: 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accuracy=0.972187 2020-04-12 21:44:46,922 Epoch[24] Batch [27100-27150] Speed: 202.71 samples/sec accuracy=0.969375 2020-04-12 21:45:18,807 Epoch[24] Batch [27150-27200] Speed: 200.73 samples/sec accuracy=0.968437 2020-04-12 21:45:51,234 Epoch[24] Batch [27200-27250] Speed: 197.37 samples/sec accuracy=0.971250 2020-04-12 21:46:23,294 Epoch[24] Batch [27250-27300] Speed: 199.63 samples/sec accuracy=0.971719 2020-04-12 21:46:55,483 Epoch[24] Batch [27300-27350] Speed: 198.83 samples/sec accuracy=0.974219 2020-04-12 21:47:27,393 Epoch[24] Batch [27350-27400] Speed: 200.56 samples/sec accuracy=0.970938 2020-04-12 21:47:58,790 Epoch[24] Batch [27400-27450] Speed: 203.85 samples/sec accuracy=0.972031 2020-04-12 21:48:30,882 Epoch[24] Batch [27450-27500] Speed: 199.43 samples/sec accuracy=0.971875 2020-04-12 21:49:02,670 Epoch[24] Batch [27500-27550] Speed: 201.33 samples/sec accuracy=0.969063 2020-04-12 21:49:34,402 Epoch[24] Batch [27550-27600] Speed: 201.69 samples/sec accuracy=0.970469 2020-04-12 21:50:06,749 Epoch[24] Batch [27600-27650] Speed: 197.86 samples/sec accuracy=0.971406 2020-04-12 21:50:38,648 Epoch[24] Batch [27650-27700] Speed: 200.63 samples/sec accuracy=0.972812 2020-04-12 21:51:10,894 Epoch[24] Batch [27700-27750] Speed: 198.48 samples/sec accuracy=0.969219 2020-04-12 21:51:42,967 Epoch[24] Batch [27750-27800] Speed: 199.54 samples/sec accuracy=0.964688 2020-04-12 21:52:15,142 Epoch[24] Batch [27800-27850] Speed: 198.92 samples/sec accuracy=0.971875 2020-04-12 21:52:47,220 Epoch[24] Batch [27850-27900] Speed: 199.51 samples/sec accuracy=0.971719 2020-04-12 21:53:19,117 Epoch[24] Batch [27900-27950] Speed: 200.65 samples/sec accuracy=0.969844 2020-04-12 21:53:51,452 Epoch[24] Batch [27950-28000] Speed: 197.93 samples/sec accuracy=0.971875 2020-04-12 21:54:23,517 Epoch[24] Batch [28000-28050] Speed: 199.59 samples/sec accuracy=0.972500 2020-04-12 21:54:55,477 Epoch[24] Batch [28050-28100] Speed: 200.26 samples/sec accuracy=0.969688 2020-04-12 21:55:27,577 Epoch[24] Batch [28100-28150] Speed: 199.38 samples/sec accuracy=0.969844 2020-04-12 21:55:59,565 Epoch[24] Batch [28150-28200] Speed: 200.07 samples/sec accuracy=0.969219 2020-04-12 21:56:24,270 Epoch[24] Train-accuracy=0.970541 2020-04-12 21:56:24,271 Epoch[24] Time cost=17927.398 2020-04-12 21:56:24,518 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0025.params" 2020-04-12 22:28:51,585 Epoch[24] Validation-accuracy=0.985581 2020-04-12 22:29:31,978 Epoch[25] Batch [0-50] Speed: 199.52 samples/sec accuracy=0.968597 2020-04-12 22:30:03,979 Epoch[25] Batch [50-100] Speed: 200.00 samples/sec accuracy=0.971562 2020-04-12 22:30:35,981 Epoch[25] Batch [100-150] Speed: 199.99 samples/sec accuracy=0.972500 2020-04-12 22:31:07,636 Epoch[25] Batch [150-200] Speed: 202.18 samples/sec accuracy=0.968906 2020-04-12 22:31:39,581 Epoch[25] Batch [200-250] Speed: 200.35 samples/sec accuracy=0.971562 2020-04-12 22:32:11,725 Epoch[25] Batch [250-300] Speed: 199.11 samples/sec accuracy=0.972969 2020-04-12 22:32:43,762 Epoch[25] Batch [300-350] Speed: 199.77 samples/sec accuracy=0.971094 2020-04-12 22:33:16,039 Epoch[25] Batch [350-400] Speed: 198.28 samples/sec accuracy=0.970781 2020-04-12 22:33:48,790 Epoch[25] Batch [400-450] Speed: 195.41 samples/sec accuracy=0.970625 2020-04-12 22:34:20,545 Epoch[25] Batch [450-500] Speed: 201.55 samples/sec accuracy=0.973750 2020-04-12 22:34:52,670 Epoch[25] Batch [500-550] Speed: 199.22 samples/sec accuracy=0.971250 2020-04-12 22:35:24,499 Epoch[25] Batch [550-600] Speed: 201.08 samples/sec accuracy=0.970469 Traceback (most recent call last): File "scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 146, in train_cnocr data_names=data_names, File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 62, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [22:35:27] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7f4ffd989b5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7f5000a889d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7f5000ab9795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7f5000a95961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7f5000a98ea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7f5000a99136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7f5000a94114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7f50b32d8a60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7f50b7cf56db] 2020-04-13 09:48:20,090 Using 1 threads for decoding... 2020-04-13 09:48:20,091 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-13 09:48:20,091 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-13 09:48:30,671 Using 1 threads for decoding... 2020-04-13 09:48:30,671 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-13 09:48:30,671 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-13 09:48:31,396 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 1e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'lstm', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5} 2020-04-13 09:48:31,405 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0025.params [09:48:48] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-13 09:49:28,857 Epoch[25] Batch [0-50] Speed: 193.60 samples/sec accuracy=0.970895 2020-04-13 09:50:00,537 Epoch[25] Batch [50-100] Speed: 202.02 samples/sec accuracy=0.972812 2020-04-13 09:50:27,071 Epoch[25] Batch [100-150] Speed: 241.21 samples/sec accuracy=0.970625 2020-04-13 09:50:53,623 Epoch[25] Batch [150-200] Speed: 241.04 samples/sec accuracy=0.970781 2020-04-13 09:51:20,504 Epoch[25] Batch [200-250] Speed: 238.09 samples/sec accuracy=0.972500 2020-04-13 09:51:47,265 Epoch[25] Batch [250-300] Speed: 239.15 samples/sec accuracy=0.967656 2020-04-13 09:52:13,971 Epoch[25] Batch [300-350] Speed: 239.65 samples/sec accuracy=0.974219 2020-04-13 09:52:41,729 Epoch[25] Batch [350-400] Speed: 230.56 samples/sec accuracy=0.967656 2020-04-13 09:53:13,521 Epoch[25] Batch [400-450] Speed: 201.31 samples/sec accuracy=0.971719 2020-04-13 09:53:45,484 Epoch[25] Batch [450-500] Speed: 200.23 samples/sec 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accuracy=0.968906 2020-04-13 10:54:44,027 Epoch[25] Batch [6200-6250] Speed: 201.79 samples/sec accuracy=0.967656 2020-04-13 10:55:15,760 Epoch[25] Batch [6250-6300] Speed: 201.69 samples/sec accuracy=0.971875 2020-04-13 10:55:47,600 Epoch[25] Batch [6300-6350] Speed: 201.00 samples/sec accuracy=0.972187 2020-04-13 10:56:19,151 Epoch[25] Batch [6350-6400] Speed: 202.85 samples/sec accuracy=0.970469 2020-04-13 10:56:51,209 Epoch[25] Batch [6400-6450] Speed: 199.64 samples/sec accuracy=0.970938 2020-04-13 10:57:22,830 Epoch[25] Batch [6450-6500] Speed: 202.40 samples/sec accuracy=0.973594 2020-04-13 10:57:54,930 Epoch[25] Batch [6500-6550] Speed: 199.38 samples/sec accuracy=0.968906 2020-04-13 10:58:26,862 Epoch[25] Batch [6550-6600] Speed: 200.42 samples/sec accuracy=0.974063 2020-04-13 10:58:58,942 Epoch[25] Batch [6600-6650] Speed: 199.50 samples/sec accuracy=0.971406 2020-04-13 10:59:30,365 Epoch[25] Batch [6650-6700] Speed: 203.68 samples/sec accuracy=0.966875 2020-04-13 11:00:02,108 Epoch[25] Batch [6700-6750] Speed: 201.62 samples/sec accuracy=0.972187 2020-04-13 11:00:34,133 Epoch[25] Batch [6750-6800] Speed: 199.85 samples/sec accuracy=0.970625 2020-04-13 11:01:06,131 Epoch[25] Batch [6800-6850] Speed: 200.02 samples/sec accuracy=0.968437 2020-04-13 11:01:37,514 Epoch[25] Batch [6850-6900] Speed: 203.93 samples/sec accuracy=0.972656 2020-04-13 11:02:09,468 Epoch[25] Batch [6900-6950] Speed: 200.29 samples/sec accuracy=0.968750 2020-04-13 11:02:41,135 Epoch[25] Batch [6950-7000] Speed: 202.11 samples/sec accuracy=0.971094 2020-04-13 11:03:13,067 Epoch[25] Batch [7000-7050] Speed: 200.42 samples/sec accuracy=0.972500 2020-04-13 11:03:44,993 Epoch[25] Batch [7050-7100] Speed: 200.47 samples/sec accuracy=0.968281 2020-04-13 11:04:16,812 Epoch[25] Batch [7100-7150] Speed: 201.14 samples/sec accuracy=0.969219 2020-04-13 11:04:48,632 Epoch[25] Batch [7150-7200] Speed: 201.13 samples/sec accuracy=0.974688 2020-04-13 11:05:20,180 Epoch[25] Batch [7200-7250] Speed: 202.87 samples/sec accuracy=0.969219 2020-04-13 11:05:51,843 Epoch[25] Batch [7250-7300] Speed: 202.13 samples/sec accuracy=0.969844 2020-04-13 11:06:23,735 Epoch[25] Batch [7300-7350] Speed: 200.68 samples/sec accuracy=0.971875 2020-04-13 11:06:55,393 Epoch[25] Batch [7350-7400] Speed: 202.16 samples/sec accuracy=0.970156 2020-04-13 11:07:27,196 Epoch[25] Batch [7400-7450] Speed: 201.24 samples/sec accuracy=0.970156 2020-04-13 11:07:58,703 Epoch[25] Batch [7450-7500] Speed: 203.13 samples/sec accuracy=0.969375 2020-04-13 11:08:30,618 Epoch[25] Batch [7500-7550] Speed: 200.54 samples/sec accuracy=0.970469 2020-04-13 11:09:02,096 Epoch[25] Batch [7550-7600] Speed: 203.32 samples/sec accuracy=0.972656 2020-04-13 11:09:33,929 Epoch[25] Batch [7600-7650] Speed: 201.05 samples/sec accuracy=0.968750 2020-04-13 11:10:06,000 Epoch[25] Batch [7650-7700] Speed: 199.56 samples/sec accuracy=0.971562 2020-04-13 11:10:37,877 Epoch[25] Batch [7700-7750] Speed: 200.77 samples/sec accuracy=0.968750 2020-04-13 11:11:09,825 Epoch[25] Batch [7750-7800] Speed: 200.33 samples/sec accuracy=0.970469 2020-04-13 11:11:41,773 Epoch[25] Batch [7800-7850] Speed: 200.33 samples/sec accuracy=0.969063 2020-04-13 11:12:13,741 Epoch[25] Batch [7850-7900] Speed: 200.20 samples/sec accuracy=0.974375 2020-04-13 11:12:45,584 Epoch[25] Batch [7900-7950] Speed: 200.99 samples/sec accuracy=0.974844 2020-04-13 11:13:17,444 Epoch[25] Batch [7950-8000] Speed: 200.88 samples/sec accuracy=0.971719 2020-04-13 11:13:49,192 Epoch[25] Batch [8000-8050] Speed: 201.59 samples/sec accuracy=0.972656 2020-04-13 11:14:20,916 Epoch[25] Batch [8050-8100] Speed: 201.74 samples/sec accuracy=0.972500 2020-04-13 11:14:53,091 Epoch[25] Batch [8100-8150] Speed: 198.91 samples/sec accuracy=0.968281 2020-04-13 11:15:25,402 Epoch[25] Batch [8150-8200] Speed: 198.07 samples/sec accuracy=0.973594 2020-04-13 11:15:57,167 Epoch[25] Batch [8200-8250] Speed: 201.48 samples/sec accuracy=0.971719 2020-04-13 11:16:28,507 Epoch[25] Batch [8250-8300] Speed: 204.21 samples/sec accuracy=0.971562 2020-04-13 11:17:00,210 Epoch[25] Batch [8300-8350] Speed: 201.88 samples/sec accuracy=0.971875 2020-04-13 11:17:32,068 Epoch[25] Batch [8350-8400] Speed: 200.89 samples/sec accuracy=0.973594 2020-04-13 11:18:03,499 Epoch[25] Batch [8400-8450] Speed: 203.62 samples/sec accuracy=0.973906 2020-04-13 11:18:35,350 Epoch[25] Batch [8450-8500] Speed: 200.94 samples/sec accuracy=0.968594 2020-04-13 11:19:07,181 Epoch[25] Batch [8500-8550] Speed: 201.06 samples/sec accuracy=0.970313 2020-04-13 11:19:38,924 Epoch[25] Batch [8550-8600] Speed: 201.62 samples/sec accuracy=0.971562 2020-04-13 11:20:10,699 Epoch[25] Batch [8600-8650] Speed: 201.42 samples/sec accuracy=0.973750 2020-04-13 11:20:42,450 Epoch[25] Batch [8650-8700] Speed: 201.57 samples/sec accuracy=0.971875 2020-04-13 11:21:14,754 Epoch[25] Batch [8700-8750] Speed: 198.12 samples/sec accuracy=0.970313 2020-04-13 11:21:45,941 Epoch[25] Batch [8750-8800] Speed: 205.22 samples/sec accuracy=0.970781 2020-04-13 11:22:17,801 Epoch[25] Batch [8800-8850] Speed: 200.88 samples/sec accuracy=0.969844 2020-04-13 11:22:49,605 Epoch[25] Batch [8850-8900] Speed: 201.23 samples/sec accuracy=0.971094 2020-04-13 11:23:21,373 Epoch[25] Batch [8900-8950] Speed: 201.46 samples/sec accuracy=0.968594 2020-04-13 11:23:53,693 Epoch[25] Batch [8950-9000] Speed: 198.02 samples/sec accuracy=0.971562 2020-04-13 11:24:25,867 Epoch[25] Batch [9000-9050] Speed: 198.92 samples/sec accuracy=0.973750 2020-04-13 11:24:57,568 Epoch[25] Batch [9050-9100] Speed: 201.88 samples/sec accuracy=0.971406 2020-04-13 11:25:29,625 Epoch[25] Batch [9100-9150] Speed: 199.65 samples/sec accuracy=0.965781 2020-04-13 11:26:01,521 Epoch[25] Batch [9150-9200] Speed: 200.65 samples/sec accuracy=0.967969 2020-04-13 11:26:33,565 Epoch[25] Batch [9200-9250] Speed: 199.73 samples/sec accuracy=0.969063 2020-04-13 11:27:05,335 Epoch[25] Batch [9250-9300] Speed: 201.45 samples/sec accuracy=0.971094 2020-04-13 11:27:36,828 Epoch[25] Batch [9300-9350] Speed: 203.22 samples/sec accuracy=0.971094 2020-04-13 11:28:08,811 Epoch[25] Batch [9350-9400] Speed: 200.10 samples/sec accuracy=0.970000 2020-04-13 11:28:40,998 Epoch[25] Batch [9400-9450] Speed: 198.84 samples/sec accuracy=0.971094 2020-04-13 11:29:13,024 Epoch[25] Batch [9450-9500] Speed: 199.84 samples/sec accuracy=0.971719 2020-04-13 11:29:44,825 Epoch[25] Batch [9500-9550] Speed: 201.25 samples/sec accuracy=0.967969 2020-04-13 11:30:17,033 Epoch[25] Batch [9550-9600] Speed: 198.71 samples/sec accuracy=0.971719 2020-04-13 11:30:49,019 Epoch[25] Batch [9600-9650] Speed: 200.09 samples/sec accuracy=0.972031 2020-04-13 11:31:20,510 Epoch[25] Batch [9650-9700] Speed: 203.24 samples/sec accuracy=0.972187 2020-04-13 11:31:52,624 Epoch[25] Batch [9700-9750] Speed: 199.29 samples/sec accuracy=0.973437 2020-04-13 11:32:24,670 Epoch[25] Batch [9750-9800] Speed: 199.71 samples/sec accuracy=0.968281 2020-04-13 11:32:56,338 Epoch[25] Batch [9800-9850] Speed: 202.10 samples/sec accuracy=0.972187 2020-04-13 11:33:28,620 Epoch[25] Batch [9850-9900] Speed: 198.25 samples/sec accuracy=0.972656 2020-04-13 11:34:00,687 Epoch[25] Batch [9900-9950] Speed: 199.58 samples/sec accuracy=0.972500 2020-04-13 11:34:32,623 Epoch[25] Batch [9950-10000] Speed: 200.40 samples/sec accuracy=0.969063 2020-04-13 11:35:04,455 Epoch[25] Batch [10000-10050] Speed: 201.06 samples/sec accuracy=0.971094 2020-04-13 11:35:36,646 Epoch[25] Batch [10050-10100] Speed: 198.82 samples/sec accuracy=0.970156 2020-04-13 11:36:08,897 Epoch[25] Batch [10100-10150] Speed: 198.44 samples/sec accuracy=0.971250 2020-04-13 11:36:40,653 Epoch[25] Batch [10150-10200] Speed: 201.54 samples/sec accuracy=0.971406 2020-04-13 11:37:12,027 Epoch[25] Batch [10200-10250] Speed: 203.99 samples/sec accuracy=0.967500 2020-04-13 11:37:43,494 Epoch[25] Batch [10250-10300] Speed: 203.39 samples/sec accuracy=0.972031 2020-04-13 11:38:15,515 Epoch[25] 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Speed: 201.60 samples/sec accuracy=0.967500 2020-04-13 11:44:06,881 Epoch[25] Batch [10850-10900] Speed: 199.40 samples/sec accuracy=0.972500 2020-04-13 11:44:38,844 Epoch[25] Batch [10900-10950] Speed: 200.23 samples/sec accuracy=0.970938 2020-04-13 11:45:10,883 Epoch[25] Batch [10950-11000] Speed: 199.76 samples/sec accuracy=0.969531 2020-04-13 11:45:42,945 Epoch[25] Batch [11000-11050] Speed: 199.62 samples/sec accuracy=0.967656 2020-04-13 11:46:14,839 Epoch[25] Batch [11050-11100] Speed: 200.67 samples/sec accuracy=0.975781 2020-04-13 11:46:46,542 Epoch[25] Batch [11100-11150] Speed: 201.87 samples/sec accuracy=0.967031 2020-04-13 11:47:18,381 Epoch[25] Batch [11150-11200] Speed: 201.02 samples/sec accuracy=0.970156 2020-04-13 11:47:50,080 Epoch[25] Batch [11200-11250] Speed: 201.90 samples/sec accuracy=0.972656 2020-04-13 11:48:22,417 Epoch[25] Batch [11250-11300] Speed: 197.91 samples/sec accuracy=0.968594 2020-04-13 11:48:54,390 Epoch[25] Batch [11300-11350] Speed: 200.17 samples/sec accuracy=0.972812 2020-04-13 11:49:25,763 Epoch[25] Batch [11350-11400] Speed: 203.99 samples/sec accuracy=0.975625 2020-04-13 11:49:57,378 Epoch[25] Batch [11400-11450] Speed: 202.44 samples/sec accuracy=0.975469 2020-04-13 11:50:29,285 Epoch[25] Batch [11450-11500] Speed: 200.58 samples/sec accuracy=0.968281 2020-04-13 11:51:01,154 Epoch[25] Batch [11500-11550] Speed: 200.83 samples/sec accuracy=0.970625 2020-04-13 11:51:33,398 Epoch[25] Batch [11550-11600] Speed: 198.49 samples/sec accuracy=0.971094 2020-04-13 11:52:05,023 Epoch[25] Batch [11600-11650] Speed: 202.37 samples/sec accuracy=0.969375 2020-04-13 11:52:36,468 Epoch[25] Batch [11650-11700] Speed: 203.54 samples/sec accuracy=0.972031 2020-04-13 11:53:07,971 Epoch[25] Batch [11700-11750] Speed: 203.15 samples/sec accuracy=0.970000 2020-04-13 11:53:40,145 Epoch[25] Batch [11750-11800] Speed: 198.92 samples/sec accuracy=0.973281 2020-04-13 11:54:11,978 Epoch[25] Batch [11800-11850] Speed: 201.05 samples/sec accuracy=0.971719 2020-04-13 11:54:43,835 Epoch[25] Batch [11850-11900] Speed: 200.90 samples/sec accuracy=0.967500 2020-04-13 11:55:16,087 Epoch[25] Batch [11900-11950] Speed: 198.44 samples/sec accuracy=0.972344 2020-04-13 11:55:48,142 Epoch[25] Batch [11950-12000] Speed: 199.66 samples/sec accuracy=0.967500 2020-04-13 11:56:20,126 Epoch[25] Batch [12000-12050] Speed: 200.10 samples/sec accuracy=0.972500 2020-04-13 11:56:52,022 Epoch[25] Batch [12050-12100] Speed: 200.65 samples/sec accuracy=0.971406 2020-04-13 11:57:23,803 Epoch[25] Batch [12100-12150] Speed: 201.38 samples/sec accuracy=0.972344 2020-04-13 11:57:55,633 Epoch[25] Batch [12150-12200] Speed: 201.07 samples/sec accuracy=0.971094 2020-04-13 11:58:27,068 Epoch[25] Batch [12200-12250] Speed: 203.59 samples/sec accuracy=0.969531 2020-04-13 11:58:59,208 Epoch[25] Batch [12250-12300] Speed: 199.13 samples/sec accuracy=0.966875 2020-04-13 11:59:30,862 Epoch[25] Batch [12300-12350] Speed: 202.19 samples/sec accuracy=0.967656 2020-04-13 12:00:02,745 Epoch[25] Batch [12350-12400] Speed: 200.74 samples/sec accuracy=0.970156 2020-04-13 12:00:33,967 Epoch[25] Batch [12400-12450] Speed: 204.98 samples/sec accuracy=0.969375 2020-04-13 12:01:05,839 Epoch[25] Batch [12450-12500] Speed: 200.80 samples/sec accuracy=0.968594 2020-04-13 12:01:37,776 Epoch[25] Batch [12500-12550] Speed: 200.40 samples/sec accuracy=0.974688 2020-04-13 12:02:09,296 Epoch[25] Batch [12550-12600] Speed: 203.04 samples/sec accuracy=0.973906 2020-04-13 12:02:40,687 Epoch[25] Batch [12600-12650] Speed: 203.88 samples/sec accuracy=0.972969 2020-04-13 12:03:12,559 Epoch[25] Batch [12650-12700] Speed: 200.80 samples/sec accuracy=0.968906 2020-04-13 12:03:44,292 Epoch[25] Batch [12700-12750] Speed: 201.69 samples/sec accuracy=0.972344 2020-04-13 12:04:16,472 Epoch[25] Batch [12750-12800] Speed: 198.88 samples/sec accuracy=0.974063 2020-04-13 12:04:48,376 Epoch[25] Batch [12800-12850] Speed: 200.60 samples/sec accuracy=0.972969 2020-04-13 12:05:20,592 Epoch[25] Batch [12850-12900] Speed: 198.66 samples/sec accuracy=0.970781 2020-04-13 12:05:52,257 Epoch[25] Batch [12900-12950] Speed: 202.12 samples/sec accuracy=0.969688 2020-04-13 12:06:24,262 Epoch[25] Batch [12950-13000] Speed: 199.97 samples/sec accuracy=0.970469 2020-04-13 12:06:55,817 Epoch[25] Batch [13000-13050] Speed: 202.82 samples/sec accuracy=0.971875 2020-04-13 12:07:27,862 Epoch[25] Batch [13050-13100] Speed: 199.72 samples/sec accuracy=0.973594 2020-04-13 12:07:59,767 Epoch[25] Batch [13100-13150] Speed: 200.60 samples/sec accuracy=0.970156 2020-04-13 12:08:31,706 Epoch[25] Batch [13150-13200] Speed: 200.39 samples/sec accuracy=0.970313 2020-04-13 12:09:03,705 Epoch[25] Batch [13200-13250] Speed: 200.01 samples/sec accuracy=0.970000 2020-04-13 12:09:35,882 Epoch[25] Batch [13250-13300] Speed: 198.90 samples/sec accuracy=0.972656 2020-04-13 12:10:08,120 Epoch[25] Batch [13300-13350] Speed: 198.53 samples/sec accuracy=0.972187 2020-04-13 12:10:39,936 Epoch[25] Batch [13350-13400] Speed: 201.16 samples/sec accuracy=0.967500 2020-04-13 12:11:11,805 Epoch[25] Batch [13400-13450] Speed: 200.82 samples/sec accuracy=0.968906 2020-04-13 12:11:43,604 Epoch[25] Batch [13450-13500] Speed: 201.27 samples/sec accuracy=0.972031 2020-04-13 12:12:15,008 Epoch[25] Batch [13500-13550] Speed: 203.80 samples/sec accuracy=0.969219 2020-04-13 12:12:46,779 Epoch[25] Batch [13550-13600] Speed: 201.44 samples/sec accuracy=0.970469 2020-04-13 12:13:18,513 Epoch[25] Batch [13600-13650] Speed: 201.68 samples/sec accuracy=0.971094 2020-04-13 12:13:50,566 Epoch[25] Batch [13650-13700] Speed: 199.67 samples/sec accuracy=0.969688 2020-04-13 12:14:22,590 Epoch[25] Batch [13700-13750] Speed: 199.85 samples/sec accuracy=0.970781 2020-04-13 12:14:54,493 Epoch[25] Batch [13750-13800] Speed: 200.61 samples/sec accuracy=0.971719 2020-04-13 12:15:26,233 Epoch[25] Batch [13800-13850] Speed: 201.64 samples/sec accuracy=0.970156 2020-04-13 12:15:58,221 Epoch[25] Batch [13850-13900] Speed: 200.08 samples/sec accuracy=0.971094 2020-04-13 12:16:29,996 Epoch[25] Batch [13900-13950] Speed: 201.42 samples/sec accuracy=0.969219 2020-04-13 12:17:01,584 Epoch[25] Batch [13950-14000] Speed: 202.61 samples/sec accuracy=0.968906 2020-04-13 12:17:33,189 Epoch[25] Batch [14000-14050] Speed: 202.50 samples/sec accuracy=0.969688 2020-04-13 12:18:05,110 Epoch[25] Batch [14050-14100] Speed: 200.50 samples/sec accuracy=0.967031 2020-04-13 12:18:36,989 Epoch[25] Batch [14100-14150] Speed: 200.76 samples/sec accuracy=0.967656 2020-04-13 12:19:08,898 Epoch[25] Batch [14150-14200] Speed: 200.57 samples/sec accuracy=0.972812 2020-04-13 12:19:40,766 Epoch[25] Batch [14200-14250] Speed: 200.83 samples/sec accuracy=0.973125 2020-04-13 12:20:12,758 Epoch[25] Batch [14250-14300] Speed: 200.05 samples/sec accuracy=0.969844 2020-04-13 12:20:45,214 Epoch[25] Batch [14300-14350] Speed: 197.20 samples/sec accuracy=0.972031 2020-04-13 12:21:17,064 Epoch[25] Batch [14350-14400] Speed: 200.94 samples/sec accuracy=0.971094 2020-04-13 12:21:49,126 Epoch[25] Batch [14400-14450] Speed: 199.62 samples/sec accuracy=0.972187 2020-04-13 12:22:20,715 Epoch[25] Batch [14450-14500] Speed: 202.60 samples/sec accuracy=0.971094 2020-04-13 12:22:52,388 Epoch[25] Batch [14500-14550] Speed: 202.07 samples/sec accuracy=0.972031 2020-04-13 12:23:24,328 Epoch[25] Batch [14550-14600] Speed: 200.38 samples/sec accuracy=0.968281 2020-04-13 12:23:56,089 Epoch[25] Batch [14600-14650] Speed: 201.51 samples/sec accuracy=0.969375 2020-04-13 12:24:27,957 Epoch[25] Batch [14650-14700] Speed: 200.83 samples/sec accuracy=0.971406 2020-04-13 12:24:59,835 Epoch[25] Batch [14700-14750] Speed: 200.77 samples/sec accuracy=0.970469 2020-04-13 12:25:31,280 Epoch[25] Batch [14750-14800] Speed: 203.53 samples/sec accuracy=0.968437 2020-04-13 12:26:02,978 Epoch[25] Batch [14800-14850] Speed: 201.91 samples/sec accuracy=0.971719 2020-04-13 12:26:34,592 Epoch[25] Batch [14850-14900] Speed: 202.44 samples/sec accuracy=0.966719 2020-04-13 12:27:06,497 Epoch[25] Batch [14900-14950] Speed: 200.60 samples/sec accuracy=0.971094 2020-04-13 12:27:38,742 Epoch[25] Batch [14950-15000] Speed: 198.49 samples/sec accuracy=0.970625 2020-04-13 12:28:10,751 Epoch[25] Batch [15000-15050] Speed: 199.94 samples/sec accuracy=0.968594 2020-04-13 12:28:42,477 Epoch[25] Batch [15050-15100] Speed: 201.73 samples/sec accuracy=0.967031 2020-04-13 12:29:14,246 Epoch[25] Batch [15100-15150] Speed: 201.46 samples/sec accuracy=0.970625 2020-04-13 12:29:45,857 Epoch[25] Batch [15150-15200] Speed: 202.46 samples/sec accuracy=0.969844 2020-04-13 12:30:17,643 Epoch[25] Batch [15200-15250] Speed: 201.35 samples/sec accuracy=0.971562 2020-04-13 12:30:49,207 Epoch[25] Batch [15250-15300] Speed: 202.76 samples/sec accuracy=0.970313 2020-04-13 12:31:20,773 Epoch[25] Batch [15300-15350] Speed: 202.75 samples/sec accuracy=0.972187 2020-04-13 12:31:52,455 Epoch[25] Batch [15350-15400] Speed: 202.01 samples/sec accuracy=0.969063 2020-04-13 12:32:24,250 Epoch[25] Batch [15400-15450] Speed: 201.29 samples/sec accuracy=0.972500 2020-04-13 12:32:55,775 Epoch[25] Batch [15450-15500] Speed: 203.02 samples/sec accuracy=0.970469 2020-04-13 12:33:27,959 Epoch[25] Batch [15500-15550] Speed: 198.86 samples/sec accuracy=0.972656 2020-04-13 12:33:59,892 Epoch[25] Batch [15550-15600] Speed: 200.42 samples/sec accuracy=0.969531 2020-04-13 12:34:31,664 Epoch[25] Batch [15600-15650] Speed: 201.44 samples/sec accuracy=0.972500 2020-04-13 12:35:03,625 Epoch[25] Batch [15650-15700] Speed: 200.24 samples/sec accuracy=0.971406 2020-04-13 12:35:35,585 Epoch[25] Batch [15700-15750] Speed: 200.25 samples/sec accuracy=0.972187 2020-04-13 12:36:07,303 Epoch[25] Batch [15750-15800] Speed: 201.78 samples/sec accuracy=0.969531 2020-04-13 12:36:39,198 Epoch[25] Batch [15800-15850] Speed: 200.66 samples/sec accuracy=0.970000 2020-04-13 12:37:11,504 Epoch[25] Batch [15850-15900] Speed: 198.10 samples/sec accuracy=0.969844 2020-04-13 12:37:43,539 Epoch[25] Batch [15900-15950] Speed: 199.78 samples/sec accuracy=0.968906 2020-04-13 12:38:15,341 Epoch[25] Batch [15950-16000] Speed: 201.25 samples/sec accuracy=0.971094 2020-04-13 12:38:47,139 Epoch[25] Batch [16000-16050] Speed: 201.27 samples/sec accuracy=0.969063 2020-04-13 12:39:19,140 Epoch[25] Batch [16050-16100] Speed: 200.00 samples/sec accuracy=0.968125 2020-04-13 12:39:51,076 Epoch[25] Batch [16100-16150] Speed: 200.40 samples/sec accuracy=0.972969 2020-04-13 12:40:23,147 Epoch[25] Batch [16150-16200] Speed: 199.56 samples/sec accuracy=0.972969 2020-04-13 12:40:54,755 Epoch[25] Batch [16200-16250] Speed: 202.48 samples/sec accuracy=0.974688 2020-04-13 12:41:26,857 Epoch[25] Batch [16250-16300] Speed: 199.36 samples/sec accuracy=0.971562 2020-04-13 12:41:58,917 Epoch[25] Batch [16300-16350] Speed: 199.63 samples/sec accuracy=0.972656 2020-04-13 12:42:30,736 Epoch[25] Batch [16350-16400] Speed: 201.14 samples/sec accuracy=0.970625 2020-04-13 12:43:02,722 Epoch[25] Batch [16400-16450] Speed: 200.09 samples/sec accuracy=0.967344 2020-04-13 12:43:34,601 Epoch[25] Batch [16450-16500] Speed: 200.77 samples/sec accuracy=0.974844 2020-04-13 12:44:06,480 Epoch[25] Batch [16500-16550] Speed: 200.76 samples/sec accuracy=0.971406 2020-04-13 12:44:37,991 Epoch[25] Batch [16550-16600] Speed: 203.10 samples/sec accuracy=0.972969 2020-04-13 12:45:10,003 Epoch[25] Batch [16600-16650] Speed: 199.93 samples/sec accuracy=0.971406 2020-04-13 12:45:42,200 Epoch[25] Batch [16650-16700] Speed: 198.78 samples/sec accuracy=0.969688 2020-04-13 12:46:13,968 Epoch[25] Batch [16700-16750] Speed: 201.46 samples/sec accuracy=0.969688 2020-04-13 12:46:45,338 Epoch[25] Batch [16750-16800] Speed: 204.02 samples/sec accuracy=0.974219 2020-04-13 12:47:16,937 Epoch[25] Batch [16800-16850] Speed: 202.54 samples/sec accuracy=0.969375 2020-04-13 12:47:48,845 Epoch[25] Batch [16850-16900] Speed: 200.58 samples/sec accuracy=0.971094 2020-04-13 12:48:20,360 Epoch[25] Batch [16900-16950] Speed: 203.08 samples/sec accuracy=0.967500 2020-04-13 12:48:51,823 Epoch[25] Batch [16950-17000] Speed: 203.42 samples/sec accuracy=0.967656 2020-04-13 12:49:23,592 Epoch[25] Batch [17000-17050] Speed: 201.46 samples/sec accuracy=0.970469 2020-04-13 12:49:55,190 Epoch[25] Batch [17050-17100] Speed: 202.55 samples/sec accuracy=0.968906 2020-04-13 12:50:27,157 Epoch[25] Batch [17100-17150] Speed: 200.21 samples/sec accuracy=0.970781 2020-04-13 12:50:59,008 Epoch[25] Batch [17150-17200] Speed: 200.94 samples/sec accuracy=0.972187 2020-04-13 12:51:31,082 Epoch[25] Batch [17200-17250] Speed: 199.54 samples/sec accuracy=0.967344 2020-04-13 12:52:03,734 Epoch[25] Batch [17250-17300] Speed: 196.00 samples/sec accuracy=0.974531 2020-04-13 12:52:35,644 Epoch[25] Batch [17300-17350] Speed: 200.56 samples/sec accuracy=0.969844 2020-04-13 12:53:07,181 Epoch[25] Batch [17350-17400] Speed: 202.94 samples/sec accuracy=0.971719 2020-04-13 12:53:39,234 Epoch[25] Batch [17400-17450] Speed: 199.67 samples/sec accuracy=0.971875 2020-04-13 12:54:10,730 Epoch[25] Batch [17450-17500] Speed: 203.20 samples/sec accuracy=0.972656 2020-04-13 12:54:42,406 Epoch[25] Batch [17500-17550] Speed: 202.05 samples/sec accuracy=0.969375 2020-04-13 12:55:13,827 Epoch[25] Batch [17550-17600] Speed: 203.69 samples/sec accuracy=0.968125 2020-04-13 12:55:46,010 Epoch[25] Batch [17600-17650] Speed: 198.87 samples/sec accuracy=0.970938 2020-04-13 12:56:17,778 Epoch[25] Batch [17650-17700] Speed: 201.46 samples/sec accuracy=0.970000 2020-04-13 12:56:49,428 Epoch[25] Batch [17700-17750] Speed: 202.22 samples/sec accuracy=0.969844 2020-04-13 12:57:21,397 Epoch[25] Batch [17750-17800] Speed: 200.19 samples/sec accuracy=0.970625 2020-04-13 12:57:53,185 Epoch[25] Batch [17800-17850] Speed: 201.33 samples/sec accuracy=0.972344 2020-04-13 12:58:25,030 Epoch[25] Batch [17850-17900] Speed: 200.98 samples/sec accuracy=0.969063 2020-04-13 12:58:56,969 Epoch[25] Batch [17900-17950] Speed: 200.38 samples/sec accuracy=0.972812 2020-04-13 12:59:28,832 Epoch[25] Batch [17950-18000] Speed: 200.86 samples/sec accuracy=0.970781 2020-04-13 13:00:00,537 Epoch[25] Batch [18000-18050] Speed: 201.87 samples/sec accuracy=0.970000 2020-04-13 13:00:32,394 Epoch[25] Batch [18050-18100] Speed: 200.90 samples/sec accuracy=0.972187 2020-04-13 13:01:04,260 Epoch[25] Batch [18100-18150] Speed: 200.84 samples/sec accuracy=0.969688 2020-04-13 13:01:36,420 Epoch[25] Batch [18150-18200] Speed: 199.01 samples/sec accuracy=0.971406 2020-04-13 13:02:08,558 Epoch[25] Batch [18200-18250] Speed: 199.14 samples/sec accuracy=0.971250 2020-04-13 13:02:40,425 Epoch[25] Batch [18250-18300] Speed: 200.83 samples/sec accuracy=0.968594 2020-04-13 13:03:12,007 Epoch[25] Batch [18300-18350] Speed: 202.65 samples/sec accuracy=0.971250 2020-04-13 13:03:43,332 Epoch[25] Batch [18350-18400] Speed: 204.31 samples/sec accuracy=0.974375 2020-04-13 13:04:15,202 Epoch[25] Batch [18400-18450] Speed: 200.82 samples/sec accuracy=0.968281 2020-04-13 13:04:47,068 Epoch[25] Batch [18450-18500] Speed: 200.84 samples/sec accuracy=0.970625 2020-04-13 13:05:18,643 Epoch[25] Batch [18500-18550] Speed: 202.69 samples/sec accuracy=0.973750 2020-04-13 13:05:50,675 Epoch[25] Batch [18550-18600] Speed: 199.80 samples/sec accuracy=0.972031 2020-04-13 13:06:22,582 Epoch[25] Batch [18600-18650] Speed: 200.58 samples/sec accuracy=0.969688 2020-04-13 13:06:54,671 Epoch[25] Batch [18650-18700] Speed: 199.45 samples/sec accuracy=0.967187 2020-04-13 13:07:26,821 Epoch[25] Batch [18700-18750] Speed: 199.07 samples/sec accuracy=0.967656 2020-04-13 13:07:59,631 Epoch[25] Batch [18750-18800] Speed: 195.07 samples/sec accuracy=0.970156 2020-04-13 13:08:31,839 Epoch[25] Batch [18800-18850] Speed: 198.71 samples/sec accuracy=0.971094 2020-04-13 13:09:03,944 Epoch[25] Batch [18850-18900] Speed: 199.35 samples/sec accuracy=0.972969 2020-04-13 13:09:35,981 Epoch[25] Batch [18900-18950] Speed: 199.77 samples/sec accuracy=0.972500 2020-04-13 13:10:08,077 Epoch[25] Batch [18950-19000] Speed: 199.40 samples/sec accuracy=0.972187 2020-04-13 13:10:39,740 Epoch[25] Batch [19000-19050] Speed: 202.13 samples/sec accuracy=0.967969 2020-04-13 13:11:11,598 Epoch[25] Batch [19050-19100] Speed: 200.89 samples/sec accuracy=0.971250 2020-04-13 13:11:43,369 Epoch[25] Batch [19100-19150] Speed: 201.44 samples/sec accuracy=0.969219 2020-04-13 13:12:15,197 Epoch[25] Batch [19150-19200] Speed: 201.09 samples/sec accuracy=0.972812 2020-04-13 13:12:47,050 Epoch[25] Batch [19200-19250] Speed: 200.92 samples/sec accuracy=0.972031 2020-04-13 13:13:18,952 Epoch[25] Batch [19250-19300] Speed: 200.62 samples/sec accuracy=0.972500 2020-04-13 13:13:50,857 Epoch[25] Batch [19300-19350] Speed: 200.59 samples/sec accuracy=0.968906 2020-04-13 13:14:22,687 Epoch[25] Batch [19350-19400] Speed: 201.07 samples/sec accuracy=0.972812 2020-04-13 13:14:54,811 Epoch[25] Batch [19400-19450] Speed: 199.23 samples/sec accuracy=0.972031 2020-04-13 13:15:26,685 Epoch[25] Batch [19450-19500] Speed: 200.79 samples/sec accuracy=0.970781 2020-04-13 13:15:58,054 Epoch[25] Batch [19500-19550] Speed: 204.02 samples/sec accuracy=0.970625 2020-04-13 13:16:30,122 Epoch[25] Batch [19550-19600] Speed: 199.58 samples/sec accuracy=0.970938 2020-04-13 13:17:02,184 Epoch[25] Batch [19600-19650] Speed: 199.61 samples/sec accuracy=0.969375 2020-04-13 13:17:34,081 Epoch[25] Batch [19650-19700] Speed: 200.65 samples/sec accuracy=0.970156 2020-04-13 13:18:05,709 Epoch[25] Batch [19700-19750] Speed: 202.36 samples/sec accuracy=0.967344 2020-04-13 13:18:37,180 Epoch[25] Batch [19750-19800] Speed: 203.36 samples/sec accuracy=0.964063 2020-04-13 13:19:09,144 Epoch[25] Batch [19800-19850] Speed: 200.23 samples/sec accuracy=0.972812 2020-04-13 13:19:41,295 Epoch[25] Batch [19850-19900] Speed: 199.06 samples/sec accuracy=0.971719 2020-04-13 13:20:12,601 Epoch[25] Batch [19900-19950] Speed: 204.44 samples/sec accuracy=0.970313 2020-04-13 13:20:44,599 Epoch[25] Batch [19950-20000] Speed: 200.01 samples/sec accuracy=0.971094 2020-04-13 13:21:16,664 Epoch[25] Batch [20000-20050] Speed: 199.59 samples/sec accuracy=0.974375 2020-04-13 13:21:48,715 Epoch[25] Batch [20050-20100] Speed: 199.68 samples/sec accuracy=0.975938 2020-04-13 13:22:20,325 Epoch[25] Batch [20100-20150] Speed: 202.47 samples/sec accuracy=0.967187 2020-04-13 13:22:52,477 Epoch[25] Batch [20150-20200] Speed: 199.05 samples/sec accuracy=0.971562 2020-04-13 13:23:24,406 Epoch[25] Batch [20200-20250] Speed: 200.45 samples/sec accuracy=0.969219 2020-04-13 13:23:56,287 Epoch[25] Batch [20250-20300] Speed: 200.75 samples/sec accuracy=0.968437 2020-04-13 13:24:28,760 Epoch[25] Batch [20300-20350] Speed: 197.09 samples/sec accuracy=0.970000 2020-04-13 13:25:00,494 Epoch[25] Batch [20350-20400] Speed: 201.68 samples/sec accuracy=0.968437 2020-04-13 13:25:32,127 Epoch[25] Batch [20400-20450] Speed: 202.32 samples/sec accuracy=0.971406 2020-04-13 13:26:03,970 Epoch[25] Batch [20450-20500] Speed: 200.99 samples/sec accuracy=0.970625 2020-04-13 13:26:35,930 Epoch[25] Batch [20500-20550] Speed: 200.25 samples/sec accuracy=0.975313 2020-04-13 13:27:08,037 Epoch[25] Batch [20550-20600] Speed: 199.33 samples/sec accuracy=0.968594 2020-04-13 13:27:39,920 Epoch[25] Batch [20600-20650] Speed: 200.74 samples/sec accuracy=0.970000 2020-04-13 13:28:12,096 Epoch[25] Batch [20650-20700] Speed: 198.91 samples/sec accuracy=0.970000 2020-04-13 13:28:44,131 Epoch[25] Batch [20700-20750] Speed: 199.78 samples/sec accuracy=0.966406 2020-04-13 13:29:16,277 Epoch[25] Batch [20750-20800] Speed: 199.09 samples/sec accuracy=0.971562 2020-04-13 13:29:48,329 Epoch[25] Batch [20800-20850] Speed: 199.68 samples/sec accuracy=0.963437 2020-04-13 13:30:20,209 Epoch[25] Batch [20850-20900] Speed: 200.75 samples/sec accuracy=0.968437 2020-04-13 13:30:52,272 Epoch[25] Batch [20900-20950] Speed: 199.61 samples/sec accuracy=0.970625 2020-04-13 13:31:24,018 Epoch[25] Batch [20950-21000] Speed: 201.60 samples/sec accuracy=0.969375 2020-04-13 13:31:55,985 Epoch[25] Batch [21000-21050] Speed: 200.20 samples/sec accuracy=0.970781 2020-04-13 13:32:28,084 Epoch[25] Batch [21050-21100] Speed: 199.38 samples/sec accuracy=0.968750 2020-04-13 13:33:00,227 Epoch[25] Batch [21100-21150] Speed: 199.11 samples/sec accuracy=0.971250 2020-04-13 13:33:31,932 Epoch[25] Batch [21150-21200] Speed: 201.87 samples/sec accuracy=0.966250 2020-04-13 13:34:03,629 Epoch[25] Batch [21200-21250] Speed: 201.91 samples/sec accuracy=0.969531 2020-04-13 13:34:35,574 Epoch[25] Batch [21250-21300] Speed: 200.34 samples/sec accuracy=0.969375 2020-04-13 13:35:07,053 Epoch[25] Batch [21300-21350] Speed: 203.31 samples/sec accuracy=0.969844 2020-04-13 13:35:39,229 Epoch[25] Batch [21350-21400] Speed: 198.91 samples/sec accuracy=0.966094 2020-04-13 13:36:11,169 Epoch[25] Batch [21400-21450] Speed: 200.38 samples/sec accuracy=0.967969 2020-04-13 13:36:43,121 Epoch[25] Batch [21450-21500] Speed: 200.31 samples/sec accuracy=0.966875 2020-04-13 13:37:15,049 Epoch[25] Batch [21500-21550] Speed: 200.45 samples/sec accuracy=0.972031 2020-04-13 13:37:47,214 Epoch[25] Batch [21550-21600] Speed: 198.97 samples/sec accuracy=0.971250 2020-04-13 13:38:19,297 Epoch[25] Batch [21600-21650] Speed: 199.48 samples/sec accuracy=0.972812 2020-04-13 13:38:50,960 Epoch[25] Batch [21650-21700] Speed: 202.13 samples/sec accuracy=0.974063 2020-04-13 13:39:23,076 Epoch[25] Batch [21700-21750] Speed: 199.28 samples/sec accuracy=0.970781 2020-04-13 13:39:55,677 Epoch[25] Batch [21750-21800] Speed: 196.31 samples/sec accuracy=0.969688 2020-04-13 13:40:28,092 Epoch[25] Batch [21800-21850] Speed: 197.44 samples/sec accuracy=0.977031 2020-04-13 13:40:59,933 Epoch[25] Batch [21850-21900] Speed: 201.00 samples/sec accuracy=0.967969 2020-04-13 13:41:31,312 Epoch[25] Batch [21900-21950] Speed: 203.96 samples/sec accuracy=0.971250 2020-04-13 13:42:03,271 Epoch[25] Batch [21950-22000] Speed: 200.26 samples/sec accuracy=0.972812 2020-04-13 13:42:35,002 Epoch[25] Batch [22000-22050] Speed: 201.69 samples/sec accuracy=0.972812 2020-04-13 13:43:06,850 Epoch[25] Batch [22050-22100] Speed: 200.96 samples/sec accuracy=0.969375 2020-04-13 13:43:38,612 Epoch[25] Batch [22100-22150] Speed: 201.50 samples/sec accuracy=0.967969 2020-04-13 13:44:10,895 Epoch[25] Batch [22150-22200] Speed: 198.25 samples/sec accuracy=0.971406 2020-04-13 13:44:42,917 Epoch[25] Batch [22200-22250] Speed: 199.86 samples/sec accuracy=0.966250 2020-04-13 13:45:14,485 Epoch[25] Batch [22250-22300] Speed: 202.74 samples/sec accuracy=0.969063 2020-04-13 13:45:46,497 Epoch[25] Batch [22300-22350] Speed: 199.93 samples/sec accuracy=0.972031 2020-04-13 13:46:18,541 Epoch[25] Batch [22350-22400] Speed: 199.72 samples/sec accuracy=0.967031 2020-04-13 13:46:50,515 Epoch[25] Batch [22400-22450] Speed: 200.16 samples/sec accuracy=0.970781 2020-04-13 13:47:22,542 Epoch[25] Batch [22450-22500] Speed: 199.83 samples/sec accuracy=0.971250 2020-04-13 13:47:54,361 Epoch[25] Batch [22500-22550] Speed: 201.14 samples/sec accuracy=0.967031 2020-04-13 13:48:26,305 Epoch[25] Batch [22550-22600] Speed: 200.35 samples/sec accuracy=0.970781 2020-04-13 13:48:58,377 Epoch[25] Batch [22600-22650] Speed: 199.55 samples/sec accuracy=0.973906 2020-04-13 13:49:30,019 Epoch[25] Batch [22650-22700] Speed: 202.27 samples/sec accuracy=0.975156 2020-04-13 13:50:01,527 Epoch[25] Batch [22700-22750] Speed: 203.12 samples/sec accuracy=0.965469 2020-04-13 13:50:33,435 Epoch[25] Batch [22750-22800] Speed: 200.58 samples/sec accuracy=0.970781 2020-04-13 13:51:05,112 Epoch[25] Batch [22800-22850] Speed: 202.04 samples/sec accuracy=0.971719 2020-04-13 13:51:36,535 Epoch[25] Batch [22850-22900] Speed: 203.68 samples/sec accuracy=0.968594 2020-04-13 13:52:08,272 Epoch[25] Batch [22900-22950] Speed: 201.66 samples/sec accuracy=0.966250 2020-04-13 13:52:40,266 Epoch[25] Batch [22950-23000] Speed: 200.04 samples/sec accuracy=0.970156 2020-04-13 13:53:12,247 Epoch[25] Batch [23000-23050] Speed: 200.12 samples/sec accuracy=0.971250 2020-04-13 13:53:44,129 Epoch[25] Batch [23050-23100] Speed: 200.75 samples/sec accuracy=0.974219 2020-04-13 13:54:15,946 Epoch[25] Batch [23100-23150] Speed: 201.15 samples/sec accuracy=0.971875 2020-04-13 13:54:47,897 Epoch[25] Batch [23150-23200] Speed: 200.31 samples/sec accuracy=0.973594 2020-04-13 13:55:19,480 Epoch[25] Batch [23200-23250] Speed: 202.64 samples/sec accuracy=0.970313 2020-04-13 13:55:51,928 Epoch[25] Batch [23250-23300] Speed: 197.24 samples/sec accuracy=0.971250 2020-04-13 13:56:23,994 Epoch[25] Batch [23300-23350] Speed: 199.59 samples/sec accuracy=0.968906 2020-04-13 13:56:55,766 Epoch[25] Batch [23350-23400] Speed: 201.44 samples/sec accuracy=0.975313 2020-04-13 13:57:27,632 Epoch[25] Batch [23400-23450] Speed: 200.84 samples/sec accuracy=0.971719 2020-04-13 13:57:59,263 Epoch[25] Batch [23450-23500] Speed: 202.34 samples/sec accuracy=0.969531 2020-04-13 13:58:30,861 Epoch[25] Batch [23500-23550] Speed: 202.55 samples/sec accuracy=0.968750 2020-04-13 13:59:02,545 Epoch[25] Batch [23550-23600] Speed: 202.00 samples/sec accuracy=0.969531 2020-04-13 13:59:34,332 Epoch[25] Batch [23600-23650] Speed: 201.34 samples/sec accuracy=0.969219 2020-04-13 14:00:06,264 Epoch[25] Batch [23650-23700] Speed: 200.42 samples/sec accuracy=0.967656 2020-04-13 14:00:38,318 Epoch[25] Batch [23700-23750] Speed: 199.66 samples/sec accuracy=0.973281 2020-04-13 14:01:10,298 Epoch[25] Batch [23750-23800] Speed: 200.13 samples/sec accuracy=0.970469 2020-04-13 14:01:42,213 Epoch[25] Batch [23800-23850] Speed: 200.54 samples/sec accuracy=0.964688 2020-04-13 14:02:14,223 Epoch[25] Batch [23850-23900] Speed: 199.93 samples/sec accuracy=0.970781 2020-04-13 14:02:45,836 Epoch[25] Batch [23900-23950] Speed: 202.45 samples/sec accuracy=0.970938 2020-04-13 14:03:17,605 Epoch[25] Batch [23950-24000] Speed: 201.46 samples/sec accuracy=0.964063 2020-04-13 14:03:49,153 Epoch[25] Batch [24000-24050] Speed: 202.87 samples/sec accuracy=0.971562 2020-04-13 14:04:20,977 Epoch[25] Batch [24050-24100] Speed: 201.11 samples/sec accuracy=0.972812 2020-04-13 14:04:52,714 Epoch[25] Batch [24100-24150] Speed: 201.66 samples/sec accuracy=0.972031 2020-04-13 14:05:24,679 Epoch[25] Batch [24150-24200] Speed: 200.22 samples/sec accuracy=0.971875 2020-04-13 14:05:56,257 Epoch[25] Batch [24200-24250] Speed: 202.68 samples/sec accuracy=0.968750 2020-04-13 14:06:28,411 Epoch[25] Batch [24250-24300] Speed: 199.04 samples/sec accuracy=0.970156 2020-04-13 14:07:00,420 Epoch[25] Batch [24300-24350] Speed: 199.95 samples/sec accuracy=0.974688 2020-04-13 14:07:32,236 Epoch[25] Batch [24350-24400] Speed: 201.15 samples/sec accuracy=0.971406 2020-04-13 14:08:04,229 Epoch[25] Batch [24400-24450] Speed: 200.05 samples/sec accuracy=0.971406 2020-04-13 14:08:36,179 Epoch[25] Batch [24450-24500] Speed: 200.31 samples/sec accuracy=0.973906 2020-04-13 14:09:08,045 Epoch[25] Batch [24500-24550] Speed: 200.84 samples/sec accuracy=0.970156 2020-04-13 14:09:40,324 Epoch[25] Batch [24550-24600] Speed: 198.28 samples/sec accuracy=0.969531 2020-04-13 14:10:12,127 Epoch[25] Batch [24600-24650] Speed: 201.23 samples/sec accuracy=0.965313 2020-04-13 14:10:44,126 Epoch[25] Batch [24650-24700] Speed: 200.01 samples/sec accuracy=0.970000 2020-04-13 14:11:15,894 Epoch[25] Batch [24700-24750] Speed: 201.46 samples/sec accuracy=0.973281 2020-04-13 14:11:48,084 Epoch[25] Batch [24750-24800] Speed: 198.82 samples/sec accuracy=0.973594 2020-04-13 14:12:20,084 Epoch[25] Batch [24800-24850] Speed: 200.00 samples/sec accuracy=0.970313 2020-04-13 14:12:52,563 Epoch[25] Batch [24850-24900] Speed: 197.05 samples/sec accuracy=0.971562 2020-04-13 14:13:24,462 Epoch[25] Batch [24900-24950] Speed: 200.64 samples/sec accuracy=0.968750 2020-04-13 14:13:56,347 Epoch[25] Batch [24950-25000] Speed: 200.72 samples/sec accuracy=0.968281 2020-04-13 14:14:28,100 Epoch[25] Batch [25000-25050] Speed: 201.56 samples/sec accuracy=0.972812 2020-04-13 14:14:59,731 Epoch[25] Batch [25050-25100] Speed: 202.33 samples/sec accuracy=0.969375 2020-04-13 14:15:31,665 Epoch[25] Batch [25100-25150] Speed: 200.41 samples/sec accuracy=0.968594 2020-04-13 14:16:03,177 Epoch[25] Batch [25150-25200] Speed: 203.10 samples/sec accuracy=0.970938 2020-04-13 14:16:35,353 Epoch[25] Batch [25200-25250] Speed: 198.91 samples/sec accuracy=0.967500 2020-04-13 14:17:07,300 Epoch[25] Batch [25250-25300] Speed: 200.34 samples/sec accuracy=0.970156 2020-04-13 14:17:38,981 Epoch[25] Batch [25300-25350] Speed: 202.01 samples/sec accuracy=0.970313 2020-04-13 14:18:10,766 Epoch[25] Batch [25350-25400] Speed: 201.36 samples/sec accuracy=0.973750 2020-04-13 14:18:42,519 Epoch[25] Batch [25400-25450] Speed: 201.56 samples/sec accuracy=0.970313 2020-04-13 14:19:14,748 Epoch[25] Batch [25450-25500] Speed: 198.58 samples/sec accuracy=0.972812 2020-04-13 14:19:46,635 Epoch[25] Batch [25500-25550] Speed: 200.71 samples/sec accuracy=0.968125 2020-04-13 14:20:18,511 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[26050-26100] Speed: 201.78 samples/sec accuracy=0.973594 2020-04-13 14:26:08,949 Epoch[25] Batch [26100-26150] Speed: 203.27 samples/sec accuracy=0.970938 2020-04-13 14:26:40,976 Epoch[25] Batch [26150-26200] Speed: 199.83 samples/sec accuracy=0.972031 2020-04-13 14:27:12,753 Epoch[25] Batch [26200-26250] Speed: 201.41 samples/sec accuracy=0.966562 2020-04-13 14:27:44,777 Epoch[25] Batch [26250-26300] Speed: 199.85 samples/sec accuracy=0.972969 2020-04-13 14:28:17,577 Epoch[25] Batch [26300-26350] Speed: 195.13 samples/sec accuracy=0.971719 2020-04-13 14:28:49,292 Epoch[25] Batch [26350-26400] Speed: 201.79 samples/sec accuracy=0.970469 2020-04-13 14:29:21,377 Epoch[25] Batch [26400-26450] Speed: 199.47 samples/sec accuracy=0.970000 2020-04-13 14:29:53,270 Epoch[25] Batch [26450-26500] Speed: 200.67 samples/sec accuracy=0.973437 2020-04-13 14:30:25,121 Epoch[25] Batch [26500-26550] Speed: 200.94 samples/sec accuracy=0.968906 2020-04-13 14:30:57,068 Epoch[25] Batch [26550-26600] Speed: 200.33 samples/sec accuracy=0.971094 2020-04-13 14:31:29,241 Epoch[25] Batch [26600-26650] Speed: 198.92 samples/sec accuracy=0.970469 2020-04-13 14:32:00,891 Epoch[25] Batch [26650-26700] Speed: 202.21 samples/sec accuracy=0.973750 2020-04-13 14:32:32,717 Epoch[25] Batch [26700-26750] Speed: 201.09 samples/sec accuracy=0.971719 2020-04-13 14:33:04,346 Epoch[25] Batch [26750-26800] Speed: 202.35 samples/sec accuracy=0.969844 2020-04-13 14:33:36,396 Epoch[25] Batch [26800-26850] Speed: 199.69 samples/sec accuracy=0.972187 2020-04-13 14:34:08,239 Epoch[25] Batch [26850-26900] Speed: 200.99 samples/sec accuracy=0.968906 2020-04-13 14:34:40,141 Epoch[25] Batch [26900-26950] Speed: 200.61 samples/sec accuracy=0.970156 2020-04-13 14:35:12,356 Epoch[25] Batch [26950-27000] Speed: 198.67 samples/sec accuracy=0.973906 2020-04-13 14:35:44,285 Epoch[25] Batch [27000-27050] Speed: 200.45 samples/sec accuracy=0.969375 2020-04-13 14:36:15,887 Epoch[25] Batch [27050-27100] Speed: 202.52 samples/sec accuracy=0.969219 2020-04-13 14:36:47,753 Epoch[25] Batch [27100-27150] Speed: 200.84 samples/sec accuracy=0.968437 2020-04-13 14:37:19,507 Epoch[25] Batch [27150-27200] Speed: 201.55 samples/sec accuracy=0.972500 2020-04-13 14:37:51,273 Epoch[25] Batch [27200-27250] Speed: 201.47 samples/sec accuracy=0.972500 2020-04-13 14:38:23,441 Epoch[25] Batch [27250-27300] Speed: 198.96 samples/sec accuracy=0.968281 2020-04-13 14:38:55,531 Epoch[25] Batch [27300-27350] Speed: 199.44 samples/sec accuracy=0.971094 2020-04-13 14:39:27,868 Epoch[25] Batch [27350-27400] Speed: 197.92 samples/sec accuracy=0.973281 2020-04-13 14:40:00,171 Epoch[25] Batch [27400-27450] Speed: 198.12 samples/sec accuracy=0.971250 2020-04-13 14:40:32,068 Epoch[25] Batch [27450-27500] Speed: 200.65 samples/sec accuracy=0.971875 2020-04-13 14:41:04,148 Epoch[25] Batch [27500-27550] Speed: 199.50 samples/sec accuracy=0.971562 2020-04-13 14:41:36,119 Epoch[25] Batch [27550-27600] Speed: 200.19 samples/sec accuracy=0.967812 2020-04-13 14:42:07,889 Epoch[25] Batch [27600-27650] Speed: 201.45 samples/sec accuracy=0.968594 2020-04-13 14:42:39,450 Epoch[25] Batch [27650-27700] Speed: 202.78 samples/sec accuracy=0.969688 2020-04-13 14:43:11,587 Epoch[25] Batch [27700-27750] Speed: 199.15 samples/sec accuracy=0.970938 2020-04-13 14:43:43,184 Epoch[25] Batch [27750-27800] Speed: 202.56 samples/sec accuracy=0.971562 2020-04-13 14:44:15,642 Epoch[25] Batch [27800-27850] Speed: 197.18 samples/sec accuracy=0.972969 2020-04-13 14:44:47,570 Epoch[25] Batch [27850-27900] Speed: 200.45 samples/sec accuracy=0.971094 2020-04-13 14:45:19,442 Epoch[25] Batch [27900-27950] Speed: 200.81 samples/sec accuracy=0.968281 2020-04-13 14:45:50,869 Epoch[25] Batch [27950-28000] Speed: 203.65 samples/sec accuracy=0.969531 2020-04-13 14:46:23,104 Epoch[25] Batch [28000-28050] Speed: 198.55 samples/sec accuracy=0.969688 2020-04-13 14:46:54,867 Epoch[25] Batch [28050-28100] Speed: 201.49 samples/sec accuracy=0.968437 2020-04-13 14:47:26,334 Epoch[25] Batch [28100-28150] Speed: 203.39 samples/sec accuracy=0.971719 2020-04-13 14:47:58,442 Epoch[25] Batch [28150-28200] Speed: 199.33 samples/sec accuracy=0.972812 2020-04-13 14:48:23,469 Epoch[25] Train-accuracy=0.970692 2020-04-13 14:48:23,469 Epoch[25] Time cost=17975.504 2020-04-13 14:48:23,744 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0026.params" 2020-04-13 15:19:42,152 Epoch[25] Validation-accuracy=0.985629 2020-04-13 15:20:20,573 Epoch[26] Batch [0-50] Speed: 210.66 samples/sec accuracy=0.967831 2020-04-13 15:20:50,716 Epoch[26] Batch [50-100] Speed: 212.32 samples/sec accuracy=0.973437 2020-04-13 15:21:21,511 Epoch[26] Batch [100-150] Speed: 207.83 samples/sec accuracy=0.969375 2020-04-13 15:21:51,997 Epoch[26] Batch [150-200] Speed: 209.93 samples/sec accuracy=0.968437 2020-04-13 15:22:22,185 Epoch[26] Batch [200-250] Speed: 212.01 samples/sec accuracy=0.970938 2020-04-13 15:22:52,597 Epoch[26] Batch [250-300] Speed: 210.45 samples/sec accuracy=0.969844 2020-04-13 15:23:23,108 Epoch[26] Batch [300-350] Speed: 209.76 samples/sec accuracy=0.971875 2020-04-13 15:23:53,458 Epoch[26] Batch [350-400] Speed: 210.87 samples/sec accuracy=0.969531 2020-04-13 15:24:23,877 Epoch[26] Batch [400-450] Speed: 210.39 samples/sec accuracy=0.969688 2020-04-13 15:24:54,314 Epoch[26] Batch [450-500] Speed: 210.27 samples/sec accuracy=0.970625 2020-04-13 15:25:24,509 Epoch[26] Batch [500-550] Speed: 211.96 samples/sec accuracy=0.968750 2020-04-13 15:25:54,712 Epoch[26] Batch [550-600] Speed: 211.90 samples/sec accuracy=0.973594 2020-04-13 15:26:24,796 Epoch[26] Batch [600-650] Speed: 212.74 samples/sec accuracy=0.972969 2020-04-13 15:26:56,561 Epoch[26] Batch [650-700] Speed: 201.48 samples/sec accuracy=0.972969 2020-04-13 15:27:28,598 Epoch[26] Batch [700-750] Speed: 199.77 samples/sec accuracy=0.973437 2020-04-13 15:28:00,557 Epoch[26] Batch [750-800] Speed: 200.26 samples/sec accuracy=0.969844 2020-04-13 15:28:32,554 Epoch[26] Batch [800-850] Speed: 200.02 samples/sec accuracy=0.970938 2020-04-13 15:29:04,490 Epoch[26] Batch [850-900] Speed: 200.40 samples/sec accuracy=0.972500 2020-04-13 15:29:36,345 Epoch[26] Batch [900-950] Speed: 200.91 samples/sec accuracy=0.972031 2020-04-13 15:30:08,137 Epoch[26] Batch [950-1000] Speed: 201.31 samples/sec accuracy=0.969063 2020-04-13 15:30:40,145 Epoch[26] Batch [1000-1050] Speed: 199.96 samples/sec accuracy=0.975156 2020-04-13 15:31:11,759 Epoch[26] Batch [1050-1100] Speed: 202.45 samples/sec accuracy=0.970313 2020-04-13 15:31:43,834 Epoch[26] Batch [1100-1150] Speed: 199.53 samples/sec accuracy=0.969688 2020-04-13 15:32:16,029 Epoch[26] Batch [1150-1200] Speed: 198.79 samples/sec accuracy=0.973281 2020-04-13 15:32:48,171 Epoch[26] Batch [1200-1250] Speed: 199.12 samples/sec accuracy=0.970781 2020-04-13 15:33:20,429 Epoch[26] Batch [1250-1300] Speed: 198.40 samples/sec accuracy=0.968750 2020-04-13 15:33:52,515 Epoch[26] Batch [1300-1350] Speed: 199.47 samples/sec accuracy=0.971094 2020-04-13 15:34:24,620 Epoch[26] Batch [1350-1400] Speed: 199.35 samples/sec accuracy=0.974219 2020-04-13 15:34:56,940 Epoch[26] Batch [1400-1450] Speed: 198.02 samples/sec accuracy=0.972812 2020-04-13 15:35:28,890 Epoch[26] Batch [1450-1500] Speed: 200.31 samples/sec accuracy=0.969844 2020-04-13 15:36:00,904 Epoch[26] Batch [1500-1550] Speed: 199.91 samples/sec accuracy=0.975938 2020-04-13 15:36:33,261 Epoch[26] Batch [1550-1600] Speed: 197.80 samples/sec accuracy=0.968125 2020-04-13 15:37:04,953 Epoch[26] Batch [1600-1650] Speed: 201.95 samples/sec accuracy=0.971562 2020-04-13 15:37:36,771 Epoch[26] Batch [1650-1700] Speed: 201.14 samples/sec accuracy=0.966250 2020-04-13 15:38:08,226 Epoch[26] Batch [1700-1750] Speed: 203.47 samples/sec accuracy=0.969375 2020-04-13 15:38:40,358 Epoch[26] Batch [1750-1800] Speed: 199.18 samples/sec accuracy=0.972812 2020-04-13 15:39:12,131 Epoch[26] Batch [1800-1850] Speed: 201.43 samples/sec accuracy=0.973281 2020-04-13 15:39:44,243 Epoch[26] Batch [1850-1900] Speed: 199.30 samples/sec accuracy=0.966562 2020-04-13 15:40:16,224 Epoch[26] Batch [1900-1950] Speed: 200.12 samples/sec accuracy=0.971406 2020-04-13 15:40:47,823 Epoch[26] Batch [1950-2000] Speed: 202.54 samples/sec accuracy=0.974688 2020-04-13 15:41:19,853 Epoch[26] Batch [2000-2050] Speed: 199.82 samples/sec accuracy=0.970625 2020-04-13 15:41:52,153 Epoch[26] Batch [2050-2100] Speed: 198.14 samples/sec accuracy=0.971406 2020-04-13 15:42:23,808 Epoch[26] Batch [2100-2150] Speed: 202.18 samples/sec accuracy=0.973125 2020-04-13 15:42:56,001 Epoch[26] Batch [2150-2200] Speed: 198.81 samples/sec accuracy=0.972656 2020-04-13 15:43:27,580 Epoch[26] Batch [2200-2250] Speed: 202.66 samples/sec accuracy=0.970938 2020-04-13 15:43:59,812 Epoch[26] Batch [2250-2300] Speed: 198.57 samples/sec accuracy=0.970000 2020-04-13 15:44:31,727 Epoch[26] Batch [2300-2350] Speed: 200.53 samples/sec accuracy=0.972500 2020-04-13 15:45:03,008 Epoch[26] Batch [2350-2400] Speed: 204.60 samples/sec accuracy=0.969844 2020-04-13 15:45:34,455 Epoch[26] Batch [2400-2450] Speed: 203.52 samples/sec accuracy=0.969844 2020-04-13 15:46:06,392 Epoch[26] Batch [2450-2500] Speed: 200.40 samples/sec accuracy=0.974219 2020-04-13 15:46:38,309 Epoch[26] Batch [2500-2550] Speed: 200.52 samples/sec accuracy=0.972812 2020-04-13 15:47:10,442 Epoch[26] Batch [2550-2600] Speed: 199.18 samples/sec accuracy=0.967187 2020-04-13 15:47:42,446 Epoch[26] Batch [2600-2650] Speed: 199.97 samples/sec accuracy=0.975938 2020-04-13 15:48:14,691 Epoch[26] Batch [2650-2700] Speed: 198.48 samples/sec accuracy=0.971562 2020-04-13 15:48:46,347 Epoch[26] Batch [2700-2750] Speed: 202.17 samples/sec accuracy=0.969844 2020-04-13 15:49:18,341 Epoch[26] Batch [2750-2800] Speed: 200.04 samples/sec accuracy=0.969375 2020-04-13 15:49:50,658 Epoch[26] Batch [2800-2850] Speed: 198.04 samples/sec accuracy=0.976406 2020-04-13 15:50:22,979 Epoch[26] Batch [2850-2900] Speed: 198.02 samples/sec accuracy=0.972187 2020-04-13 15:50:55,149 Epoch[26] Batch [2900-2950] Speed: 198.94 samples/sec accuracy=0.970313 2020-04-13 15:51:27,011 Epoch[26] Batch [2950-3000] Speed: 200.87 samples/sec accuracy=0.971250 2020-04-13 15:51:58,997 Epoch[26] Batch [3000-3050] Speed: 200.09 samples/sec accuracy=0.968281 2020-04-13 15:52:30,772 Epoch[26] Batch [3050-3100] Speed: 201.42 samples/sec accuracy=0.967031 2020-04-13 15:53:03,446 Epoch[26] Batch [3100-3150] Speed: 195.88 samples/sec accuracy=0.972500 2020-04-13 15:53:35,528 Epoch[26] Batch [3150-3200] Speed: 199.49 samples/sec accuracy=0.971562 2020-04-13 15:54:07,412 Epoch[26] Batch [3200-3250] Speed: 200.73 samples/sec accuracy=0.967656 2020-04-13 15:54:38,683 Epoch[26] Batch [3250-3300] Speed: 204.67 samples/sec accuracy=0.972812 2020-04-13 15:55:10,818 Epoch[26] Batch [3300-3350] Speed: 199.16 samples/sec accuracy=0.971875 2020-04-13 15:55:42,923 Epoch[26] Batch [3350-3400] Speed: 199.35 samples/sec accuracy=0.970781 2020-04-13 15:56:15,134 Epoch[26] Batch [3400-3450] Speed: 198.69 samples/sec accuracy=0.968125 2020-04-13 15:56:46,997 Epoch[26] Batch [3450-3500] Speed: 200.86 samples/sec accuracy=0.970156 2020-04-13 15:57:18,871 Epoch[26] Batch [3500-3550] Speed: 200.79 samples/sec accuracy=0.969531 2020-04-13 15:57:50,969 Epoch[26] Batch [3550-3600] Speed: 199.39 samples/sec accuracy=0.971562 2020-04-13 15:58:22,630 Epoch[26] Batch [3600-3650] Speed: 202.15 samples/sec accuracy=0.969531 2020-04-13 15:58:54,204 Epoch[26] Batch [3650-3700] Speed: 202.70 samples/sec accuracy=0.972187 2020-04-13 15:59:26,311 Epoch[26] Batch [3700-3750] Speed: 199.34 samples/sec accuracy=0.966250 2020-04-13 15:59:58,265 Epoch[26] Batch [3750-3800] Speed: 200.29 samples/sec accuracy=0.971562 2020-04-13 16:00:30,307 Epoch[26] Batch [3800-3850] Speed: 199.74 samples/sec accuracy=0.973437 2020-04-13 16:01:02,302 Epoch[26] Batch [3850-3900] Speed: 200.03 samples/sec accuracy=0.970625 2020-04-13 16:01:34,167 Epoch[26] Batch [3900-3950] 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accuracy=0.971094 2020-04-13 16:07:25,799 Epoch[26] Batch [4450-4500] Speed: 199.41 samples/sec accuracy=0.972187 2020-04-13 16:07:57,760 Epoch[26] Batch [4500-4550] Speed: 200.25 samples/sec accuracy=0.973437 2020-04-13 16:08:30,565 Epoch[26] Batch [4550-4600] Speed: 195.09 samples/sec accuracy=0.971094 2020-04-13 16:09:02,447 Epoch[26] Batch [4600-4650] Speed: 200.74 samples/sec accuracy=0.968906 2020-04-13 16:09:34,304 Epoch[26] Batch [4650-4700] Speed: 200.90 samples/sec accuracy=0.972812 2020-04-13 16:10:06,371 Epoch[26] Batch [4700-4750] Speed: 199.58 samples/sec accuracy=0.970938 2020-04-13 16:10:38,382 Epoch[26] Batch [4750-4800] Speed: 199.93 samples/sec accuracy=0.973594 2020-04-13 16:11:10,834 Epoch[26] Batch [4800-4850] Speed: 197.22 samples/sec accuracy=0.966562 2020-04-13 16:11:42,996 Epoch[26] Batch [4850-4900] Speed: 199.00 samples/sec accuracy=0.971094 2020-04-13 16:12:14,800 Epoch[26] Batch [4900-4950] Speed: 201.23 samples/sec accuracy=0.972656 2020-04-13 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accuracy=0.976094 2020-04-13 16:23:56,319 Epoch[26] Batch [6000-6050] Speed: 199.07 samples/sec accuracy=0.969688 2020-04-13 16:24:28,313 Epoch[26] Batch [6050-6100] Speed: 200.04 samples/sec accuracy=0.968906 2020-04-13 16:25:00,430 Epoch[26] Batch [6100-6150] Speed: 199.27 samples/sec accuracy=0.970938 2020-04-13 16:25:32,333 Epoch[26] Batch [6150-6200] Speed: 200.60 samples/sec accuracy=0.971406 2020-04-13 16:26:04,145 Epoch[26] Batch [6200-6250] Speed: 201.18 samples/sec accuracy=0.971250 2020-04-13 16:26:36,060 Epoch[26] Batch [6250-6300] Speed: 200.54 samples/sec accuracy=0.972187 2020-04-13 16:27:07,432 Epoch[26] Batch [6300-6350] Speed: 204.00 samples/sec accuracy=0.969375 2020-04-13 16:27:38,951 Epoch[26] Batch [6350-6400] Speed: 203.05 samples/sec accuracy=0.973437 2020-04-13 16:28:10,675 Epoch[26] Batch [6400-6450] Speed: 201.74 samples/sec accuracy=0.971562 2020-04-13 16:28:42,940 Epoch[26] Batch [6450-6500] Speed: 198.36 samples/sec accuracy=0.970000 2020-04-13 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accuracy=0.974844 2020-04-13 16:39:37,868 Epoch[26] Batch [7550-7600] Speed: 217.85 samples/sec accuracy=0.972031 2020-04-13 16:40:07,326 Epoch[26] Batch [7600-7650] Speed: 217.26 samples/sec accuracy=0.968594 2020-04-13 16:40:36,834 Epoch[26] Batch [7650-7700] Speed: 216.89 samples/sec accuracy=0.975156 2020-04-13 16:41:06,403 Epoch[26] Batch [7700-7750] Speed: 216.44 samples/sec accuracy=0.970313 2020-04-13 16:41:35,887 Epoch[26] Batch [7750-7800] Speed: 217.07 samples/sec accuracy=0.972812 2020-04-13 16:42:05,142 Epoch[26] Batch [7800-7850] Speed: 218.77 samples/sec accuracy=0.968906 2020-04-13 16:42:34,777 Epoch[26] Batch [7850-7900] Speed: 215.97 samples/sec accuracy=0.970313 2020-04-13 16:43:04,110 Epoch[26] Batch [7900-7950] Speed: 218.18 samples/sec accuracy=0.971719 2020-04-13 16:43:33,808 Epoch[26] Batch [7950-8000] Speed: 215.50 samples/sec accuracy=0.971719 2020-04-13 16:44:03,153 Epoch[26] Batch [8000-8050] Speed: 218.10 samples/sec accuracy=0.969219 2020-04-13 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accuracy=0.969219 2020-04-13 16:54:54,593 Epoch[26] Batch [9100-9150] Speed: 213.20 samples/sec accuracy=0.971094 2020-04-13 16:55:24,055 Epoch[26] Batch [9150-9200] Speed: 217.24 samples/sec accuracy=0.972187 2020-04-13 16:55:53,425 Epoch[26] Batch [9200-9250] Speed: 217.91 samples/sec accuracy=0.971406 2020-04-13 16:56:22,823 Epoch[26] Batch [9250-9300] Speed: 217.70 samples/sec accuracy=0.968125 2020-04-13 16:56:52,311 Epoch[26] Batch [9300-9350] Speed: 217.04 samples/sec accuracy=0.971875 2020-04-13 16:57:21,794 Epoch[26] Batch [9350-9400] Speed: 217.08 samples/sec accuracy=0.972500 2020-04-13 16:57:51,125 Epoch[26] Batch [9400-9450] Speed: 218.20 samples/sec accuracy=0.974219 2020-04-13 16:58:20,860 Epoch[26] Batch [9450-9500] Speed: 215.24 samples/sec accuracy=0.971875 2020-04-13 16:58:51,003 Epoch[26] Batch [9500-9550] Speed: 212.33 samples/sec accuracy=0.970469 2020-04-13 16:59:20,475 Epoch[26] Batch [9550-9600] Speed: 217.15 samples/sec accuracy=0.972656 2020-04-13 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[10100-10150] Speed: 216.90 samples/sec accuracy=0.972500 2020-04-13 17:05:14,396 Epoch[26] Batch [10150-10200] Speed: 216.90 samples/sec accuracy=0.970469 2020-04-13 17:05:43,903 Epoch[26] Batch [10200-10250] Speed: 216.90 samples/sec accuracy=0.970625 2020-04-13 17:06:13,344 Epoch[26] Batch [10250-10300] Speed: 217.39 samples/sec accuracy=0.975469 2020-04-13 17:06:42,826 Epoch[26] Batch [10300-10350] Speed: 217.09 samples/sec accuracy=0.972187 2020-04-13 17:07:14,454 Epoch[26] Batch [10350-10400] Speed: 202.35 samples/sec accuracy=0.973281 2020-04-13 17:07:46,677 Epoch[26] Batch [10400-10450] Speed: 198.62 samples/sec accuracy=0.971094 2020-04-13 17:08:19,278 Epoch[26] Batch [10450-10500] Speed: 196.31 samples/sec accuracy=0.970625 2020-04-13 17:08:50,914 Epoch[26] Batch [10500-10550] Speed: 202.30 samples/sec accuracy=0.971250 2020-04-13 17:09:22,380 Epoch[26] Batch [10550-10600] Speed: 203.40 samples/sec accuracy=0.967656 2020-04-13 17:09:54,101 Epoch[26] Batch [10600-10650] Speed: 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accuracy=0.974531 2020-04-13 17:15:44,856 Epoch[26] Batch [11150-11200] Speed: 201.10 samples/sec accuracy=0.973750 2020-04-13 17:16:16,336 Epoch[26] Batch [11200-11250] Speed: 203.31 samples/sec accuracy=0.969375 2020-04-13 17:16:48,457 Epoch[26] Batch [11250-11300] Speed: 199.24 samples/sec accuracy=0.970938 2020-04-13 17:17:20,390 Epoch[26] Batch [11300-11350] Speed: 200.42 samples/sec accuracy=0.969063 2020-04-13 17:17:52,135 Epoch[26] Batch [11350-11400] Speed: 201.61 samples/sec accuracy=0.971094 2020-04-13 17:18:24,212 Epoch[26] Batch [11400-11450] Speed: 199.52 samples/sec accuracy=0.969688 2020-04-13 17:18:56,198 Epoch[26] Batch [11450-11500] Speed: 200.09 samples/sec accuracy=0.970469 2020-04-13 17:19:28,329 Epoch[26] Batch [11500-11550] Speed: 199.18 samples/sec accuracy=0.969844 2020-04-13 17:20:00,427 Epoch[26] Batch [11550-11600] Speed: 199.39 samples/sec accuracy=0.970000 2020-04-13 17:20:32,253 Epoch[26] Batch [11600-11650] Speed: 201.09 samples/sec accuracy=0.970625 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17:26:23,193 Epoch[26] Batch [12150-12200] Speed: 198.73 samples/sec accuracy=0.971562 2020-04-13 17:26:55,083 Epoch[26] Batch [12200-12250] Speed: 200.69 samples/sec accuracy=0.970781 2020-04-13 17:27:27,168 Epoch[26] Batch [12250-12300] Speed: 199.47 samples/sec accuracy=0.971406 2020-04-13 17:27:59,215 Epoch[26] Batch [12300-12350] Speed: 199.71 samples/sec accuracy=0.970156 2020-04-13 17:28:30,798 Epoch[26] Batch [12350-12400] Speed: 202.64 samples/sec accuracy=0.972812 2020-04-13 17:29:02,750 Epoch[26] Batch [12400-12450] Speed: 200.30 samples/sec accuracy=0.969375 2020-04-13 17:29:34,629 Epoch[26] Batch [12450-12500] Speed: 200.76 samples/sec accuracy=0.972031 2020-04-13 17:30:06,451 Epoch[26] Batch [12500-12550] Speed: 201.12 samples/sec accuracy=0.973281 2020-04-13 17:30:38,550 Epoch[26] Batch [12550-12600] Speed: 199.38 samples/sec accuracy=0.969844 2020-04-13 17:31:10,519 Epoch[26] Batch [12600-12650] Speed: 200.20 samples/sec accuracy=0.970938 2020-04-13 17:31:42,222 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[13150-13200] Speed: 201.39 samples/sec accuracy=0.973594 2020-04-13 17:37:32,805 Epoch[26] Batch [13200-13250] Speed: 200.27 samples/sec accuracy=0.967344 2020-04-13 17:38:05,065 Epoch[26] Batch [13250-13300] Speed: 198.39 samples/sec accuracy=0.969688 2020-04-13 17:38:36,836 Epoch[26] Batch [13300-13350] Speed: 201.44 samples/sec accuracy=0.970781 2020-04-13 17:39:09,334 Epoch[26] Batch [13350-13400] Speed: 196.94 samples/sec accuracy=0.971250 2020-04-13 17:39:41,063 Epoch[26] Batch [13400-13450] Speed: 201.71 samples/sec accuracy=0.971406 2020-04-13 17:40:14,370 Epoch[26] Batch [13450-13500] Speed: 192.15 samples/sec accuracy=0.971250 2020-04-13 17:40:46,478 Epoch[26] Batch [13500-13550] Speed: 199.33 samples/sec accuracy=0.973906 2020-04-13 17:41:18,566 Epoch[26] Batch [13550-13600] Speed: 199.45 samples/sec accuracy=0.970469 2020-04-13 17:41:50,151 Epoch[26] Batch [13600-13650] Speed: 202.63 samples/sec accuracy=0.969375 2020-04-13 17:42:22,160 Epoch[26] Batch [13650-13700] Speed: 199.94 samples/sec accuracy=0.969844 2020-04-13 17:42:54,103 Epoch[26] Batch [13700-13750] Speed: 200.36 samples/sec accuracy=0.969844 2020-04-13 17:43:26,341 Epoch[26] Batch [13750-13800] Speed: 198.52 samples/sec accuracy=0.967812 2020-04-13 17:43:57,570 Epoch[26] Batch [13800-13850] Speed: 204.94 samples/sec accuracy=0.969688 2020-04-13 17:44:29,596 Epoch[26] Batch [13850-13900] Speed: 199.84 samples/sec accuracy=0.972656 2020-04-13 17:45:01,707 Epoch[26] Batch [13900-13950] Speed: 199.31 samples/sec accuracy=0.971719 2020-04-13 17:45:33,706 Epoch[26] Batch [13950-14000] Speed: 200.01 samples/sec accuracy=0.970313 2020-04-13 17:46:05,493 Epoch[26] Batch [14000-14050] Speed: 201.34 samples/sec accuracy=0.971250 2020-04-13 17:46:37,476 Epoch[26] Batch [14050-14100] Speed: 200.11 samples/sec accuracy=0.973594 2020-04-13 17:47:09,218 Epoch[26] Batch [14100-14150] Speed: 201.63 samples/sec accuracy=0.975313 2020-04-13 17:47:40,545 Epoch[26] Batch [14150-14200] Speed: 204.30 samples/sec accuracy=0.970156 2020-04-13 17:48:12,456 Epoch[26] Batch [14200-14250] Speed: 200.56 samples/sec accuracy=0.968437 2020-04-13 17:48:44,602 Epoch[26] Batch [14250-14300] Speed: 199.09 samples/sec accuracy=0.968125 2020-04-13 17:49:16,273 Epoch[26] Batch [14300-14350] Speed: 202.08 samples/sec accuracy=0.971250 2020-04-13 17:49:48,101 Epoch[26] Batch [14350-14400] Speed: 201.08 samples/sec accuracy=0.971719 2020-04-13 17:50:19,887 Epoch[26] Batch [14400-14450] Speed: 201.34 samples/sec accuracy=0.972187 2020-04-13 17:50:51,937 Epoch[26] Batch [14450-14500] Speed: 199.69 samples/sec accuracy=0.971406 2020-04-13 17:51:23,970 Epoch[26] Batch [14500-14550] Speed: 199.80 samples/sec accuracy=0.972187 2020-04-13 17:51:56,163 Epoch[26] Batch [14550-14600] Speed: 198.80 samples/sec accuracy=0.972969 2020-04-13 17:52:28,003 Epoch[26] Batch [14600-14650] Speed: 201.01 samples/sec accuracy=0.969531 2020-04-13 17:53:00,163 Epoch[26] Batch [14650-14700] Speed: 199.00 samples/sec accuracy=0.970625 2020-04-13 17:53:32,258 Epoch[26] Batch [14700-14750] Speed: 199.41 samples/sec accuracy=0.969531 2020-04-13 17:54:04,360 Epoch[26] Batch [14750-14800] Speed: 199.37 samples/sec accuracy=0.969531 2020-04-13 17:54:36,403 Epoch[26] Batch [14800-14850] Speed: 199.73 samples/sec accuracy=0.971406 2020-04-13 17:55:08,332 Epoch[26] Batch [14850-14900] Speed: 200.45 samples/sec accuracy=0.972969 2020-04-13 17:55:40,308 Epoch[26] Batch [14900-14950] Speed: 200.15 samples/sec accuracy=0.967812 2020-04-13 17:56:12,380 Epoch[26] Batch [14950-15000] Speed: 199.56 samples/sec accuracy=0.971094 2020-04-13 17:56:44,290 Epoch[26] Batch [15000-15050] Speed: 200.56 samples/sec accuracy=0.970313 2020-04-13 17:57:17,054 Epoch[26] Batch [15050-15100] Speed: 195.34 samples/sec accuracy=0.970938 2020-04-13 17:57:48,540 Epoch[26] Batch [15100-15150] Speed: 203.26 samples/sec accuracy=0.971562 2020-04-13 17:58:20,447 Epoch[26] Batch [15150-15200] Speed: 200.59 samples/sec accuracy=0.969063 2020-04-13 17:58:52,521 Epoch[26] Batch [15200-15250] Speed: 199.54 samples/sec accuracy=0.976562 2020-04-13 17:59:24,163 Epoch[26] Batch [15250-15300] Speed: 202.27 samples/sec accuracy=0.967812 2020-04-13 17:59:56,284 Epoch[26] Batch [15300-15350] Speed: 199.25 samples/sec accuracy=0.970781 2020-04-13 18:00:27,968 Epoch[26] Batch [15350-15400] Speed: 202.00 samples/sec accuracy=0.971875 2020-04-13 18:00:59,943 Epoch[26] Batch [15400-15450] Speed: 200.16 samples/sec accuracy=0.973281 2020-04-13 18:01:32,329 Epoch[26] Batch [15450-15500] Speed: 197.62 samples/sec accuracy=0.970781 2020-04-13 18:02:04,650 Epoch[26] Batch [15500-15550] Speed: 198.01 samples/sec accuracy=0.970469 2020-04-13 18:02:36,623 Epoch[26] Batch [15550-15600] Speed: 200.17 samples/sec accuracy=0.967344 2020-04-13 18:03:08,689 Epoch[26] Batch [15600-15650] Speed: 199.59 samples/sec accuracy=0.969063 2020-04-13 18:03:40,272 Epoch[26] Batch [15650-15700] Speed: 202.64 samples/sec accuracy=0.975156 2020-04-13 18:04:12,407 Epoch[26] Batch [15700-15750] Speed: 199.17 samples/sec accuracy=0.972187 2020-04-13 18:04:44,724 Epoch[26] Batch [15750-15800] Speed: 198.04 samples/sec accuracy=0.973750 2020-04-13 18:05:17,050 Epoch[26] Batch [15800-15850] Speed: 197.98 samples/sec accuracy=0.968281 2020-04-13 18:05:48,899 Epoch[26] Batch [15850-15900] Speed: 200.95 samples/sec accuracy=0.968437 2020-04-13 18:06:20,762 Epoch[26] Batch [15900-15950] Speed: 200.86 samples/sec accuracy=0.969219 2020-04-13 18:06:52,662 Epoch[26] Batch [15950-16000] Speed: 200.63 samples/sec accuracy=0.973594 2020-04-13 18:07:24,713 Epoch[26] Batch [16000-16050] Speed: 199.68 samples/sec accuracy=0.971094 2020-04-13 18:07:56,478 Epoch[26] Batch [16050-16100] Speed: 201.48 samples/sec accuracy=0.976562 2020-04-13 18:08:28,158 Epoch[26] Batch [16100-16150] Speed: 202.02 samples/sec accuracy=0.966562 2020-04-13 18:09:00,314 Epoch[26] Batch [16150-16200] Speed: 199.03 samples/sec accuracy=0.967500 2020-04-13 18:09:32,467 Epoch[26] Batch [16200-16250] Speed: 199.05 samples/sec accuracy=0.972500 2020-04-13 18:10:04,365 Epoch[26] Batch [16250-16300] Speed: 200.64 samples/sec accuracy=0.964688 2020-04-13 18:10:36,259 Epoch[26] Batch [16300-16350] Speed: 200.67 samples/sec accuracy=0.972031 2020-04-13 18:11:08,253 Epoch[26] Batch [16350-16400] Speed: 200.04 samples/sec accuracy=0.967812 2020-04-13 18:11:39,939 Epoch[26] Batch [16400-16450] Speed: 201.99 samples/sec accuracy=0.971250 2020-04-13 18:12:11,820 Epoch[26] Batch [16450-16500] Speed: 200.75 samples/sec accuracy=0.971094 2020-04-13 18:12:44,692 Epoch[26] Batch [16500-16550] Speed: 194.69 samples/sec accuracy=0.967812 2020-04-13 18:13:16,650 Epoch[26] Batch [16550-16600] Speed: 200.26 samples/sec accuracy=0.970469 2020-04-13 18:13:48,305 Epoch[26] Batch [16600-16650] Speed: 202.18 samples/sec accuracy=0.971094 2020-04-13 18:14:20,564 Epoch[26] Batch [16650-16700] Speed: 198.39 samples/sec accuracy=0.973594 2020-04-13 18:14:52,074 Epoch[26] Batch [16700-16750] Speed: 203.11 samples/sec accuracy=0.969844 2020-04-13 18:15:23,916 Epoch[26] Batch [16750-16800] Speed: 200.99 samples/sec accuracy=0.970781 2020-04-13 18:15:55,630 Epoch[26] Batch [16800-16850] Speed: 201.81 samples/sec accuracy=0.969531 2020-04-13 18:16:27,491 Epoch[26] Batch [16850-16900] Speed: 200.87 samples/sec accuracy=0.970000 2020-04-13 18:16:59,624 Epoch[26] Batch [16900-16950] Speed: 199.17 samples/sec accuracy=0.971250 2020-04-13 18:17:31,026 Epoch[26] Batch [16950-17000] Speed: 203.81 samples/sec accuracy=0.971406 2020-04-13 18:18:02,510 Epoch[26] Batch [17000-17050] Speed: 203.28 samples/sec accuracy=0.968750 2020-04-13 18:18:34,489 Epoch[26] Batch [17050-17100] Speed: 200.13 samples/sec accuracy=0.971250 2020-04-13 18:19:06,304 Epoch[26] Batch [17100-17150] Speed: 201.17 samples/sec accuracy=0.971875 2020-04-13 18:19:38,157 Epoch[26] Batch [17150-17200] Speed: 200.93 samples/sec accuracy=0.971875 2020-04-13 18:20:09,576 Epoch[26] Batch [17200-17250] Speed: 203.70 samples/sec accuracy=0.973125 2020-04-13 18:20:41,628 Epoch[26] Batch [17250-17300] Speed: 199.67 samples/sec accuracy=0.969844 2020-04-13 18:21:13,652 Epoch[26] Batch [17300-17350] Speed: 199.85 samples/sec accuracy=0.968594 2020-04-13 18:21:45,301 Epoch[26] Batch [17350-17400] Speed: 202.22 samples/sec accuracy=0.970938 2020-04-13 18:22:17,266 Epoch[26] Batch [17400-17450] Speed: 200.22 samples/sec accuracy=0.965781 2020-04-13 18:22:49,098 Epoch[26] Batch [17450-17500] Speed: 201.05 samples/sec accuracy=0.970313 2020-04-13 18:23:21,026 Epoch[26] Batch [17500-17550] Speed: 200.46 samples/sec accuracy=0.970156 2020-04-13 18:23:53,065 Epoch[26] Batch [17550-17600] Speed: 199.76 samples/sec accuracy=0.974219 2020-04-13 18:24:25,004 Epoch[26] Batch [17600-17650] Speed: 200.38 samples/sec accuracy=0.968594 2020-04-13 18:24:57,258 Epoch[26] Batch [17650-17700] Speed: 198.43 samples/sec accuracy=0.971250 2020-04-13 18:25:29,125 Epoch[26] Batch [17700-17750] Speed: 200.83 samples/sec accuracy=0.974219 2020-04-13 18:26:01,293 Epoch[26] Batch [17750-17800] Speed: 198.96 samples/sec accuracy=0.971094 2020-04-13 18:26:33,087 Epoch[26] Batch [17800-17850] Speed: 201.30 samples/sec accuracy=0.970000 2020-04-13 18:27:04,701 Epoch[26] Batch [17850-17900] Speed: 202.45 samples/sec accuracy=0.969375 2020-04-13 18:27:36,797 Epoch[26] Batch [17900-17950] Speed: 199.40 samples/sec accuracy=0.969375 2020-04-13 18:28:08,414 Epoch[26] Batch [17950-18000] Speed: 202.42 samples/sec accuracy=0.973125 2020-04-13 18:28:40,597 Epoch[26] Batch [18000-18050] Speed: 198.87 samples/sec accuracy=0.972969 2020-04-13 18:29:13,030 Epoch[26] Batch [18050-18100] Speed: 197.33 samples/sec accuracy=0.970000 2020-04-13 18:29:44,809 Epoch[26] Batch [18100-18150] Speed: 201.40 samples/sec accuracy=0.966875 2020-04-13 18:30:16,605 Epoch[26] Batch [18150-18200] Speed: 201.28 samples/sec accuracy=0.970000 2020-04-13 18:30:48,354 Epoch[26] Batch [18200-18250] Speed: 201.58 samples/sec accuracy=0.972500 2020-04-13 18:31:20,351 Epoch[26] Batch [18250-18300] Speed: 200.02 samples/sec accuracy=0.972344 2020-04-13 18:31:52,381 Epoch[26] Batch [18300-18350] Speed: 199.81 samples/sec accuracy=0.968437 2020-04-13 18:32:24,535 Epoch[26] Batch [18350-18400] Speed: 199.05 samples/sec accuracy=0.968281 2020-04-13 18:32:56,221 Epoch[26] Batch [18400-18450] Speed: 201.98 samples/sec accuracy=0.970781 2020-04-13 18:33:27,831 Epoch[26] Batch [18450-18500] Speed: 202.47 samples/sec accuracy=0.971250 2020-04-13 18:33:59,571 Epoch[26] Batch [18500-18550] Speed: 201.64 samples/sec accuracy=0.972812 2020-04-13 18:34:31,610 Epoch[26] Batch [18550-18600] Speed: 199.76 samples/sec accuracy=0.973750 2020-04-13 18:35:03,378 Epoch[26] Batch [18600-18650] Speed: 201.46 samples/sec accuracy=0.970938 2020-04-13 18:35:35,184 Epoch[26] Batch [18650-18700] Speed: 201.22 samples/sec accuracy=0.971562 2020-04-13 18:36:07,117 Epoch[26] Batch [18700-18750] Speed: 200.42 samples/sec accuracy=0.970625 2020-04-13 18:36:38,609 Epoch[26] Batch [18750-18800] Speed: 203.23 samples/sec accuracy=0.969375 2020-04-13 18:37:10,361 Epoch[26] Batch [18800-18850] Speed: 201.56 samples/sec accuracy=0.972344 2020-04-13 18:37:42,538 Epoch[26] Batch [18850-18900] Speed: 198.90 samples/sec accuracy=0.969531 2020-04-13 18:38:14,651 Epoch[26] Batch [18900-18950] Speed: 199.30 samples/sec accuracy=0.967187 2020-04-13 18:38:46,716 Epoch[26] Batch [18950-19000] Speed: 199.60 samples/sec accuracy=0.970781 2020-04-13 18:39:19,055 Epoch[26] Batch [19000-19050] Speed: 197.91 samples/sec accuracy=0.973906 2020-04-13 18:39:50,848 Epoch[26] Batch [19050-19100] Speed: 201.30 samples/sec accuracy=0.971094 2020-04-13 18:40:22,504 Epoch[26] Batch [19100-19150] Speed: 202.17 samples/sec accuracy=0.967031 2020-04-13 18:40:54,117 Epoch[26] Batch [19150-19200] Speed: 202.45 samples/sec accuracy=0.974063 2020-04-13 18:41:25,181 Epoch[26] Batch [19200-19250] Speed: 206.02 samples/sec accuracy=0.969844 2020-04-13 18:41:56,826 Epoch[26] Batch [19250-19300] Speed: 202.25 samples/sec accuracy=0.970000 2020-04-13 18:42:28,664 Epoch[26] Batch [19300-19350] Speed: 201.02 samples/sec accuracy=0.972812 2020-04-13 18:43:00,566 Epoch[26] Batch [19350-19400] Speed: 200.61 samples/sec accuracy=0.971406 2020-04-13 18:43:32,726 Epoch[26] Batch [19400-19450] Speed: 199.01 samples/sec accuracy=0.970313 2020-04-13 18:44:04,702 Epoch[26] Batch [19450-19500] Speed: 200.16 samples/sec accuracy=0.968594 2020-04-13 18:44:37,164 Epoch[26] Batch [19500-19550] Speed: 197.15 samples/sec accuracy=0.970313 2020-04-13 18:45:09,203 Epoch[26] Batch [19550-19600] Speed: 199.75 samples/sec accuracy=0.971406 2020-04-13 18:45:41,411 Epoch[26] Batch [19600-19650] Speed: 198.71 samples/sec accuracy=0.972344 2020-04-13 18:46:13,342 Epoch[26] Batch [19650-19700] Speed: 200.43 samples/sec accuracy=0.970625 2020-04-13 18:46:45,016 Epoch[26] Batch [19700-19750] Speed: 202.06 samples/sec accuracy=0.969844 2020-04-13 18:47:17,124 Epoch[26] Batch [19750-19800] Speed: 199.33 samples/sec accuracy=0.972500 2020-04-13 18:47:49,095 Epoch[26] Batch [19800-19850] Speed: 200.19 samples/sec accuracy=0.970781 2020-04-13 18:48:20,910 Epoch[26] Batch [19850-19900] Speed: 201.16 samples/sec accuracy=0.972187 2020-04-13 18:48:52,829 Epoch[26] Batch [19900-19950] Speed: 200.51 samples/sec accuracy=0.969375 2020-04-13 18:49:24,431 Epoch[26] Batch [19950-20000] Speed: 202.52 samples/sec accuracy=0.969375 2020-04-13 18:49:56,296 Epoch[26] Batch [20000-20050] Speed: 200.85 samples/sec accuracy=0.970156 2020-04-13 18:50:28,387 Epoch[26] Batch [20050-20100] Speed: 199.43 samples/sec accuracy=0.971562 2020-04-13 18:51:00,080 Epoch[26] Batch [20100-20150] Speed: 201.94 samples/sec accuracy=0.969063 2020-04-13 18:51:32,034 Epoch[26] Batch [20150-20200] Speed: 200.29 samples/sec accuracy=0.973281 2020-04-13 18:52:04,213 Epoch[26] Batch [20200-20250] Speed: 198.89 samples/sec accuracy=0.971406 2020-04-13 18:52:36,425 Epoch[26] Batch [20250-20300] Speed: 198.68 samples/sec accuracy=0.971406 2020-04-13 18:53:08,260 Epoch[26] Batch [20300-20350] Speed: 201.04 samples/sec accuracy=0.972500 2020-04-13 18:53:40,326 Epoch[26] Batch [20350-20400] Speed: 199.59 samples/sec accuracy=0.971562 2020-04-13 18:54:12,397 Epoch[26] Batch [20400-20450] Speed: 199.56 samples/sec accuracy=0.975313 2020-04-13 18:54:44,503 Epoch[26] Batch [20450-20500] Speed: 199.34 samples/sec accuracy=0.971250 2020-04-13 18:55:16,506 Epoch[26] Batch [20500-20550] Speed: 199.98 samples/sec accuracy=0.970781 2020-04-13 18:55:48,589 Epoch[26] Batch [20550-20600] Speed: 199.49 samples/sec accuracy=0.970000 2020-04-13 18:56:20,716 Epoch[26] Batch [20600-20650] Speed: 199.21 samples/sec accuracy=0.966719 2020-04-13 18:56:52,594 Epoch[26] Batch [20650-20700] Speed: 200.77 samples/sec accuracy=0.974844 2020-04-13 18:57:24,796 Epoch[26] Batch [20700-20750] Speed: 198.74 samples/sec accuracy=0.973594 2020-04-13 18:57:56,498 Epoch[26] Batch [20750-20800] Speed: 201.89 samples/sec accuracy=0.970156 2020-04-13 18:58:29,100 Epoch[26] Batch [20800-20850] Speed: 196.31 samples/sec accuracy=0.970469 2020-04-13 18:59:01,016 Epoch[26] Batch [20850-20900] Speed: 200.53 samples/sec accuracy=0.972187 2020-04-13 18:59:33,186 Epoch[26] Batch [20900-20950] Speed: 198.94 samples/sec accuracy=0.971562 2020-04-13 19:00:05,117 Epoch[26] Batch [20950-21000] Speed: 200.43 samples/sec accuracy=0.969844 2020-04-13 19:00:36,830 Epoch[26] Batch [21000-21050] Speed: 201.81 samples/sec accuracy=0.968125 2020-04-13 19:01:08,962 Epoch[26] Batch [21050-21100] Speed: 199.18 samples/sec accuracy=0.967969 2020-04-13 19:01:40,921 Epoch[26] Batch [21100-21150] Speed: 200.26 samples/sec accuracy=0.971250 2020-04-13 19:02:12,954 Epoch[26] Batch [21150-21200] Speed: 199.79 samples/sec accuracy=0.971719 2020-04-13 19:02:45,048 Epoch[26] Batch [21200-21250] Speed: 199.42 samples/sec accuracy=0.970781 2020-04-13 19:03:16,852 Epoch[26] Batch [21250-21300] Speed: 201.23 samples/sec accuracy=0.968906 2020-04-13 19:03:48,397 Epoch[26] Batch [21300-21350] Speed: 202.89 samples/sec accuracy=0.966562 2020-04-13 19:04:20,353 Epoch[26] Batch [21350-21400] Speed: 200.27 samples/sec accuracy=0.971250 2020-04-13 19:04:52,270 Epoch[26] Batch [21400-21450] Speed: 200.52 samples/sec accuracy=0.968594 2020-04-13 19:05:24,549 Epoch[26] Batch [21450-21500] Speed: 198.27 samples/sec accuracy=0.971250 2020-04-13 19:05:56,439 Epoch[26] Batch [21500-21550] Speed: 200.69 samples/sec accuracy=0.970625 2020-04-13 19:06:28,022 Epoch[26] Batch [21550-21600] Speed: 202.65 samples/sec accuracy=0.969844 2020-04-13 19:06:59,964 Epoch[26] Batch [21600-21650] Speed: 200.37 samples/sec accuracy=0.969844 2020-04-13 19:07:32,136 Epoch[26] Batch [21650-21700] Speed: 198.93 samples/sec accuracy=0.969844 2020-04-13 19:08:03,923 Epoch[26] Batch [21700-21750] Speed: 201.34 samples/sec accuracy=0.971719 2020-04-13 19:08:35,589 Epoch[26] Batch [21750-21800] Speed: 202.11 samples/sec accuracy=0.970000 2020-04-13 19:09:07,558 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accuracy=0.971562 2020-04-13 19:25:36,409 Epoch[26] Batch [23350-23400] Speed: 200.04 samples/sec accuracy=0.965625 2020-04-13 19:26:08,489 Epoch[26] Batch [23400-23450] Speed: 199.51 samples/sec accuracy=0.971406 2020-04-13 19:26:40,333 Epoch[26] Batch [23450-23500] Speed: 200.98 samples/sec accuracy=0.967812 2020-04-13 19:27:12,280 Epoch[26] Batch [23500-23550] Speed: 200.33 samples/sec accuracy=0.966719 2020-04-13 19:27:44,358 Epoch[26] Batch [23550-23600] Speed: 199.51 samples/sec accuracy=0.974844 2020-04-13 19:28:16,029 Epoch[26] Batch [23600-23650] Speed: 202.08 samples/sec accuracy=0.973281 2020-04-13 19:28:48,013 Epoch[26] Batch [23650-23700] Speed: 200.10 samples/sec accuracy=0.971562 2020-04-13 19:29:20,252 Epoch[26] Batch [23700-23750] Speed: 198.52 samples/sec accuracy=0.968750 2020-04-13 19:29:51,960 Epoch[26] Batch [23750-23800] Speed: 201.84 samples/sec accuracy=0.969844 2020-04-13 19:30:23,883 Epoch[26] Batch [23800-23850] Speed: 200.49 samples/sec accuracy=0.968750 2020-04-13 19:30:56,071 Epoch[26] Batch [23850-23900] Speed: 198.83 samples/sec accuracy=0.972812 2020-04-13 19:31:28,707 Epoch[26] Batch [23900-23950] Speed: 196.11 samples/sec accuracy=0.966562 2020-04-13 19:32:00,714 Epoch[26] Batch [23950-24000] Speed: 199.96 samples/sec accuracy=0.968906 2020-04-13 19:32:32,605 Epoch[26] Batch [24000-24050] Speed: 200.69 samples/sec accuracy=0.972187 2020-04-13 19:33:04,161 Epoch[26] Batch [24050-24100] Speed: 202.82 samples/sec accuracy=0.972344 2020-04-13 19:33:36,014 Epoch[26] Batch [24100-24150] Speed: 200.92 samples/sec accuracy=0.969688 2020-04-13 19:34:07,648 Epoch[26] Batch [24150-24200] Speed: 202.32 samples/sec accuracy=0.970000 2020-04-13 19:34:39,803 Epoch[26] Batch [24200-24250] Speed: 199.04 samples/sec accuracy=0.968437 2020-04-13 19:35:11,818 Epoch[26] Batch [24250-24300] Speed: 199.91 samples/sec accuracy=0.968906 2020-04-13 19:35:43,329 Epoch[26] Batch [24300-24350] Speed: 203.11 samples/sec accuracy=0.967187 2020-04-13 19:36:15,426 Epoch[26] Batch [24350-24400] Speed: 199.40 samples/sec accuracy=0.969844 2020-04-13 19:36:47,377 Epoch[26] Batch [24400-24450] Speed: 200.31 samples/sec accuracy=0.971562 2020-04-13 19:37:19,178 Epoch[26] Batch [24450-24500] Speed: 201.25 samples/sec accuracy=0.968594 2020-04-13 19:37:51,396 Epoch[26] Batch [24500-24550] Speed: 198.65 samples/sec accuracy=0.972812 2020-04-13 19:38:22,973 Epoch[26] Batch [24550-24600] Speed: 202.68 samples/sec accuracy=0.970781 2020-04-13 19:38:54,851 Epoch[26] Batch [24600-24650] Speed: 200.76 samples/sec accuracy=0.970625 2020-04-13 19:39:27,073 Epoch[26] Batch [24650-24700] Speed: 198.62 samples/sec accuracy=0.972500 2020-04-13 19:39:59,391 Epoch[26] Batch [24700-24750] Speed: 198.03 samples/sec accuracy=0.974531 2020-04-13 19:40:31,063 Epoch[26] Batch [24750-24800] Speed: 202.07 samples/sec accuracy=0.971875 2020-04-13 19:41:03,113 Epoch[26] Batch [24800-24850] Speed: 199.69 samples/sec accuracy=0.972656 2020-04-13 19:41:35,194 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accuracy=0.971875 2020-04-13 19:58:04,867 Epoch[26] Batch [26400-26450] Speed: 202.77 samples/sec accuracy=0.972812 2020-04-13 19:58:36,973 Epoch[26] Batch [26450-26500] Speed: 199.34 samples/sec accuracy=0.973594 2020-04-13 19:59:08,617 Epoch[26] Batch [26500-26550] Speed: 202.25 samples/sec accuracy=0.970781 2020-04-13 19:59:40,253 Epoch[26] Batch [26550-26600] Speed: 202.30 samples/sec accuracy=0.972187 2020-04-13 20:00:12,363 Epoch[26] Batch [26600-26650] Speed: 199.32 samples/sec accuracy=0.969531 2020-04-13 20:00:44,338 Epoch[26] Batch [26650-26700] Speed: 200.16 samples/sec accuracy=0.971562 2020-04-13 20:01:16,337 Epoch[26] Batch [26700-26750] Speed: 200.01 samples/sec accuracy=0.970313 2020-04-13 20:01:47,808 Epoch[26] Batch [26750-26800] Speed: 203.37 samples/sec accuracy=0.970469 2020-04-13 20:02:19,552 Epoch[26] Batch [26800-26850] Speed: 201.61 samples/sec accuracy=0.972969 2020-04-13 20:02:51,443 Epoch[26] Batch [26850-26900] Speed: 200.68 samples/sec accuracy=0.970625 2020-04-13 20:03:23,511 Epoch[26] Batch [26900-26950] Speed: 199.58 samples/sec accuracy=0.971094 2020-04-13 20:03:55,549 Epoch[26] Batch [26950-27000] Speed: 199.76 samples/sec accuracy=0.970625 2020-04-13 20:04:27,271 Epoch[26] Batch [27000-27050] Speed: 201.76 samples/sec accuracy=0.970156 2020-04-13 20:04:59,112 Epoch[26] Batch [27050-27100] Speed: 201.00 samples/sec accuracy=0.967969 2020-04-13 20:05:30,983 Epoch[26] Batch [27100-27150] Speed: 200.81 samples/sec accuracy=0.970781 2020-04-13 20:06:02,827 Epoch[26] Batch [27150-27200] Speed: 200.98 samples/sec accuracy=0.971406 2020-04-13 20:06:35,005 Epoch[26] Batch [27200-27250] Speed: 198.89 samples/sec accuracy=0.973125 2020-04-13 20:07:06,738 Epoch[26] Batch [27250-27300] Speed: 201.68 samples/sec accuracy=0.969219 2020-04-13 20:07:38,573 Epoch[26] Batch [27300-27350] Speed: 201.04 samples/sec accuracy=0.973281 2020-04-13 20:08:10,814 Epoch[26] Batch [27350-27400] Speed: 198.51 samples/sec accuracy=0.972500 2020-04-13 20:08:42,670 Epoch[26] Batch [27400-27450] Speed: 200.90 samples/sec accuracy=0.972656 2020-04-13 20:09:14,617 Epoch[26] Batch [27450-27500] Speed: 200.33 samples/sec accuracy=0.975000 2020-04-13 20:09:46,406 Epoch[26] Batch [27500-27550] Speed: 201.33 samples/sec accuracy=0.970000 2020-04-13 20:10:18,512 Epoch[26] Batch [27550-27600] Speed: 199.34 samples/sec accuracy=0.970938 2020-04-13 20:10:50,380 Epoch[26] Batch [27600-27650] Speed: 200.83 samples/sec accuracy=0.971094 2020-04-13 20:11:22,581 Epoch[26] Batch [27650-27700] Speed: 198.75 samples/sec accuracy=0.968906 2020-04-13 20:11:54,636 Epoch[26] Batch [27700-27750] Speed: 199.66 samples/sec accuracy=0.972031 2020-04-13 20:12:26,680 Epoch[26] Batch [27750-27800] Speed: 199.73 samples/sec accuracy=0.971562 2020-04-13 20:12:58,879 Epoch[26] Batch [27800-27850] Speed: 198.76 samples/sec accuracy=0.970625 2020-04-13 20:13:30,975 Epoch[26] Batch [27850-27900] Speed: 199.40 samples/sec accuracy=0.966250 2020-04-13 20:14:03,153 Epoch[26] Batch [27900-27950] Speed: 198.90 samples/sec accuracy=0.976094 2020-04-13 20:14:34,842 Epoch[26] Batch [27950-28000] Speed: 201.97 samples/sec accuracy=0.971094 2020-04-13 20:15:06,751 Epoch[26] Batch [28000-28050] Speed: 200.57 samples/sec accuracy=0.972969 2020-04-13 20:15:38,854 Epoch[26] Batch [28050-28100] Speed: 199.36 samples/sec accuracy=0.968281 2020-04-13 20:16:10,472 Epoch[26] Batch [28100-28150] Speed: 202.42 samples/sec accuracy=0.972344 2020-04-13 20:16:42,293 Epoch[26] Batch [28150-28200] Speed: 201.12 samples/sec accuracy=0.970781 2020-04-13 20:17:06,826 Epoch[26] Train-accuracy=0.970892 2020-04-13 20:17:06,826 Epoch[26] Time cost=17837.631 2020-04-13 20:17:07,095 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0027.params" 2020-04-13 20:48:31,281 Epoch[26] Validation-accuracy=0.985613 2020-04-13 20:49:09,838 Epoch[27] Batch [0-50] Speed: 210.92 samples/sec accuracy=0.974418 2020-04-13 20:49:40,182 Epoch[27] Batch [50-100] Speed: 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accuracy=0.975781 2020-04-13 21:01:07,129 Epoch[27] Batch [1150-1200] Speed: 201.31 samples/sec accuracy=0.969063 2020-04-13 21:01:39,221 Epoch[27] Batch [1200-1250] Speed: 199.43 samples/sec accuracy=0.971562 2020-04-13 21:02:10,993 Epoch[27] Batch [1250-1300] Speed: 201.44 samples/sec accuracy=0.971094 2020-04-13 21:02:42,900 Epoch[27] Batch [1300-1350] Speed: 200.59 samples/sec accuracy=0.967969 2020-04-13 21:03:14,495 Epoch[27] Batch [1350-1400] Speed: 202.56 samples/sec accuracy=0.971250 2020-04-13 21:03:46,613 Epoch[27] Batch [1400-1450] Speed: 199.27 samples/sec accuracy=0.970625 2020-04-13 21:04:18,813 Epoch[27] Batch [1450-1500] Speed: 198.76 samples/sec accuracy=0.970469 2020-04-13 21:04:50,815 Epoch[27] Batch [1500-1550] Speed: 199.99 samples/sec accuracy=0.968906 2020-04-13 21:05:22,819 Epoch[27] Batch [1550-1600] Speed: 199.98 samples/sec accuracy=0.973594 2020-04-13 21:05:54,979 Epoch[27] Batch [1600-1650] Speed: 199.00 samples/sec accuracy=0.971562 2020-04-13 21:06:27,022 Epoch[27] Batch [1650-1700] Speed: 199.74 samples/sec accuracy=0.970938 2020-04-13 21:06:58,844 Epoch[27] Batch [1700-1750] Speed: 201.12 samples/sec accuracy=0.971562 2020-04-13 21:07:30,931 Epoch[27] Batch [1750-1800] Speed: 199.46 samples/sec accuracy=0.973437 2020-04-13 21:08:02,714 Epoch[27] Batch [1800-1850] Speed: 201.37 samples/sec accuracy=0.974375 2020-04-13 21:08:34,765 Epoch[27] Batch [1850-1900] Speed: 199.68 samples/sec accuracy=0.969531 2020-04-13 21:09:06,860 Epoch[27] Batch [1900-1950] Speed: 199.41 samples/sec accuracy=0.969063 2020-04-13 21:09:39,090 Epoch[27] Batch [1950-2000] Speed: 198.57 samples/sec accuracy=0.968750 2020-04-13 21:10:11,179 Epoch[27] Batch [2000-2050] Speed: 199.45 samples/sec accuracy=0.974063 2020-04-13 21:10:43,874 Epoch[27] Batch [2050-2100] Speed: 195.76 samples/sec accuracy=0.970313 2020-04-13 21:11:16,014 Epoch[27] Batch [2100-2150] Speed: 199.12 samples/sec accuracy=0.972031 2020-04-13 21:11:47,877 Epoch[27] Batch [2150-2200] Speed: 200.86 samples/sec accuracy=0.969844 2020-04-13 21:12:19,996 Epoch[27] Batch [2200-2250] Speed: 199.26 samples/sec accuracy=0.972344 2020-04-13 21:12:51,642 Epoch[27] Batch [2250-2300] Speed: 202.23 samples/sec accuracy=0.970625 2020-04-13 21:13:23,341 Epoch[27] Batch [2300-2350] Speed: 201.90 samples/sec accuracy=0.972344 2020-04-13 21:13:55,041 Epoch[27] Batch [2350-2400] Speed: 201.89 samples/sec accuracy=0.973281 2020-04-13 21:14:26,850 Epoch[27] Batch [2400-2450] Speed: 201.20 samples/sec accuracy=0.974063 2020-04-13 21:14:58,648 Epoch[27] Batch [2450-2500] Speed: 201.27 samples/sec accuracy=0.970625 2020-04-13 21:15:30,772 Epoch[27] Batch [2500-2550] Speed: 199.23 samples/sec accuracy=0.970625 2020-04-13 21:16:02,999 Epoch[27] Batch [2550-2600] Speed: 198.59 samples/sec accuracy=0.971094 2020-04-13 21:16:35,148 Epoch[27] Batch [2600-2650] Speed: 199.08 samples/sec accuracy=0.971094 2020-04-13 21:17:07,210 Epoch[27] Batch [2650-2700] Speed: 199.61 samples/sec accuracy=0.976875 2020-04-13 21:17:39,088 Epoch[27] Batch [2700-2750] Speed: 200.77 samples/sec accuracy=0.977187 2020-04-13 21:18:11,249 Epoch[27] Batch [2750-2800] Speed: 199.00 samples/sec accuracy=0.972187 2020-04-13 21:18:43,290 Epoch[27] Batch [2800-2850] Speed: 199.74 samples/sec accuracy=0.971562 2020-04-13 21:19:15,318 Epoch[27] Batch [2850-2900] Speed: 199.83 samples/sec accuracy=0.972187 2020-04-13 21:19:47,309 Epoch[27] Batch [2900-2950] Speed: 200.06 samples/sec accuracy=0.969688 2020-04-13 21:20:19,514 Epoch[27] Batch [2950-3000] Speed: 198.73 samples/sec accuracy=0.969688 2020-04-13 21:20:51,617 Epoch[27] Batch [3000-3050] Speed: 199.36 samples/sec accuracy=0.972969 2020-04-13 21:21:23,451 Epoch[27] Batch [3050-3100] Speed: 201.04 samples/sec accuracy=0.969531 2020-04-13 21:21:55,408 Epoch[27] Batch [3100-3150] Speed: 200.27 samples/sec accuracy=0.968437 2020-04-13 21:22:27,550 Epoch[27] Batch [3150-3200] Speed: 199.12 samples/sec accuracy=0.971562 2020-04-13 21:22:59,644 Epoch[27] Batch [3200-3250] Speed: 199.41 samples/sec accuracy=0.971094 2020-04-13 21:23:31,769 Epoch[27] Batch [3250-3300] Speed: 199.22 samples/sec accuracy=0.970938 2020-04-13 21:24:03,957 Epoch[27] Batch [3300-3350] Speed: 198.83 samples/sec accuracy=0.967812 2020-04-13 21:24:36,112 Epoch[27] Batch [3350-3400] Speed: 199.04 samples/sec accuracy=0.973125 2020-04-13 21:25:07,985 Epoch[27] Batch [3400-3450] Speed: 200.80 samples/sec accuracy=0.970938 2020-04-13 21:25:40,231 Epoch[27] Batch [3450-3500] Speed: 198.47 samples/sec accuracy=0.965781 2020-04-13 21:26:12,363 Epoch[27] Batch [3500-3550] Speed: 199.18 samples/sec accuracy=0.967031 2020-04-13 21:26:44,343 Epoch[27] Batch [3550-3600] Speed: 200.13 samples/sec accuracy=0.970156 2020-04-13 21:27:16,826 Epoch[27] Batch [3600-3650] Speed: 197.03 samples/sec accuracy=0.970781 2020-04-13 21:27:48,042 Epoch[27] Batch [3650-3700] Speed: 205.02 samples/sec accuracy=0.971875 2020-04-13 21:28:20,196 Epoch[27] Batch [3700-3750] Speed: 199.05 samples/sec accuracy=0.970938 2020-04-13 21:28:52,366 Epoch[27] Batch [3750-3800] Speed: 198.94 samples/sec accuracy=0.973437 2020-04-13 21:29:24,108 Epoch[27] Batch [3800-3850] Speed: 201.63 samples/sec accuracy=0.971875 2020-04-13 21:29:56,257 Epoch[27] Batch [3850-3900] Speed: 199.07 samples/sec accuracy=0.970625 2020-04-13 21:30:27,827 Epoch[27] Batch [3900-3950] Speed: 202.73 samples/sec accuracy=0.973437 2020-04-13 21:30:59,292 Epoch[27] Batch [3950-4000] Speed: 203.40 samples/sec accuracy=0.970000 2020-04-13 21:31:31,554 Epoch[27] Batch [4000-4050] Speed: 198.38 samples/sec accuracy=0.972500 2020-04-13 21:32:03,547 Epoch[27] Batch [4050-4100] Speed: 200.04 samples/sec accuracy=0.971719 2020-04-13 21:32:35,542 Epoch[27] Batch [4100-4150] Speed: 200.03 samples/sec accuracy=0.966094 2020-04-13 21:33:07,388 Epoch[27] Batch [4150-4200] Speed: 200.97 samples/sec accuracy=0.970781 2020-04-13 21:33:39,517 Epoch[27] Batch [4200-4250] Speed: 199.20 samples/sec accuracy=0.970469 2020-04-13 21:34:11,849 Epoch[27] Batch [4250-4300] Speed: 197.94 samples/sec accuracy=0.972969 2020-04-13 21:34:43,897 Epoch[27] Batch [4300-4350] Speed: 199.71 samples/sec accuracy=0.970781 2020-04-13 21:35:15,644 Epoch[27] Batch [4350-4400] Speed: 201.60 samples/sec accuracy=0.972187 2020-04-13 21:35:47,609 Epoch[27] Batch [4400-4450] Speed: 200.22 samples/sec accuracy=0.968437 2020-04-13 21:36:19,614 Epoch[27] Batch [4450-4500] Speed: 199.97 samples/sec accuracy=0.973437 2020-04-13 21:36:52,168 Epoch[27] Batch [4500-4550] Speed: 196.60 samples/sec accuracy=0.969375 2020-04-13 21:37:24,145 Epoch[27] Batch [4550-4600] Speed: 200.14 samples/sec accuracy=0.969063 2020-04-13 21:37:55,957 Epoch[27] Batch [4600-4650] Speed: 201.18 samples/sec accuracy=0.970469 2020-04-13 21:38:28,099 Epoch[27] Batch [4650-4700] Speed: 199.12 samples/sec accuracy=0.972656 2020-04-13 21:39:00,202 Epoch[27] Batch [4700-4750] Speed: 199.36 samples/sec accuracy=0.969531 2020-04-13 21:39:32,264 Epoch[27] Batch [4750-4800] Speed: 199.62 samples/sec accuracy=0.968594 2020-04-13 21:40:04,369 Epoch[27] Batch [4800-4850] Speed: 199.34 samples/sec accuracy=0.973437 2020-04-13 21:40:36,257 Epoch[27] Batch [4850-4900] Speed: 200.71 samples/sec accuracy=0.972812 2020-04-13 21:41:07,770 Epoch[27] Batch [4900-4950] Speed: 203.09 samples/sec accuracy=0.975156 2020-04-13 21:41:39,554 Epoch[27] Batch [4950-5000] Speed: 201.36 samples/sec accuracy=0.972187 2020-04-13 21:42:11,505 Epoch[27] Batch [5000-5050] Speed: 200.31 samples/sec accuracy=0.971250 2020-04-13 21:42:43,566 Epoch[27] Batch [5050-5100] Speed: 199.62 samples/sec accuracy=0.969219 2020-04-13 21:43:16,045 Epoch[27] Batch [5100-5150] Speed: 197.05 samples/sec accuracy=0.971875 2020-04-13 21:43:47,649 Epoch[27] Batch [5150-5200] Speed: 202.51 samples/sec accuracy=0.972031 2020-04-13 21:44:19,896 Epoch[27] Batch [5200-5250] Speed: 198.47 samples/sec accuracy=0.970938 2020-04-13 21:44:52,154 Epoch[27] Batch [5250-5300] Speed: 198.40 samples/sec accuracy=0.971406 2020-04-13 21:45:24,225 Epoch[27] Batch [5300-5350] Speed: 199.56 samples/sec accuracy=0.972344 2020-04-13 21:45:55,937 Epoch[27] Batch [5350-5400] Speed: 201.81 samples/sec accuracy=0.971094 2020-04-13 21:46:27,918 Epoch[27] Batch [5400-5450] Speed: 200.12 samples/sec accuracy=0.967656 2020-04-13 21:46:59,721 Epoch[27] Batch [5450-5500] Speed: 201.24 samples/sec accuracy=0.972187 2020-04-13 21:47:31,513 Epoch[27] Batch [5500-5550] Speed: 201.31 samples/sec accuracy=0.968594 2020-04-13 21:48:03,389 Epoch[27] Batch [5550-5600] Speed: 200.78 samples/sec accuracy=0.973125 2020-04-13 21:48:34,931 Epoch[27] Batch [5600-5650] Speed: 202.90 samples/sec accuracy=0.967187 2020-04-13 21:49:06,896 Epoch[27] Batch [5650-5700] Speed: 200.23 samples/sec accuracy=0.968281 2020-04-13 21:49:39,075 Epoch[27] Batch [5700-5750] Speed: 198.89 samples/sec accuracy=0.971562 2020-04-13 21:50:11,091 Epoch[27] Batch [5750-5800] Speed: 199.90 samples/sec accuracy=0.970781 2020-04-13 21:50:42,912 Epoch[27] Batch [5800-5850] Speed: 201.12 samples/sec accuracy=0.972656 2020-04-13 21:51:14,844 Epoch[27] Batch [5850-5900] Speed: 200.43 samples/sec accuracy=0.973906 2020-04-13 21:51:46,909 Epoch[27] Batch [5900-5950] Speed: 199.59 samples/sec accuracy=0.970781 2020-04-13 21:52:19,064 Epoch[27] Batch [5950-6000] Speed: 199.04 samples/sec accuracy=0.974531 2020-04-13 21:52:51,183 Epoch[27] Batch [6000-6050] Speed: 199.26 samples/sec accuracy=0.970313 2020-04-13 21:53:23,271 Epoch[27] Batch [6050-6100] Speed: 199.46 samples/sec accuracy=0.967344 2020-04-13 21:53:54,957 Epoch[27] Batch [6100-6150] Speed: 201.98 samples/sec accuracy=0.969219 2020-04-13 21:54:27,030 Epoch[27] Batch [6150-6200] Speed: 199.54 samples/sec accuracy=0.971875 2020-04-13 21:54:59,166 Epoch[27] Batch [6200-6250] Speed: 199.16 samples/sec accuracy=0.971562 2020-04-13 21:55:30,823 Epoch[27] Batch [6250-6300] Speed: 202.17 samples/sec accuracy=0.967500 2020-04-13 21:56:02,689 Epoch[27] Batch [6300-6350] Speed: 200.84 samples/sec accuracy=0.970938 2020-04-13 21:56:34,692 Epoch[27] Batch [6350-6400] Speed: 199.98 samples/sec accuracy=0.970938 2020-04-13 21:57:06,337 Epoch[27] Batch [6400-6450] Speed: 202.24 samples/sec accuracy=0.971406 2020-04-13 21:57:38,216 Epoch[27] Batch [6450-6500] Speed: 200.76 samples/sec accuracy=0.969375 2020-04-13 21:58:10,629 Epoch[27] Batch [6500-6550] Speed: 197.45 samples/sec accuracy=0.969375 2020-04-13 21:58:42,691 Epoch[27] Batch [6550-6600] Speed: 199.61 samples/sec accuracy=0.972812 2020-04-13 21:59:14,912 Epoch[27] Batch [6600-6650] Speed: 198.63 samples/sec accuracy=0.966875 2020-04-13 21:59:47,214 Epoch[27] Batch [6650-6700] Speed: 198.13 samples/sec accuracy=0.971875 2020-04-13 22:00:19,327 Epoch[27] Batch [6700-6750] Speed: 199.30 samples/sec accuracy=0.971562 2020-04-13 22:00:51,535 Epoch[27] Batch [6750-6800] Speed: 198.71 samples/sec accuracy=0.972969 2020-04-13 22:01:23,603 Epoch[27] Batch [6800-6850] Speed: 199.58 samples/sec accuracy=0.969688 2020-04-13 22:01:55,474 Epoch[27] Batch [6850-6900] Speed: 200.81 samples/sec accuracy=0.972344 2020-04-13 22:02:27,623 Epoch[27] Batch [6900-6950] Speed: 199.07 samples/sec accuracy=0.971406 2020-04-13 22:02:59,811 Epoch[27] Batch [6950-7000] Speed: 198.83 samples/sec accuracy=0.970156 2020-04-13 22:03:32,031 Epoch[27] Batch [7000-7050] Speed: 198.63 samples/sec accuracy=0.972187 2020-04-13 22:04:03,650 Epoch[27] Batch [7050-7100] Speed: 202.41 samples/sec accuracy=0.971562 2020-04-13 22:04:35,446 Epoch[27] Batch [7100-7150] Speed: 201.29 samples/sec accuracy=0.974375 2020-04-13 22:05:07,588 Epoch[27] Batch [7150-7200] Speed: 199.12 samples/sec accuracy=0.968906 2020-04-13 22:05:39,695 Epoch[27] Batch [7200-7250] Speed: 199.34 samples/sec accuracy=0.970156 2020-04-13 22:06:11,679 Epoch[27] Batch [7250-7300] Speed: 200.10 samples/sec accuracy=0.969063 2020-04-13 22:06:43,381 Epoch[27] Batch [7300-7350] Speed: 201.88 samples/sec accuracy=0.971406 2020-04-13 22:07:15,204 Epoch[27] Batch [7350-7400] Speed: 201.11 samples/sec accuracy=0.973281 2020-04-13 22:07:47,176 Epoch[27] Batch [7400-7450] Speed: 200.18 samples/sec accuracy=0.973281 2020-04-13 22:08:18,815 Epoch[27] Batch [7450-7500] Speed: 202.28 samples/sec accuracy=0.969844 2020-04-13 22:08:50,680 Epoch[27] Batch [7500-7550] Speed: 200.85 samples/sec accuracy=0.972344 2020-04-13 22:09:22,505 Epoch[27] Batch [7550-7600] Speed: 201.11 samples/sec accuracy=0.966562 2020-04-13 22:09:54,537 Epoch[27] Batch [7600-7650] Speed: 199.80 samples/sec accuracy=0.969688 2020-04-13 22:10:25,672 Epoch[27] Batch [7650-7700] Speed: 205.55 samples/sec accuracy=0.969844 2020-04-13 22:10:57,573 Epoch[27] Batch [7700-7750] Speed: 200.62 samples/sec accuracy=0.969844 2020-04-13 22:11:29,378 Epoch[27] Batch [7750-7800] Speed: 201.23 samples/sec accuracy=0.968750 2020-04-13 22:12:00,999 Epoch[27] Batch [7800-7850] Speed: 202.40 samples/sec accuracy=0.970625 2020-04-13 22:12:32,629 Epoch[27] Batch [7850-7900] Speed: 202.35 samples/sec accuracy=0.970313 2020-04-13 22:13:04,495 Epoch[27] Batch [7900-7950] Speed: 200.84 samples/sec accuracy=0.971250 2020-04-13 22:13:35,725 Epoch[27] Batch [7950-8000] Speed: 204.93 samples/sec accuracy=0.973437 2020-04-13 22:14:07,923 Epoch[27] Batch [8000-8050] Speed: 198.77 samples/sec accuracy=0.969219 2020-04-13 22:14:39,271 Epoch[27] Batch [8050-8100] Speed: 204.16 samples/sec accuracy=0.968125 2020-04-13 22:15:11,517 Epoch[27] Batch [8100-8150] Speed: 198.48 samples/sec accuracy=0.970781 2020-04-13 22:15:43,341 Epoch[27] Batch [8150-8200] Speed: 201.11 samples/sec accuracy=0.970781 2020-04-13 22:16:15,351 Epoch[27] Batch [8200-8250] Speed: 199.94 samples/sec accuracy=0.969688 2020-04-13 22:16:47,637 Epoch[27] Batch [8250-8300] Speed: 198.23 samples/sec accuracy=0.972187 2020-04-13 22:17:19,694 Epoch[27] Batch [8300-8350] Speed: 199.65 samples/sec accuracy=0.971875 2020-04-13 22:17:51,894 Epoch[27] Batch [8350-8400] Speed: 198.76 samples/sec accuracy=0.971562 2020-04-13 22:18:23,777 Epoch[27] Batch [8400-8450] Speed: 200.73 samples/sec accuracy=0.974844 2020-04-13 22:18:55,550 Epoch[27] Batch [8450-8500] Speed: 201.43 samples/sec accuracy=0.972500 2020-04-13 22:19:27,758 Epoch[27] Batch [8500-8550] Speed: 198.71 samples/sec accuracy=0.970781 2020-04-13 22:19:59,632 Epoch[27] Batch [8550-8600] Speed: 200.79 samples/sec accuracy=0.972500 2020-04-13 22:20:32,134 Epoch[27] Batch [8600-8650] Speed: 196.92 samples/sec accuracy=0.967031 2020-04-13 22:21:04,694 Epoch[27] Batch [8650-8700] Speed: 196.56 samples/sec accuracy=0.969531 2020-04-13 22:21:36,771 Epoch[27] Batch [8700-8750] Speed: 199.52 samples/sec accuracy=0.971406 2020-04-13 22:22:08,402 Epoch[27] Batch [8750-8800] Speed: 202.33 samples/sec accuracy=0.971719 2020-04-13 22:22:40,124 Epoch[27] Batch [8800-8850] Speed: 201.76 samples/sec accuracy=0.972656 2020-04-13 22:23:12,518 Epoch[27] Batch [8850-8900] Speed: 197.57 samples/sec accuracy=0.969844 2020-04-13 22:23:44,079 Epoch[27] Batch [8900-8950] Speed: 202.78 samples/sec accuracy=0.971875 2020-04-13 22:24:16,020 Epoch[27] Batch [8950-9000] Speed: 200.37 samples/sec accuracy=0.968750 2020-04-13 22:24:48,268 Epoch[27] Batch [9000-9050] Speed: 198.46 samples/sec accuracy=0.968594 2020-04-13 22:25:20,053 Epoch[27] Batch [9050-9100] Speed: 201.35 samples/sec accuracy=0.970000 2020-04-13 22:25:51,913 Epoch[27] Batch [9100-9150] Speed: 200.88 samples/sec accuracy=0.973594 2020-04-13 22:26:23,729 Epoch[27] Batch [9150-9200] Speed: 201.16 samples/sec accuracy=0.967031 2020-04-13 22:26:55,769 Epoch[27] Batch [9200-9250] Speed: 199.75 samples/sec accuracy=0.973594 2020-04-13 22:27:27,911 Epoch[27] Batch [9250-9300] Speed: 199.12 samples/sec accuracy=0.967812 2020-04-13 22:28:00,170 Epoch[27] Batch [9300-9350] Speed: 198.40 samples/sec accuracy=0.972812 2020-04-13 22:28:32,264 Epoch[27] Batch [9350-9400] Speed: 199.41 samples/sec accuracy=0.972187 2020-04-13 22:29:04,344 Epoch[27] Batch [9400-9450] Speed: 199.50 samples/sec accuracy=0.971875 2020-04-13 22:29:36,098 Epoch[27] Batch [9450-9500] Speed: 201.55 samples/sec accuracy=0.969375 2020-04-13 22:30:07,904 Epoch[27] Batch [9500-9550] Speed: 201.22 samples/sec accuracy=0.971875 2020-04-13 22:30:39,814 Epoch[27] Batch [9550-9600] Speed: 200.57 samples/sec accuracy=0.971719 2020-04-13 22:31:11,919 Epoch[27] Batch [9600-9650] Speed: 199.35 samples/sec accuracy=0.968906 2020-04-13 22:31:44,150 Epoch[27] Batch [9650-9700] Speed: 198.57 samples/sec accuracy=0.967500 2020-04-13 22:32:16,651 Epoch[27] Batch [9700-9750] Speed: 196.92 samples/sec accuracy=0.970938 2020-04-13 22:32:48,845 Epoch[27] Batch [9750-9800] Speed: 198.80 samples/sec accuracy=0.974375 2020-04-13 22:33:20,872 Epoch[27] Batch [9800-9850] Speed: 199.84 samples/sec accuracy=0.971562 2020-04-13 22:33:52,285 Epoch[27] Batch [9850-9900] Speed: 203.73 samples/sec accuracy=0.973750 2020-04-13 22:34:24,486 Epoch[27] Batch [9900-9950] Speed: 198.76 samples/sec accuracy=0.965938 2020-04-13 22:34:56,293 Epoch[27] Batch [9950-10000] Speed: 201.22 samples/sec accuracy=0.966094 2020-04-13 22:35:28,267 Epoch[27] Batch [10000-10050] Speed: 200.16 samples/sec accuracy=0.972187 2020-04-13 22:36:00,423 Epoch[27] Batch [10050-10100] Speed: 199.03 samples/sec accuracy=0.970313 2020-04-13 22:36:32,162 Epoch[27] Batch [10100-10150] Speed: 201.65 samples/sec accuracy=0.970313 2020-04-13 22:37:04,436 Epoch[27] Batch [10150-10200] Speed: 198.30 samples/sec accuracy=0.971875 2020-04-13 22:37:36,400 Epoch[27] Batch [10200-10250] Speed: 200.23 samples/sec accuracy=0.971562 2020-04-13 22:38:08,403 Epoch[27] Batch [10250-10300] Speed: 199.99 samples/sec accuracy=0.970781 2020-04-13 22:38:40,551 Epoch[27] Batch [10300-10350] Speed: 199.08 samples/sec accuracy=0.974219 2020-04-13 22:39:12,754 Epoch[27] Batch [10350-10400] Speed: 198.74 samples/sec accuracy=0.972031 2020-04-13 22:39:44,744 Epoch[27] Batch [10400-10450] Speed: 200.07 samples/sec accuracy=0.969063 2020-04-13 22:40:16,589 Epoch[27] Batch [10450-10500] Speed: 200.98 samples/sec accuracy=0.969844 2020-04-13 22:40:48,497 Epoch[27] Batch [10500-10550] Speed: 200.58 samples/sec accuracy=0.973437 2020-04-13 22:41:20,207 Epoch[27] Batch [10550-10600] Speed: 201.83 samples/sec accuracy=0.967031 2020-04-13 22:41:52,425 Epoch[27] Batch [10600-10650] Speed: 198.65 samples/sec accuracy=0.970938 2020-04-13 22:42:24,151 Epoch[27] Batch [10650-10700] Speed: 201.73 samples/sec accuracy=0.970625 2020-04-13 22:42:55,769 Epoch[27] Batch [10700-10750] Speed: 202.42 samples/sec accuracy=0.973437 2020-04-13 22:43:27,793 Epoch[27] Batch [10750-10800] Speed: 199.85 samples/sec accuracy=0.969219 2020-04-13 22:43:59,919 Epoch[27] Batch [10800-10850] Speed: 199.22 samples/sec accuracy=0.970625 2020-04-13 22:44:31,551 Epoch[27] Batch [10850-10900] Speed: 202.32 samples/sec accuracy=0.970938 2020-04-13 22:45:03,539 Epoch[27] Batch [10900-10950] Speed: 200.08 samples/sec accuracy=0.968437 2020-04-13 22:45:35,602 Epoch[27] Batch [10950-11000] Speed: 199.61 samples/sec accuracy=0.973437 2020-04-13 22:46:07,676 Epoch[27] Batch [11000-11050] Speed: 199.54 samples/sec accuracy=0.967500 2020-04-13 22:46:40,047 Epoch[27] Batch [11050-11100] Speed: 197.71 samples/sec accuracy=0.967500 2020-04-13 22:47:12,322 Epoch[27] Batch [11100-11150] Speed: 198.30 samples/sec accuracy=0.972344 2020-04-13 22:47:44,293 Epoch[27] Batch [11150-11200] Speed: 200.19 samples/sec accuracy=0.972187 2020-04-13 22:48:16,016 Epoch[27] Batch [11200-11250] Speed: 201.75 samples/sec accuracy=0.972812 2020-04-13 22:48:48,852 Epoch[27] Batch [11250-11300] Speed: 194.91 samples/sec accuracy=0.967656 2020-04-13 22:49:20,760 Epoch[27] Batch [11300-11350] Speed: 200.58 samples/sec accuracy=0.971250 2020-04-13 22:49:52,824 Epoch[27] Batch [11350-11400] Speed: 199.60 samples/sec accuracy=0.970938 2020-04-13 22:50:24,723 Epoch[27] Batch [11400-11450] Speed: 200.63 samples/sec accuracy=0.970625 2020-04-13 22:50:56,654 Epoch[27] Batch [11450-11500] Speed: 200.44 samples/sec accuracy=0.972344 2020-04-13 22:51:28,278 Epoch[27] Batch [11500-11550] Speed: 202.38 samples/sec accuracy=0.975000 Traceback (most recent call last): File "scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 146, in train_cnocr data_names=data_names, File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 62, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [22:51:53] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7fa24852bb5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7fa24b62a9d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7fa24b65b795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7fa24b637961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7fa24b63aea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7fa24b63b136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7fa24b636114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7fa2fde7aa60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7fa3028976db] 2020-04-14 10:40:48,287 Using 1 threads for decoding... 2020-04-14 10:40:48,288 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-14 10:40:48,288 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-14 10:40:58,949 Using 1 threads for decoding... 2020-04-14 10:40:58,949 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-14 10:40:58,949 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-14 10:40:59,682 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 1e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'lstm', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5} 2020-04-14 10:40:59,691 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0027.params [10:41:17] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-14 10:41:57,820 Epoch[27] Batch [0-50] Speed: 194.19 samples/sec accuracy=0.970895 2020-04-14 10:42:30,215 Epoch[27] Batch [50-100] Speed: 197.57 samples/sec accuracy=0.973281 2020-04-14 10:43:02,374 Epoch[27] Batch [100-150] Speed: 199.01 samples/sec accuracy=0.967812 2020-04-14 10:43:34,115 Epoch[27] Batch [150-200] Speed: 201.63 samples/sec accuracy=0.972031 2020-04-14 10:44:05,987 Epoch[27] Batch [200-250] Speed: 200.81 samples/sec accuracy=0.972656 2020-04-14 10:44:37,747 Epoch[27] Batch [250-300] Speed: 201.51 samples/sec accuracy=0.966406 2020-04-14 10:45:09,717 Epoch[27] Batch [300-350] Speed: 200.19 samples/sec accuracy=0.970156 2020-04-14 10:45:41,674 Epoch[27] Batch [350-400] Speed: 200.27 samples/sec accuracy=0.967344 2020-04-14 10:46:13,772 Epoch[27] Batch [400-450] Speed: 199.39 samples/sec accuracy=0.972031 2020-04-14 10:46:45,767 Epoch[27] Batch [450-500] Speed: 200.03 samples/sec 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accuracy=0.972812 2020-04-14 11:44:43,956 Epoch[27] Batch [6200-6250] Speed: 199.36 samples/sec accuracy=0.969531 2020-04-14 11:45:15,990 Epoch[27] Batch [6250-6300] Speed: 199.79 samples/sec accuracy=0.970625 2020-04-14 11:45:48,536 Epoch[27] Batch [6300-6350] Speed: 196.65 samples/sec accuracy=0.967187 2020-04-14 11:46:20,409 Epoch[27] Batch [6350-6400] Speed: 200.80 samples/sec accuracy=0.972031 2020-04-14 11:46:53,107 Epoch[27] Batch [6400-6450] Speed: 195.73 samples/sec accuracy=0.974063 2020-04-14 11:47:25,043 Epoch[27] Batch [6450-6500] Speed: 200.40 samples/sec accuracy=0.971562 2020-04-14 11:47:57,072 Epoch[27] Batch [6500-6550] Speed: 199.82 samples/sec accuracy=0.972031 2020-04-14 11:48:29,157 Epoch[27] Batch [6550-6600] Speed: 199.47 samples/sec accuracy=0.968750 2020-04-14 11:49:00,865 Epoch[27] Batch [6600-6650] Speed: 201.84 samples/sec accuracy=0.973281 2020-04-14 11:49:32,434 Epoch[27] Batch [6650-6700] Speed: 202.74 samples/sec accuracy=0.970938 2020-04-14 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accuracy=0.969063 2020-04-14 12:01:07,607 Epoch[27] Batch [7750-7800] Speed: 211.52 samples/sec accuracy=0.975000 2020-04-14 12:01:38,142 Epoch[27] Batch [7800-7850] Speed: 209.59 samples/sec accuracy=0.971406 2020-04-14 12:02:08,608 Epoch[27] Batch [7850-7900] Speed: 210.07 samples/sec accuracy=0.971875 2020-04-14 12:02:40,858 Epoch[27] Batch [7900-7950] Speed: 198.45 samples/sec accuracy=0.967031 2020-04-14 12:03:11,855 Epoch[27] Batch [7950-8000] Speed: 206.47 samples/sec accuracy=0.972969 2020-04-14 12:03:42,267 Epoch[27] Batch [8000-8050] Speed: 210.44 samples/sec accuracy=0.974531 2020-04-14 12:04:12,551 Epoch[27] Batch [8050-8100] Speed: 211.33 samples/sec accuracy=0.972812 2020-04-14 12:04:42,928 Epoch[27] Batch [8100-8150] Speed: 210.69 samples/sec accuracy=0.970625 2020-04-14 12:05:13,076 Epoch[27] Batch [8150-8200] Speed: 212.29 samples/sec accuracy=0.971562 2020-04-14 12:05:43,236 Epoch[27] Batch [8200-8250] Speed: 212.20 samples/sec accuracy=0.974375 2020-04-14 12:06:13,529 Epoch[27] Batch [8250-8300] Speed: 211.27 samples/sec accuracy=0.970625 2020-04-14 12:06:44,038 Epoch[27] Batch [8300-8350] Speed: 209.78 samples/sec accuracy=0.965625 2020-04-14 12:07:14,151 Epoch[27] Batch [8350-8400] Speed: 212.53 samples/sec accuracy=0.970469 2020-04-14 12:07:44,261 Epoch[27] Batch [8400-8450] Speed: 212.56 samples/sec accuracy=0.972656 2020-04-14 12:08:14,330 Epoch[27] Batch [8450-8500] Speed: 212.84 samples/sec accuracy=0.973906 2020-04-14 12:08:44,500 Epoch[27] Batch [8500-8550] Speed: 212.13 samples/sec accuracy=0.968594 2020-04-14 12:09:14,810 Epoch[27] Batch [8550-8600] Speed: 211.16 samples/sec accuracy=0.969688 2020-04-14 12:09:45,007 Epoch[27] Batch [8600-8650] Speed: 211.94 samples/sec accuracy=0.969063 2020-04-14 12:10:15,125 Epoch[27] Batch [8650-8700] Speed: 212.50 samples/sec accuracy=0.967656 2020-04-14 12:10:45,212 Epoch[27] Batch [8700-8750] Speed: 212.72 samples/sec accuracy=0.972969 2020-04-14 12:11:15,270 Epoch[27] Batch [8750-8800] 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accuracy=0.972969 2020-04-14 12:16:49,699 Epoch[27] Batch [9300-9350] Speed: 208.51 samples/sec accuracy=0.970313 2020-04-14 12:17:19,920 Epoch[27] Batch [9350-9400] Speed: 211.77 samples/sec accuracy=0.967500 2020-04-14 12:17:50,121 Epoch[27] Batch [9400-9450] Speed: 211.92 samples/sec accuracy=0.967187 2020-04-14 12:18:20,209 Epoch[27] Batch [9450-9500] Speed: 212.71 samples/sec accuracy=0.974063 2020-04-14 12:18:50,552 Epoch[27] Batch [9500-9550] Speed: 210.92 samples/sec accuracy=0.970313 2020-04-14 12:19:20,931 Epoch[27] Batch [9550-9600] Speed: 210.68 samples/sec accuracy=0.971094 2020-04-14 12:19:54,222 Epoch[27] Batch [9600-9650] Speed: 192.24 samples/sec accuracy=0.970938 2020-04-14 12:20:26,517 Epoch[27] Batch [9650-9700] Speed: 198.18 samples/sec accuracy=0.974844 2020-04-14 12:20:59,420 Epoch[27] Batch [9700-9750] Speed: 194.51 samples/sec accuracy=0.974375 2020-04-14 12:21:29,602 Epoch[27] Batch [9750-9800] Speed: 212.06 samples/sec accuracy=0.970313 2020-04-14 12:22:00,133 Epoch[27] Batch [9800-9850] Speed: 209.62 samples/sec accuracy=0.973281 2020-04-14 12:22:30,263 Epoch[27] Batch [9850-9900] Speed: 212.41 samples/sec accuracy=0.972031 2020-04-14 12:23:00,400 Epoch[27] Batch [9900-9950] Speed: 212.36 samples/sec accuracy=0.973906 2020-04-14 12:23:31,230 Epoch[27] Batch [9950-10000] Speed: 207.60 samples/sec accuracy=0.970313 2020-04-14 12:24:01,325 Epoch[27] Batch [10000-10050] Speed: 212.66 samples/sec accuracy=0.971562 2020-04-14 12:24:31,698 Epoch[27] Batch [10050-10100] Speed: 210.71 samples/sec accuracy=0.968750 2020-04-14 12:25:01,994 Epoch[27] Batch [10100-10150] Speed: 211.26 samples/sec accuracy=0.968281 2020-04-14 12:25:32,095 Epoch[27] Batch [10150-10200] Speed: 212.62 samples/sec accuracy=0.970625 2020-04-14 12:26:02,329 Epoch[27] Batch [10200-10250] Speed: 211.68 samples/sec accuracy=0.971250 2020-04-14 12:26:33,067 Epoch[27] Batch [10250-10300] Speed: 208.21 samples/sec accuracy=0.971406 2020-04-14 12:27:03,365 Epoch[27] 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Speed: 200.76 samples/sec accuracy=0.972500 2020-04-14 12:32:50,910 Epoch[27] Batch [10850-10900] Speed: 201.44 samples/sec accuracy=0.972812 2020-04-14 12:33:22,678 Epoch[27] Batch [10900-10950] Speed: 201.46 samples/sec accuracy=0.967344 2020-04-14 12:33:54,288 Epoch[27] Batch [10950-11000] Speed: 202.47 samples/sec accuracy=0.968906 2020-04-14 12:34:26,530 Epoch[27] Batch [11000-11050] Speed: 198.50 samples/sec accuracy=0.972031 2020-04-14 12:34:58,708 Epoch[27] Batch [11050-11100] Speed: 198.89 samples/sec accuracy=0.970469 2020-04-14 12:35:30,376 Epoch[27] Batch [11100-11150] Speed: 202.10 samples/sec accuracy=0.973125 2020-04-14 12:36:01,965 Epoch[27] Batch [11150-11200] Speed: 202.60 samples/sec accuracy=0.972656 2020-04-14 12:36:33,221 Epoch[27] Batch [11200-11250] Speed: 204.76 samples/sec accuracy=0.966719 2020-04-14 12:37:04,601 Epoch[27] Batch [11250-11300] Speed: 203.96 samples/sec accuracy=0.971250 2020-04-14 12:37:36,471 Epoch[27] Batch [11300-11350] Speed: 200.81 samples/sec accuracy=0.969531 2020-04-14 12:38:08,201 Epoch[27] Batch [11350-11400] Speed: 201.70 samples/sec accuracy=0.968750 2020-04-14 12:38:39,873 Epoch[27] Batch [11400-11450] Speed: 202.07 samples/sec accuracy=0.973906 2020-04-14 12:39:11,691 Epoch[27] Batch [11450-11500] Speed: 201.15 samples/sec accuracy=0.970156 2020-04-14 12:39:43,682 Epoch[27] Batch [11500-11550] Speed: 200.06 samples/sec accuracy=0.968906 2020-04-14 12:40:15,281 Epoch[27] Batch [11550-11600] Speed: 202.54 samples/sec accuracy=0.970313 2020-04-14 12:40:47,278 Epoch[27] Batch [11600-11650] Speed: 200.02 samples/sec accuracy=0.974375 2020-04-14 12:41:19,196 Epoch[27] Batch [11650-11700] Speed: 200.51 samples/sec accuracy=0.967812 2020-04-14 12:41:51,010 Epoch[27] Batch [11700-11750] Speed: 201.17 samples/sec accuracy=0.969844 2020-04-14 12:42:22,559 Epoch[27] Batch [11750-11800] Speed: 202.86 samples/sec accuracy=0.970313 2020-04-14 12:42:54,346 Epoch[27] Batch [11800-11850] Speed: 201.34 samples/sec accuracy=0.971250 2020-04-14 12:43:26,646 Epoch[27] Batch [11850-11900] Speed: 198.15 samples/sec accuracy=0.967187 2020-04-14 12:43:58,268 Epoch[27] Batch [11900-11950] Speed: 202.39 samples/sec accuracy=0.969219 2020-04-14 12:44:30,476 Epoch[27] Batch [11950-12000] Speed: 198.71 samples/sec accuracy=0.969531 2020-04-14 12:45:02,075 Epoch[27] Batch [12000-12050] Speed: 202.54 samples/sec accuracy=0.968906 2020-04-14 12:45:33,761 Epoch[27] Batch [12050-12100] Speed: 201.98 samples/sec accuracy=0.971094 2020-04-14 12:46:06,064 Epoch[27] Batch [12100-12150] Speed: 198.12 samples/sec accuracy=0.967812 2020-04-14 12:46:38,120 Epoch[27] Batch [12150-12200] Speed: 199.65 samples/sec accuracy=0.974063 2020-04-14 12:47:09,652 Epoch[27] Batch [12200-12250] Speed: 202.98 samples/sec accuracy=0.970000 2020-04-14 12:47:41,236 Epoch[27] Batch [12250-12300] Speed: 202.63 samples/sec accuracy=0.969219 2020-04-14 12:48:13,400 Epoch[27] Batch [12300-12350] Speed: 198.98 samples/sec accuracy=0.969219 2020-04-14 12:48:45,481 Epoch[27] Batch [12350-12400] Speed: 199.50 samples/sec accuracy=0.969844 2020-04-14 12:49:16,984 Epoch[27] Batch [12400-12450] Speed: 203.15 samples/sec accuracy=0.972812 2020-04-14 12:49:48,642 Epoch[27] Batch [12450-12500] Speed: 202.16 samples/sec accuracy=0.970781 2020-04-14 12:50:20,051 Epoch[27] Batch [12500-12550] Speed: 203.76 samples/sec accuracy=0.972656 2020-04-14 12:50:51,944 Epoch[27] Batch [12550-12600] Speed: 200.67 samples/sec accuracy=0.971406 2020-04-14 12:51:24,223 Epoch[27] Batch [12600-12650] Speed: 198.27 samples/sec accuracy=0.971406 2020-04-14 12:51:56,092 Epoch[27] Batch [12650-12700] Speed: 200.82 samples/sec accuracy=0.971094 2020-04-14 12:52:27,957 Epoch[27] Batch [12700-12750] Speed: 200.85 samples/sec accuracy=0.968437 2020-04-14 12:52:59,718 Epoch[27] Batch [12750-12800] Speed: 201.51 samples/sec accuracy=0.970781 2020-04-14 12:53:31,678 Epoch[27] Batch [12800-12850] Speed: 200.25 samples/sec accuracy=0.970313 2020-04-14 12:54:04,194 Epoch[27] Batch [12850-12900] Speed: 196.83 samples/sec accuracy=0.972344 2020-04-14 12:54:35,560 Epoch[27] Batch [12900-12950] Speed: 204.04 samples/sec accuracy=0.972031 2020-04-14 12:55:07,363 Epoch[27] Batch [12950-13000] Speed: 201.24 samples/sec accuracy=0.971875 2020-04-14 12:55:38,865 Epoch[27] Batch [13000-13050] Speed: 203.16 samples/sec accuracy=0.973281 2020-04-14 12:56:10,974 Epoch[27] Batch [13050-13100] Speed: 199.32 samples/sec accuracy=0.968281 2020-04-14 12:56:42,796 Epoch[27] Batch [13100-13150] Speed: 201.12 samples/sec accuracy=0.969688 2020-04-14 12:57:14,277 Epoch[27] Batch [13150-13200] Speed: 203.30 samples/sec accuracy=0.971406 2020-04-14 12:57:46,295 Epoch[27] Batch [13200-13250] Speed: 199.89 samples/sec accuracy=0.966719 2020-04-14 12:58:18,395 Epoch[27] Batch [13250-13300] Speed: 199.38 samples/sec accuracy=0.973906 2020-04-14 12:58:50,447 Epoch[27] Batch [13300-13350] Speed: 199.68 samples/sec accuracy=0.969844 2020-04-14 12:59:21,964 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[13850-13900] Speed: 202.21 samples/sec accuracy=0.966719 2020-04-14 13:05:12,026 Epoch[27] Batch [13900-13950] Speed: 200.00 samples/sec accuracy=0.973437 2020-04-14 13:05:44,241 Epoch[27] Batch [13950-14000] Speed: 198.67 samples/sec accuracy=0.970625 2020-04-14 13:06:16,014 Epoch[27] Batch [14000-14050] Speed: 201.43 samples/sec accuracy=0.970000 2020-04-14 13:06:47,968 Epoch[27] Batch [14050-14100] Speed: 200.29 samples/sec accuracy=0.971562 2020-04-14 13:07:19,494 Epoch[27] Batch [14100-14150] Speed: 203.01 samples/sec accuracy=0.974844 2020-04-14 13:07:50,622 Epoch[27] Batch [14150-14200] Speed: 205.60 samples/sec accuracy=0.969688 2020-04-14 13:08:22,256 Epoch[27] Batch [14200-14250] Speed: 202.32 samples/sec accuracy=0.973437 2020-04-14 13:08:54,236 Epoch[27] Batch [14250-14300] Speed: 200.13 samples/sec accuracy=0.968281 2020-04-14 13:09:25,603 Epoch[27] Batch [14300-14350] Speed: 204.04 samples/sec accuracy=0.972344 2020-04-14 13:09:56,996 Epoch[27] Batch [14350-14400] Speed: 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accuracy=0.966406 2020-04-14 13:15:47,949 Epoch[27] Batch [14900-14950] Speed: 199.07 samples/sec accuracy=0.967812 2020-04-14 13:16:19,936 Epoch[27] Batch [14950-15000] Speed: 200.08 samples/sec accuracy=0.971094 2020-04-14 13:16:52,767 Epoch[27] Batch [15000-15050] Speed: 194.94 samples/sec accuracy=0.973594 2020-04-14 13:17:24,630 Epoch[27] Batch [15050-15100] Speed: 200.86 samples/sec accuracy=0.971875 2020-04-14 13:17:56,508 Epoch[27] Batch [15100-15150] Speed: 200.77 samples/sec accuracy=0.970781 2020-04-14 13:18:28,306 Epoch[27] Batch [15150-15200] Speed: 201.27 samples/sec accuracy=0.971094 2020-04-14 13:18:59,679 Epoch[27] Batch [15200-15250] Speed: 204.00 samples/sec accuracy=0.970000 2020-04-14 13:19:31,391 Epoch[27] Batch [15250-15300] Speed: 201.82 samples/sec accuracy=0.970625 2020-04-14 13:20:03,156 Epoch[27] Batch [15300-15350] Speed: 201.48 samples/sec accuracy=0.971094 2020-04-14 13:20:35,306 Epoch[27] Batch [15350-15400] Speed: 199.07 samples/sec accuracy=0.973906 2020-04-14 13:21:07,193 Epoch[27] Batch [15400-15450] Speed: 200.71 samples/sec accuracy=0.965469 2020-04-14 13:21:38,801 Epoch[27] Batch [15450-15500] Speed: 202.48 samples/sec accuracy=0.970156 2020-04-14 13:22:10,727 Epoch[27] Batch [15500-15550] Speed: 200.46 samples/sec accuracy=0.970938 2020-04-14 13:22:42,561 Epoch[27] Batch [15550-15600] Speed: 201.04 samples/sec accuracy=0.971406 2020-04-14 13:23:14,321 Epoch[27] Batch [15600-15650] Speed: 201.52 samples/sec accuracy=0.969688 2020-04-14 13:23:45,937 Epoch[27] Batch [15650-15700] Speed: 202.43 samples/sec accuracy=0.970625 2020-04-14 13:24:18,031 Epoch[27] Batch [15700-15750] Speed: 199.41 samples/sec accuracy=0.967656 2020-04-14 13:24:49,559 Epoch[27] Batch [15750-15800] Speed: 202.99 samples/sec accuracy=0.968750 2020-04-14 13:25:21,333 Epoch[27] Batch [15800-15850] Speed: 201.43 samples/sec accuracy=0.972500 2020-04-14 13:25:53,543 Epoch[27] Batch [15850-15900] Speed: 198.70 samples/sec accuracy=0.968281 2020-04-14 13:26:25,280 Epoch[27] Batch [15900-15950] Speed: 201.65 samples/sec accuracy=0.967344 2020-04-14 13:26:57,237 Epoch[27] Batch [15950-16000] Speed: 200.27 samples/sec accuracy=0.968906 2020-04-14 13:27:29,390 Epoch[27] Batch [16000-16050] Speed: 199.05 samples/sec accuracy=0.972969 2020-04-14 13:28:01,068 Epoch[27] Batch [16050-16100] Speed: 202.03 samples/sec accuracy=0.972187 2020-04-14 13:28:32,686 Epoch[27] Batch [16100-16150] Speed: 202.42 samples/sec accuracy=0.968750 2020-04-14 13:29:04,271 Epoch[27] Batch [16150-16200] Speed: 202.63 samples/sec accuracy=0.970625 2020-04-14 13:29:35,682 Epoch[27] Batch [16200-16250] Speed: 203.75 samples/sec accuracy=0.970625 2020-04-14 13:30:07,338 Epoch[27] Batch [16250-16300] Speed: 202.17 samples/sec accuracy=0.970625 2020-04-14 13:30:39,271 Epoch[27] Batch [16300-16350] Speed: 200.42 samples/sec accuracy=0.973906 2020-04-14 13:31:10,837 Epoch[27] Batch [16350-16400] Speed: 202.75 samples/sec accuracy=0.970625 2020-04-14 13:31:42,973 Epoch[27] Batch [16400-16450] Speed: 199.16 samples/sec accuracy=0.972031 2020-04-14 13:32:14,834 Epoch[27] Batch [16450-16500] Speed: 200.87 samples/sec accuracy=0.972812 2020-04-14 13:32:47,540 Epoch[27] Batch [16500-16550] Speed: 195.69 samples/sec accuracy=0.974844 2020-04-14 13:33:19,145 Epoch[27] Batch [16550-16600] Speed: 202.50 samples/sec accuracy=0.971719 2020-04-14 13:33:50,915 Epoch[27] Batch [16600-16650] Speed: 201.45 samples/sec accuracy=0.968281 2020-04-14 13:34:22,827 Epoch[27] Batch [16650-16700] Speed: 200.55 samples/sec accuracy=0.970625 2020-04-14 13:34:55,028 Epoch[27] Batch [16700-16750] Speed: 198.75 samples/sec accuracy=0.971250 2020-04-14 13:35:27,240 Epoch[27] Batch [16750-16800] Speed: 198.69 samples/sec accuracy=0.972812 2020-04-14 13:35:58,862 Epoch[27] Batch [16800-16850] Speed: 202.39 samples/sec accuracy=0.972344 2020-04-14 13:36:30,724 Epoch[27] Batch [16850-16900] Speed: 200.87 samples/sec accuracy=0.970000 2020-04-14 13:37:02,412 Epoch[27] Batch [16900-16950] Speed: 201.97 samples/sec accuracy=0.970156 2020-04-14 13:37:34,107 Epoch[27] Batch [16950-17000] Speed: 201.93 samples/sec accuracy=0.971875 2020-04-14 13:38:05,607 Epoch[27] Batch [17000-17050] Speed: 203.18 samples/sec accuracy=0.973281 2020-04-14 13:38:37,565 Epoch[27] Batch [17050-17100] Speed: 200.27 samples/sec accuracy=0.974219 2020-04-14 13:39:09,083 Epoch[27] Batch [17100-17150] Speed: 203.06 samples/sec accuracy=0.971250 2020-04-14 13:39:41,233 Epoch[27] Batch [17150-17200] Speed: 199.07 samples/sec accuracy=0.968906 2020-04-14 13:40:13,109 Epoch[27] Batch [17200-17250] Speed: 200.78 samples/sec accuracy=0.968906 2020-04-14 13:40:45,039 Epoch[27] Batch [17250-17300] Speed: 200.44 samples/sec accuracy=0.968594 2020-04-14 13:41:16,469 Epoch[27] Batch [17300-17350] Speed: 203.63 samples/sec accuracy=0.971719 2020-04-14 13:41:48,483 Epoch[27] Batch [17350-17400] Speed: 199.91 samples/sec accuracy=0.971875 2020-04-14 13:42:21,791 Epoch[27] Batch [17400-17450] Speed: 192.15 samples/sec accuracy=0.972812 2020-04-14 13:42:54,276 Epoch[27] Batch [17450-17500] Speed: 197.02 samples/sec accuracy=0.968750 2020-04-14 13:43:26,367 Epoch[27] Batch [17500-17550] Speed: 199.44 samples/sec accuracy=0.974063 2020-04-14 13:43:58,326 Epoch[27] Batch [17550-17600] Speed: 200.26 samples/sec accuracy=0.970313 2020-04-14 13:44:30,310 Epoch[27] Batch [17600-17650] Speed: 200.10 samples/sec accuracy=0.972969 2020-04-14 13:45:02,111 Epoch[27] Batch [17650-17700] Speed: 201.25 samples/sec accuracy=0.972969 2020-04-14 13:45:33,763 Epoch[27] Batch [17700-17750] Speed: 202.20 samples/sec accuracy=0.972031 2020-04-14 13:46:06,010 Epoch[27] Batch [17750-17800] Speed: 198.47 samples/sec accuracy=0.972344 2020-04-14 13:46:38,045 Epoch[27] Batch [17800-17850] Speed: 199.78 samples/sec accuracy=0.971094 2020-04-14 13:47:09,644 Epoch[27] Batch [17850-17900] Speed: 202.54 samples/sec accuracy=0.968906 2020-04-14 13:47:41,764 Epoch[27] Batch [17900-17950] Speed: 199.26 samples/sec accuracy=0.969375 2020-04-14 13:48:13,779 Epoch[27] Batch [17950-18000] Speed: 199.91 samples/sec accuracy=0.969531 2020-04-14 13:48:45,823 Epoch[27] Batch [18000-18050] Speed: 199.73 samples/sec accuracy=0.972969 2020-04-14 13:49:17,551 Epoch[27] Batch [18050-18100] Speed: 201.71 samples/sec accuracy=0.967656 2020-04-14 13:49:49,253 Epoch[27] Batch [18100-18150] Speed: 201.88 samples/sec accuracy=0.970156 2020-04-14 13:50:21,034 Epoch[27] Batch [18150-18200] Speed: 201.37 samples/sec accuracy=0.967969 2020-04-14 13:50:53,064 Epoch[27] Batch [18200-18250] Speed: 199.81 samples/sec accuracy=0.968437 2020-04-14 13:51:25,069 Epoch[27] Batch [18250-18300] Speed: 199.97 samples/sec accuracy=0.971719 2020-04-14 13:51:56,627 Epoch[27] Batch [18300-18350] Speed: 202.80 samples/sec accuracy=0.973281 2020-04-14 13:52:28,739 Epoch[27] Batch [18350-18400] Speed: 199.31 samples/sec accuracy=0.973281 2020-04-14 13:53:00,851 Epoch[27] Batch [18400-18450] Speed: 199.31 samples/sec accuracy=0.970000 2020-04-14 13:53:32,820 Epoch[27] Batch [18450-18500] Speed: 200.19 samples/sec accuracy=0.966875 2020-04-14 13:54:04,486 Epoch[27] Batch [18500-18550] Speed: 202.11 samples/sec accuracy=0.967344 2020-04-14 13:54:36,011 Epoch[27] Batch [18550-18600] Speed: 203.02 samples/sec accuracy=0.973437 2020-04-14 13:55:07,920 Epoch[27] Batch [18600-18650] Speed: 200.57 samples/sec accuracy=0.972031 2020-04-14 13:55:39,805 Epoch[27] Batch [18650-18700] Speed: 200.72 samples/sec accuracy=0.972344 2020-04-14 13:56:11,786 Epoch[27] Batch [18700-18750] Speed: 200.12 samples/sec accuracy=0.972812 2020-04-14 13:56:43,674 Epoch[27] Batch [18750-18800] Speed: 200.70 samples/sec accuracy=0.970000 2020-04-14 13:57:14,892 Epoch[27] Batch [18800-18850] Speed: 205.01 samples/sec accuracy=0.971250 2020-04-14 13:57:46,437 Epoch[27] Batch [18850-18900] Speed: 202.89 samples/sec accuracy=0.970625 2020-04-14 13:58:18,963 Epoch[27] Batch [18900-18950] Speed: 196.77 samples/sec accuracy=0.969219 2020-04-14 13:58:50,923 Epoch[27] Batch [18950-19000] Speed: 200.25 samples/sec accuracy=0.975156 2020-04-14 13:59:22,659 Epoch[27] Batch [19000-19050] Speed: 201.67 samples/sec accuracy=0.967969 2020-04-14 13:59:54,088 Epoch[27] Batch [19050-19100] Speed: 203.63 samples/sec accuracy=0.968750 2020-04-14 14:00:26,197 Epoch[27] Batch [19100-19150] Speed: 199.32 samples/sec accuracy=0.970625 2020-04-14 14:00:57,892 Epoch[27] Batch [19150-19200] Speed: 201.92 samples/sec accuracy=0.972812 2020-04-14 14:01:29,544 Epoch[27] Batch [19200-19250] Speed: 202.20 samples/sec accuracy=0.974219 2020-04-14 14:02:01,556 Epoch[27] Batch [19250-19300] Speed: 199.93 samples/sec accuracy=0.967656 2020-04-14 14:02:33,460 Epoch[27] Batch [19300-19350] Speed: 200.60 samples/sec accuracy=0.968750 2020-04-14 14:03:05,218 Epoch[27] Batch [19350-19400] Speed: 201.53 samples/sec accuracy=0.972656 2020-04-14 14:03:37,219 Epoch[27] Batch [19400-19450] Speed: 200.00 samples/sec accuracy=0.970156 2020-04-14 14:04:09,305 Epoch[27] Batch [19450-19500] Speed: 199.46 samples/sec accuracy=0.971719 2020-04-14 14:04:40,928 Epoch[27] Batch [19500-19550] Speed: 202.39 samples/sec accuracy=0.970469 2020-04-14 14:05:12,781 Epoch[27] Batch [19550-19600] Speed: 200.92 samples/sec accuracy=0.968281 2020-04-14 14:05:44,248 Epoch[27] Batch [19600-19650] Speed: 203.39 samples/sec accuracy=0.968906 2020-04-14 14:06:16,262 Epoch[27] Batch [19650-19700] Speed: 199.91 samples/sec accuracy=0.973906 2020-04-14 14:06:47,955 Epoch[27] Batch [19700-19750] Speed: 201.94 samples/sec accuracy=0.969375 2020-04-14 14:07:19,984 Epoch[27] Batch [19750-19800] Speed: 199.82 samples/sec accuracy=0.969063 2020-04-14 14:07:51,685 Epoch[27] Batch [19800-19850] Speed: 201.89 samples/sec accuracy=0.971875 2020-04-14 14:08:23,260 Epoch[27] Batch [19850-19900] Speed: 202.69 samples/sec accuracy=0.970156 2020-04-14 14:08:55,454 Epoch[27] Batch [19900-19950] Speed: 198.80 samples/sec accuracy=0.968594 2020-04-14 14:09:27,699 Epoch[27] Batch [19950-20000] Speed: 198.48 samples/sec accuracy=0.969219 2020-04-14 14:09:59,361 Epoch[27] Batch [20000-20050] Speed: 202.14 samples/sec accuracy=0.967812 2020-04-14 14:10:31,070 Epoch[27] Batch [20050-20100] Speed: 201.84 samples/sec accuracy=0.968594 2020-04-14 14:11:03,131 Epoch[27] Batch [20100-20150] Speed: 199.62 samples/sec accuracy=0.971875 2020-04-14 14:11:35,158 Epoch[27] Batch [20150-20200] Speed: 199.83 samples/sec accuracy=0.971406 2020-04-14 14:12:07,086 Epoch[27] Batch [20200-20250] Speed: 200.45 samples/sec accuracy=0.968437 2020-04-14 14:12:38,947 Epoch[27] Batch [20250-20300] Speed: 200.88 samples/sec accuracy=0.973125 2020-04-14 14:13:10,960 Epoch[27] Batch [20300-20350] Speed: 199.92 samples/sec accuracy=0.972969 2020-04-14 14:13:42,980 Epoch[27] Batch [20350-20400] Speed: 199.88 samples/sec accuracy=0.967812 2020-04-14 14:14:14,650 Epoch[27] Batch [20400-20450] Speed: 202.09 samples/sec accuracy=0.972187 2020-04-14 14:14:46,849 Epoch[27] Batch [20450-20500] Speed: 198.77 samples/sec accuracy=0.966094 2020-04-14 14:15:18,614 Epoch[27] Batch [20500-20550] Speed: 201.48 samples/sec accuracy=0.969375 2020-04-14 14:15:50,438 Epoch[27] Batch [20550-20600] Speed: 201.11 samples/sec accuracy=0.968750 2020-04-14 14:16:22,453 Epoch[27] Batch [20600-20650] Speed: 199.91 samples/sec accuracy=0.969688 2020-04-14 14:16:54,574 Epoch[27] Batch [20650-20700] Speed: 199.25 samples/sec accuracy=0.969688 2020-04-14 14:17:26,674 Epoch[27] Batch [20700-20750] Speed: 199.38 samples/sec accuracy=0.973437 2020-04-14 14:17:58,503 Epoch[27] Batch [20750-20800] Speed: 201.08 samples/sec accuracy=0.969844 2020-04-14 14:18:30,241 Epoch[27] Batch [20800-20850] Speed: 201.65 samples/sec accuracy=0.974844 2020-04-14 14:19:02,194 Epoch[27] Batch [20850-20900] Speed: 200.29 samples/sec accuracy=0.969844 2020-04-14 14:19:34,269 Epoch[27] Batch [20900-20950] Speed: 199.53 samples/sec accuracy=0.965156 2020-04-14 14:20:06,080 Epoch[27] Batch [20950-21000] Speed: 201.19 samples/sec accuracy=0.967500 2020-04-14 14:20:39,102 Epoch[27] Batch [21000-21050] Speed: 193.81 samples/sec accuracy=0.972500 2020-04-14 14:21:11,151 Epoch[27] Batch [21050-21100] Speed: 199.70 samples/sec accuracy=0.971719 2020-04-14 14:21:43,250 Epoch[27] Batch [21100-21150] Speed: 199.39 samples/sec accuracy=0.970000 2020-04-14 14:22:14,963 Epoch[27] Batch [21150-21200] Speed: 201.81 samples/sec accuracy=0.972031 2020-04-14 14:22:46,577 Epoch[27] Batch [21200-21250] Speed: 202.45 samples/sec accuracy=0.970469 2020-04-14 14:23:18,644 Epoch[27] Batch [21250-21300] Speed: 199.58 samples/sec accuracy=0.969844 2020-04-14 14:23:50,370 Epoch[27] Batch [21300-21350] Speed: 201.73 samples/sec accuracy=0.973281 2020-04-14 14:24:22,018 Epoch[27] Batch [21350-21400] Speed: 202.23 samples/sec accuracy=0.970469 2020-04-14 14:24:53,601 Epoch[27] Batch [21400-21450] Speed: 202.64 samples/sec accuracy=0.974688 2020-04-14 14:25:25,699 Epoch[27] Batch [21450-21500] Speed: 199.39 samples/sec accuracy=0.968437 2020-04-14 14:25:57,943 Epoch[27] Batch [21500-21550] Speed: 198.49 samples/sec accuracy=0.972500 2020-04-14 14:26:29,923 Epoch[27] Batch [21550-21600] Speed: 200.12 samples/sec accuracy=0.972187 2020-04-14 14:27:01,864 Epoch[27] Batch [21600-21650] Speed: 200.37 samples/sec accuracy=0.968750 2020-04-14 14:27:33,612 Epoch[27] Batch [21650-21700] Speed: 201.59 samples/sec accuracy=0.968750 2020-04-14 14:28:05,466 Epoch[27] Batch [21700-21750] Speed: 200.92 samples/sec accuracy=0.967812 2020-04-14 14:28:37,257 Epoch[27] Batch [21750-21800] Speed: 201.32 samples/sec accuracy=0.970625 2020-04-14 14:29:08,911 Epoch[27] Batch [21800-21850] Speed: 202.19 samples/sec accuracy=0.970313 2020-04-14 14:29:40,994 Epoch[27] Batch [21850-21900] Speed: 199.48 samples/sec accuracy=0.969219 2020-04-14 14:30:12,582 Epoch[27] Batch [21900-21950] Speed: 202.61 samples/sec accuracy=0.968437 2020-04-14 14:30:44,434 Epoch[27] Batch [21950-22000] Speed: 200.93 samples/sec accuracy=0.971094 2020-04-14 14:31:16,959 Epoch[27] Batch [22000-22050] Speed: 196.77 samples/sec accuracy=0.970781 2020-04-14 14:31:48,804 Epoch[27] Batch [22050-22100] Speed: 200.97 samples/sec accuracy=0.971094 2020-04-14 14:32:20,805 Epoch[27] Batch [22100-22150] Speed: 200.00 samples/sec accuracy=0.969844 2020-04-14 14:32:52,818 Epoch[27] Batch [22150-22200] Speed: 199.92 samples/sec accuracy=0.971719 2020-04-14 14:33:25,105 Epoch[27] Batch [22200-22250] Speed: 198.22 samples/sec accuracy=0.976406 2020-04-14 14:33:57,054 Epoch[27] Batch [22250-22300] Speed: 200.32 samples/sec accuracy=0.971719 2020-04-14 14:34:28,854 Epoch[27] Batch [22300-22350] Speed: 201.26 samples/sec accuracy=0.972031 2020-04-14 14:35:00,738 Epoch[27] Batch [22350-22400] Speed: 200.73 samples/sec accuracy=0.971562 2020-04-14 14:35:32,628 Epoch[27] Batch [22400-22450] Speed: 200.69 samples/sec accuracy=0.973125 2020-04-14 14:36:05,054 Epoch[27] Batch [22450-22500] Speed: 197.37 samples/sec accuracy=0.973906 2020-04-14 14:36:36,950 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199.03 samples/sec accuracy=0.973281 2020-04-14 15:20:15,253 Epoch[27] Batch [26600-26650] Speed: 199.73 samples/sec accuracy=0.967187 2020-04-14 15:20:47,716 Epoch[27] Batch [26650-26700] Speed: 197.15 samples/sec accuracy=0.967656 Traceback (most recent call last): File "scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 146, in train_cnocr data_names=data_names, File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 62, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [15:20:53] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7fe9ac1fab5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7fe9af2f99d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7fe9af32a795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7fe9af306961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7fe9af309ea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7fe9af30a136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7fe9af305114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7fea61b49a60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7fea665666db] 2020-04-14 17:49:27,374 Using 1 threads for decoding... 2020-04-14 17:49:27,375 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-14 17:49:27,375 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-14 17:49:37,898 Using 1 threads for decoding... 2020-04-14 17:49:37,898 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-14 17:49:37,898 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-14 17:49:38,614 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 1e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'lstm', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5} 2020-04-14 17:49:38,623 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0027.params [17:49:51] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-14 17:50:26,622 Epoch[27] Batch [0-50] Speed: 209.19 samples/sec accuracy=0.969210 2020-04-14 17:50:56,644 Epoch[27] Batch [50-100] Speed: 213.18 samples/sec accuracy=0.972344 2020-04-14 17:51:26,173 Epoch[27] Batch [100-150] Speed: 216.74 samples/sec accuracy=0.969375 2020-04-14 17:51:55,567 Epoch[27] Batch [150-200] Speed: 217.73 samples/sec accuracy=0.969844 2020-04-14 17:52:25,038 Epoch[27] Batch [200-250] Speed: 217.16 samples/sec accuracy=0.968594 2020-04-14 17:52:54,452 Epoch[27] Batch [250-300] Speed: 217.59 samples/sec accuracy=0.969688 2020-04-14 17:53:23,953 Epoch[27] Batch [300-350] Speed: 216.95 samples/sec accuracy=0.970313 2020-04-14 17:53:53,848 Epoch[27] Batch [350-400] Speed: 214.08 samples/sec accuracy=0.970781 2020-04-14 17:54:23,333 Epoch[27] Batch [400-450] Speed: 217.06 samples/sec accuracy=0.973125 2020-04-14 17:54:52,989 Epoch[27] Batch [450-500] Speed: 215.81 samples/sec 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accuracy=0.971250 2020-04-14 18:22:45,125 Epoch[27] Batch [3100-3150] Speed: 199.29 samples/sec accuracy=0.972031 2020-04-14 18:23:17,231 Epoch[27] Batch [3150-3200] Speed: 199.34 samples/sec accuracy=0.973594 2020-04-14 18:23:49,299 Epoch[27] Batch [3200-3250] Speed: 199.58 samples/sec accuracy=0.971406 2020-04-14 18:24:21,160 Epoch[27] Batch [3250-3300] Speed: 200.87 samples/sec accuracy=0.970469 2020-04-14 18:24:53,134 Epoch[27] Batch [3300-3350] Speed: 200.16 samples/sec accuracy=0.971562 2020-04-14 18:25:24,911 Epoch[27] Batch [3350-3400] Speed: 201.41 samples/sec accuracy=0.971250 2020-04-14 18:25:56,726 Epoch[27] Batch [3400-3450] Speed: 201.16 samples/sec accuracy=0.974219 2020-04-14 18:26:29,003 Epoch[27] Batch [3450-3500] Speed: 198.29 samples/sec accuracy=0.971250 2020-04-14 18:27:00,681 Epoch[27] Batch [3500-3550] Speed: 202.04 samples/sec accuracy=0.968125 2020-04-14 18:27:32,393 Epoch[27] Batch [3550-3600] Speed: 201.82 samples/sec accuracy=0.970000 2020-04-14 18:28:04,102 Epoch[27] Batch [3600-3650] Speed: 201.83 samples/sec accuracy=0.971406 2020-04-14 18:28:36,022 Epoch[27] Batch [3650-3700] Speed: 200.50 samples/sec accuracy=0.971406 2020-04-14 18:29:07,976 Epoch[27] Batch [3700-3750] Speed: 200.29 samples/sec accuracy=0.972344 2020-04-14 18:29:40,394 Epoch[27] Batch [3750-3800] Speed: 197.42 samples/sec accuracy=0.971094 2020-04-14 18:30:12,336 Epoch[27] Batch [3800-3850] Speed: 200.37 samples/sec accuracy=0.968750 2020-04-14 18:30:44,480 Epoch[27] Batch [3850-3900] Speed: 199.10 samples/sec accuracy=0.971406 2020-04-14 18:31:16,096 Epoch[27] Batch [3900-3950] Speed: 202.43 samples/sec accuracy=0.972500 2020-04-14 18:31:47,856 Epoch[27] Batch [3950-4000] Speed: 201.51 samples/sec accuracy=0.968125 2020-04-14 18:32:20,017 Epoch[27] Batch [4000-4050] Speed: 199.00 samples/sec accuracy=0.973125 2020-04-14 18:32:52,152 Epoch[27] Batch [4050-4100] Speed: 199.16 samples/sec accuracy=0.968125 2020-04-14 18:33:24,305 Epoch[27] Batch [4100-4150] Speed: 199.05 samples/sec accuracy=0.970313 2020-04-14 18:33:56,200 Epoch[27] Batch [4150-4200] Speed: 200.66 samples/sec accuracy=0.970781 2020-04-14 18:34:28,022 Epoch[27] Batch [4200-4250] Speed: 201.12 samples/sec accuracy=0.973594 2020-04-14 18:34:59,999 Epoch[27] Batch [4250-4300] Speed: 200.15 samples/sec accuracy=0.970625 2020-04-14 18:35:31,909 Epoch[27] Batch [4300-4350] Speed: 200.56 samples/sec accuracy=0.965625 2020-04-14 18:36:04,290 Epoch[27] Batch [4350-4400] Speed: 197.65 samples/sec accuracy=0.971094 2020-04-14 18:36:35,940 Epoch[27] Batch [4400-4450] Speed: 202.21 samples/sec accuracy=0.972812 2020-04-14 18:37:07,931 Epoch[27] Batch [4450-4500] Speed: 200.06 samples/sec accuracy=0.972500 2020-04-14 18:37:39,375 Epoch[27] Batch [4500-4550] Speed: 203.54 samples/sec accuracy=0.971875 2020-04-14 18:38:11,266 Epoch[27] Batch [4550-4600] Speed: 200.68 samples/sec accuracy=0.971250 2020-04-14 18:38:43,259 Epoch[27] Batch [4600-4650] Speed: 200.05 samples/sec accuracy=0.971562 2020-04-14 18:39:15,192 Epoch[27] Batch [4650-4700] Speed: 200.42 samples/sec accuracy=0.967344 2020-04-14 18:39:47,378 Epoch[27] Batch [4700-4750] Speed: 198.84 samples/sec accuracy=0.970938 2020-04-14 18:40:19,357 Epoch[27] Batch [4750-4800] Speed: 200.13 samples/sec accuracy=0.971094 2020-04-14 18:40:51,304 Epoch[27] Batch [4800-4850] Speed: 200.33 samples/sec accuracy=0.974844 2020-04-14 18:41:23,273 Epoch[27] Batch [4850-4900] Speed: 200.20 samples/sec accuracy=0.969063 2020-04-14 18:41:55,574 Epoch[27] Batch [4900-4950] Speed: 198.13 samples/sec accuracy=0.969688 2020-04-14 18:42:28,152 Epoch[27] Batch [4950-5000] Speed: 196.45 samples/sec accuracy=0.973906 2020-04-14 18:43:00,448 Epoch[27] Batch [5000-5050] Speed: 198.17 samples/sec accuracy=0.970313 2020-04-14 18:43:32,378 Epoch[27] Batch [5050-5100] Speed: 200.44 samples/sec accuracy=0.969375 2020-04-14 18:44:04,123 Epoch[27] Batch [5100-5150] Speed: 201.61 samples/sec accuracy=0.971094 2020-04-14 18:44:36,305 Epoch[27] Batch [5150-5200] Speed: 198.87 samples/sec accuracy=0.971719 2020-04-14 18:45:08,004 Epoch[27] Batch [5200-5250] Speed: 201.90 samples/sec accuracy=0.972656 2020-04-14 18:45:40,250 Epoch[27] Batch [5250-5300] Speed: 198.47 samples/sec accuracy=0.967656 2020-04-14 18:46:12,232 Epoch[27] Batch [5300-5350] Speed: 200.12 samples/sec accuracy=0.972187 2020-04-14 18:46:43,709 Epoch[27] Batch [5350-5400] Speed: 203.32 samples/sec accuracy=0.974219 2020-04-14 18:47:16,204 Epoch[27] Batch [5400-5450] Speed: 196.96 samples/sec accuracy=0.970313 2020-04-14 18:47:47,987 Epoch[27] Batch [5450-5500] Speed: 201.37 samples/sec accuracy=0.973281 2020-04-14 18:48:20,086 Epoch[27] Batch [5500-5550] Speed: 199.38 samples/sec accuracy=0.970000 2020-04-14 18:48:51,808 Epoch[27] Batch [5550-5600] Speed: 201.76 samples/sec accuracy=0.967656 2020-04-14 18:49:23,854 Epoch[27] Batch [5600-5650] Speed: 199.71 samples/sec accuracy=0.966875 2020-04-14 18:49:55,600 Epoch[27] Batch [5650-5700] Speed: 201.61 samples/sec accuracy=0.975000 2020-04-14 18:50:27,793 Epoch[27] Batch [5700-5750] Speed: 198.80 samples/sec accuracy=0.969063 2020-04-14 18:51:00,006 Epoch[27] Batch [5750-5800] Speed: 198.68 samples/sec accuracy=0.970156 2020-04-14 18:51:31,940 Epoch[27] Batch [5800-5850] Speed: 200.42 samples/sec accuracy=0.969844 2020-04-14 18:52:03,909 Epoch[27] Batch [5850-5900] Speed: 200.19 samples/sec accuracy=0.969531 2020-04-14 18:52:35,611 Epoch[27] Batch [5900-5950] Speed: 201.88 samples/sec accuracy=0.972187 2020-04-14 18:53:07,652 Epoch[27] Batch [5950-6000] Speed: 199.74 samples/sec accuracy=0.970156 2020-04-14 18:53:39,611 Epoch[27] Batch [6000-6050] Speed: 200.26 samples/sec accuracy=0.974375 2020-04-14 18:54:11,656 Epoch[27] Batch [6050-6100] Speed: 199.72 samples/sec accuracy=0.970938 2020-04-14 18:54:44,141 Epoch[27] Batch [6100-6150] Speed: 197.02 samples/sec accuracy=0.968125 2020-04-14 18:55:16,302 Epoch[27] Batch [6150-6200] Speed: 199.00 samples/sec accuracy=0.971094 2020-04-14 18:55:47,919 Epoch[27] Batch [6200-6250] Speed: 202.43 samples/sec accuracy=0.968594 2020-04-14 18:56:19,939 Epoch[27] Batch [6250-6300] Speed: 199.88 samples/sec accuracy=0.972812 2020-04-14 18:56:52,230 Epoch[27] Batch [6300-6350] Speed: 198.20 samples/sec accuracy=0.970313 2020-04-14 18:57:24,333 Epoch[27] Batch [6350-6400] Speed: 199.36 samples/sec accuracy=0.970781 2020-04-14 18:57:56,453 Epoch[27] Batch [6400-6450] Speed: 199.25 samples/sec accuracy=0.971562 2020-04-14 18:58:28,355 Epoch[27] Batch [6450-6500] Speed: 200.62 samples/sec accuracy=0.964063 2020-04-14 18:59:00,633 Epoch[27] Batch [6500-6550] Speed: 198.28 samples/sec accuracy=0.973750 2020-04-14 18:59:32,531 Epoch[27] Batch [6550-6600] Speed: 200.64 samples/sec accuracy=0.967344 2020-04-14 19:00:04,525 Epoch[27] Batch [6600-6650] Speed: 200.04 samples/sec accuracy=0.965781 2020-04-14 19:00:35,940 Epoch[27] Batch [6650-6700] Speed: 203.72 samples/sec accuracy=0.969219 2020-04-14 19:01:07,675 Epoch[27] Batch [6700-6750] Speed: 201.67 samples/sec accuracy=0.970469 2020-04-14 19:01:39,564 Epoch[27] Batch [6750-6800] Speed: 200.70 samples/sec accuracy=0.970313 2020-04-14 19:02:11,858 Epoch[27] Batch [6800-6850] Speed: 198.18 samples/sec accuracy=0.969375 2020-04-14 19:02:43,730 Epoch[27] Batch [6850-6900] Speed: 200.80 samples/sec accuracy=0.969063 2020-04-14 19:03:15,728 Epoch[27] Batch [6900-6950] Speed: 200.02 samples/sec accuracy=0.974688 2020-04-14 19:03:47,676 Epoch[27] Batch [6950-7000] Speed: 200.32 samples/sec accuracy=0.969063 2020-04-14 19:04:19,594 Epoch[27] Batch [7000-7050] Speed: 200.52 samples/sec accuracy=0.974375 2020-04-14 19:04:51,499 Epoch[27] Batch [7050-7100] Speed: 200.60 samples/sec accuracy=0.971250 2020-04-14 19:05:23,420 Epoch[27] Batch [7100-7150] Speed: 200.50 samples/sec accuracy=0.971094 2020-04-14 19:05:55,376 Epoch[27] Batch [7150-7200] Speed: 200.27 samples/sec accuracy=0.974844 2020-04-14 19:06:27,265 Epoch[27] Batch [7200-7250] Speed: 200.70 samples/sec accuracy=0.974844 2020-04-14 19:06:59,207 Epoch[27] Batch [7250-7300] Speed: 200.36 samples/sec accuracy=0.970313 2020-04-14 19:07:31,312 Epoch[27] Batch [7300-7350] Speed: 199.35 samples/sec accuracy=0.973437 2020-04-14 19:08:03,355 Epoch[27] Batch [7350-7400] Speed: 199.73 samples/sec accuracy=0.970938 2020-04-14 19:08:35,374 Epoch[27] Batch [7400-7450] Speed: 199.88 samples/sec accuracy=0.969063 2020-04-14 19:09:07,448 Epoch[27] Batch [7450-7500] Speed: 199.54 samples/sec accuracy=0.975000 2020-04-14 19:09:39,620 Epoch[27] Batch [7500-7550] Speed: 198.93 samples/sec accuracy=0.968125 2020-04-14 19:10:11,591 Epoch[27] Batch [7550-7600] Speed: 200.19 samples/sec accuracy=0.969063 2020-04-14 19:10:44,142 Epoch[27] Batch [7600-7650] Speed: 196.62 samples/sec accuracy=0.970938 2020-04-14 19:11:15,988 Epoch[27] Batch [7650-7700] Speed: 200.97 samples/sec accuracy=0.971406 2020-04-14 19:11:48,252 Epoch[27] Batch [7700-7750] Speed: 198.36 samples/sec accuracy=0.969531 2020-04-14 19:12:20,549 Epoch[27] Batch [7750-7800] Speed: 198.16 samples/sec accuracy=0.968906 2020-04-14 19:12:52,509 Epoch[27] Batch [7800-7850] Speed: 200.25 samples/sec accuracy=0.972344 2020-04-14 19:13:24,473 Epoch[27] Batch [7850-7900] Speed: 200.23 samples/sec accuracy=0.969531 2020-04-14 19:13:56,417 Epoch[27] Batch [7900-7950] Speed: 200.35 samples/sec accuracy=0.973437 2020-04-14 19:14:28,332 Epoch[27] Batch [7950-8000] Speed: 200.53 samples/sec accuracy=0.971562 2020-04-14 19:15:00,426 Epoch[27] Batch [8000-8050] Speed: 199.42 samples/sec accuracy=0.970156 2020-04-14 19:15:32,185 Epoch[27] Batch [8050-8100] Speed: 201.52 samples/sec accuracy=0.972812 2020-04-14 19:16:04,602 Epoch[27] Batch [8100-8150] Speed: 197.43 samples/sec accuracy=0.973906 2020-04-14 19:16:36,739 Epoch[27] Batch [8150-8200] Speed: 199.15 samples/sec accuracy=0.969063 2020-04-14 19:17:08,741 Epoch[27] Batch [8200-8250] Speed: 199.99 samples/sec accuracy=0.970781 2020-04-14 19:17:40,328 Epoch[27] Batch [8250-8300] Speed: 202.62 samples/sec accuracy=0.968437 2020-04-14 19:18:12,416 Epoch[27] Batch [8300-8350] Speed: 199.45 samples/sec accuracy=0.968594 2020-04-14 19:18:44,239 Epoch[27] Batch [8350-8400] Speed: 201.12 samples/sec accuracy=0.971719 2020-04-14 19:19:16,103 Epoch[27] Batch [8400-8450] Speed: 200.86 samples/sec accuracy=0.970156 2020-04-14 19:19:48,030 Epoch[27] Batch [8450-8500] Speed: 200.46 samples/sec accuracy=0.971719 2020-04-14 19:20:20,029 Epoch[27] Batch [8500-8550] Speed: 200.01 samples/sec accuracy=0.972812 2020-04-14 19:20:52,304 Epoch[27] Batch [8550-8600] Speed: 198.30 samples/sec accuracy=0.970625 2020-04-14 19:21:24,231 Epoch[27] Batch [8600-8650] Speed: 200.46 samples/sec accuracy=0.969844 2020-04-14 19:21:56,170 Epoch[27] Batch [8650-8700] Speed: 200.38 samples/sec accuracy=0.972344 2020-04-14 19:22:28,546 Epoch[27] Batch [8700-8750] Speed: 197.68 samples/sec accuracy=0.967344 2020-04-14 19:23:00,619 Epoch[27] Batch [8750-8800] Speed: 199.55 samples/sec accuracy=0.973750 2020-04-14 19:23:32,487 Epoch[27] Batch [8800-8850] Speed: 200.83 samples/sec accuracy=0.967812 2020-04-14 19:24:04,255 Epoch[27] Batch [8850-8900] Speed: 201.46 samples/sec accuracy=0.972344 2020-04-14 19:24:36,515 Epoch[27] Batch [8900-8950] Speed: 198.39 samples/sec accuracy=0.968281 2020-04-14 19:25:08,615 Epoch[27] Batch [8950-9000] Speed: 199.38 samples/sec accuracy=0.970938 2020-04-14 19:25:41,289 Epoch[27] Batch [9000-9050] Speed: 195.87 samples/sec accuracy=0.969375 2020-04-14 19:26:13,346 Epoch[27] Batch [9050-9100] Speed: 199.65 samples/sec accuracy=0.971406 2020-04-14 19:26:45,275 Epoch[27] Batch [9100-9150] Speed: 200.45 samples/sec accuracy=0.972969 2020-04-14 19:27:17,363 Epoch[27] Batch [9150-9200] Speed: 199.46 samples/sec accuracy=0.970313 2020-04-14 19:27:49,483 Epoch[27] Batch [9200-9250] Speed: 199.25 samples/sec accuracy=0.969063 2020-04-14 19:28:21,435 Epoch[27] Batch [9250-9300] Speed: 200.30 samples/sec accuracy=0.971875 2020-04-14 19:28:53,749 Epoch[27] Batch [9300-9350] Speed: 198.05 samples/sec accuracy=0.972969 2020-04-14 19:29:25,858 Epoch[27] Batch [9350-9400] Speed: 199.33 samples/sec accuracy=0.971719 2020-04-14 19:29:57,504 Epoch[27] Batch [9400-9450] Speed: 202.24 samples/sec accuracy=0.968906 2020-04-14 19:30:29,426 Epoch[27] Batch [9450-9500] Speed: 200.49 samples/sec accuracy=0.970781 2020-04-14 19:31:01,136 Epoch[27] Batch [9500-9550] Speed: 201.83 samples/sec accuracy=0.969219 2020-04-14 19:31:33,063 Epoch[27] Batch [9550-9600] Speed: 200.46 samples/sec accuracy=0.971875 2020-04-14 19:32:05,218 Epoch[27] Batch [9600-9650] Speed: 199.03 samples/sec accuracy=0.971250 2020-04-14 19:32:37,495 Epoch[27] Batch [9650-9700] Speed: 198.29 samples/sec accuracy=0.971094 2020-04-14 19:33:09,270 Epoch[27] Batch [9700-9750] Speed: 201.41 samples/sec accuracy=0.970156 2020-04-14 19:33:40,714 Epoch[27] Batch [9750-9800] Speed: 203.54 samples/sec accuracy=0.971250 2020-04-14 19:34:12,383 Epoch[27] Batch [9800-9850] Speed: 202.09 samples/sec accuracy=0.970313 2020-04-14 19:34:44,546 Epoch[27] Batch [9850-9900] Speed: 198.99 samples/sec accuracy=0.971250 2020-04-14 19:35:16,578 Epoch[27] Batch [9900-9950] Speed: 199.80 samples/sec accuracy=0.971719 2020-04-14 19:35:48,489 Epoch[27] Batch [9950-10000] Speed: 200.56 samples/sec accuracy=0.972344 2020-04-14 19:36:20,281 Epoch[27] Batch [10000-10050] Speed: 201.30 samples/sec accuracy=0.970469 2020-04-14 19:36:52,345 Epoch[27] Batch [10050-10100] Speed: 199.60 samples/sec accuracy=0.969375 2020-04-14 19:37:23,847 Epoch[27] Batch [10100-10150] Speed: 203.16 samples/sec accuracy=0.972969 2020-04-14 19:37:55,763 Epoch[27] Batch [10150-10200] Speed: 200.53 samples/sec accuracy=0.969688 2020-04-14 19:38:28,305 Epoch[27] Batch [10200-10250] Speed: 196.67 samples/sec accuracy=0.972969 2020-04-14 19:39:00,209 Epoch[27] Batch [10250-10300] Speed: 200.61 samples/sec accuracy=0.973594 2020-04-14 19:39:32,508 Epoch[27] Batch [10300-10350] Speed: 198.15 samples/sec accuracy=0.969063 2020-04-14 19:40:04,635 Epoch[27] Batch [10350-10400] Speed: 199.21 samples/sec accuracy=0.970000 2020-04-14 19:40:36,274 Epoch[27] Batch [10400-10450] Speed: 202.29 samples/sec accuracy=0.971094 2020-04-14 19:41:08,390 Epoch[27] Batch [10450-10500] Speed: 199.27 samples/sec accuracy=0.971719 2020-04-14 19:41:40,926 Epoch[27] Batch [10500-10550] Speed: 196.71 samples/sec accuracy=0.968437 2020-04-14 19:42:12,880 Epoch[27] Batch [10550-10600] Speed: 200.29 samples/sec accuracy=0.970938 2020-04-14 19:42:45,142 Epoch[27] Batch [10600-10650] Speed: 198.38 samples/sec accuracy=0.970313 2020-04-14 19:43:17,185 Epoch[27] Batch [10650-10700] Speed: 199.73 samples/sec accuracy=0.976250 2020-04-14 19:43:48,890 Epoch[27] Batch [10700-10750] Speed: 201.86 samples/sec accuracy=0.970781 2020-04-14 19:44:20,781 Epoch[27] Batch [10750-10800] Speed: 200.69 samples/sec accuracy=0.972500 2020-04-14 19:44:52,940 Epoch[27] Batch [10800-10850] Speed: 199.02 samples/sec accuracy=0.973281 2020-04-14 19:45:24,933 Epoch[27] Batch [10850-10900] Speed: 200.04 samples/sec accuracy=0.970938 2020-04-14 19:45:56,894 Epoch[27] Batch [10900-10950] Speed: 200.25 samples/sec accuracy=0.969844 2020-04-14 19:46:29,083 Epoch[27] Batch [10950-11000] Speed: 198.82 samples/sec accuracy=0.970156 2020-04-14 19:47:01,244 Epoch[27] Batch [11000-11050] Speed: 199.00 samples/sec accuracy=0.971875 2020-04-14 19:47:33,448 Epoch[27] Batch [11050-11100] Speed: 198.73 samples/sec accuracy=0.968750 2020-04-14 19:48:05,774 Epoch[27] Batch [11100-11150] Speed: 197.98 samples/sec accuracy=0.970938 2020-04-14 19:48:37,967 Epoch[27] Batch [11150-11200] Speed: 198.80 samples/sec accuracy=0.969375 2020-04-14 19:49:09,911 Epoch[27] Batch [11200-11250] Speed: 200.35 samples/sec accuracy=0.973437 2020-04-14 19:49:41,991 Epoch[27] Batch [11250-11300] Speed: 199.50 samples/sec accuracy=0.974375 2020-04-14 19:50:14,045 Epoch[27] Batch [11300-11350] Speed: 199.66 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accuracy=0.969688 2020-04-14 19:56:06,627 Epoch[27] Batch [11850-11900] Speed: 198.60 samples/sec accuracy=0.972344 2020-04-14 19:56:38,578 Epoch[27] Batch [11900-11950] Speed: 200.31 samples/sec accuracy=0.972031 2020-04-14 19:57:10,332 Epoch[27] Batch [11950-12000] Speed: 201.55 samples/sec accuracy=0.970781 2020-04-14 19:57:42,218 Epoch[27] Batch [12000-12050] Speed: 200.72 samples/sec accuracy=0.968281 2020-04-14 19:58:13,893 Epoch[27] Batch [12050-12100] Speed: 202.05 samples/sec accuracy=0.968906 2020-04-14 19:58:45,647 Epoch[27] Batch [12100-12150] Speed: 201.55 samples/sec accuracy=0.973281 2020-04-14 19:59:17,917 Epoch[27] Batch [12150-12200] Speed: 198.33 samples/sec accuracy=0.972500 2020-04-14 19:59:49,993 Epoch[27] Batch [12200-12250] Speed: 199.53 samples/sec accuracy=0.971250 2020-04-14 20:00:22,272 Epoch[27] Batch [12250-12300] Speed: 198.27 samples/sec accuracy=0.970156 2020-04-14 20:00:54,431 Epoch[27] Batch [12300-12350] Speed: 199.02 samples/sec accuracy=0.970625 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"scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 146, in train_cnocr data_names=data_names, File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 62, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [20:55:04] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7f67323cab5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7f67354c99d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7f67354fa795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7f67354d6961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7f67354d9ea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7f67354da136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7f67354d5114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7f67e7d19a60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7f67ec7366db] 2020-04-14 22:57:53,132 Using 1 threads for decoding... 2020-04-14 22:57:53,132 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-14 22:57:53,132 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-14 22:58:03,570 Using 1 threads for decoding... 2020-04-14 22:58:03,570 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-14 22:58:03,570 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-14 22:58:04,297 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 1e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'lstm', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5} 2020-04-14 22:58:04,306 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0027.params [22:58:18] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-14 22:58:58,055 Epoch[27] Batch [0-50] Speed: 205.62 samples/sec accuracy=0.968903 2020-04-14 22:59:28,291 Epoch[27] Batch [50-100] Speed: 211.67 samples/sec accuracy=0.970781 2020-04-14 22:59:58,023 Epoch[27] Batch [100-150] Speed: 215.25 samples/sec accuracy=0.970469 2020-04-14 23:00:27,834 Epoch[27] Batch [150-200] Speed: 214.69 samples/sec accuracy=0.972187 2020-04-14 23:00:57,818 Epoch[27] Batch [200-250] Speed: 213.45 samples/sec accuracy=0.970625 2020-04-14 23:01:27,692 Epoch[27] Batch [250-300] Speed: 214.24 samples/sec accuracy=0.976094 2020-04-14 23:01:57,589 Epoch[27] Batch [300-350] Speed: 214.07 samples/sec accuracy=0.972344 2020-04-14 23:02:28,136 Epoch[27] Batch [350-400] Speed: 209.52 samples/sec accuracy=0.968906 2020-04-14 23:02:58,103 Epoch[27] Batch [400-450] Speed: 213.57 samples/sec accuracy=0.969531 2020-04-14 23:03:28,008 Epoch[27] Batch [450-500] Speed: 214.01 samples/sec 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accuracy=0.972031 2020-04-14 23:29:58,757 Epoch[27] Batch [3100-3150] Speed: 211.37 samples/sec accuracy=0.973437 2020-04-14 23:30:28,691 Epoch[27] Batch [3150-3200] Speed: 213.81 samples/sec accuracy=0.971719 2020-04-14 23:30:58,911 Epoch[27] Batch [3200-3250] Speed: 211.78 samples/sec accuracy=0.971719 2020-04-14 23:31:28,954 Epoch[27] Batch [3250-3300] Speed: 213.02 samples/sec accuracy=0.971406 2020-04-14 23:31:58,935 Epoch[27] Batch [3300-3350] Speed: 213.47 samples/sec accuracy=0.968906 2020-04-14 23:32:29,011 Epoch[27] Batch [3350-3400] Speed: 212.80 samples/sec accuracy=0.971094 2020-04-14 23:32:58,938 Epoch[27] Batch [3400-3450] Speed: 213.86 samples/sec accuracy=0.972656 2020-04-14 23:33:29,087 Epoch[27] Batch [3450-3500] Speed: 212.28 samples/sec accuracy=0.971406 2020-04-14 23:33:59,195 Epoch[27] Batch [3500-3550] Speed: 212.57 samples/sec accuracy=0.967187 2020-04-14 23:34:29,490 Epoch[27] Batch [3550-3600] Speed: 211.26 samples/sec accuracy=0.973437 2020-04-14 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accuracy=0.973125 2020-04-14 23:45:55,386 Epoch[27] Batch [4650-4700] Speed: 203.52 samples/sec accuracy=0.969531 2020-04-14 23:46:26,158 Epoch[27] Batch [4700-4750] Speed: 207.98 samples/sec accuracy=0.970313 2020-04-14 23:46:58,013 Epoch[27] Batch [4750-4800] Speed: 200.91 samples/sec accuracy=0.970000 2020-04-14 23:47:29,595 Epoch[27] Batch [4800-4850] Speed: 202.65 samples/sec accuracy=0.969063 2020-04-14 23:48:00,873 Epoch[27] Batch [4850-4900] Speed: 204.61 samples/sec accuracy=0.970313 2020-04-14 23:48:32,128 Epoch[27] Batch [4900-4950] Speed: 204.77 samples/sec accuracy=0.969531 2020-04-14 23:49:03,511 Epoch[27] Batch [4950-5000] Speed: 203.93 samples/sec accuracy=0.966875 2020-04-14 23:49:34,983 Epoch[27] Batch [5000-5050] Speed: 203.36 samples/sec accuracy=0.975313 2020-04-14 23:50:06,740 Epoch[27] Batch [5050-5100] Speed: 201.53 samples/sec accuracy=0.970625 2020-04-14 23:50:38,017 Epoch[27] Batch [5100-5150] Speed: 204.63 samples/sec accuracy=0.970000 2020-04-14 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accuracy=0.972344 2020-04-15 00:01:43,737 Epoch[27] Batch [6200-6250] Speed: 210.77 samples/sec accuracy=0.973125 2020-04-15 00:02:13,748 Epoch[27] Batch [6250-6300] Speed: 213.26 samples/sec accuracy=0.972969 2020-04-15 00:02:42,988 Epoch[27] Batch [6300-6350] Speed: 218.88 samples/sec accuracy=0.970469 2020-04-15 00:03:10,802 Epoch[27] Batch [6350-6400] Speed: 230.10 samples/sec accuracy=0.966875 2020-04-15 00:03:38,285 Epoch[27] Batch [6400-6450] Speed: 232.88 samples/sec accuracy=0.972344 2020-04-15 00:04:06,422 Epoch[27] Batch [6450-6500] Speed: 227.46 samples/sec accuracy=0.971719 2020-04-15 00:04:36,900 Epoch[27] Batch [6500-6550] Speed: 209.99 samples/sec accuracy=0.972344 2020-04-15 00:05:07,123 Epoch[27] Batch [6550-6600] Speed: 211.76 samples/sec accuracy=0.975313 2020-04-15 00:05:37,145 Epoch[27] Batch [6600-6650] Speed: 213.18 samples/sec accuracy=0.971406 2020-04-15 00:06:06,983 Epoch[27] Batch [6650-6700] Speed: 214.49 samples/sec accuracy=0.968594 2020-04-15 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accuracy=0.970000 2020-04-15 00:17:09,708 Epoch[27] Batch [7750-7800] Speed: 213.85 samples/sec accuracy=0.967500 2020-04-15 00:17:40,131 Epoch[27] Batch [7800-7850] Speed: 210.37 samples/sec accuracy=0.975000 2020-04-15 00:18:10,256 Epoch[27] Batch [7850-7900] Speed: 212.45 samples/sec accuracy=0.972031 2020-04-15 00:18:40,354 Epoch[27] Batch [7900-7950] Speed: 212.64 samples/sec accuracy=0.970000 2020-04-15 00:19:10,631 Epoch[27] Batch [7950-8000] Speed: 211.39 samples/sec accuracy=0.970625 2020-04-15 00:19:41,001 Epoch[27] Batch [8000-8050] Speed: 210.74 samples/sec accuracy=0.970469 2020-04-15 00:20:11,510 Epoch[27] Batch [8050-8100] Speed: 209.77 samples/sec accuracy=0.972344 2020-04-15 00:20:41,623 Epoch[27] Batch [8100-8150] Speed: 212.54 samples/sec accuracy=0.972031 2020-04-15 00:21:11,488 Epoch[27] Batch [8150-8200] Speed: 214.30 samples/sec accuracy=0.969688 2020-04-15 00:21:41,730 Epoch[27] Batch [8200-8250] Speed: 211.63 samples/sec accuracy=0.970469 2020-04-15 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accuracy=0.970625 2020-04-15 00:32:52,983 Epoch[27] Batch [9300-9350] Speed: 200.13 samples/sec accuracy=0.970469 2020-04-15 00:33:24,657 Epoch[27] Batch [9350-9400] Speed: 202.06 samples/sec accuracy=0.972500 2020-04-15 00:33:56,181 Epoch[27] Batch [9400-9450] Speed: 203.02 samples/sec accuracy=0.970781 2020-04-15 00:34:27,228 Epoch[27] Batch [9450-9500] Speed: 206.14 samples/sec accuracy=0.973437 2020-04-15 00:34:58,404 Epoch[27] Batch [9500-9550] Speed: 205.28 samples/sec accuracy=0.969844 2020-04-15 00:35:30,204 Epoch[27] Batch [9550-9600] Speed: 201.26 samples/sec accuracy=0.970938 2020-04-15 00:36:01,634 Epoch[27] Batch [9600-9650] Speed: 203.63 samples/sec accuracy=0.975313 2020-04-15 00:36:33,235 Epoch[27] Batch [9650-9700] Speed: 202.52 samples/sec accuracy=0.967969 2020-04-15 00:37:04,414 Epoch[27] Batch [9700-9750] Speed: 205.27 samples/sec accuracy=0.968125 2020-04-15 00:37:35,669 Epoch[27] Batch [9750-9800] Speed: 204.77 samples/sec accuracy=0.969688 2020-04-15 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samples/sec accuracy=0.969063 2020-04-15 00:54:25,105 Epoch[27] Batch [11350-11400] Speed: 202.48 samples/sec accuracy=0.972500 2020-04-15 00:54:56,392 Epoch[27] Batch [11400-11450] Speed: 204.56 samples/sec accuracy=0.969531 2020-04-15 00:55:28,514 Epoch[27] Batch [11450-11500] Speed: 199.24 samples/sec accuracy=0.973906 2020-04-15 00:56:00,119 Epoch[27] Batch [11500-11550] Speed: 202.50 samples/sec accuracy=0.969688 2020-04-15 00:56:31,798 Epoch[27] Batch [11550-11600] Speed: 202.03 samples/sec accuracy=0.967500 2020-04-15 00:57:03,510 Epoch[27] Batch [11600-11650] Speed: 201.82 samples/sec accuracy=0.974375 2020-04-15 00:57:35,277 Epoch[27] Batch [11650-11700] Speed: 201.46 samples/sec accuracy=0.971406 2020-04-15 00:58:07,063 Epoch[27] Batch [11700-11750] Speed: 201.35 samples/sec accuracy=0.971406 2020-04-15 00:58:38,757 Epoch[27] Batch [11750-11800] Speed: 201.93 samples/sec accuracy=0.971719 2020-04-15 00:59:10,470 Epoch[27] Batch [11800-11850] Speed: 201.81 samples/sec accuracy=0.972187 2020-04-15 00:59:42,059 Epoch[27] Batch [11850-11900] Speed: 202.60 samples/sec accuracy=0.975625 2020-04-15 01:00:13,480 Epoch[27] Batch [11900-11950] Speed: 203.69 samples/sec accuracy=0.972656 2020-04-15 01:00:45,119 Epoch[27] Batch [11950-12000] Speed: 202.29 samples/sec accuracy=0.971406 2020-04-15 01:01:16,311 Epoch[27] Batch [12000-12050] Speed: 205.18 samples/sec accuracy=0.967656 2020-04-15 01:01:48,013 Epoch[27] Batch [12050-12100] Speed: 201.88 samples/sec accuracy=0.970625 2020-04-15 01:02:18,957 Epoch[27] Batch [12100-12150] Speed: 206.83 samples/sec accuracy=0.971094 2020-04-15 01:02:50,578 Epoch[27] Batch [12150-12200] Speed: 202.40 samples/sec accuracy=0.968594 2020-04-15 01:03:22,469 Epoch[27] Batch [12200-12250] Speed: 200.69 samples/sec accuracy=0.971094 2020-04-15 01:03:54,294 Epoch[27] Batch [12250-12300] Speed: 201.10 samples/sec accuracy=0.970781 2020-04-15 01:04:25,726 Epoch[27] Batch [12300-12350] Speed: 203.61 samples/sec accuracy=0.966875 2020-04-15 01:04:57,406 Epoch[27] Batch [12350-12400] Speed: 202.03 samples/sec accuracy=0.973750 2020-04-15 01:05:29,511 Epoch[27] Batch [12400-12450] Speed: 199.35 samples/sec accuracy=0.971250 2020-04-15 01:06:01,146 Epoch[27] Batch [12450-12500] Speed: 202.31 samples/sec accuracy=0.972031 2020-04-15 01:06:32,619 Epoch[27] Batch [12500-12550] Speed: 203.35 samples/sec accuracy=0.973437 2020-04-15 01:07:04,493 Epoch[27] Batch [12550-12600] Speed: 200.79 samples/sec accuracy=0.970469 2020-04-15 01:07:36,115 Epoch[27] Batch [12600-12650] Speed: 202.39 samples/sec accuracy=0.972656 2020-04-15 01:08:07,582 Epoch[27] Batch [12650-12700] Speed: 203.39 samples/sec accuracy=0.970781 2020-04-15 01:08:39,336 Epoch[27] Batch [12700-12750] Speed: 201.55 samples/sec accuracy=0.970313 2020-04-15 01:09:10,625 Epoch[27] Batch [12750-12800] Speed: 204.54 samples/sec accuracy=0.968437 2020-04-15 01:09:42,602 Epoch[27] Batch [12800-12850] Speed: 200.14 samples/sec accuracy=0.969688 2020-04-15 01:10:14,227 Epoch[27] Batch [12850-12900] Speed: 202.38 samples/sec accuracy=0.970625 2020-04-15 01:10:46,414 Epoch[27] Batch [12900-12950] Speed: 198.84 samples/sec accuracy=0.972812 2020-04-15 01:11:17,738 Epoch[27] Batch [12950-13000] Speed: 204.32 samples/sec accuracy=0.970000 2020-04-15 01:11:49,400 Epoch[27] Batch [13000-13050] Speed: 202.14 samples/sec accuracy=0.970781 2020-04-15 01:12:21,260 Epoch[27] Batch [13050-13100] Speed: 200.88 samples/sec accuracy=0.972344 2020-04-15 01:12:53,105 Epoch[27] Batch [13100-13150] Speed: 200.97 samples/sec accuracy=0.970000 2020-04-15 01:13:24,404 Epoch[27] Batch [13150-13200] Speed: 204.48 samples/sec accuracy=0.973125 2020-04-15 01:13:56,317 Epoch[27] Batch [13200-13250] Speed: 200.55 samples/sec accuracy=0.972656 2020-04-15 01:14:28,301 Epoch[27] Batch [13250-13300] Speed: 200.10 samples/sec accuracy=0.974063 2020-04-15 01:14:59,913 Epoch[27] Batch [13300-13350] Speed: 202.45 samples/sec accuracy=0.968281 2020-04-15 01:15:31,238 Epoch[27] Batch [13350-13400] Speed: 204.31 samples/sec accuracy=0.972031 2020-04-15 01:16:02,938 Epoch[27] Batch [13400-13450] Speed: 201.90 samples/sec accuracy=0.966094 2020-04-15 01:16:34,377 Epoch[27] Batch [13450-13500] Speed: 203.57 samples/sec accuracy=0.969063 2020-04-15 01:17:04,519 Epoch[27] Batch [13500-13550] Speed: 212.33 samples/sec accuracy=0.969844 2020-04-15 01:17:34,500 Epoch[27] Batch [13550-13600] Speed: 213.47 samples/sec accuracy=0.969844 2020-04-15 01:18:04,577 Epoch[27] Batch [13600-13650] Speed: 212.79 samples/sec accuracy=0.969219 2020-04-15 01:18:34,637 Epoch[27] Batch [13650-13700] Speed: 212.90 samples/sec accuracy=0.973906 2020-04-15 01:19:04,682 Epoch[27] Batch [13700-13750] Speed: 213.02 samples/sec accuracy=0.973281 2020-04-15 01:19:34,774 Epoch[27] Batch [13750-13800] Speed: 212.68 samples/sec accuracy=0.970156 2020-04-15 01:20:04,793 Epoch[27] Batch [13800-13850] Speed: 213.20 samples/sec accuracy=0.972031 2020-04-15 01:20:34,779 Epoch[27] Batch [13850-13900] Speed: 213.43 samples/sec accuracy=0.973750 2020-04-15 01:21:05,036 Epoch[27] Batch [13900-13950] Speed: 211.52 samples/sec accuracy=0.974688 2020-04-15 01:21:34,980 Epoch[27] Batch [13950-14000] Speed: 213.73 samples/sec accuracy=0.971719 2020-04-15 01:22:05,095 Epoch[27] Batch [14000-14050] Speed: 212.52 samples/sec accuracy=0.972500 2020-04-15 01:22:35,321 Epoch[27] Batch [14050-14100] Speed: 211.74 samples/sec accuracy=0.973750 2020-04-15 01:23:05,568 Epoch[27] Batch [14100-14150] Speed: 211.59 samples/sec accuracy=0.968437 2020-04-15 01:23:35,568 Epoch[27] Batch [14150-14200] Speed: 213.33 samples/sec accuracy=0.969219 2020-04-15 01:24:05,410 Epoch[27] Batch [14200-14250] Speed: 214.47 samples/sec accuracy=0.972344 2020-04-15 01:24:35,701 Epoch[27] Batch [14250-14300] Speed: 211.28 samples/sec accuracy=0.970781 2020-04-15 01:25:06,367 Epoch[27] Batch [14300-14350] Speed: 208.71 samples/sec accuracy=0.969844 2020-04-15 01:25:36,510 Epoch[27] Batch [14350-14400] Speed: 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accuracy=0.970156 2020-04-15 01:31:07,795 Epoch[27] Batch [14900-14950] Speed: 213.40 samples/sec accuracy=0.973281 2020-04-15 01:31:37,841 Epoch[27] Batch [14950-15000] Speed: 213.01 samples/sec accuracy=0.967031 2020-04-15 01:32:07,853 Epoch[27] Batch [15000-15050] Speed: 213.25 samples/sec accuracy=0.970625 2020-04-15 01:32:37,831 Epoch[27] Batch [15050-15100] Speed: 213.49 samples/sec accuracy=0.969063 2020-04-15 01:33:07,946 Epoch[27] Batch [15100-15150] Speed: 212.52 samples/sec accuracy=0.969531 2020-04-15 01:33:38,205 Epoch[27] Batch [15150-15200] Speed: 211.51 samples/sec accuracy=0.969531 2020-04-15 01:34:08,317 Epoch[27] Batch [15200-15250] Speed: 212.54 samples/sec accuracy=0.970625 2020-04-15 01:34:38,367 Epoch[27] Batch [15250-15300] Speed: 212.98 samples/sec accuracy=0.968437 2020-04-15 01:35:08,419 Epoch[27] Batch [15300-15350] Speed: 212.96 samples/sec accuracy=0.971250 2020-04-15 01:35:38,346 Epoch[27] Batch [15350-15400] Speed: 213.85 samples/sec accuracy=0.972656 2020-04-15 01:36:08,342 Epoch[27] Batch [15400-15450] Speed: 213.36 samples/sec accuracy=0.971875 2020-04-15 01:36:38,654 Epoch[27] Batch [15450-15500] Speed: 211.14 samples/sec accuracy=0.973125 2020-04-15 01:37:08,802 Epoch[27] Batch [15500-15550] Speed: 212.29 samples/sec accuracy=0.974063 2020-04-15 01:37:38,897 Epoch[27] Batch [15550-15600] Speed: 212.66 samples/sec accuracy=0.969063 2020-04-15 01:38:09,053 Epoch[27] Batch [15600-15650] Speed: 212.23 samples/sec accuracy=0.974844 2020-04-15 01:38:39,316 Epoch[27] Batch [15650-15700] Speed: 211.48 samples/sec accuracy=0.969063 2020-04-15 01:39:09,177 Epoch[27] Batch [15700-15750] Speed: 214.33 samples/sec accuracy=0.969844 2020-04-15 01:39:39,380 Epoch[27] Batch [15750-15800] Speed: 211.90 samples/sec accuracy=0.972344 2020-04-15 01:40:09,856 Epoch[27] Batch [15800-15850] Speed: 210.01 samples/sec accuracy=0.967969 2020-04-15 01:40:40,123 Epoch[27] Batch [15850-15900] Speed: 211.45 samples/sec accuracy=0.968594 2020-04-15 01:41:10,082 Epoch[27] Batch [15900-15950] Speed: 213.62 samples/sec accuracy=0.969219 2020-04-15 01:41:40,430 Epoch[27] Batch [15950-16000] Speed: 210.89 samples/sec accuracy=0.973906 2020-04-15 01:42:10,493 Epoch[27] Batch [16000-16050] Speed: 212.89 samples/sec accuracy=0.970469 2020-04-15 01:42:40,508 Epoch[27] Batch [16050-16100] Speed: 213.23 samples/sec accuracy=0.971719 2020-04-15 01:43:10,702 Epoch[27] Batch [16100-16150] Speed: 211.96 samples/sec accuracy=0.969531 2020-04-15 01:43:40,716 Epoch[27] Batch [16150-16200] Speed: 213.23 samples/sec accuracy=0.969063 2020-04-15 01:44:10,890 Epoch[27] Batch [16200-16250] Speed: 212.10 samples/sec accuracy=0.969844 2020-04-15 01:44:41,083 Epoch[27] Batch [16250-16300] Speed: 211.97 samples/sec accuracy=0.970469 2020-04-15 01:45:11,081 Epoch[27] Batch [16300-16350] Speed: 213.35 samples/sec accuracy=0.974844 2020-04-15 01:45:41,124 Epoch[27] Batch [16350-16400] Speed: 213.03 samples/sec accuracy=0.970469 2020-04-15 01:46:11,182 Epoch[27] Batch [16400-16450] Speed: 212.92 samples/sec accuracy=0.972656 2020-04-15 01:46:41,263 Epoch[27] Batch [16450-16500] Speed: 212.76 samples/sec accuracy=0.972500 2020-04-15 01:47:11,401 Epoch[27] Batch [16500-16550] Speed: 212.36 samples/sec accuracy=0.971719 2020-04-15 01:47:41,470 Epoch[27] Batch [16550-16600] Speed: 212.84 samples/sec accuracy=0.971875 2020-04-15 01:48:11,614 Epoch[27] Batch [16600-16650] Speed: 212.31 samples/sec accuracy=0.971562 2020-04-15 01:48:41,907 Epoch[27] Batch [16650-16700] Speed: 211.27 samples/sec accuracy=0.970938 2020-04-15 01:49:12,264 Epoch[27] Batch [16700-16750] Speed: 210.83 samples/sec accuracy=0.970781 2020-04-15 01:49:42,428 Epoch[27] Batch [16750-16800] Speed: 212.17 samples/sec accuracy=0.969063 2020-04-15 01:50:12,473 Epoch[27] Batch [16800-16850] Speed: 213.02 samples/sec accuracy=0.971875 2020-04-15 01:50:42,403 Epoch[27] Batch [16850-16900] Speed: 213.83 samples/sec accuracy=0.971250 2020-04-15 01:51:12,467 Epoch[27] Batch [16900-16950] Speed: 212.89 samples/sec accuracy=0.966719 2020-04-15 01:51:42,581 Epoch[27] Batch [16950-17000] Speed: 212.52 samples/sec accuracy=0.970625 2020-04-15 01:52:12,546 Epoch[27] Batch [17000-17050] Speed: 213.59 samples/sec accuracy=0.975313 2020-04-15 01:52:42,649 Epoch[27] Batch [17050-17100] Speed: 212.61 samples/sec accuracy=0.971094 2020-04-15 01:53:12,717 Epoch[27] Batch [17100-17150] Speed: 212.85 samples/sec accuracy=0.970469 2020-04-15 01:53:42,853 Epoch[27] Batch [17150-17200] Speed: 212.37 samples/sec accuracy=0.970156 2020-04-15 01:54:12,855 Epoch[27] Batch [17200-17250] Speed: 213.32 samples/sec accuracy=0.970625 2020-04-15 01:54:42,834 Epoch[27] Batch [17250-17300] Speed: 213.49 samples/sec accuracy=0.972344 2020-04-15 01:55:12,850 Epoch[27] Batch [17300-17350] Speed: 213.22 samples/sec accuracy=0.968750 2020-04-15 01:55:43,456 Epoch[27] Batch [17350-17400] Speed: 209.11 samples/sec accuracy=0.967812 2020-04-15 01:56:13,438 Epoch[27] Batch [17400-17450] Speed: 213.47 samples/sec accuracy=0.971094 2020-04-15 01:56:43,522 Epoch[27] Batch [17450-17500] Speed: 212.74 samples/sec accuracy=0.967187 2020-04-15 01:57:13,655 Epoch[27] Batch [17500-17550] Speed: 212.39 samples/sec accuracy=0.972656 2020-04-15 01:57:44,065 Epoch[27] Batch [17550-17600] Speed: 210.46 samples/sec accuracy=0.975469 2020-04-15 01:58:13,928 Epoch[27] Batch [17600-17650] Speed: 214.32 samples/sec accuracy=0.974844 2020-04-15 01:58:43,905 Epoch[27] Batch [17650-17700] Speed: 213.49 samples/sec accuracy=0.966250 2020-04-15 01:59:14,236 Epoch[27] Batch [17700-17750] Speed: 211.01 samples/sec accuracy=0.971250 2020-04-15 01:59:44,288 Epoch[27] Batch [17750-17800] Speed: 212.96 samples/sec accuracy=0.971562 2020-04-15 02:00:14,344 Epoch[27] Batch [17800-17850] Speed: 212.94 samples/sec accuracy=0.972187 2020-04-15 02:00:44,544 Epoch[27] Batch [17850-17900] Speed: 211.92 samples/sec accuracy=0.973437 2020-04-15 02:01:15,005 Epoch[27] Batch [17900-17950] Speed: 210.11 samples/sec accuracy=0.971406 2020-04-15 02:01:45,129 Epoch[27] Batch [17950-18000] Speed: 212.45 samples/sec accuracy=0.974688 2020-04-15 02:02:14,841 Epoch[27] Batch [18000-18050] Speed: 215.41 samples/sec accuracy=0.972500 2020-04-15 02:02:45,051 Epoch[27] Batch [18050-18100] Speed: 211.85 samples/sec accuracy=0.970156 2020-04-15 02:03:15,103 Epoch[27] Batch [18100-18150] Speed: 212.97 samples/sec accuracy=0.968125 2020-04-15 02:03:45,145 Epoch[27] Batch [18150-18200] Speed: 213.04 samples/sec accuracy=0.970313 2020-04-15 02:04:14,994 Epoch[27] Batch [18200-18250] Speed: 214.41 samples/sec accuracy=0.971562 2020-04-15 02:04:45,005 Epoch[27] Batch [18250-18300] Speed: 213.26 samples/sec accuracy=0.974219 2020-04-15 02:05:15,359 Epoch[27] Batch [18300-18350] Speed: 210.85 samples/sec accuracy=0.975469 2020-04-15 02:05:45,341 Epoch[27] Batch [18350-18400] Speed: 213.47 samples/sec accuracy=0.967812 2020-04-15 02:06:15,369 Epoch[27] Batch [18400-18450] Speed: 213.14 samples/sec accuracy=0.972187 2020-04-15 02:06:45,300 Epoch[27] Batch [18450-18500] Speed: 213.83 samples/sec accuracy=0.971406 2020-04-15 02:07:15,649 Epoch[27] Batch [18500-18550] Speed: 210.88 samples/sec accuracy=0.970469 2020-04-15 02:07:45,674 Epoch[27] Batch [18550-18600] Speed: 213.15 samples/sec accuracy=0.969844 2020-04-15 02:08:15,516 Epoch[27] Batch [18600-18650] Speed: 214.47 samples/sec accuracy=0.972656 2020-04-15 02:08:45,384 Epoch[27] Batch [18650-18700] Speed: 214.28 samples/sec accuracy=0.970938 2020-04-15 02:09:15,525 Epoch[27] Batch [18700-18750] Speed: 212.34 samples/sec accuracy=0.971562 2020-04-15 02:09:45,867 Epoch[27] Batch [18750-18800] Speed: 210.93 samples/sec accuracy=0.969531 2020-04-15 02:10:16,434 Epoch[27] Batch [18800-18850] Speed: 209.38 samples/sec accuracy=0.970469 2020-04-15 02:10:46,619 Epoch[27] Batch [18850-18900] Speed: 212.03 samples/sec accuracy=0.969688 2020-04-15 02:11:16,731 Epoch[27] Batch [18900-18950] Speed: 212.54 samples/sec accuracy=0.971875 2020-04-15 02:11:46,823 Epoch[27] Batch [18950-19000] Speed: 212.68 samples/sec accuracy=0.971875 2020-04-15 02:12:17,196 Epoch[27] Batch [19000-19050] Speed: 210.72 samples/sec accuracy=0.972344 2020-04-15 02:12:47,352 Epoch[27] Batch [19050-19100] Speed: 212.23 samples/sec accuracy=0.972344 2020-04-15 02:13:17,449 Epoch[27] Batch [19100-19150] Speed: 212.65 samples/sec accuracy=0.972500 2020-04-15 02:13:47,844 Epoch[27] Batch [19150-19200] Speed: 210.56 samples/sec accuracy=0.974375 2020-04-15 02:14:18,267 Epoch[27] Batch [19200-19250] Speed: 210.37 samples/sec accuracy=0.972031 2020-04-15 02:14:48,408 Epoch[27] Batch [19250-19300] Speed: 212.33 samples/sec accuracy=0.972031 2020-04-15 02:15:18,809 Epoch[27] Batch [19300-19350] Speed: 210.52 samples/sec accuracy=0.971875 2020-04-15 02:15:49,175 Epoch[27] Batch [19350-19400] Speed: 210.77 samples/sec accuracy=0.971250 2020-04-15 02:16:19,635 Epoch[27] Batch [19400-19450] Speed: 210.11 samples/sec accuracy=0.971094 2020-04-15 02:16:49,759 Epoch[27] Batch [19450-19500] Speed: 212.46 samples/sec accuracy=0.968750 2020-04-15 02:17:20,204 Epoch[27] Batch [19500-19550] Speed: 210.22 samples/sec accuracy=0.972812 2020-04-15 02:17:50,871 Epoch[27] Batch [19550-19600] Speed: 208.69 samples/sec accuracy=0.967031 2020-04-15 02:18:21,125 Epoch[27] Batch [19600-19650] Speed: 211.54 samples/sec accuracy=0.972500 2020-04-15 02:18:51,471 Epoch[27] Batch [19650-19700] Speed: 210.90 samples/sec accuracy=0.970156 2020-04-15 02:19:21,985 Epoch[27] Batch [19700-19750] Speed: 209.74 samples/sec accuracy=0.969375 2020-04-15 02:19:52,050 Epoch[27] Batch [19750-19800] Speed: 212.87 samples/sec accuracy=0.973125 2020-04-15 02:20:21,910 Epoch[27] Batch [19800-19850] Speed: 214.34 samples/sec accuracy=0.969844 2020-04-15 02:20:52,266 Epoch[27] Batch [19850-19900] Speed: 210.83 samples/sec accuracy=0.967031 2020-04-15 02:21:22,248 Epoch[27] Batch [19900-19950] Speed: 213.47 samples/sec accuracy=0.971406 2020-04-15 02:21:52,091 Epoch[27] Batch [19950-20000] Speed: 214.45 samples/sec accuracy=0.966250 2020-04-15 02:22:22,238 Epoch[27] Batch [20000-20050] Speed: 212.30 samples/sec accuracy=0.972969 2020-04-15 02:22:52,368 Epoch[27] Batch [20050-20100] Speed: 212.41 samples/sec accuracy=0.971562 2020-04-15 02:23:22,696 Epoch[27] Batch [20100-20150] Speed: 211.03 samples/sec accuracy=0.972812 2020-04-15 02:23:53,082 Epoch[27] Batch [20150-20200] Speed: 210.62 samples/sec accuracy=0.967031 2020-04-15 02:24:22,766 Epoch[27] Batch [20200-20250] Speed: 215.61 samples/sec accuracy=0.971719 2020-04-15 02:24:52,986 Epoch[27] Batch [20250-20300] Speed: 211.78 samples/sec accuracy=0.973750 2020-04-15 02:25:23,479 Epoch[27] Batch [20300-20350] Speed: 209.88 samples/sec accuracy=0.968750 2020-04-15 02:25:53,442 Epoch[27] Batch [20350-20400] Speed: 213.60 samples/sec accuracy=0.966719 2020-04-15 02:26:23,557 Epoch[27] Batch [20400-20450] Speed: 212.52 samples/sec accuracy=0.966719 2020-04-15 02:26:53,598 Epoch[27] Batch [20450-20500] Speed: 213.04 samples/sec accuracy=0.970625 2020-04-15 02:27:24,044 Epoch[27] Batch [20500-20550] Speed: 210.21 samples/sec accuracy=0.971719 2020-04-15 02:27:54,103 Epoch[27] Batch [20550-20600] Speed: 212.91 samples/sec accuracy=0.973437 2020-04-15 02:28:24,427 Epoch[27] Batch [20600-20650] Speed: 211.06 samples/sec accuracy=0.971094 2020-04-15 02:28:54,488 Epoch[27] Batch [20650-20700] Speed: 212.90 samples/sec accuracy=0.972656 2020-04-15 02:29:24,562 Epoch[27] Batch [20700-20750] Speed: 212.81 samples/sec accuracy=0.967656 2020-04-15 02:29:54,651 Epoch[27] Batch [20750-20800] Speed: 212.70 samples/sec accuracy=0.972500 2020-04-15 02:30:24,872 Epoch[27] Batch [20800-20850] Speed: 211.77 samples/sec accuracy=0.971562 2020-04-15 02:30:54,819 Epoch[27] Batch [20850-20900] Speed: 213.71 samples/sec accuracy=0.967969 2020-04-15 02:31:24,815 Epoch[27] Batch [20900-20950] Speed: 213.37 samples/sec accuracy=0.970781 2020-04-15 02:31:54,819 Epoch[27] Batch [20950-21000] Speed: 213.30 samples/sec accuracy=0.972656 2020-04-15 02:32:24,774 Epoch[27] Batch [21000-21050] Speed: 213.66 samples/sec accuracy=0.969531 2020-04-15 02:32:54,780 Epoch[27] Batch [21050-21100] Speed: 213.29 samples/sec accuracy=0.970156 2020-04-15 02:33:24,898 Epoch[27] Batch [21100-21150] Speed: 212.50 samples/sec accuracy=0.973906 2020-04-15 02:33:55,020 Epoch[27] Batch [21150-21200] Speed: 212.47 samples/sec accuracy=0.972812 2020-04-15 02:34:25,194 Epoch[27] Batch [21200-21250] Speed: 212.11 samples/sec accuracy=0.973125 2020-04-15 02:34:55,355 Epoch[27] Batch [21250-21300] Speed: 212.20 samples/sec accuracy=0.972031 2020-04-15 02:35:25,468 Epoch[27] Batch [21300-21350] Speed: 212.54 samples/sec accuracy=0.975156 2020-04-15 02:35:55,917 Epoch[27] Batch [21350-21400] Speed: 210.18 samples/sec accuracy=0.972031 2020-04-15 02:36:26,069 Epoch[27] Batch [21400-21450] Speed: 212.26 samples/sec accuracy=0.973594 2020-04-15 02:36:56,025 Epoch[27] Batch [21450-21500] Speed: 213.65 samples/sec accuracy=0.972344 2020-04-15 02:37:25,932 Epoch[27] Batch [21500-21550] Speed: 213.99 samples/sec accuracy=0.970156 2020-04-15 02:37:56,230 Epoch[27] Batch [21550-21600] Speed: 211.24 samples/sec accuracy=0.971562 2020-04-15 02:38:26,565 Epoch[27] Batch [21600-21650] Speed: 210.97 samples/sec accuracy=0.967969 2020-04-15 02:38:56,507 Epoch[27] Batch [21650-21700] Speed: 213.75 samples/sec accuracy=0.971406 2020-04-15 02:39:26,455 Epoch[27] Batch [21700-21750] Speed: 213.70 samples/sec accuracy=0.968906 2020-04-15 02:39:56,572 Epoch[27] Batch [21750-21800] Speed: 212.50 samples/sec accuracy=0.971406 2020-04-15 02:40:26,801 Epoch[27] Batch [21800-21850] Speed: 211.72 samples/sec accuracy=0.968594 2020-04-15 02:40:57,581 Epoch[27] Batch [21850-21900] Speed: 207.93 samples/sec accuracy=0.967344 2020-04-15 02:41:28,248 Epoch[27] Batch [21900-21950] Speed: 208.69 samples/sec accuracy=0.974531 2020-04-15 02:41:58,390 Epoch[27] Batch [21950-22000] Speed: 212.33 samples/sec accuracy=0.970313 2020-04-15 02:42:28,800 Epoch[27] Batch [22000-22050] Speed: 210.46 samples/sec accuracy=0.972031 2020-04-15 02:42:58,770 Epoch[27] Batch [22050-22100] Speed: 213.55 samples/sec accuracy=0.971875 2020-04-15 02:43:28,911 Epoch[27] Batch [22100-22150] Speed: 212.34 samples/sec accuracy=0.967969 2020-04-15 02:43:59,204 Epoch[27] Batch [22150-22200] Speed: 211.27 samples/sec accuracy=0.968906 2020-04-15 02:44:29,304 Epoch[27] Batch [22200-22250] Speed: 212.63 samples/sec accuracy=0.969063 2020-04-15 02:44:59,647 Epoch[27] Batch [22250-22300] Speed: 210.92 samples/sec accuracy=0.970000 2020-04-15 02:45:29,715 Epoch[27] Batch [22300-22350] Speed: 212.85 samples/sec accuracy=0.972187 2020-04-15 02:45:59,771 Epoch[27] Batch [22350-22400] Speed: 212.94 samples/sec accuracy=0.975156 2020-04-15 02:46:29,810 Epoch[27] Batch [22400-22450] Speed: 213.06 samples/sec accuracy=0.973750 2020-04-15 02:47:00,236 Epoch[27] Batch [22450-22500] Speed: 210.34 samples/sec accuracy=0.974844 2020-04-15 02:47:30,294 Epoch[27] Batch [22500-22550] Speed: 212.92 samples/sec accuracy=0.970469 2020-04-15 02:48:00,515 Epoch[27] Batch [22550-22600] Speed: 211.78 samples/sec accuracy=0.975781 2020-04-15 02:48:30,707 Epoch[27] Batch [22600-22650] Speed: 211.97 samples/sec accuracy=0.969375 2020-04-15 02:49:00,737 Epoch[27] Batch [22650-22700] Speed: 213.12 samples/sec accuracy=0.969688 2020-04-15 02:49:30,869 Epoch[27] Batch [22700-22750] Speed: 212.40 samples/sec accuracy=0.970469 2020-04-15 02:50:00,675 Epoch[27] Batch [22750-22800] Speed: 214.72 samples/sec accuracy=0.972344 2020-04-15 02:50:30,854 Epoch[27] Batch [22800-22850] Speed: 212.07 samples/sec accuracy=0.969688 2020-04-15 02:51:00,768 Epoch[27] Batch [22850-22900] Speed: 213.94 samples/sec accuracy=0.971562 2020-04-15 02:51:31,275 Epoch[27] Batch [22900-22950] Speed: 209.79 samples/sec accuracy=0.966562 2020-04-15 02:52:01,276 Epoch[27] Batch [22950-23000] Speed: 213.33 samples/sec accuracy=0.969531 2020-04-15 02:52:31,006 Epoch[27] Batch [23000-23050] Speed: 215.28 samples/sec accuracy=0.970313 2020-04-15 02:53:01,331 Epoch[27] Batch [23050-23100] Speed: 211.05 samples/sec accuracy=0.970000 2020-04-15 02:53:31,616 Epoch[27] Batch [23100-23150] Speed: 211.33 samples/sec accuracy=0.972500 2020-04-15 02:54:02,001 Epoch[27] Batch [23150-23200] Speed: 210.63 samples/sec accuracy=0.965000 2020-04-15 02:54:32,026 Epoch[27] Batch [23200-23250] Speed: 213.16 samples/sec accuracy=0.968125 2020-04-15 02:55:02,322 Epoch[27] Batch [23250-23300] Speed: 211.25 samples/sec accuracy=0.969688 2020-04-15 02:55:32,872 Epoch[27] Batch [23300-23350] Speed: 209.49 samples/sec accuracy=0.970156 2020-04-15 02:56:02,850 Epoch[27] Batch [23350-23400] Speed: 213.50 samples/sec accuracy=0.971719 2020-04-15 02:56:32,633 Epoch[27] Batch [23400-23450] Speed: 214.89 samples/sec accuracy=0.968750 2020-04-15 02:57:02,543 Epoch[27] Batch [23450-23500] Speed: 213.97 samples/sec accuracy=0.969063 2020-04-15 02:57:32,368 Epoch[27] Batch [23500-23550] Speed: 214.58 samples/sec accuracy=0.969531 2020-04-15 02:58:02,768 Epoch[27] Batch [23550-23600] Speed: 210.53 samples/sec accuracy=0.968437 2020-04-15 02:58:32,943 Epoch[27] Batch [23600-23650] Speed: 212.10 samples/sec accuracy=0.973750 2020-04-15 02:59:03,304 Epoch[27] Batch [23650-23700] Speed: 210.79 samples/sec accuracy=0.973594 2020-04-15 02:59:33,742 Epoch[27] Batch [23700-23750] Speed: 210.27 samples/sec accuracy=0.972656 2020-04-15 03:00:03,807 Epoch[27] Batch [23750-23800] Speed: 212.87 samples/sec accuracy=0.968125 2020-04-15 03:00:34,156 Epoch[27] Batch [23800-23850] Speed: 210.88 samples/sec accuracy=0.970156 2020-04-15 03:01:04,135 Epoch[27] Batch [23850-23900] Speed: 213.49 samples/sec accuracy=0.973750 2020-04-15 03:01:34,467 Epoch[27] Batch [23900-23950] Speed: 211.00 samples/sec accuracy=0.971406 2020-04-15 03:02:04,817 Epoch[27] Batch [23950-24000] Speed: 210.87 samples/sec accuracy=0.970156 2020-04-15 03:02:34,633 Epoch[27] Batch [24000-24050] Speed: 214.65 samples/sec accuracy=0.971406 2020-04-15 03:03:04,535 Epoch[27] Batch [24050-24100] Speed: 214.03 samples/sec accuracy=0.970625 2020-04-15 03:03:34,577 Epoch[27] Batch [24100-24150] Speed: 213.04 samples/sec accuracy=0.969688 2020-04-15 03:04:04,643 Epoch[27] Batch [24150-24200] Speed: 212.87 samples/sec accuracy=0.968437 2020-04-15 03:04:34,963 Epoch[27] Batch [24200-24250] Speed: 211.08 samples/sec accuracy=0.968281 2020-04-15 03:05:05,405 Epoch[27] Batch [24250-24300] Speed: 210.24 samples/sec accuracy=0.969531 2020-04-15 03:05:35,552 Epoch[27] Batch [24300-24350] Speed: 212.29 samples/sec accuracy=0.971562 2020-04-15 03:06:05,707 Epoch[27] Batch [24350-24400] Speed: 212.24 samples/sec accuracy=0.969844 2020-04-15 03:06:35,655 Epoch[27] Batch [24400-24450] Speed: 213.71 samples/sec accuracy=0.973437 2020-04-15 03:07:05,626 Epoch[27] Batch [24450-24500] Speed: 213.54 samples/sec accuracy=0.972812 2020-04-15 03:07:35,802 Epoch[27] Batch [24500-24550] Speed: 212.09 samples/sec accuracy=0.970313 2020-04-15 03:08:05,844 Epoch[27] Batch [24550-24600] Speed: 213.03 samples/sec accuracy=0.972656 2020-04-15 03:08:36,022 Epoch[27] Batch [24600-24650] Speed: 212.08 samples/sec accuracy=0.969375 2020-04-15 03:09:06,283 Epoch[27] Batch [24650-24700] Speed: 211.49 samples/sec accuracy=0.970781 2020-04-15 03:09:36,301 Epoch[27] Batch [24700-24750] Speed: 213.21 samples/sec accuracy=0.965000 2020-04-15 03:10:06,497 Epoch[27] Batch [24750-24800] Speed: 211.95 samples/sec accuracy=0.971094 2020-04-15 03:10:36,750 Epoch[27] Batch [24800-24850] Speed: 211.55 samples/sec accuracy=0.971562 2020-04-15 03:11:06,926 Epoch[27] Batch [24850-24900] Speed: 212.09 samples/sec accuracy=0.970469 2020-04-15 03:11:37,166 Epoch[27] Batch [24900-24950] Speed: 211.64 samples/sec accuracy=0.969688 2020-04-15 03:12:07,437 Epoch[27] Batch [24950-25000] Speed: 211.43 samples/sec accuracy=0.971094 2020-04-15 03:12:37,789 Epoch[27] Batch [25000-25050] Speed: 210.86 samples/sec accuracy=0.972031 2020-04-15 03:13:07,793 Epoch[27] Batch [25050-25100] Speed: 213.31 samples/sec accuracy=0.970313 2020-04-15 03:13:37,941 Epoch[27] Batch [25100-25150] Speed: 212.29 samples/sec accuracy=0.970625 2020-04-15 03:14:08,041 Epoch[27] Batch [25150-25200] Speed: 212.62 samples/sec accuracy=0.970000 2020-04-15 03:14:37,890 Epoch[27] Batch [25200-25250] Speed: 214.42 samples/sec accuracy=0.970469 2020-04-15 03:15:07,936 Epoch[27] Batch [25250-25300] Speed: 213.01 samples/sec accuracy=0.968281 2020-04-15 03:15:38,297 Epoch[27] Batch [25300-25350] Speed: 210.80 samples/sec accuracy=0.973125 2020-04-15 03:16:08,642 Epoch[27] Batch [25350-25400] Speed: 210.91 samples/sec accuracy=0.971250 2020-04-15 03:16:38,635 Epoch[27] Batch [25400-25450] Speed: 213.39 samples/sec accuracy=0.966094 2020-04-15 03:17:08,738 Epoch[27] Batch [25450-25500] Speed: 212.61 samples/sec accuracy=0.972656 2020-04-15 03:17:38,838 Epoch[27] Batch [25500-25550] Speed: 212.62 samples/sec accuracy=0.970313 2020-04-15 03:18:09,101 Epoch[27] Batch [25550-25600] Speed: 211.48 samples/sec accuracy=0.975000 2020-04-15 03:18:39,374 Epoch[27] Batch [25600-25650] Speed: 211.41 samples/sec accuracy=0.971562 2020-04-15 03:19:09,458 Epoch[27] Batch [25650-25700] Speed: 212.74 samples/sec accuracy=0.969688 2020-04-15 03:19:39,377 Epoch[27] Batch [25700-25750] Speed: 213.92 samples/sec accuracy=0.971562 2020-04-15 03:20:09,560 Epoch[27] Batch [25750-25800] Speed: 212.04 samples/sec accuracy=0.973125 2020-04-15 03:20:39,922 Epoch[27] Batch [25800-25850] Speed: 210.79 samples/sec accuracy=0.972812 2020-04-15 03:21:10,302 Epoch[27] Batch [25850-25900] Speed: 210.67 samples/sec accuracy=0.972344 2020-04-15 03:21:40,280 Epoch[27] Batch [25900-25950] Speed: 213.49 samples/sec accuracy=0.967812 2020-04-15 03:22:10,484 Epoch[27] Batch [25950-26000] Speed: 211.89 samples/sec accuracy=0.968750 2020-04-15 03:22:40,683 Epoch[27] Batch [26000-26050] Speed: 211.93 samples/sec accuracy=0.969531 2020-04-15 03:23:10,824 Epoch[27] Batch [26050-26100] Speed: 212.34 samples/sec accuracy=0.971250 2020-04-15 03:23:40,848 Epoch[27] Batch [26100-26150] Speed: 213.16 samples/sec accuracy=0.971250 2020-04-15 03:24:10,920 Epoch[27] Batch [26150-26200] Speed: 212.82 samples/sec accuracy=0.972656 2020-04-15 03:24:41,260 Epoch[27] Batch [26200-26250] Speed: 210.94 samples/sec accuracy=0.970156 2020-04-15 03:25:11,425 Epoch[27] Batch [26250-26300] Speed: 212.17 samples/sec accuracy=0.971094 2020-04-15 03:25:41,846 Epoch[27] Batch [26300-26350] Speed: 210.38 samples/sec accuracy=0.970156 2020-04-15 03:26:12,373 Epoch[27] Batch [26350-26400] Speed: 209.66 samples/sec accuracy=0.974531 2020-04-15 03:26:43,268 Epoch[27] Batch [26400-26450] Speed: 207.15 samples/sec accuracy=0.970781 2020-04-15 03:27:13,706 Epoch[27] Batch [26450-26500] Speed: 210.27 samples/sec accuracy=0.971094 2020-04-15 03:27:43,663 Epoch[27] Batch [26500-26550] Speed: 213.64 samples/sec accuracy=0.972031 2020-04-15 03:28:13,823 Epoch[27] Batch [26550-26600] Speed: 212.21 samples/sec accuracy=0.968906 2020-04-15 03:28:43,870 Epoch[27] Batch [26600-26650] Speed: 213.00 samples/sec accuracy=0.970781 2020-04-15 03:29:14,118 Epoch[27] Batch [26650-26700] Speed: 211.59 samples/sec accuracy=0.970156 2020-04-15 03:29:44,116 Epoch[27] Batch [26700-26750] Speed: 213.35 samples/sec accuracy=0.971562 2020-04-15 03:30:14,408 Epoch[27] Batch [26750-26800] Speed: 211.28 samples/sec accuracy=0.973750 2020-04-15 03:30:44,590 Epoch[27] Batch [26800-26850] Speed: 212.05 samples/sec accuracy=0.973906 2020-04-15 03:31:14,629 Epoch[27] Batch [26850-26900] Speed: 213.06 samples/sec accuracy=0.973125 2020-04-15 03:31:44,844 Epoch[27] Batch [26900-26950] Speed: 211.81 samples/sec accuracy=0.973906 2020-04-15 03:32:15,241 Epoch[27] Batch [26950-27000] Speed: 210.55 samples/sec accuracy=0.971250 2020-04-15 03:32:45,324 Epoch[27] Batch [27000-27050] Speed: 212.75 samples/sec accuracy=0.970938 2020-04-15 03:33:15,836 Epoch[27] Batch [27050-27100] Speed: 209.75 samples/sec accuracy=0.969063 2020-04-15 03:33:46,020 Epoch[27] Batch [27100-27150] Speed: 212.03 samples/sec accuracy=0.972500 2020-04-15 03:34:15,982 Epoch[27] Batch [27150-27200] Speed: 213.61 samples/sec accuracy=0.973281 2020-04-15 03:34:46,054 Epoch[27] Batch [27200-27250] Speed: 212.83 samples/sec accuracy=0.974688 2020-04-15 03:35:15,981 Epoch[27] Batch [27250-27300] Speed: 213.86 samples/sec accuracy=0.973125 2020-04-15 03:35:45,981 Epoch[27] Batch [27300-27350] Speed: 213.33 samples/sec accuracy=0.969531 2020-04-15 03:36:15,992 Epoch[27] Batch [27350-27400] Speed: 213.26 samples/sec accuracy=0.969063 2020-04-15 03:36:46,087 Epoch[27] Batch [27400-27450] Speed: 212.67 samples/sec accuracy=0.971406 2020-04-15 03:37:16,135 Epoch[27] Batch [27450-27500] Speed: 212.99 samples/sec accuracy=0.968594 2020-04-15 03:37:46,298 Epoch[27] Batch [27500-27550] Speed: 212.18 samples/sec accuracy=0.968281 2020-04-15 03:38:16,325 Epoch[27] Batch [27550-27600] Speed: 213.15 samples/sec accuracy=0.970313 2020-04-15 03:38:46,086 Epoch[27] Batch [27600-27650] Speed: 215.05 samples/sec accuracy=0.971094 2020-04-15 03:39:16,365 Epoch[27] Batch [27650-27700] Speed: 211.37 samples/sec accuracy=0.970313 2020-04-15 03:39:46,525 Epoch[27] Batch [27700-27750] Speed: 212.20 samples/sec accuracy=0.971094 2020-04-15 03:40:16,769 Epoch[27] Batch [27750-27800] Speed: 211.61 samples/sec accuracy=0.972500 2020-04-15 03:40:46,810 Epoch[27] Batch [27800-27850] Speed: 213.05 samples/sec accuracy=0.971250 2020-04-15 03:41:17,052 Epoch[27] Batch [27850-27900] Speed: 211.62 samples/sec accuracy=0.968125 2020-04-15 03:41:47,313 Epoch[27] Batch [27900-27950] Speed: 211.50 samples/sec accuracy=0.971719 2020-04-15 03:42:17,450 Epoch[27] Batch [27950-28000] Speed: 212.37 samples/sec accuracy=0.970313 2020-04-15 03:42:47,630 Epoch[27] Batch [28000-28050] Speed: 212.06 samples/sec accuracy=0.973594 2020-04-15 03:43:17,907 Epoch[27] Batch [28050-28100] Speed: 211.38 samples/sec accuracy=0.971094 2020-04-15 03:43:48,047 Epoch[27] Batch [28100-28150] Speed: 212.35 samples/sec accuracy=0.969688 2020-04-15 03:44:18,032 Epoch[27] Batch [28150-28200] Speed: 213.44 samples/sec accuracy=0.968125 2020-04-15 03:44:41,286 Epoch[27] Train-accuracy=0.970906 2020-04-15 03:44:41,286 Epoch[27] Time cost=17183.034 2020-04-15 03:44:41,440 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0028.params" 2020-04-15 04:14:40,385 Epoch[27] Validation-accuracy=0.985555 2020-04-15 04:15:18,788 Epoch[28] Batch [0-50] Speed: 210.54 samples/sec accuracy=0.971967 2020-04-15 04:15:49,013 Epoch[28] Batch [50-100] Speed: 211.75 samples/sec accuracy=0.972969 2020-04-15 04:16:19,441 Epoch[28] Batch [100-150] Speed: 210.33 samples/sec accuracy=0.973281 2020-04-15 04:16:49,670 Epoch[28] Batch [150-200] Speed: 211.72 samples/sec accuracy=0.970469 2020-04-15 04:17:19,888 Epoch[28] Batch [200-250] Speed: 211.80 samples/sec accuracy=0.972187 2020-04-15 04:17:49,941 Epoch[28] Batch [250-300] Speed: 212.95 samples/sec accuracy=0.972656 2020-04-15 04:18:20,367 Epoch[28] Batch [300-350] Speed: 210.35 samples/sec accuracy=0.973281 2020-04-15 04:18:50,633 Epoch[28] Batch [350-400] Speed: 211.46 samples/sec accuracy=0.971094 2020-04-15 04:19:20,822 Epoch[28] Batch [400-450] Speed: 212.00 samples/sec accuracy=0.970781 2020-04-15 04:19:50,667 Epoch[28] Batch [450-500] Speed: 214.44 samples/sec accuracy=0.969063 2020-04-15 04:20:20,751 Epoch[28] Batch [500-550] Speed: 212.73 samples/sec accuracy=0.971094 2020-04-15 04:20:51,189 Epoch[28] Batch [550-600] Speed: 210.27 samples/sec accuracy=0.974063 2020-04-15 04:21:21,391 Epoch[28] Batch [600-650] Speed: 211.90 samples/sec accuracy=0.972500 2020-04-15 04:21:51,660 Epoch[28] Batch [650-700] Speed: 211.44 samples/sec accuracy=0.970938 2020-04-15 04:22:22,002 Epoch[28] Batch [700-750] Speed: 210.93 samples/sec accuracy=0.970625 2020-04-15 04:22:52,294 Epoch[28] Batch [750-800] Speed: 211.28 samples/sec accuracy=0.972656 2020-04-15 04:23:22,714 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samples/sec accuracy=0.970781 2020-04-15 04:28:56,085 Epoch[28] Batch [1350-1400] Speed: 212.42 samples/sec accuracy=0.968594 2020-04-15 04:29:26,373 Epoch[28] Batch [1400-1450] Speed: 211.30 samples/sec accuracy=0.972187 2020-04-15 04:29:56,545 Epoch[28] Batch [1450-1500] Speed: 212.12 samples/sec accuracy=0.972500 2020-04-15 04:30:27,157 Epoch[28] Batch [1500-1550] Speed: 209.07 samples/sec accuracy=0.970313 2020-04-15 04:30:58,135 Epoch[28] Batch [1550-1600] Speed: 206.60 samples/sec accuracy=0.970625 2020-04-15 04:31:28,403 Epoch[28] Batch [1600-1650] Speed: 211.45 samples/sec accuracy=0.967344 2020-04-15 04:31:58,690 Epoch[28] Batch [1650-1700] Speed: 211.31 samples/sec accuracy=0.973594 2020-04-15 04:32:28,789 Epoch[28] Batch [1700-1750] Speed: 212.63 samples/sec accuracy=0.970156 2020-04-15 04:32:58,960 Epoch[28] Batch [1750-1800] Speed: 212.13 samples/sec accuracy=0.971094 2020-04-15 04:33:29,342 Epoch[28] Batch [1800-1850] Speed: 210.65 samples/sec accuracy=0.970938 2020-04-15 04:33:59,662 Epoch[28] Batch [1850-1900] Speed: 211.08 samples/sec accuracy=0.975000 2020-04-15 04:34:30,010 Epoch[28] Batch [1900-1950] Speed: 210.89 samples/sec accuracy=0.972500 2020-04-15 04:35:00,296 Epoch[28] Batch [1950-2000] Speed: 211.32 samples/sec accuracy=0.971406 2020-04-15 04:35:30,493 Epoch[28] Batch [2000-2050] Speed: 211.94 samples/sec accuracy=0.970313 2020-04-15 04:36:00,842 Epoch[28] Batch [2050-2100] Speed: 210.88 samples/sec accuracy=0.969531 2020-04-15 04:36:30,881 Epoch[28] Batch [2100-2150] Speed: 213.06 samples/sec accuracy=0.968437 2020-04-15 04:37:01,238 Epoch[28] Batch [2150-2200] Speed: 210.83 samples/sec accuracy=0.969375 2020-04-15 04:37:31,281 Epoch[28] Batch [2200-2250] Speed: 213.03 samples/sec accuracy=0.971562 2020-04-15 04:38:01,577 Epoch[28] Batch [2250-2300] Speed: 211.25 samples/sec accuracy=0.972031 2020-04-15 04:38:31,763 Epoch[28] Batch [2300-2350] Speed: 212.02 samples/sec accuracy=0.972656 2020-04-15 04:39:02,102 Epoch[28] Batch [2350-2400] Speed: 210.95 samples/sec accuracy=0.973125 2020-04-15 04:39:32,317 Epoch[28] Batch [2400-2450] Speed: 211.82 samples/sec accuracy=0.970938 2020-04-15 04:40:03,258 Epoch[28] Batch [2450-2500] Speed: 206.84 samples/sec accuracy=0.969688 2020-04-15 04:40:33,711 Epoch[28] Batch [2500-2550] Speed: 210.16 samples/sec accuracy=0.970469 2020-04-15 04:41:04,182 Epoch[28] Batch [2550-2600] Speed: 210.03 samples/sec accuracy=0.972187 2020-04-15 04:41:34,247 Epoch[28] Batch [2600-2650] Speed: 212.88 samples/sec accuracy=0.973750 2020-04-15 04:42:04,452 Epoch[28] Batch [2650-2700] Speed: 211.88 samples/sec accuracy=0.970313 2020-04-15 04:42:34,341 Epoch[28] Batch [2700-2750] Speed: 214.13 samples/sec accuracy=0.975000 2020-04-15 04:43:04,757 Epoch[28] Batch [2750-2800] Speed: 210.42 samples/sec accuracy=0.972812 2020-04-15 04:43:35,217 Epoch[28] Batch [2800-2850] Speed: 210.11 samples/sec accuracy=0.971875 2020-04-15 04:44:05,821 Epoch[28] Batch [2850-2900] Speed: 209.12 samples/sec accuracy=0.974844 2020-04-15 04:44:36,120 Epoch[28] Batch [2900-2950] Speed: 211.23 samples/sec accuracy=0.971875 2020-04-15 04:45:06,513 Epoch[28] Batch [2950-3000] Speed: 210.58 samples/sec accuracy=0.969063 2020-04-15 04:45:36,743 Epoch[28] Batch [3000-3050] Speed: 211.72 samples/sec accuracy=0.974375 2020-04-15 04:46:07,043 Epoch[28] Batch [3050-3100] Speed: 211.22 samples/sec accuracy=0.970469 2020-04-15 04:46:37,201 Epoch[28] Batch [3100-3150] Speed: 212.22 samples/sec accuracy=0.976719 2020-04-15 04:47:08,430 Epoch[28] Batch [3150-3200] Speed: 204.94 samples/sec accuracy=0.967969 2020-04-15 04:47:38,672 Epoch[28] Batch [3200-3250] Speed: 211.63 samples/sec accuracy=0.970313 2020-04-15 04:48:08,944 Epoch[28] Batch [3250-3300] Speed: 211.42 samples/sec accuracy=0.970156 2020-04-15 04:48:39,056 Epoch[28] Batch [3300-3350] Speed: 212.54 samples/sec accuracy=0.969531 2020-04-15 04:49:09,603 Epoch[28] Batch [3350-3400] Speed: 209.51 samples/sec accuracy=0.968594 2020-04-15 04:49:40,083 Epoch[28] Batch [3400-3450] Speed: 209.98 samples/sec accuracy=0.973437 2020-04-15 04:50:10,377 Epoch[28] Batch [3450-3500] Speed: 211.26 samples/sec accuracy=0.970469 2020-04-15 04:50:40,523 Epoch[28] Batch [3500-3550] Speed: 212.31 samples/sec accuracy=0.969844 2020-04-15 04:51:10,465 Epoch[28] Batch [3550-3600] Speed: 213.74 samples/sec accuracy=0.971719 2020-04-15 04:51:41,047 Epoch[28] Batch [3600-3650] Speed: 209.28 samples/sec accuracy=0.969219 2020-04-15 04:52:11,180 Epoch[28] Batch [3650-3700] Speed: 212.39 samples/sec accuracy=0.970000 2020-04-15 04:52:41,564 Epoch[28] Batch [3700-3750] Speed: 210.64 samples/sec accuracy=0.971562 2020-04-15 04:53:11,912 Epoch[28] Batch [3750-3800] Speed: 210.88 samples/sec accuracy=0.967031 2020-04-15 04:53:42,713 Epoch[28] Batch [3800-3850] Speed: 207.79 samples/sec accuracy=0.973125 2020-04-15 04:54:13,105 Epoch[28] Batch [3850-3900] Speed: 210.58 samples/sec accuracy=0.969219 2020-04-15 04:54:43,473 Epoch[28] Batch [3900-3950] 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accuracy=0.973906 2020-04-15 05:00:16,525 Epoch[28] Batch [4450-4500] Speed: 210.66 samples/sec accuracy=0.972187 2020-04-15 05:00:47,036 Epoch[28] Batch [4500-4550] Speed: 209.76 samples/sec accuracy=0.971406 2020-04-15 05:01:17,337 Epoch[28] Batch [4550-4600] Speed: 211.22 samples/sec accuracy=0.968125 2020-04-15 05:01:47,579 Epoch[28] Batch [4600-4650] Speed: 211.63 samples/sec accuracy=0.969063 2020-04-15 05:02:18,375 Epoch[28] Batch [4650-4700] Speed: 207.82 samples/sec accuracy=0.975000 2020-04-15 05:02:48,932 Epoch[28] Batch [4700-4750] Speed: 209.44 samples/sec accuracy=0.975000 2020-04-15 05:03:19,044 Epoch[28] Batch [4750-4800] Speed: 212.54 samples/sec accuracy=0.972969 2020-04-15 05:03:49,416 Epoch[28] Batch [4800-4850] Speed: 210.73 samples/sec accuracy=0.972031 2020-04-15 05:04:19,708 Epoch[28] Batch [4850-4900] Speed: 211.27 samples/sec accuracy=0.968281 2020-04-15 05:04:50,078 Epoch[28] Batch [4900-4950] Speed: 210.74 samples/sec accuracy=0.972812 2020-04-15 05:05:20,206 Epoch[28] Batch [4950-5000] Speed: 212.43 samples/sec accuracy=0.967812 2020-04-15 05:05:50,814 Epoch[28] Batch [5000-5050] Speed: 209.10 samples/sec accuracy=0.968437 2020-04-15 05:06:20,806 Epoch[28] Batch [5050-5100] Speed: 213.39 samples/sec accuracy=0.970781 2020-04-15 05:06:51,240 Epoch[28] Batch [5100-5150] Speed: 210.29 samples/sec accuracy=0.970625 2020-04-15 05:07:21,300 Epoch[28] Batch [5150-5200] Speed: 212.91 samples/sec accuracy=0.965469 2020-04-15 05:07:51,687 Epoch[28] Batch [5200-5250] Speed: 210.62 samples/sec accuracy=0.969531 2020-04-15 05:08:21,839 Epoch[28] Batch [5250-5300] Speed: 212.26 samples/sec accuracy=0.972656 2020-04-15 05:08:52,346 Epoch[28] Batch [5300-5350] Speed: 209.79 samples/sec accuracy=0.972031 2020-04-15 05:09:22,533 Epoch[28] Batch [5350-5400] Speed: 212.01 samples/sec accuracy=0.967031 2020-04-15 05:09:52,826 Epoch[28] Batch [5400-5450] Speed: 211.27 samples/sec accuracy=0.976406 2020-04-15 05:10:23,317 Epoch[28] Batch [5450-5500] 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accuracy=0.973281 2020-04-15 05:15:56,708 Epoch[28] Batch [6000-6050] Speed: 207.81 samples/sec accuracy=0.970156 2020-04-15 05:16:27,088 Epoch[28] Batch [6050-6100] Speed: 210.66 samples/sec accuracy=0.970625 2020-04-15 05:16:57,368 Epoch[28] Batch [6100-6150] Speed: 211.37 samples/sec accuracy=0.971250 2020-04-15 05:17:28,509 Epoch[28] Batch [6150-6200] Speed: 205.52 samples/sec accuracy=0.972500 2020-04-15 05:17:58,716 Epoch[28] Batch [6200-6250] Speed: 211.87 samples/sec accuracy=0.966562 2020-04-15 05:18:29,183 Epoch[28] Batch [6250-6300] Speed: 210.07 samples/sec accuracy=0.972812 2020-04-15 05:18:59,513 Epoch[28] Batch [6300-6350] Speed: 211.01 samples/sec accuracy=0.969375 2020-04-15 05:19:29,804 Epoch[28] Batch [6350-6400] Speed: 211.29 samples/sec accuracy=0.971875 2020-04-15 05:20:00,243 Epoch[28] Batch [6400-6450] Speed: 210.26 samples/sec accuracy=0.972656 2020-04-15 05:20:30,389 Epoch[28] Batch [6450-6500] Speed: 212.30 samples/sec accuracy=0.969688 2020-04-15 05:21:00,764 Epoch[28] Batch [6500-6550] Speed: 210.70 samples/sec accuracy=0.971875 2020-04-15 05:21:31,207 Epoch[28] Batch [6550-6600] Speed: 210.23 samples/sec accuracy=0.970938 2020-04-15 05:22:01,693 Epoch[28] Batch [6600-6650] Speed: 209.94 samples/sec accuracy=0.971094 2020-04-15 05:22:31,857 Epoch[28] Batch [6650-6700] Speed: 212.17 samples/sec accuracy=0.972344 2020-04-15 05:23:02,206 Epoch[28] Batch [6700-6750] Speed: 210.88 samples/sec accuracy=0.964688 2020-04-15 05:23:32,595 Epoch[28] Batch [6750-6800] Speed: 210.61 samples/sec accuracy=0.969531 2020-04-15 05:24:02,604 Epoch[28] Batch [6800-6850] Speed: 213.27 samples/sec accuracy=0.974063 2020-04-15 05:24:33,008 Epoch[28] Batch [6850-6900] Speed: 210.50 samples/sec accuracy=0.968906 2020-04-15 05:25:03,233 Epoch[28] Batch [6900-6950] Speed: 211.75 samples/sec accuracy=0.968750 2020-04-15 05:25:33,253 Epoch[28] Batch [6950-7000] Speed: 213.19 samples/sec accuracy=0.972500 2020-04-15 05:26:03,279 Epoch[28] Batch [7000-7050] 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accuracy=0.971562 2020-04-15 05:31:36,973 Epoch[28] Batch [7550-7600] Speed: 211.46 samples/sec accuracy=0.970156 2020-04-15 05:32:07,420 Epoch[28] Batch [7600-7650] Speed: 210.21 samples/sec accuracy=0.971250 2020-04-15 05:32:37,551 Epoch[28] Batch [7650-7700] Speed: 212.41 samples/sec accuracy=0.971562 2020-04-15 05:33:08,562 Epoch[28] Batch [7700-7750] Speed: 206.38 samples/sec accuracy=0.970938 2020-04-15 05:33:39,494 Epoch[28] Batch [7750-7800] Speed: 206.90 samples/sec accuracy=0.965938 2020-04-15 05:34:09,663 Epoch[28] Batch [7800-7850] Speed: 212.14 samples/sec accuracy=0.971562 2020-04-15 05:34:39,909 Epoch[28] Batch [7850-7900] Speed: 211.60 samples/sec accuracy=0.974688 2020-04-15 05:35:10,134 Epoch[28] Batch [7900-7950] Speed: 211.75 samples/sec accuracy=0.969844 2020-04-15 05:35:40,188 Epoch[28] Batch [7950-8000] Speed: 212.95 samples/sec accuracy=0.970156 2020-04-15 05:36:10,204 Epoch[28] Batch [8000-8050] Speed: 213.23 samples/sec accuracy=0.974063 2020-04-15 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Speed: 212.21 samples/sec accuracy=0.970781 2020-04-15 05:42:13,067 Epoch[28] Batch [8600-8650] Speed: 212.47 samples/sec accuracy=0.972344 2020-04-15 05:42:43,550 Epoch[28] Batch [8650-8700] Speed: 209.96 samples/sec accuracy=0.970469 2020-04-15 05:43:14,256 Epoch[28] Batch [8700-8750] Speed: 208.43 samples/sec accuracy=0.967812 2020-04-15 05:43:44,475 Epoch[28] Batch [8750-8800] Speed: 211.79 samples/sec accuracy=0.972344 2020-04-15 05:44:14,586 Epoch[28] Batch [8800-8850] Speed: 212.55 samples/sec accuracy=0.970938 2020-04-15 05:44:44,868 Epoch[28] Batch [8850-8900] Speed: 211.35 samples/sec accuracy=0.973125 2020-04-15 05:45:14,795 Epoch[28] Batch [8900-8950] Speed: 213.86 samples/sec accuracy=0.970313 2020-04-15 05:45:42,676 Epoch[28] Batch [8950-9000] Speed: 229.55 samples/sec accuracy=0.971875 Traceback (most recent call last): File "scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 146, in train_cnocr data_names=data_names, File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 62, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [05:46:08] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7f1cc4bc2b5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7f1cc7cc19d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7f1cc7cf2795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7f1cc7cce961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7f1cc7cd1ea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7f1cc7cd2136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7f1cc7ccd114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7f1d7a511a60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7f1d7ef2e6db] 2020-04-15 08:46:35,218 Using 1 threads for decoding... 2020-04-15 08:46:35,218 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-15 08:46:35,219 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec... 2020-04-15 08:46:45,503 Using 1 threads for decoding... 2020-04-15 08:46:45,503 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads. 2020-04-15 08:46:45,503 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec... 2020-04-15 08:46:46,231 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 3e-06, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'lstm', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5} 2020-04-15 08:46:46,240 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0028.params [08:47:02] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable) 2020-04-15 08:47:40,913 Epoch[28] Batch [0-50] Speed: 207.80 samples/sec accuracy=0.972580 2020-04-15 08:48:11,648 Epoch[28] Batch [50-100] Speed: 208.24 samples/sec accuracy=0.972656 2020-04-15 08:48:41,783 Epoch[28] Batch [100-150] Speed: 212.38 samples/sec accuracy=0.971094 2020-04-15 08:49:12,017 Epoch[28] Batch [150-200] Speed: 211.69 samples/sec accuracy=0.965781 2020-04-15 08:49:42,227 Epoch[28] Batch [200-250] Speed: 211.85 samples/sec accuracy=0.970625 2020-04-15 08:50:12,277 Epoch[28] Batch [250-300] Speed: 212.98 samples/sec accuracy=0.970938 2020-04-15 08:50:42,593 Epoch[28] Batch [300-350] Speed: 211.11 samples/sec accuracy=0.971094 2020-04-15 08:51:13,652 Epoch[28] Batch [350-400] Speed: 206.06 samples/sec accuracy=0.970781 2020-04-15 08:51:43,818 Epoch[28] Batch [400-450] Speed: 212.16 samples/sec accuracy=0.971250 2020-04-15 08:52:13,846 Epoch[28] Batch [450-500] Speed: 213.14 samples/sec 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accuracy=0.972344 2020-04-15 09:50:16,925 Epoch[28] Batch [6200-6250] Speed: 210.65 samples/sec accuracy=0.968906 2020-04-15 09:50:47,153 Epoch[28] Batch [6250-6300] Speed: 211.73 samples/sec accuracy=0.972031 2020-04-15 09:51:17,519 Epoch[28] Batch [6300-6350] Speed: 210.76 samples/sec accuracy=0.971250 2020-04-15 09:51:47,454 Epoch[28] Batch [6350-6400] Speed: 213.80 samples/sec accuracy=0.970938 2020-04-15 09:52:17,819 Epoch[28] Batch [6400-6450] Speed: 210.78 samples/sec accuracy=0.970156 2020-04-15 09:52:48,130 Epoch[28] Batch [6450-6500] Speed: 211.15 samples/sec accuracy=0.972187 2020-04-15 09:53:19,099 Epoch[28] Batch [6500-6550] Speed: 206.66 samples/sec accuracy=0.971094 2020-04-15 09:53:49,570 Epoch[28] Batch [6550-6600] Speed: 210.03 samples/sec accuracy=0.972344 2020-04-15 09:54:19,955 Epoch[28] Batch [6600-6650] Speed: 210.63 samples/sec accuracy=0.972344 2020-04-15 09:54:50,395 Epoch[28] Batch [6650-6700] Speed: 210.26 samples/sec accuracy=0.967031 2020-04-15 09:55:20,674 Epoch[28] Batch [6700-6750] Speed: 211.36 samples/sec accuracy=0.969844 2020-04-15 09:55:51,005 Epoch[28] Batch [6750-6800] Speed: 211.01 samples/sec accuracy=0.971562 2020-04-15 09:56:21,528 Epoch[28] Batch [6800-6850] Speed: 209.68 samples/sec accuracy=0.969844 2020-04-15 09:56:51,836 Epoch[28] Batch [6850-6900] Speed: 211.17 samples/sec accuracy=0.968594 2020-04-15 09:57:22,252 Epoch[28] Batch [6900-6950] Speed: 210.41 samples/sec accuracy=0.971562 2020-04-15 09:57:52,629 Epoch[28] Batch [6950-7000] Speed: 210.69 samples/sec accuracy=0.970781 2020-04-15 09:58:22,932 Epoch[28] Batch [7000-7050] Speed: 211.20 samples/sec accuracy=0.972812 2020-04-15 09:58:53,208 Epoch[28] Batch [7050-7100] Speed: 211.39 samples/sec accuracy=0.971094 2020-04-15 09:59:23,650 Epoch[28] Batch [7100-7150] Speed: 210.24 samples/sec accuracy=0.969531 2020-04-15 09:59:54,121 Epoch[28] Batch [7150-7200] Speed: 210.04 samples/sec accuracy=0.968750 2020-04-15 10:00:24,494 Epoch[28] Batch [7200-7250] Speed: 210.71 samples/sec accuracy=0.969375 2020-04-15 10:00:54,840 Epoch[28] Batch [7250-7300] Speed: 210.90 samples/sec accuracy=0.971562 2020-04-15 10:01:25,208 Epoch[28] Batch [7300-7350] Speed: 210.75 samples/sec accuracy=0.975469 2020-04-15 10:01:55,413 Epoch[28] Batch [7350-7400] Speed: 211.89 samples/sec accuracy=0.971094 2020-04-15 10:02:25,640 Epoch[28] Batch [7400-7450] Speed: 211.74 samples/sec accuracy=0.972656 2020-04-15 10:02:56,071 Epoch[28] Batch [7450-7500] Speed: 210.31 samples/sec accuracy=0.972187 2020-04-15 10:03:26,485 Epoch[28] Batch [7500-7550] Speed: 210.43 samples/sec accuracy=0.970156 2020-04-15 10:03:56,724 Epoch[28] Batch [7550-7600] Speed: 211.65 samples/sec accuracy=0.970781 2020-04-15 10:04:27,118 Epoch[28] Batch [7600-7650] Speed: 210.57 samples/sec accuracy=0.969844 2020-04-15 10:04:57,369 Epoch[28] Batch [7650-7700] Speed: 211.57 samples/sec accuracy=0.971094 2020-04-15 10:05:27,643 Epoch[28] Batch [7700-7750] Speed: 211.40 samples/sec accuracy=0.971406 2020-04-15 10:05:58,065 Epoch[28] Batch [7750-7800] Speed: 210.38 samples/sec accuracy=0.972656 2020-04-15 10:06:28,580 Epoch[28] Batch [7800-7850] Speed: 209.73 samples/sec accuracy=0.972344 2020-04-15 10:06:58,884 Epoch[28] Batch [7850-7900] Speed: 211.20 samples/sec accuracy=0.969688 2020-04-15 10:07:29,271 Epoch[28] Batch [7900-7950] Speed: 210.62 samples/sec accuracy=0.969375 2020-04-15 10:07:59,678 Epoch[28] Batch [7950-8000] Speed: 210.48 samples/sec accuracy=0.971250 2020-04-15 10:08:29,851 Epoch[28] Batch [8000-8050] Speed: 212.11 samples/sec accuracy=0.972031 2020-04-15 10:09:00,153 Epoch[28] Batch [8050-8100] Speed: 211.21 samples/sec accuracy=0.973125 2020-04-15 10:09:30,626 Epoch[28] Batch [8100-8150] Speed: 210.02 samples/sec accuracy=0.965781 2020-04-15 10:09:57,625 Epoch[28] Batch [8150-8200] Speed: 237.05 samples/sec accuracy=0.968594 2020-04-15 10:10:23,940 Epoch[28] Batch [8200-8250] Speed: 243.21 samples/sec accuracy=0.967812 2020-04-15 10:10:50,211 Epoch[28] Batch [8250-8300] Speed: 243.62 samples/sec accuracy=0.969531 2020-04-15 10:11:16,575 Epoch[28] Batch [8300-8350] Speed: 242.75 samples/sec accuracy=0.974531 2020-04-15 10:11:42,915 Epoch[28] Batch [8350-8400] Speed: 242.99 samples/sec accuracy=0.968125 2020-04-15 10:12:09,297 Epoch[28] Batch [8400-8450] Speed: 242.59 samples/sec accuracy=0.973281 2020-04-15 10:12:35,635 Epoch[28] Batch [8450-8500] Speed: 243.00 samples/sec accuracy=0.970469 2020-04-15 10:13:01,991 Epoch[28] Batch [8500-8550] Speed: 242.84 samples/sec accuracy=0.970938 2020-04-15 10:13:28,328 Epoch[28] Batch [8550-8600] Speed: 243.00 samples/sec accuracy=0.968281 2020-04-15 10:13:54,578 Epoch[28] Batch [8600-8650] Speed: 243.81 samples/sec accuracy=0.972031 2020-04-15 10:14:20,851 Epoch[28] Batch [8650-8700] Speed: 243.60 samples/sec accuracy=0.968906 2020-04-15 10:14:47,176 Epoch[28] Batch [8700-8750] Speed: 243.11 samples/sec accuracy=0.972031 2020-04-15 10:15:13,472 Epoch[28] Batch [8750-8800] Speed: 243.39 samples/sec accuracy=0.966875 2020-04-15 10:15:39,783 Epoch[28] Batch [8800-8850] Speed: 243.24 samples/sec accuracy=0.973906 2020-04-15 10:16:06,203 Epoch[28] Batch [8850-8900] Speed: 242.25 samples/sec accuracy=0.975000 2020-04-15 10:16:32,626 Epoch[28] Batch [8900-8950] Speed: 242.21 samples/sec accuracy=0.971094 2020-04-15 10:16:59,130 Epoch[28] Batch [8950-9000] Speed: 241.47 samples/sec accuracy=0.971562 2020-04-15 10:17:25,580 Epoch[28] Batch [9000-9050] Speed: 241.97 samples/sec accuracy=0.969688 2020-04-15 10:17:51,907 Epoch[28] Batch [9050-9100] Speed: 243.10 samples/sec accuracy=0.973281 2020-04-15 10:18:18,217 Epoch[28] Batch [9100-9150] Speed: 243.25 samples/sec accuracy=0.969688 2020-04-15 10:18:44,508 Epoch[28] Batch [9150-9200] Speed: 243.43 samples/sec accuracy=0.972812 2020-04-15 10:19:10,825 Epoch[28] Batch [9200-9250] Speed: 243.18 samples/sec accuracy=0.965938 2020-04-15 10:19:37,576 Epoch[28] Batch [9250-9300] Speed: 239.25 samples/sec accuracy=0.973125 2020-04-15 10:20:03,934 Epoch[28] Batch [9300-9350] Speed: 242.82 samples/sec accuracy=0.966875 2020-04-15 10:20:30,247 Epoch[28] Batch [9350-9400] Speed: 243.22 samples/sec accuracy=0.971250 2020-04-15 10:20:56,586 Epoch[28] Batch [9400-9450] Speed: 242.99 samples/sec accuracy=0.970781 2020-04-15 10:21:22,959 Epoch[28] Batch [9450-9500] Speed: 242.67 samples/sec accuracy=0.973125 2020-04-15 10:21:49,332 Epoch[28] Batch [9500-9550] Speed: 242.68 samples/sec accuracy=0.973125 2020-04-15 10:22:15,555 Epoch[28] Batch [9550-9600] Speed: 244.07 samples/sec accuracy=0.967500 2020-04-15 10:22:41,904 Epoch[28] Batch [9600-9650] Speed: 242.89 samples/sec accuracy=0.970313 2020-04-15 10:23:08,202 Epoch[28] Batch [9650-9700] Speed: 243.37 samples/sec accuracy=0.971875 2020-04-15 10:23:34,563 Epoch[28] Batch [9700-9750] Speed: 242.78 samples/sec accuracy=0.969219 2020-04-15 10:24:00,819 Epoch[28] Batch [9750-9800] Speed: 243.75 samples/sec accuracy=0.975000 2020-04-15 10:24:27,141 Epoch[28] Batch [9800-9850] Speed: 243.14 samples/sec accuracy=0.971719 2020-04-15 10:24:53,389 Epoch[28] Batch [9850-9900] Speed: 243.83 samples/sec accuracy=0.972656 2020-04-15 10:25:19,655 Epoch[28] Batch [9900-9950] Speed: 243.66 samples/sec accuracy=0.970000 2020-04-15 10:25:46,077 Epoch[28] Batch [9950-10000] Speed: 242.23 samples/sec accuracy=0.970469 2020-04-15 10:26:12,390 Epoch[28] Batch [10000-10050] Speed: 243.23 samples/sec accuracy=0.975313 2020-04-15 10:26:38,706 Epoch[28] Batch [10050-10100] Speed: 243.20 samples/sec accuracy=0.970313 2020-04-15 10:27:05,030 Epoch[28] Batch [10100-10150] Speed: 243.12 samples/sec accuracy=0.971719 2020-04-15 10:27:31,332 Epoch[28] Batch [10150-10200] Speed: 243.33 samples/sec accuracy=0.971094 2020-04-15 10:27:57,592 Epoch[28] Batch [10200-10250] Speed: 243.72 samples/sec accuracy=0.969219 2020-04-15 10:28:23,830 Epoch[28] Batch [10250-10300] Speed: 243.93 samples/sec accuracy=0.970781 2020-04-15 10:28:50,156 Epoch[28] Batch [10300-10350] Speed: 243.10 samples/sec accuracy=0.973750 2020-04-15 10:29:16,488 Epoch[28] Batch [10350-10400] Speed: 243.05 samples/sec accuracy=0.968125 2020-04-15 10:29:42,750 Epoch[28] Batch [10400-10450] Speed: 243.70 samples/sec accuracy=0.975156 2020-04-15 10:30:09,148 Epoch[28] Batch [10450-10500] Speed: 242.44 samples/sec accuracy=0.972344 2020-04-15 10:30:35,507 Epoch[28] Batch [10500-10550] Speed: 242.80 samples/sec accuracy=0.974219 2020-04-15 10:31:01,852 Epoch[28] Batch [10550-10600] Speed: 242.94 samples/sec accuracy=0.972500 2020-04-15 10:31:28,160 Epoch[28] Batch [10600-10650] Speed: 243.27 samples/sec accuracy=0.970938 2020-04-15 10:31:54,430 Epoch[28] Batch [10650-10700] Speed: 243.62 samples/sec accuracy=0.969531 2020-04-15 10:32:21,269 Epoch[28] Batch [10700-10750] Speed: 238.46 samples/sec accuracy=0.970469 2020-04-15 10:32:47,631 Epoch[28] Batch [10750-10800] Speed: 242.78 samples/sec accuracy=0.967500 2020-04-15 10:33:14,004 Epoch[28] Batch [10800-10850] Speed: 242.67 samples/sec accuracy=0.971562 2020-04-15 10:33:40,357 Epoch[28] Batch [10850-10900] Speed: 242.86 samples/sec accuracy=0.971406 2020-04-15 10:34:06,635 Epoch[28] Batch [10900-10950] Speed: 243.55 samples/sec accuracy=0.970781 2020-04-15 10:34:33,030 Epoch[28] Batch [10950-11000] Speed: 242.48 samples/sec accuracy=0.972969 2020-04-15 10:34:59,421 Epoch[28] Batch [11000-11050] Speed: 242.51 samples/sec accuracy=0.972187 2020-04-15 10:35:25,677 Epoch[28] Batch [11050-11100] Speed: 243.75 samples/sec accuracy=0.971094 2020-04-15 10:35:51,976 Epoch[28] Batch [11100-11150] Speed: 243.36 samples/sec accuracy=0.967656 2020-04-15 10:36:18,279 Epoch[28] Batch [11150-11200] Speed: 243.32 samples/sec accuracy=0.968750 2020-04-15 10:36:44,639 Epoch[28] Batch [11200-11250] Speed: 242.80 samples/sec accuracy=0.970781 2020-04-15 10:37:10,987 Epoch[28] Batch [11250-11300] Speed: 242.91 samples/sec accuracy=0.969688 2020-04-15 10:37:37,406 Epoch[28] Batch [11300-11350] Speed: 242.25 samples/sec accuracy=0.970156 2020-04-15 10:38:03,737 Epoch[28] Batch [11350-11400] Speed: 243.06 samples/sec accuracy=0.973437 2020-04-15 10:38:30,083 Epoch[28] Batch [11400-11450] Speed: 242.92 samples/sec accuracy=0.968281 2020-04-15 10:38:56,369 Epoch[28] Batch [11450-11500] Speed: 243.48 samples/sec accuracy=0.972812 2020-04-15 10:39:22,529 Epoch[28] Batch [11500-11550] Speed: 244.65 samples/sec accuracy=0.970625 2020-04-15 10:39:48,800 Epoch[28] Batch [11550-11600] Speed: 243.62 samples/sec accuracy=0.972031 2020-04-15 10:40:15,171 Epoch[28] Batch [11600-11650] Speed: 242.70 samples/sec accuracy=0.973750 2020-04-15 10:40:41,456 Epoch[28] Batch [11650-11700] Speed: 243.48 samples/sec accuracy=0.968906 2020-04-15 10:41:07,739 Epoch[28] Batch [11700-11750] Speed: 243.51 samples/sec accuracy=0.968750 2020-04-15 10:41:34,057 Epoch[28] Batch [11750-11800] Speed: 243.18 samples/sec accuracy=0.977656 2020-04-15 10:42:00,379 Epoch[28] Batch [11800-11850] Speed: 243.15 samples/sec accuracy=0.970156 2020-04-15 10:42:26,707 Epoch[28] Batch [11850-11900] Speed: 243.08 samples/sec accuracy=0.972031 2020-04-15 10:42:53,008 Epoch[28] Batch [11900-11950] Speed: 243.34 samples/sec accuracy=0.970938 2020-04-15 10:43:19,426 Epoch[28] Batch [11950-12000] Speed: 242.26 samples/sec accuracy=0.973594 2020-04-15 10:43:45,816 Epoch[28] Batch [12000-12050] Speed: 242.52 samples/sec accuracy=0.971406 2020-04-15 10:44:12,129 Epoch[28] Batch [12050-12100] Speed: 243.23 samples/sec accuracy=0.974375 2020-04-15 10:44:38,809 Epoch[28] Batch [12100-12150] Speed: 239.88 samples/sec accuracy=0.973906 2020-04-15 10:45:05,151 Epoch[28] Batch [12150-12200] Speed: 242.96 samples/sec accuracy=0.973281 2020-04-15 10:45:31,504 Epoch[28] Batch [12200-12250] Speed: 242.86 samples/sec accuracy=0.970469 2020-04-15 10:45:57,839 Epoch[28] Batch [12250-12300] Speed: 243.02 samples/sec accuracy=0.970469 2020-04-15 10:46:24,114 Epoch[28] Batch [12300-12350] Speed: 243.58 samples/sec accuracy=0.969844 2020-04-15 10:46:50,439 Epoch[28] Batch [12350-12400] Speed: 243.12 samples/sec accuracy=0.970625 2020-04-15 10:47:16,770 Epoch[28] Batch [12400-12450] Speed: 243.06 samples/sec accuracy=0.972812 2020-04-15 10:47:43,075 Epoch[28] Batch [12450-12500] Speed: 243.30 samples/sec accuracy=0.971719 2020-04-15 10:48:09,399 Epoch[28] Batch [12500-12550] Speed: 243.13 samples/sec accuracy=0.972812 2020-04-15 10:48:35,765 Epoch[28] Batch [12550-12600] Speed: 242.74 samples/sec accuracy=0.971719 2020-04-15 10:49:02,136 Epoch[28] Batch [12600-12650] Speed: 242.69 samples/sec accuracy=0.974219 2020-04-15 10:49:28,513 Epoch[28] Batch [12650-12700] Speed: 242.64 samples/sec accuracy=0.973906 2020-04-15 10:49:54,842 Epoch[28] Batch [12700-12750] Speed: 243.08 samples/sec accuracy=0.971719 2020-04-15 10:50:21,239 Epoch[28] Batch [12750-12800] Speed: 242.45 samples/sec accuracy=0.972812 2020-04-15 10:50:47,701 Epoch[28] Batch [12800-12850] Speed: 241.86 samples/sec accuracy=0.974219 2020-04-15 10:51:14,299 Epoch[28] Batch [12850-12900] Speed: 240.62 samples/sec accuracy=0.970938 2020-04-15 10:51:40,670 Epoch[28] Batch [12900-12950] Speed: 242.69 samples/sec accuracy=0.971719 2020-04-15 10:52:07,035 Epoch[28] Batch [12950-13000] Speed: 242.74 samples/sec accuracy=0.972812 2020-04-15 10:52:33,437 Epoch[28] Batch [13000-13050] Speed: 242.41 samples/sec accuracy=0.972031 2020-04-15 10:52:59,807 Epoch[28] Batch [13050-13100] Speed: 242.70 samples/sec accuracy=0.970000 2020-04-15 10:53:26,178 Epoch[28] Batch [13100-13150] Speed: 242.70 samples/sec accuracy=0.970156 2020-04-15 10:53:52,537 Epoch[28] Batch [13150-13200] Speed: 242.80 samples/sec accuracy=0.972812 2020-04-15 10:54:18,811 Epoch[28] Batch [13200-13250] Speed: 243.60 samples/sec accuracy=0.972969 2020-04-15 10:54:45,120 Epoch[28] Batch [13250-13300] Speed: 243.26 samples/sec accuracy=0.975000 2020-04-15 10:55:11,485 Epoch[28] Batch [13300-13350] Speed: 242.74 samples/sec accuracy=0.971875 2020-04-15 10:55:37,853 Epoch[28] Batch [13350-13400] Speed: 242.73 samples/sec accuracy=0.968750 2020-04-15 10:56:04,199 Epoch[28] Batch [13400-13450] Speed: 242.92 samples/sec accuracy=0.971406 2020-04-15 10:56:30,629 Epoch[28] Batch [13450-13500] Speed: 242.16 samples/sec accuracy=0.966719 2020-04-15 10:56:56,966 Epoch[28] Batch [13500-13550] Speed: 243.00 samples/sec accuracy=0.971094 2020-04-15 10:57:23,763 Epoch[28] Batch [13550-13600] Speed: 238.83 samples/sec accuracy=0.970625 2020-04-15 10:57:50,155 Epoch[28] Batch [13600-13650] Speed: 242.50 samples/sec accuracy=0.971406 2020-04-15 10:58:16,509 Epoch[28] Batch [13650-13700] Speed: 242.85 samples/sec accuracy=0.970938 2020-04-15 10:58:42,783 Epoch[28] Batch [13700-13750] Speed: 243.59 samples/sec accuracy=0.970313 2020-04-15 10:59:09,082 Epoch[28] Batch [13750-13800] Speed: 243.36 samples/sec accuracy=0.972656 2020-04-15 10:59:35,446 Epoch[28] Batch [13800-13850] Speed: 242.77 samples/sec accuracy=0.969844 2020-04-15 11:00:01,849 Epoch[28] Batch [13850-13900] Speed: 242.39 samples/sec accuracy=0.972031 2020-04-15 11:00:28,202 Epoch[28] Batch [13900-13950] Speed: 242.86 samples/sec accuracy=0.970313 2020-04-15 11:00:54,601 Epoch[28] Batch [13950-14000] Speed: 242.43 samples/sec accuracy=0.972969 2020-04-15 11:01:20,936 Epoch[28] Batch [14000-14050] Speed: 243.02 samples/sec accuracy=0.971875 2020-04-15 11:01:47,333 Epoch[28] Batch [14050-14100] Speed: 242.45 samples/sec accuracy=0.972656 2020-04-15 11:02:13,649 Epoch[28] Batch [14100-14150] Speed: 243.20 samples/sec accuracy=0.972969 2020-04-15 11:02:40,019 Epoch[28] Batch [14150-14200] Speed: 242.70 samples/sec accuracy=0.974219 2020-04-15 11:03:06,433 Epoch[28] Batch [14200-14250] Speed: 242.30 samples/sec accuracy=0.970000 2020-04-15 11:03:32,774 Epoch[28] Batch [14250-14300] Speed: 242.97 samples/sec accuracy=0.970000 2020-04-15 11:03:59,055 Epoch[28] Batch [14300-14350] Speed: 243.52 samples/sec accuracy=0.974219 2020-04-15 11:04:25,435 Epoch[28] Batch [14350-14400] Speed: 242.61 samples/sec accuracy=0.973125 2020-04-15 11:04:51,732 Epoch[28] Batch [14400-14450] Speed: 243.38 samples/sec accuracy=0.971250 2020-04-15 11:05:18,068 Epoch[28] Batch [14450-14500] Speed: 243.02 samples/sec accuracy=0.974063 2020-04-15 11:05:44,473 Epoch[28] Batch [14500-14550] Speed: 242.38 samples/sec accuracy=0.971094 2020-04-15 11:06:10,903 Epoch[28] Batch [14550-14600] Speed: 242.15 samples/sec accuracy=0.971250 2020-04-15 11:06:37,371 Epoch[28] Batch [14600-14650] Speed: 241.81 samples/sec accuracy=0.973281 2020-04-15 11:07:03,793 Epoch[28] Batch [14650-14700] Speed: 242.23 samples/sec accuracy=0.970156 2020-04-15 11:07:30,328 Epoch[28] Batch [14700-14750] Speed: 241.19 samples/sec accuracy=0.971094 2020-04-15 11:07:56,645 Epoch[28] Batch [14750-14800] Speed: 243.19 samples/sec accuracy=0.970938 2020-04-15 11:08:22,941 Epoch[28] Batch [14800-14850] Speed: 243.39 samples/sec accuracy=0.972812 2020-04-15 11:08:49,387 Epoch[28] Batch [14850-14900] Speed: 242.00 samples/sec accuracy=0.970313 2020-04-15 11:09:15,870 Epoch[28] Batch [14900-14950] Speed: 241.67 samples/sec accuracy=0.972500 2020-04-15 11:09:42,413 Epoch[28] Batch [14950-15000] Speed: 241.12 samples/sec accuracy=0.969531 2020-04-15 11:10:08,740 Epoch[28] Batch [15000-15050] Speed: 243.10 samples/sec accuracy=0.975000 2020-04-15 11:10:35,550 Epoch[28] Batch [15050-15100] Speed: 238.71 samples/sec accuracy=0.972344 2020-04-15 11:11:01,998 Epoch[28] Batch [15100-15150] Speed: 241.99 samples/sec accuracy=0.971250 2020-04-15 11:11:28,343 Epoch[28] Batch [15150-15200] Speed: 242.94 samples/sec accuracy=0.973906 2020-04-15 11:11:54,664 Epoch[28] Batch [15200-15250] Speed: 243.15 samples/sec accuracy=0.970781 2020-04-15 11:12:20,972 Epoch[28] Batch [15250-15300] Speed: 243.28 samples/sec accuracy=0.970938 2020-04-15 11:12:47,333 Epoch[28] Batch [15300-15350] Speed: 242.78 samples/sec accuracy=0.968750 2020-04-15 11:13:13,742 Epoch[28] Batch [15350-15400] Speed: 242.34 samples/sec accuracy=0.970156 2020-04-15 11:13:40,097 Epoch[28] Batch [15400-15450] Speed: 242.84 samples/sec accuracy=0.971094 2020-04-15 11:14:06,435 Epoch[28] Batch [15450-15500] Speed: 243.00 samples/sec accuracy=0.973750 2020-04-15 11:14:32,748 Epoch[28] Batch [15500-15550] Speed: 243.23 samples/sec accuracy=0.975156 2020-04-15 11:14:59,012 Epoch[28] Batch [15550-15600] Speed: 243.68 samples/sec accuracy=0.970781 2020-04-15 11:15:25,356 Epoch[28] Batch [15600-15650] Speed: 242.94 samples/sec accuracy=0.964844 2020-04-15 11:15:51,643 Epoch[28] Batch [15650-15700] Speed: 243.48 samples/sec accuracy=0.971875 2020-04-15 11:16:17,962 Epoch[28] Batch [15700-15750] Speed: 243.17 samples/sec accuracy=0.972656 2020-04-15 11:16:44,389 Epoch[28] Batch [15750-15800] Speed: 242.18 samples/sec accuracy=0.972500 2020-04-15 11:17:10,719 Epoch[28] Batch [15800-15850] Speed: 243.07 samples/sec accuracy=0.969063 2020-04-15 11:17:37,124 Epoch[28] Batch [15850-15900] Speed: 242.38 samples/sec accuracy=0.969844 2020-04-15 11:18:03,486 Epoch[28] Batch [15900-15950] Speed: 242.78 samples/sec accuracy=0.970000 2020-04-15 11:18:29,823 Epoch[28] Batch [15950-16000] Speed: 243.00 samples/sec accuracy=0.975156 2020-04-15 11:18:56,160 Epoch[28] Batch [16000-16050] Speed: 243.01 samples/sec accuracy=0.967969 2020-04-15 11:19:22,483 Epoch[28] Batch [16050-16100] Speed: 243.14 samples/sec accuracy=0.972031 2020-04-15 11:19:48,760 Epoch[28] Batch [16100-16150] Speed: 243.56 samples/sec accuracy=0.971719 2020-04-15 11:20:15,118 Epoch[28] Batch [16150-16200] Speed: 242.81 samples/sec accuracy=0.971875 2020-04-15 11:20:41,481 Epoch[28] Batch [16200-16250] Speed: 242.77 samples/sec accuracy=0.970000 2020-04-15 11:21:07,786 Epoch[28] Batch [16250-16300] Speed: 243.31 samples/sec accuracy=0.967812 2020-04-15 11:21:34,115 Epoch[28] Batch [16300-16350] Speed: 243.08 samples/sec accuracy=0.971719 2020-04-15 11:22:00,367 Epoch[28] Batch [16350-16400] Speed: 243.80 samples/sec accuracy=0.972656 2020-04-15 11:22:26,751 Epoch[28] Batch [16400-16450] Speed: 242.57 samples/sec accuracy=0.975000 2020-04-15 11:22:53,080 Epoch[28] Batch [16450-16500] Speed: 243.08 samples/sec accuracy=0.972500 2020-04-15 11:23:19,875 Epoch[28] Batch [16500-16550] Speed: 238.85 samples/sec accuracy=0.970938 2020-04-15 11:23:46,232 Epoch[28] Batch [16550-16600] Speed: 242.82 samples/sec accuracy=0.968281 2020-04-15 11:24:12,582 Epoch[28] Batch [16600-16650] Speed: 242.88 samples/sec accuracy=0.970781 2020-04-15 11:24:39,021 Epoch[28] Batch [16650-16700] Speed: 242.07 samples/sec accuracy=0.975313 2020-04-15 11:25:05,428 Epoch[28] Batch [16700-16750] Speed: 242.36 samples/sec accuracy=0.970781 2020-04-15 11:25:31,826 Epoch[28] Batch [16750-16800] Speed: 242.45 samples/sec accuracy=0.974531 2020-04-15 11:25:58,211 Epoch[28] Batch [16800-16850] Speed: 242.56 samples/sec accuracy=0.966406 2020-04-15 11:26:24,547 Epoch[28] Batch [16850-16900] Speed: 243.02 samples/sec accuracy=0.971250 2020-04-15 11:26:50,995 Epoch[28] Batch [16900-16950] Speed: 241.99 samples/sec accuracy=0.970000 2020-04-15 11:27:17,356 Epoch[28] Batch [16950-17000] Speed: 242.78 samples/sec accuracy=0.967500 2020-04-15 11:27:43,688 Epoch[28] Batch [17000-17050] Speed: 243.06 samples/sec accuracy=0.971406 2020-04-15 11:28:09,985 Epoch[28] Batch [17050-17100] Speed: 243.37 samples/sec accuracy=0.967812 2020-04-15 11:28:36,453 Epoch[28] Batch [17100-17150] Speed: 241.80 samples/sec accuracy=0.972031 2020-04-15 11:29:02,787 Epoch[28] Batch [17150-17200] Speed: 243.04 samples/sec accuracy=0.967656 2020-04-15 11:29:29,126 Epoch[28] Batch [17200-17250] Speed: 242.98 samples/sec accuracy=0.967031 2020-04-15 11:29:55,463 Epoch[28] Batch [17250-17300] Speed: 243.01 samples/sec accuracy=0.971875 2020-04-15 11:30:21,831 Epoch[28] Batch [17300-17350] Speed: 242.72 samples/sec accuracy=0.970469 2020-04-15 11:30:48,136 Epoch[28] Batch [17350-17400] Speed: 243.30 samples/sec accuracy=0.971875 2020-04-15 11:31:14,418 Epoch[28] Batch [17400-17450] Speed: 243.52 samples/sec accuracy=0.975313 2020-04-15 11:31:40,886 Epoch[28] Batch [17450-17500] Speed: 241.80 samples/sec accuracy=0.975313 2020-04-15 11:32:07,269 Epoch[28] Batch [17500-17550] Speed: 242.58 samples/sec accuracy=0.970156 2020-04-15 11:32:33,632 Epoch[28] Batch [17550-17600] Speed: 242.77 samples/sec accuracy=0.969531 2020-04-15 11:32:59,992 Epoch[28] Batch [17600-17650] Speed: 242.79 samples/sec accuracy=0.969688 2020-04-15 11:33:26,420 Epoch[28] Batch [17650-17700] Speed: 242.17 samples/sec accuracy=0.972031 2020-04-15 11:33:52,834 Epoch[28] Batch [17700-17750] Speed: 242.30 samples/sec accuracy=0.972500 2020-04-15 11:34:19,227 Epoch[28] Batch [17750-17800] Speed: 242.48 samples/sec accuracy=0.969531 2020-04-15 11:34:45,572 Epoch[28] Batch [17800-17850] Speed: 242.93 samples/sec accuracy=0.968281 2020-04-15 11:35:12,360 Epoch[28] Batch [17850-17900] Speed: 238.92 samples/sec accuracy=0.971406 2020-04-15 11:35:39,826 Epoch[28] Batch [17900-17950] Speed: 233.01 samples/sec accuracy=0.971406 2020-04-15 11:36:06,146 Epoch[28] Batch [17950-18000] Speed: 243.17 samples/sec accuracy=0.972812 2020-04-15 11:36:32,865 Epoch[28] Batch [18000-18050] Speed: 239.53 samples/sec accuracy=0.972812 2020-04-15 11:36:59,120 Epoch[28] Batch [18050-18100] Speed: 243.76 samples/sec accuracy=0.973906 2020-04-15 11:37:25,505 Epoch[28] Batch [18100-18150] Speed: 242.57 samples/sec accuracy=0.966406 2020-04-15 11:37:51,821 Epoch[28] Batch [18150-18200] Speed: 243.20 samples/sec accuracy=0.971719 2020-04-15 11:38:18,185 Epoch[28] Batch [18200-18250] Speed: 242.75 samples/sec accuracy=0.974219 2020-04-15 11:38:44,556 Epoch[28] Batch [18250-18300] Speed: 242.70 samples/sec accuracy=0.970469 2020-04-15 11:39:10,859 Epoch[28] Batch [18300-18350] Speed: 243.31 samples/sec accuracy=0.967344 2020-04-15 11:39:37,169 Epoch[28] Batch [18350-18400] Speed: 243.26 samples/sec accuracy=0.970469 2020-04-15 11:40:03,442 Epoch[28] Batch [18400-18450] Speed: 243.60 samples/sec accuracy=0.970156 2020-04-15 11:40:29,697 Epoch[28] Batch [18450-18500] Speed: 243.76 samples/sec accuracy=0.971719 2020-04-15 11:40:56,100 Epoch[28] Batch [18500-18550] Speed: 242.41 samples/sec accuracy=0.972344 2020-04-15 11:41:22,570 Epoch[28] Batch [18550-18600] Speed: 241.78 samples/sec accuracy=0.969063 2020-04-15 11:41:48,856 Epoch[28] Batch [18600-18650] Speed: 243.48 samples/sec accuracy=0.973750 2020-04-15 11:42:15,124 Epoch[28] Batch [18650-18700] Speed: 243.64 samples/sec accuracy=0.969375 2020-04-15 11:42:41,523 Epoch[28] Batch [18700-18750] Speed: 242.43 samples/sec accuracy=0.971250 2020-04-15 11:43:07,918 Epoch[28] Batch [18750-18800] Speed: 242.48 samples/sec accuracy=0.972187 2020-04-15 11:43:34,353 Epoch[28] Batch [18800-18850] Speed: 242.10 samples/sec accuracy=0.969375 2020-04-15 11:44:00,793 Epoch[28] Batch [18850-18900] Speed: 242.06 samples/sec accuracy=0.968125 2020-04-15 11:44:27,139 Epoch[28] Batch [18900-18950] Speed: 242.92 samples/sec accuracy=0.972344 2020-04-15 11:44:53,679 Epoch[28] Batch [18950-19000] Speed: 241.14 samples/sec accuracy=0.970000 2020-04-15 11:45:20,062 Epoch[28] Batch [19000-19050] Speed: 242.59 samples/sec accuracy=0.973281 2020-04-15 11:45:46,600 Epoch[28] Batch [19050-19100] Speed: 241.17 samples/sec accuracy=0.968281 2020-04-15 11:46:12,924 Epoch[28] Batch [19100-19150] Speed: 243.12 samples/sec accuracy=0.969531 2020-04-15 11:46:39,291 Epoch[28] Batch [19150-19200] Speed: 242.73 samples/sec accuracy=0.974063 2020-04-15 11:47:05,572 Epoch[28] Batch [19200-19250] Speed: 243.52 samples/sec accuracy=0.973594 2020-04-15 11:47:31,923 Epoch[28] Batch [19250-19300] Speed: 242.88 samples/sec accuracy=0.969844 2020-04-15 11:47:58,201 Epoch[28] Batch [19300-19350] Speed: 243.55 samples/sec accuracy=0.974063 2020-04-15 11:48:24,382 Epoch[28] Batch [19350-19400] Speed: 244.45 samples/sec accuracy=0.970625 2020-04-15 11:48:50,619 Epoch[28] Batch [19400-19450] Speed: 243.94 samples/sec accuracy=0.973125 2020-04-15 11:49:16,955 Epoch[28] Batch [19450-19500] Speed: 243.01 samples/sec accuracy=0.973125 2020-04-15 11:49:43,682 Epoch[28] Batch [19500-19550] Speed: 239.45 samples/sec accuracy=0.970625 2020-04-15 11:50:09,941 Epoch[28] Batch [19550-19600] Speed: 243.73 samples/sec accuracy=0.972812 2020-04-15 11:50:36,349 Epoch[28] Batch [19600-19650] Speed: 242.35 samples/sec accuracy=0.969531 2020-04-15 11:51:02,557 Epoch[28] Batch [19650-19700] Speed: 244.21 samples/sec accuracy=0.975938 2020-04-15 11:51:28,843 Epoch[28] Batch [19700-19750] Speed: 243.47 samples/sec accuracy=0.967812 2020-04-15 11:51:55,250 Epoch[28] Batch [19750-19800] Speed: 242.36 samples/sec accuracy=0.965938 2020-04-15 11:52:21,632 Epoch[28] Batch [19800-19850] Speed: 242.59 samples/sec accuracy=0.971562 2020-04-15 11:52:48,018 Epoch[28] Batch [19850-19900] Speed: 242.55 samples/sec accuracy=0.970000 2020-04-15 11:53:14,334 Epoch[28] Batch [19900-19950] Speed: 243.20 samples/sec accuracy=0.968125 2020-04-15 11:53:40,733 Epoch[28] Batch [19950-20000] Speed: 242.44 samples/sec accuracy=0.968906 2020-04-15 11:54:07,005 Epoch[28] Batch [20000-20050] Speed: 243.61 samples/sec accuracy=0.969531 2020-04-15 11:54:33,369 Epoch[28] Batch [20050-20100] Speed: 242.76 samples/sec accuracy=0.974219 2020-04-15 11:54:59,572 Epoch[28] Batch [20100-20150] Speed: 244.25 samples/sec accuracy=0.971250 2020-04-15 11:55:25,889 Epoch[28] Batch [20150-20200] Speed: 243.19 samples/sec accuracy=0.974219 2020-04-15 11:55:52,155 Epoch[28] Batch [20200-20250] Speed: 243.66 samples/sec accuracy=0.968750 2020-04-15 11:56:18,462 Epoch[28] Batch [20250-20300] Speed: 243.28 samples/sec accuracy=0.969063 2020-04-15 11:56:44,639 Epoch[28] Batch [20300-20350] Speed: 244.49 samples/sec accuracy=0.973906 2020-04-15 11:57:10,917 Epoch[28] Batch [20350-20400] Speed: 243.56 samples/sec accuracy=0.969844 2020-04-15 11:57:37,177 Epoch[28] Batch [20400-20450] Speed: 243.71 samples/sec accuracy=0.970781 2020-04-15 11:58:03,470 Epoch[28] Batch [20450-20500] Speed: 243.41 samples/sec accuracy=0.966875 2020-04-15 11:58:29,765 Epoch[28] Batch [20500-20550] Speed: 243.39 samples/sec accuracy=0.972500 2020-04-15 11:58:56,118 Epoch[28] Batch [20550-20600] Speed: 242.86 samples/sec accuracy=0.970000 2020-04-15 11:59:22,451 Epoch[28] Batch [20600-20650] Speed: 243.05 samples/sec accuracy=0.973125 2020-04-15 11:59:48,715 Epoch[28] Batch [20650-20700] Speed: 243.68 samples/sec accuracy=0.971875 2020-04-15 12:00:14,987 Epoch[28] Batch [20700-20750] Speed: 243.60 samples/sec accuracy=0.972656 2020-04-15 12:00:41,390 Epoch[28] Batch [20750-20800] Speed: 242.40 samples/sec accuracy=0.971719 2020-04-15 12:01:07,670 Epoch[28] Batch [20800-20850] Speed: 243.54 samples/sec accuracy=0.976406 2020-04-15 12:01:33,947 Epoch[28] Batch [20850-20900] Speed: 243.56 samples/sec accuracy=0.972031 2020-04-15 12:02:00,259 Epoch[28] Batch [20900-20950] Speed: 243.24 samples/sec accuracy=0.970313 2020-04-15 12:02:26,940 Epoch[28] Batch [20950-21000] Speed: 239.87 samples/sec accuracy=0.969219 2020-04-15 12:02:53,211 Epoch[28] Batch [21000-21050] Speed: 243.61 samples/sec accuracy=0.970938 2020-04-15 12:03:19,571 Epoch[28] Batch [21050-21100] Speed: 242.80 samples/sec accuracy=0.971094 2020-04-15 12:03:45,873 Epoch[28] Batch [21100-21150] Speed: 243.32 samples/sec accuracy=0.970156 2020-04-15 12:04:12,144 Epoch[28] Batch [21150-21200] Speed: 243.62 samples/sec accuracy=0.973906 2020-04-15 12:04:38,415 Epoch[28] Batch [21200-21250] Speed: 243.61 samples/sec accuracy=0.971094 2020-04-15 12:05:04,720 Epoch[28] Batch [21250-21300] Speed: 243.30 samples/sec accuracy=0.973125 2020-04-15 12:05:30,986 Epoch[28] Batch [21300-21350] Speed: 243.66 samples/sec accuracy=0.969844 2020-04-15 12:05:57,271 Epoch[28] Batch [21350-21400] Speed: 243.49 samples/sec accuracy=0.973906 2020-04-15 12:06:23,690 Epoch[28] Batch [21400-21450] Speed: 242.25 samples/sec accuracy=0.973125 2020-04-15 12:06:49,987 Epoch[28] Batch [21450-21500] Speed: 243.38 samples/sec accuracy=0.970469 2020-04-15 12:07:16,296 Epoch[28] Batch [21500-21550] Speed: 243.26 samples/sec accuracy=0.974063 2020-04-15 12:07:42,522 Epoch[28] Batch [21550-21600] Speed: 244.04 samples/sec accuracy=0.966250 2020-04-15 12:08:08,850 Epoch[28] Batch [21600-21650] Speed: 243.09 samples/sec accuracy=0.974063 2020-04-15 12:08:35,192 Epoch[28] Batch [21650-21700] Speed: 242.96 samples/sec accuracy=0.973594 2020-04-15 12:09:01,600 Epoch[28] Batch [21700-21750] Speed: 242.35 samples/sec accuracy=0.972031 2020-04-15 12:09:27,873 Epoch[28] Batch [21750-21800] Speed: 243.60 samples/sec accuracy=0.969688 2020-04-15 12:09:54,171 Epoch[28] Batch [21800-21850] Speed: 243.36 samples/sec accuracy=0.970781 2020-04-15 12:10:20,658 Epoch[28] Batch [21850-21900] Speed: 241.63 samples/sec accuracy=0.972344 2020-04-15 12:10:47,055 Epoch[28] Batch [21900-21950] Speed: 242.46 samples/sec accuracy=0.970000 2020-04-15 12:11:13,331 Epoch[28] Batch [21950-22000] Speed: 243.57 samples/sec accuracy=0.971094 2020-04-15 12:11:39,568 Epoch[28] Batch [22000-22050] Speed: 243.93 samples/sec accuracy=0.971719 2020-04-15 12:12:05,909 Epoch[28] Batch [22050-22100] Speed: 242.97 samples/sec accuracy=0.974063 2020-04-15 12:12:32,166 Epoch[28] Batch [22100-22150] Speed: 243.75 samples/sec accuracy=0.971719 2020-04-15 12:12:58,504 Epoch[28] Batch [22150-22200] Speed: 242.99 samples/sec accuracy=0.971719 2020-04-15 12:13:24,889 Epoch[28] Batch [22200-22250] Speed: 242.56 samples/sec accuracy=0.974063 2020-04-15 12:13:51,125 Epoch[28] Batch [22250-22300] Speed: 243.94 samples/sec accuracy=0.974375 2020-04-15 12:14:17,332 Epoch[28] Batch [22300-22350] Speed: 244.21 samples/sec accuracy=0.970938 2020-04-15 12:14:43,659 Epoch[28] Batch [22350-22400] Speed: 243.09 samples/sec accuracy=0.974219 2020-04-15 12:15:09,972 Epoch[28] Batch [22400-22450] Speed: 243.23 samples/sec accuracy=0.972656 2020-04-15 12:15:36,711 Epoch[28] Batch [22450-22500] Speed: 239.36 samples/sec accuracy=0.973125 2020-04-15 12:16:03,014 Epoch[28] Batch [22500-22550] Speed: 243.32 samples/sec accuracy=0.965625 2020-04-15 12:16:29,327 Epoch[28] Batch [22550-22600] Speed: 243.23 samples/sec accuracy=0.974063 2020-04-15 12:16:55,619 Epoch[28] Batch [22600-22650] Speed: 243.42 samples/sec accuracy=0.972344 2020-04-15 12:17:21,908 Epoch[28] Batch [22650-22700] Speed: 243.45 samples/sec accuracy=0.972344 2020-04-15 12:17:48,224 Epoch[28] Batch [22700-22750] Speed: 243.21 samples/sec accuracy=0.970625 2020-04-15 12:18:14,467 Epoch[28] Batch [22750-22800] Speed: 243.87 samples/sec accuracy=0.973281 2020-04-15 12:18:40,859 Epoch[28] Batch [22800-22850] Speed: 242.50 samples/sec accuracy=0.968906 2020-04-15 12:19:07,139 Epoch[28] Batch [22850-22900] Speed: 243.53 samples/sec accuracy=0.973125 2020-04-15 12:19:33,380 Epoch[28] Batch [22900-22950] Speed: 243.90 samples/sec accuracy=0.971562 2020-04-15 12:19:59,647 Epoch[28] Batch [22950-23000] Speed: 243.65 samples/sec accuracy=0.974531 2020-04-15 12:20:25,904 Epoch[28] Batch [23000-23050] Speed: 243.74 samples/sec accuracy=0.970781 2020-04-15 12:20:52,258 Epoch[28] Batch [23050-23100] Speed: 242.85 samples/sec accuracy=0.968906 2020-04-15 12:21:18,624 Epoch[28] Batch [23100-23150] Speed: 242.73 samples/sec accuracy=0.971406 2020-04-15 12:21:44,928 Epoch[28] Batch [23150-23200] Speed: 243.32 samples/sec accuracy=0.972656 2020-04-15 12:22:11,342 Epoch[28] Batch [23200-23250] Speed: 242.30 samples/sec accuracy=0.970156 2020-04-15 12:22:37,698 Epoch[28] Batch [23250-23300] Speed: 242.83 samples/sec accuracy=0.973906 2020-04-15 12:23:04,023 Epoch[28] Batch [23300-23350] Speed: 243.12 samples/sec accuracy=0.971719 2020-04-15 12:23:30,459 Epoch[28] Batch [23350-23400] Speed: 242.10 samples/sec accuracy=0.968125 2020-04-15 12:23:56,865 Epoch[28] Batch [23400-23450] Speed: 242.37 samples/sec accuracy=0.971562 2020-04-15 12:24:23,214 Epoch[28] Batch [23450-23500] Speed: 242.89 samples/sec accuracy=0.970938 2020-04-15 12:24:49,618 Epoch[28] Batch [23500-23550] Speed: 242.40 samples/sec accuracy=0.970781 2020-04-15 12:25:15,931 Epoch[28] Batch [23550-23600] Speed: 243.23 samples/sec accuracy=0.966875 2020-04-15 12:25:42,224 Epoch[28] Batch [23600-23650] Speed: 243.41 samples/sec accuracy=0.971250 2020-04-15 12:26:08,495 Epoch[28] Batch [23650-23700] Speed: 243.62 samples/sec accuracy=0.970781 2020-04-15 12:26:34,801 Epoch[28] Batch [23700-23750] Speed: 243.29 samples/sec accuracy=0.969219 2020-04-15 12:27:01,157 Epoch[28] Batch [23750-23800] Speed: 242.83 samples/sec accuracy=0.974219 2020-04-15 12:27:27,538 Epoch[28] Batch [23800-23850] Speed: 242.60 samples/sec accuracy=0.971094 2020-04-15 12:27:53,953 Epoch[28] Batch [23850-23900] Speed: 242.29 samples/sec accuracy=0.973750 2020-04-15 12:28:20,331 Epoch[28] Batch [23900-23950] Speed: 242.63 samples/sec accuracy=0.975313 2020-04-15 12:28:47,075 Epoch[28] Batch [23950-24000] Speed: 239.30 samples/sec accuracy=0.969219 2020-04-15 12:29:13,457 Epoch[28] Batch [24000-24050] Speed: 242.59 samples/sec accuracy=0.969688 2020-04-15 12:29:39,814 Epoch[28] Batch [24050-24100] Speed: 242.82 samples/sec accuracy=0.970156 2020-04-15 12:30:06,355 Epoch[28] Batch [24100-24150] Speed: 241.14 samples/sec accuracy=0.972344 2020-04-15 12:30:32,862 Epoch[28] Batch [24150-24200] Speed: 241.46 samples/sec accuracy=0.965625 2020-04-15 12:30:59,244 Epoch[28] Batch [24200-24250] Speed: 242.59 samples/sec accuracy=0.969063 2020-04-15 12:31:25,573 Epoch[28] Batch [24250-24300] Speed: 243.08 samples/sec accuracy=0.971406 2020-04-15 12:31:51,887 Epoch[28] Batch [24300-24350] Speed: 243.22 samples/sec accuracy=0.972812 2020-04-15 12:32:18,270 Epoch[28] Batch [24350-24400] Speed: 242.59 samples/sec accuracy=0.970469 2020-04-15 12:32:44,587 Epoch[28] Batch [24400-24450] Speed: 243.19 samples/sec accuracy=0.974063 2020-04-15 12:33:11,016 Epoch[28] Batch [24450-24500] Speed: 242.16 samples/sec accuracy=0.968125 2020-04-15 12:33:37,665 Epoch[28] Batch [24500-24550] Speed: 240.16 samples/sec accuracy=0.969063 2020-04-15 12:34:04,037 Epoch[28] Batch [24550-24600] Speed: 242.69 samples/sec accuracy=0.971250 2020-04-15 12:34:30,423 Epoch[28] Batch [24600-24650] Speed: 242.56 samples/sec accuracy=0.970313 2020-04-15 12:34:56,739 Epoch[28] Batch [24650-24700] Speed: 243.20 samples/sec accuracy=0.970469 2020-04-15 12:35:23,066 Epoch[28] Batch [24700-24750] Speed: 243.10 samples/sec accuracy=0.972500 2020-04-15 12:35:49,482 Epoch[28] Batch [24750-24800] Speed: 242.29 samples/sec accuracy=0.972656 2020-04-15 12:36:15,902 Epoch[28] Batch [24800-24850] Speed: 242.24 samples/sec accuracy=0.975000 2020-04-15 12:36:42,297 Epoch[28] Batch [24850-24900] Speed: 242.47 samples/sec accuracy=0.970625 2020-04-15 12:37:08,754 Epoch[28] Batch [24900-24950] Speed: 241.90 samples/sec accuracy=0.971875 2020-04-15 12:37:35,194 Epoch[28] Batch [24950-25000] Speed: 242.06 samples/sec accuracy=0.969219 2020-04-15 12:38:01,681 Epoch[28] Batch [25000-25050] Speed: 241.63 samples/sec accuracy=0.972969 2020-04-15 12:38:28,076 Epoch[28] Batch [25050-25100] Speed: 242.48 samples/sec accuracy=0.971562 2020-04-15 12:38:54,409 Epoch[28] Batch [25100-25150] Speed: 243.04 samples/sec accuracy=0.969688 2020-04-15 12:39:21,051 Epoch[28] Batch [25150-25200] Speed: 240.22 samples/sec accuracy=0.967500 2020-04-15 12:39:47,473 Epoch[28] Batch [25200-25250] Speed: 242.23 samples/sec accuracy=0.970469 2020-04-15 12:40:13,907 Epoch[28] Batch [25250-25300] Speed: 242.11 samples/sec accuracy=0.974063 2020-04-15 12:40:40,178 Epoch[28] Batch [25300-25350] Speed: 243.62 samples/sec accuracy=0.967812 2020-04-15 12:41:06,552 Epoch[28] Batch [25350-25400] Speed: 242.66 samples/sec accuracy=0.971406 2020-04-15 12:41:33,394 Epoch[28] Batch [25400-25450] Speed: 238.44 samples/sec accuracy=0.973125 2020-04-15 12:41:59,749 Epoch[28] Batch [25450-25500] Speed: 242.84 samples/sec accuracy=0.972187 2020-04-15 12:42:26,200 Epoch[28] Batch [25500-25550] Speed: 241.96 samples/sec accuracy=0.969688 2020-04-15 12:42:52,639 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[26050-26100] Speed: 243.54 samples/sec accuracy=0.973125 2020-04-15 12:47:43,156 Epoch[28] Batch [26100-26150] Speed: 241.20 samples/sec accuracy=0.971562 2020-04-15 12:48:09,621 Epoch[28] Batch [26150-26200] Speed: 241.82 samples/sec accuracy=0.970313 2020-04-15 12:48:36,034 Epoch[28] Batch [26200-26250] Speed: 242.31 samples/sec accuracy=0.971406 2020-04-15 12:49:02,406 Epoch[28] Batch [26250-26300] Speed: 242.68 samples/sec accuracy=0.973125 2020-04-15 12:49:28,765 Epoch[28] Batch [26300-26350] Speed: 242.80 samples/sec accuracy=0.972656 2020-04-15 12:49:55,081 Epoch[28] Batch [26350-26400] Speed: 243.20 samples/sec accuracy=0.972031 2020-04-15 12:50:21,491 Epoch[28] Batch [26400-26450] Speed: 242.34 samples/sec accuracy=0.977344 2020-04-15 12:50:47,824 Epoch[28] Batch [26450-26500] Speed: 243.04 samples/sec accuracy=0.972344 2020-04-15 12:51:14,180 Epoch[28] Batch [26500-26550] Speed: 242.83 samples/sec accuracy=0.968281 2020-04-15 12:51:40,561 Epoch[28] Batch [26550-26600] Speed: 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accuracy=0.973437 2020-04-15 12:56:30,880 Epoch[28] Batch [27100-27150] Speed: 242.45 samples/sec accuracy=0.971406 2020-04-15 12:56:57,351 Epoch[28] Batch [27150-27200] Speed: 241.78 samples/sec accuracy=0.971719 2020-04-15 12:57:23,779 Epoch[28] Batch [27200-27250] Speed: 242.17 samples/sec accuracy=0.974063 2020-04-15 12:57:50,206 Epoch[28] Batch [27250-27300] Speed: 242.18 samples/sec accuracy=0.970625 2020-04-15 12:58:16,567 Epoch[28] Batch [27300-27350] Speed: 242.79 samples/sec accuracy=0.969219 2020-04-15 12:58:42,880 Epoch[28] Batch [27350-27400] Speed: 243.23 samples/sec accuracy=0.972656 2020-04-15 12:59:09,205 Epoch[28] Batch [27400-27450] Speed: 243.12 samples/sec accuracy=0.970781 2020-04-15 12:59:35,556 Epoch[28] Batch [27450-27500] Speed: 242.87 samples/sec accuracy=0.969063 2020-04-15 13:00:02,069 Epoch[28] Batch [27500-27550] Speed: 241.40 samples/sec accuracy=0.970938 2020-04-15 13:00:28,383 Epoch[28] Batch [27550-27600] Speed: 243.22 samples/sec accuracy=0.970156 2020-04-15 13:00:54,711 Epoch[28] Batch [27600-27650] Speed: 243.09 samples/sec accuracy=0.974063 2020-04-15 13:01:21,116 Epoch[28] Batch [27650-27700] Speed: 242.39 samples/sec accuracy=0.973125 2020-04-15 13:01:47,437 Epoch[28] Batch [27700-27750] Speed: 243.15 samples/sec accuracy=0.970313 2020-04-15 13:02:13,827 Epoch[28] Batch [27750-27800] Speed: 242.52 samples/sec accuracy=0.973594 2020-04-15 13:02:40,167 Epoch[28] Batch [27800-27850] Speed: 242.98 samples/sec accuracy=0.973437 2020-04-15 13:03:06,632 Epoch[28] Batch [27850-27900] Speed: 241.83 samples/sec accuracy=0.971719 2020-04-15 13:03:33,023 Epoch[28] Batch [27900-27950] Speed: 242.50 samples/sec accuracy=0.972812 2020-04-15 13:03:59,456 Epoch[28] Batch [27950-28000] Speed: 242.12 samples/sec accuracy=0.971562 2020-04-15 13:04:25,844 Epoch[28] Batch [28000-28050] Speed: 242.54 samples/sec accuracy=0.972031 2020-04-15 13:04:52,300 Epoch[28] Batch [28050-28100] Speed: 241.91 samples/sec accuracy=0.970000 2020-04-15 13:05:18,742 Epoch[28] Batch [28100-28150] Speed: 242.04 samples/sec accuracy=0.971094 2020-04-15 13:05:45,256 Epoch[28] Batch [28150-28200] Speed: 241.39 samples/sec accuracy=0.969844 2020-04-15 13:06:05,690 Epoch[28] Train-accuracy=0.971268 2020-04-15 13:06:05,690 Epoch[28] Time cost=15543.949 2020-04-15 13:06:05,738 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0029.params" 2020-04-15 13:33:00,481 Epoch[28] Validation-accuracy=0.985613 2020-04-15 13:33:34,676 Epoch[29] Batch [0-50] Speed: 241.55 samples/sec accuracy=0.969516 2020-04-15 13:34:01,003 Epoch[29] Batch [50-100] Speed: 243.10 samples/sec accuracy=0.971562 2020-04-15 13:34:27,369 Epoch[29] Batch [100-150] Speed: 242.73 samples/sec accuracy=0.967500 2020-04-15 13:34:53,708 Epoch[29] Batch [150-200] Speed: 242.99 samples/sec accuracy=0.971250 2020-04-15 13:35:20,099 Epoch[29] Batch [200-250] Speed: 242.51 samples/sec accuracy=0.968906 2020-04-15 13:35:46,413 Epoch[29] Batch [250-300] Speed: 243.22 samples/sec accuracy=0.968125 2020-04-15 13:36:12,797 Epoch[29] Batch [300-350] Speed: 242.57 samples/sec accuracy=0.966094 2020-04-15 13:36:39,142 Epoch[29] Batch [350-400] Speed: 242.94 samples/sec accuracy=0.970469 2020-04-15 13:37:05,529 Epoch[29] Batch [400-450] Speed: 242.54 samples/sec accuracy=0.971875 2020-04-15 13:37:32,112 Epoch[29] Batch [450-500] Speed: 240.77 samples/sec accuracy=0.970156 2020-04-15 13:37:58,564 Epoch[29] Batch [500-550] Speed: 241.94 samples/sec accuracy=0.968281 2020-04-15 13:38:25,052 Epoch[29] Batch [550-600] Speed: 241.63 samples/sec accuracy=0.972656 2020-04-15 13:38:51,540 Epoch[29] Batch [600-650] Speed: 241.61 samples/sec accuracy=0.973281 2020-04-15 13:39:18,519 Epoch[29] Batch [650-700] Speed: 237.22 samples/sec accuracy=0.971250 2020-04-15 13:39:44,811 Epoch[29] Batch [700-750] Speed: 243.42 samples/sec accuracy=0.972812 2020-04-15 13:40:11,196 Epoch[29] Batch [750-800] Speed: 242.57 samples/sec accuracy=0.970313 2020-04-15 13:40:37,604 Epoch[29] Batch [800-850] Speed: 242.35 samples/sec accuracy=0.975625 2020-04-15 13:41:03,957 Epoch[29] Batch [850-900] Speed: 242.85 samples/sec accuracy=0.973750 2020-04-15 13:41:30,260 Epoch[29] Batch [900-950] Speed: 243.32 samples/sec accuracy=0.969844 2020-04-15 13:41:56,631 Epoch[29] Batch [950-1000] Speed: 242.69 samples/sec accuracy=0.974375 2020-04-15 13:42:23,044 Epoch[29] Batch [1000-1050] Speed: 242.31 samples/sec accuracy=0.970469 2020-04-15 13:42:49,592 Epoch[29] Batch [1050-1100] Speed: 241.08 samples/sec accuracy=0.968125 2020-04-15 13:43:16,105 Epoch[29] Batch [1100-1150] Speed: 241.39 samples/sec accuracy=0.973437 2020-04-15 13:43:42,439 Epoch[29] Batch [1150-1200] Speed: 243.03 samples/sec accuracy=0.970156 2020-04-15 13:44:08,886 Epoch[29] Batch [1200-1250] Speed: 242.00 samples/sec accuracy=0.970781 2020-04-15 13:44:35,265 Epoch[29] Batch [1250-1300] Speed: 242.61 samples/sec accuracy=0.971875 2020-04-15 13:45:01,637 Epoch[29] Batch [1300-1350] Speed: 242.68 samples/sec accuracy=0.972344 2020-04-15 13:45:28,031 Epoch[29] Batch [1350-1400] Speed: 242.48 samples/sec accuracy=0.976250 2020-04-15 13:45:54,468 Epoch[29] Batch [1400-1450] Speed: 242.09 samples/sec accuracy=0.971719 2020-04-15 13:46:20,826 Epoch[29] Batch [1450-1500] Speed: 242.81 samples/sec accuracy=0.973750 2020-04-15 13:46:47,313 Epoch[29] Batch [1500-1550] Speed: 241.63 samples/sec accuracy=0.970625 2020-04-15 13:47:13,697 Epoch[29] Batch [1550-1600] Speed: 242.57 samples/sec accuracy=0.971094 2020-04-15 13:47:40,246 Epoch[29] Batch [1600-1650] Speed: 241.07 samples/sec accuracy=0.972031 2020-04-15 13:48:08,008 Epoch[29] Batch [1650-1700] Speed: 230.53 samples/sec accuracy=0.971406 2020-04-15 13:48:35,227 Epoch[29] Batch [1700-1750] Speed: 235.13 samples/sec accuracy=0.969531 2020-04-15 13:49:01,562 Epoch[29] Batch [1750-1800] Speed: 243.02 samples/sec accuracy=0.969531 2020-04-15 13:49:27,964 Epoch[29] Batch [1800-1850] Speed: 242.41 samples/sec accuracy=0.968594 2020-04-15 13:49:54,394 Epoch[29] Batch [1850-1900] Speed: 242.15 samples/sec accuracy=0.968750 2020-04-15 13:50:20,817 Epoch[29] Batch [1900-1950] Speed: 242.22 samples/sec accuracy=0.972344 2020-04-15 13:50:47,312 Epoch[29] Batch [1950-2000] Speed: 241.56 samples/sec accuracy=0.975469 2020-04-15 13:51:13,660 Epoch[29] Batch [2000-2050] Speed: 242.90 samples/sec accuracy=0.972344 2020-04-15 13:51:39,978 Epoch[29] Batch [2050-2100] Speed: 243.18 samples/sec accuracy=0.970156 2020-04-15 13:52:06,381 Epoch[29] Batch [2100-2150] Speed: 242.40 samples/sec accuracy=0.974375 2020-04-15 13:52:32,797 Epoch[29] Batch [2150-2200] Speed: 242.27 samples/sec accuracy=0.974063 2020-04-15 13:52:59,144 Epoch[29] Batch [2200-2250] Speed: 242.92 samples/sec accuracy=0.967812 2020-04-15 13:53:25,947 Epoch[29] Batch [2250-2300] Speed: 238.78 samples/sec accuracy=0.973906 2020-04-15 13:53:52,362 Epoch[29] Batch [2300-2350] Speed: 242.29 samples/sec accuracy=0.975156 2020-04-15 13:54:18,807 Epoch[29] Batch [2350-2400] 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accuracy=0.975000 2020-04-15 13:59:09,433 Epoch[29] Batch [2900-2950] Speed: 242.70 samples/sec accuracy=0.972500 2020-04-15 13:59:35,817 Epoch[29] Batch [2950-3000] Speed: 242.57 samples/sec accuracy=0.971562 2020-04-15 14:00:02,226 Epoch[29] Batch [3000-3050] Speed: 242.34 samples/sec accuracy=0.970313 2020-04-15 14:00:28,871 Epoch[29] Batch [3050-3100] Speed: 240.20 samples/sec accuracy=0.971719 2020-04-15 14:00:55,316 Epoch[29] Batch [3100-3150] Speed: 242.01 samples/sec accuracy=0.972344 2020-04-15 14:01:21,704 Epoch[29] Batch [3150-3200] Speed: 242.54 samples/sec accuracy=0.973281 2020-04-15 14:01:48,066 Epoch[29] Batch [3200-3250] Speed: 242.77 samples/sec accuracy=0.971562 2020-04-15 14:02:14,576 Epoch[29] Batch [3250-3300] Speed: 241.42 samples/sec accuracy=0.967969 2020-04-15 14:02:41,029 Epoch[29] Batch [3300-3350] Speed: 241.94 samples/sec accuracy=0.970625 2020-04-15 14:03:07,459 Epoch[29] Batch [3350-3400] Speed: 242.15 samples/sec accuracy=0.972031 2020-04-15 14:03:33,938 Epoch[29] Batch [3400-3450] Speed: 241.71 samples/sec accuracy=0.973281 2020-04-15 14:04:00,466 Epoch[29] Batch [3450-3500] Speed: 241.26 samples/sec accuracy=0.969063 2020-04-15 14:04:26,852 Epoch[29] Batch [3500-3550] Speed: 242.56 samples/sec accuracy=0.972500 2020-04-15 14:04:53,266 Epoch[29] Batch [3550-3600] Speed: 242.30 samples/sec accuracy=0.970625 2020-04-15 14:05:19,882 Epoch[29] Batch [3600-3650] Speed: 240.46 samples/sec accuracy=0.972344 2020-04-15 14:05:46,303 Epoch[29] Batch [3650-3700] Speed: 242.23 samples/sec accuracy=0.969531 2020-04-15 14:06:12,937 Epoch[29] Batch [3700-3750] Speed: 240.30 samples/sec accuracy=0.971719 2020-04-15 14:06:39,748 Epoch[29] Batch [3750-3800] Speed: 238.71 samples/sec accuracy=0.974375 2020-04-15 14:07:06,186 Epoch[29] Batch [3800-3850] Speed: 242.08 samples/sec accuracy=0.974688 2020-04-15 14:07:32,573 Epoch[29] Batch [3850-3900] Speed: 242.54 samples/sec accuracy=0.972656 2020-04-15 14:07:58,924 Epoch[29] Batch [3900-3950] 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accuracy=0.970625 2020-04-15 14:12:49,182 Epoch[29] Batch [4450-4500] Speed: 242.70 samples/sec accuracy=0.970469 2020-04-15 14:13:15,625 Epoch[29] Batch [4500-4550] Speed: 242.03 samples/sec accuracy=0.970313 2020-04-15 14:13:42,067 Epoch[29] Batch [4550-4600] Speed: 242.04 samples/sec accuracy=0.971406 2020-04-15 14:14:08,362 Epoch[29] Batch [4600-4650] Speed: 243.39 samples/sec accuracy=0.968906 2020-04-15 14:14:34,717 Epoch[29] Batch [4650-4700] Speed: 242.84 samples/sec accuracy=0.969531 2020-04-15 14:15:00,971 Epoch[29] Batch [4700-4750] Speed: 243.77 samples/sec accuracy=0.974844 2020-04-15 14:15:27,290 Epoch[29] Batch [4750-4800] Speed: 243.18 samples/sec accuracy=0.972500 2020-04-15 14:15:53,579 Epoch[29] Batch [4800-4850] Speed: 243.45 samples/sec accuracy=0.970781 2020-04-15 14:16:19,784 Epoch[29] Batch [4850-4900] Speed: 244.22 samples/sec accuracy=0.970000 2020-04-15 14:16:46,134 Epoch[29] Batch [4900-4950] Speed: 242.89 samples/sec accuracy=0.970313 2020-04-15 14:17:12,453 Epoch[29] Batch [4950-5000] Speed: 243.17 samples/sec accuracy=0.973906 2020-04-15 14:17:38,672 Epoch[29] Batch [5000-5050] Speed: 244.10 samples/sec accuracy=0.972187 2020-04-15 14:18:04,997 Epoch[29] Batch [5050-5100] Speed: 243.11 samples/sec accuracy=0.969375 2020-04-15 14:18:31,253 Epoch[29] Batch [5100-5150] Speed: 243.76 samples/sec accuracy=0.971094 2020-04-15 14:18:57,647 Epoch[29] Batch [5150-5200] Speed: 242.48 samples/sec accuracy=0.967812 2020-04-15 14:19:24,044 Epoch[29] Batch [5200-5250] Speed: 242.45 samples/sec accuracy=0.971562 2020-04-15 14:19:50,878 Epoch[29] Batch [5250-5300] Speed: 238.51 samples/sec accuracy=0.971094 2020-04-15 14:20:17,328 Epoch[29] Batch [5300-5350] Speed: 241.97 samples/sec accuracy=0.971719 2020-04-15 14:20:43,679 Epoch[29] Batch [5350-5400] Speed: 242.88 samples/sec accuracy=0.969375 2020-04-15 14:21:09,934 Epoch[29] Batch [5400-5450] Speed: 243.76 samples/sec accuracy=0.973281 2020-04-15 14:21:36,161 Epoch[29] Batch [5450-5500] Speed: 244.03 samples/sec accuracy=0.969063 2020-04-15 14:22:02,546 Epoch[29] Batch [5500-5550] Speed: 242.56 samples/sec accuracy=0.970781 2020-04-15 14:22:28,921 Epoch[29] Batch [5550-5600] Speed: 242.65 samples/sec accuracy=0.970000 2020-04-15 14:22:55,146 Epoch[29] Batch [5600-5650] Speed: 244.04 samples/sec accuracy=0.969375 2020-04-15 14:23:21,461 Epoch[29] Batch [5650-5700] Speed: 243.21 samples/sec accuracy=0.971875 2020-04-15 14:23:47,791 Epoch[29] Batch [5700-5750] Speed: 243.07 samples/sec accuracy=0.969063 2020-04-15 14:24:14,027 Epoch[29] Batch [5750-5800] Speed: 243.95 samples/sec accuracy=0.971406 2020-04-15 14:24:40,208 Epoch[29] Batch [5800-5850] Speed: 244.45 samples/sec accuracy=0.971094 2020-04-15 14:25:06,484 Epoch[29] Batch [5850-5900] Speed: 243.57 samples/sec accuracy=0.967031 2020-04-15 14:25:32,778 Epoch[29] Batch [5900-5950] Speed: 243.41 samples/sec accuracy=0.971562 2020-04-15 14:25:59,016 Epoch[29] Batch [5950-6000] Speed: 243.92 samples/sec accuracy=0.969688 2020-04-15 14:26:25,315 Epoch[29] Batch [6000-6050] Speed: 243.35 samples/sec accuracy=0.968906 2020-04-15 14:26:51,549 Epoch[29] Batch [6050-6100] Speed: 243.96 samples/sec accuracy=0.973594 2020-04-15 14:27:17,951 Epoch[29] Batch [6100-6150] Speed: 242.41 samples/sec accuracy=0.970469 2020-04-15 14:27:44,231 Epoch[29] Batch [6150-6200] Speed: 243.53 samples/sec accuracy=0.972656 2020-04-15 14:28:10,553 Epoch[29] Batch [6200-6250] Speed: 243.15 samples/sec accuracy=0.973437 2020-04-15 14:28:36,924 Epoch[29] Batch [6250-6300] Speed: 242.69 samples/sec accuracy=0.972656 2020-04-15 14:29:03,193 Epoch[29] Batch [6300-6350] Speed: 243.63 samples/sec accuracy=0.971562 2020-04-15 14:29:29,503 Epoch[29] Batch [6350-6400] Speed: 243.25 samples/sec accuracy=0.972187 2020-04-15 14:29:55,780 Epoch[29] Batch [6400-6450] Speed: 243.57 samples/sec accuracy=0.969375 2020-04-15 14:30:22,064 Epoch[29] Batch [6450-6500] Speed: 243.50 samples/sec accuracy=0.971406 2020-04-15 14:30:48,278 Epoch[29] Batch [6500-6550] Speed: 244.14 samples/sec accuracy=0.970625 2020-04-15 14:31:14,556 Epoch[29] Batch [6550-6600] Speed: 243.55 samples/sec accuracy=0.970625 2020-04-15 14:31:40,816 Epoch[29] Batch [6600-6650] Speed: 243.72 samples/sec accuracy=0.974844 2020-04-15 14:32:07,234 Epoch[29] Batch [6650-6700] Speed: 242.26 samples/sec accuracy=0.972344 2020-04-15 14:32:34,031 Epoch[29] Batch [6700-6750] Speed: 238.83 samples/sec accuracy=0.968750 2020-04-15 14:33:00,398 Epoch[29] Batch [6750-6800] Speed: 242.73 samples/sec accuracy=0.974063 2020-04-15 14:33:26,737 Epoch[29] Batch [6800-6850] Speed: 242.99 samples/sec accuracy=0.971719 2020-04-15 14:33:53,095 Epoch[29] Batch [6850-6900] Speed: 242.82 samples/sec accuracy=0.970781 2020-04-15 14:34:19,332 Epoch[29] Batch [6900-6950] Speed: 243.93 samples/sec accuracy=0.973125 2020-04-15 14:34:45,576 Epoch[29] Batch [6950-7000] Speed: 243.87 samples/sec accuracy=0.975156 2020-04-15 14:35:11,905 Epoch[29] Batch [7000-7050] 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accuracy=0.968906 2020-04-15 14:40:01,667 Epoch[29] Batch [7550-7600] Speed: 242.62 samples/sec accuracy=0.974531 2020-04-15 14:40:28,076 Epoch[29] Batch [7600-7650] Speed: 242.34 samples/sec accuracy=0.972812 2020-04-15 14:40:54,387 Epoch[29] Batch [7650-7700] Speed: 243.24 samples/sec accuracy=0.974531 2020-04-15 14:41:20,728 Epoch[29] Batch [7700-7750] Speed: 242.98 samples/sec accuracy=0.969688 2020-04-15 14:41:46,984 Epoch[29] Batch [7750-7800] Speed: 243.75 samples/sec accuracy=0.972187 2020-04-15 14:42:13,363 Epoch[29] Batch [7800-7850] Speed: 242.62 samples/sec accuracy=0.972812 2020-04-15 14:42:39,678 Epoch[29] Batch [7850-7900] Speed: 243.21 samples/sec accuracy=0.972812 2020-04-15 14:43:05,953 Epoch[29] Batch [7900-7950] Speed: 243.58 samples/sec accuracy=0.970000 2020-04-15 14:43:32,306 Epoch[29] Batch [7950-8000] Speed: 242.86 samples/sec accuracy=0.973281 2020-04-15 14:43:58,973 Epoch[29] Batch [8000-8050] Speed: 240.00 samples/sec accuracy=0.969063 2020-04-15 14:44:25,198 Epoch[29] Batch [8050-8100] Speed: 244.05 samples/sec accuracy=0.973281 2020-04-15 14:44:51,460 Epoch[29] Batch [8100-8150] Speed: 243.70 samples/sec accuracy=0.969688 2020-04-15 14:45:17,781 Epoch[29] Batch [8150-8200] Speed: 243.16 samples/sec accuracy=0.970313 2020-04-15 14:45:44,017 Epoch[29] Batch [8200-8250] Speed: 243.94 samples/sec accuracy=0.972812 2020-04-15 14:46:10,445 Epoch[29] Batch [8250-8300] Speed: 242.16 samples/sec accuracy=0.972656 2020-04-15 14:46:36,680 Epoch[29] Batch [8300-8350] Speed: 243.95 samples/sec accuracy=0.971875 2020-04-15 14:47:02,889 Epoch[29] Batch [8350-8400] Speed: 244.19 samples/sec accuracy=0.972500 2020-04-15 14:47:29,186 Epoch[29] Batch [8400-8450] Speed: 243.38 samples/sec accuracy=0.970000 2020-04-15 14:47:55,420 Epoch[29] Batch [8450-8500] Speed: 243.96 samples/sec accuracy=0.971562 2020-04-15 14:48:21,708 Epoch[29] Batch [8500-8550] Speed: 243.46 samples/sec accuracy=0.971406 2020-04-15 14:48:47,959 Epoch[29] Batch [8550-8600] Speed: 243.80 samples/sec accuracy=0.970469 2020-04-15 14:49:14,267 Epoch[29] Batch [8600-8650] Speed: 243.28 samples/sec accuracy=0.969063 2020-04-15 14:49:40,465 Epoch[29] Batch [8650-8700] Speed: 244.29 samples/sec accuracy=0.970000 2020-04-15 14:50:06,749 Epoch[29] Batch [8700-8750] Speed: 243.49 samples/sec accuracy=0.971094 2020-04-15 14:50:33,075 Epoch[29] Batch [8750-8800] Speed: 243.11 samples/sec accuracy=0.971875 2020-04-15 14:50:59,298 Epoch[29] Batch [8800-8850] Speed: 244.06 samples/sec accuracy=0.969219 2020-04-15 14:51:25,585 Epoch[29] Batch [8850-8900] Speed: 243.47 samples/sec accuracy=0.971719 2020-04-15 14:51:51,805 Epoch[29] Batch [8900-8950] Speed: 244.08 samples/sec accuracy=0.971719 2020-04-15 14:52:18,029 Epoch[29] Batch [8950-9000] Speed: 244.06 samples/sec accuracy=0.971562 2020-04-15 14:52:44,295 Epoch[29] Batch [9000-9050] Speed: 243.66 samples/sec accuracy=0.970313 2020-04-15 14:53:10,568 Epoch[29] Batch [9050-9100] Speed: 243.60 samples/sec accuracy=0.968437 2020-04-15 14:53:36,825 Epoch[29] Batch [9100-9150] Speed: 243.74 samples/sec accuracy=0.973594 2020-04-15 14:54:03,130 Epoch[29] Batch [9150-9200] Speed: 243.31 samples/sec accuracy=0.969375 2020-04-15 14:54:29,443 Epoch[29] Batch [9200-9250] Speed: 243.22 samples/sec accuracy=0.973906 2020-04-15 14:54:55,685 Epoch[29] Batch [9250-9300] Speed: 243.89 samples/sec accuracy=0.973437 2020-04-15 14:55:21,910 Epoch[29] Batch [9300-9350] Speed: 244.04 samples/sec accuracy=0.968750 2020-04-15 14:55:48,139 Epoch[29] Batch [9350-9400] Speed: 244.01 samples/sec accuracy=0.970000 2020-04-15 14:56:14,365 Epoch[29] Batch [9400-9450] Speed: 244.03 samples/sec accuracy=0.968125 2020-04-15 14:56:40,633 Epoch[29] Batch [9450-9500] Speed: 243.65 samples/sec accuracy=0.970313 2020-04-15 14:57:07,035 Epoch[29] Batch [9500-9550] Speed: 242.40 samples/sec accuracy=0.971562 2020-04-15 14:57:33,364 Epoch[29] Batch [9550-9600] Speed: 243.08 samples/sec accuracy=0.972969 2020-04-15 14:58:00,175 Epoch[29] Batch [9600-9650] Speed: 238.71 samples/sec accuracy=0.971406 2020-04-15 14:58:26,502 Epoch[29] Batch [9650-9700] Speed: 243.10 samples/sec accuracy=0.969219 2020-04-15 14:58:52,826 Epoch[29] Batch [9700-9750] Speed: 243.12 samples/sec accuracy=0.973437 2020-04-15 14:59:19,131 Epoch[29] Batch [9750-9800] Speed: 243.31 samples/sec accuracy=0.974844 2020-04-15 14:59:45,360 Epoch[29] Batch [9800-9850] Speed: 244.01 samples/sec accuracy=0.970781 2020-04-15 15:00:11,680 Epoch[29] Batch [9850-9900] Speed: 243.16 samples/sec accuracy=0.967969 2020-04-15 15:00:38,008 Epoch[29] Batch [9900-9950] Speed: 243.09 samples/sec accuracy=0.972031 2020-04-15 15:01:04,439 Epoch[29] Batch [9950-10000] Speed: 242.14 samples/sec accuracy=0.972344 2020-04-15 15:01:30,727 Epoch[29] Batch [10000-10050] Speed: 243.46 samples/sec accuracy=0.970938 2020-04-15 15:01:56,933 Epoch[29] Batch [10050-10100] Speed: 244.22 samples/sec accuracy=0.970781 2020-04-15 15:02:23,285 Epoch[29] Batch [10100-10150] Speed: 242.87 samples/sec accuracy=0.972031 2020-04-15 15:02:49,572 Epoch[29] Batch [10150-10200] Speed: 243.47 samples/sec accuracy=0.973281 2020-04-15 15:03:15,800 Epoch[29] Batch [10200-10250] Speed: 244.02 samples/sec accuracy=0.969375 2020-04-15 15:03:42,121 Epoch[29] Batch [10250-10300] Speed: 243.15 samples/sec accuracy=0.973281 2020-04-15 15:04:08,435 Epoch[29] Batch [10300-10350] Speed: 243.22 samples/sec accuracy=0.973594 2020-04-15 15:04:34,815 Epoch[29] Batch [10350-10400] Speed: 242.61 samples/sec accuracy=0.971875 2020-04-15 15:05:01,160 Epoch[29] Batch [10400-10450] Speed: 242.93 samples/sec accuracy=0.967656 2020-04-15 15:05:27,518 Epoch[29] Batch [10450-10500] Speed: 242.81 samples/sec accuracy=0.972812 2020-04-15 15:05:53,801 Epoch[29] Batch [10500-10550] Speed: 243.51 samples/sec accuracy=0.969844 2020-04-15 15:06:20,124 Epoch[29] Batch [10550-10600] Speed: 243.13 samples/sec accuracy=0.970625 2020-04-15 15:06:46,395 Epoch[29] Batch [10600-10650] Speed: 243.61 samples/sec accuracy=0.972187 2020-04-15 15:07:12,653 Epoch[29] Batch [10650-10700] Speed: 243.74 samples/sec accuracy=0.974063 2020-04-15 15:07:38,893 Epoch[29] Batch [10700-10750] Speed: 243.91 samples/sec accuracy=0.973594 2020-04-15 15:08:05,222 Epoch[29] Batch [10750-10800] Speed: 243.07 samples/sec accuracy=0.967031 2020-04-15 15:08:31,550 Epoch[29] Batch [10800-10850] Speed: 243.09 samples/sec accuracy=0.970000 2020-04-15 15:08:57,854 Epoch[29] Batch [10850-10900] Speed: 243.31 samples/sec accuracy=0.969219 2020-04-15 15:09:24,221 Epoch[29] Batch [10900-10950] Speed: 242.74 samples/sec accuracy=0.971406 2020-04-15 15:09:50,486 Epoch[29] Batch [10950-11000] Speed: 243.67 samples/sec accuracy=0.968906 2020-04-15 15:10:16,750 Epoch[29] Batch [11000-11050] Speed: 243.67 samples/sec accuracy=0.974844 2020-04-15 15:10:43,049 Epoch[29] Batch [11050-11100] Speed: 243.37 samples/sec accuracy=0.968437 2020-04-15 15:11:09,806 Epoch[29] Batch [11100-11150] Speed: 239.19 samples/sec accuracy=0.967500 2020-04-15 15:11:36,094 Epoch[29] Batch [11150-11200] Speed: 243.46 samples/sec accuracy=0.973125 2020-04-15 15:12:02,368 Epoch[29] Batch [11200-11250] Speed: 243.59 samples/sec accuracy=0.973125 2020-04-15 15:12:28,600 Epoch[29] Batch [11250-11300] Speed: 243.98 samples/sec accuracy=0.971094 2020-04-15 15:12:54,921 Epoch[29] Batch [11300-11350] Speed: 243.15 samples/sec accuracy=0.968281 2020-04-15 15:13:21,213 Epoch[29] Batch [11350-11400] Speed: 243.43 samples/sec accuracy=0.974375 2020-04-15 15:13:47,489 Epoch[29] Batch [11400-11450] Speed: 243.56 samples/sec accuracy=0.970781 2020-04-15 15:14:13,851 Epoch[29] Batch [11450-11500] Speed: 242.78 samples/sec accuracy=0.967812 2020-04-15 15:14:40,151 Epoch[29] Batch [11500-11550] Speed: 243.34 samples/sec accuracy=0.971094 2020-04-15 15:15:06,439 Epoch[29] Batch [11550-11600] Speed: 243.46 samples/sec accuracy=0.974688 2020-04-15 15:15:32,652 Epoch[29] Batch [11600-11650] Speed: 244.16 samples/sec accuracy=0.973906 2020-04-15 15:15:59,002 Epoch[29] Batch [11650-11700] Speed: 242.89 samples/sec accuracy=0.970625 2020-04-15 15:16:25,438 Epoch[29] Batch [11700-11750] Speed: 242.10 samples/sec accuracy=0.970000 2020-04-15 15:16:51,716 Epoch[29] Batch [11750-11800] Speed: 243.55 samples/sec accuracy=0.970000 2020-04-15 15:17:17,945 Epoch[29] Batch [11800-11850] Speed: 244.01 samples/sec accuracy=0.970156 2020-04-15 15:17:44,347 Epoch[29] Batch [11850-11900] Speed: 242.41 samples/sec accuracy=0.969688 2020-04-15 15:18:10,818 Epoch[29] Batch [11900-11950] Speed: 241.77 samples/sec accuracy=0.969844 2020-04-15 15:18:37,218 Epoch[29] Batch [11950-12000] Speed: 242.43 samples/sec accuracy=0.971406 2020-04-15 15:19:03,487 Epoch[29] Batch [12000-12050] Speed: 243.63 samples/sec accuracy=0.971562 2020-04-15 15:19:29,924 Epoch[29] Batch [12050-12100] Speed: 242.09 samples/sec accuracy=0.972031 2020-04-15 15:19:56,430 Epoch[29] Batch [12100-12150] Speed: 241.46 samples/sec accuracy=0.968281 2020-04-15 15:20:22,801 Epoch[29] Batch [12150-12200] Speed: 242.69 samples/sec accuracy=0.972812 2020-04-15 15:20:49,119 Epoch[29] Batch [12200-12250] Speed: 243.18 samples/sec accuracy=0.969531 2020-04-15 15:21:15,695 Epoch[29] Batch [12250-12300] Speed: 240.82 samples/sec accuracy=0.973125 2020-04-15 15:21:45,286 Epoch[29] Batch [12300-12350] Speed: 216.28 samples/sec accuracy=0.968750 2020-04-15 15:22:15,197 Epoch[29] Batch [12350-12400] Speed: 213.97 samples/sec accuracy=0.967344 2020-04-15 15:22:44,897 Epoch[29] Batch [12400-12450] Speed: 215.49 samples/sec accuracy=0.970469 2020-04-15 15:23:14,622 Epoch[29] Batch [12450-12500] Speed: 215.31 samples/sec accuracy=0.966406 2020-04-15 15:23:44,495 Epoch[29] Batch [12500-12550] Speed: 214.25 samples/sec accuracy=0.972344 2020-04-15 15:24:14,395 Epoch[29] Batch [12550-12600] Speed: 214.04 samples/sec accuracy=0.971562 2020-04-15 15:24:44,692 Epoch[29] Batch [12600-12650] Speed: 211.25 samples/sec accuracy=0.968437 2020-04-15 15:25:15,136 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[13150-13200] Speed: 214.05 samples/sec accuracy=0.968437 2020-04-15 15:30:43,694 Epoch[29] Batch [13200-13250] Speed: 215.30 samples/sec accuracy=0.970156 2020-04-15 15:31:13,851 Epoch[29] Batch [13250-13300] Speed: 212.23 samples/sec accuracy=0.971875 2020-04-15 15:31:43,751 Epoch[29] Batch [13300-13350] Speed: 214.05 samples/sec accuracy=0.970625 2020-04-15 15:32:13,640 Epoch[29] Batch [13350-13400] Speed: 214.13 samples/sec accuracy=0.969375 2020-04-15 15:32:44,063 Epoch[29] Batch [13400-13450] Speed: 210.37 samples/sec accuracy=0.972656 2020-04-15 15:33:13,925 Epoch[29] Batch [13450-13500] Speed: 214.32 samples/sec accuracy=0.970781 2020-04-15 15:33:43,534 Epoch[29] Batch [13500-13550] Speed: 216.15 samples/sec accuracy=0.972812 2020-04-15 15:34:14,033 Epoch[29] Batch [13550-13600] Speed: 209.85 samples/sec accuracy=0.969688 2020-04-15 15:34:44,258 Epoch[29] Batch [13600-13650] Speed: 211.74 samples/sec accuracy=0.972500 2020-04-15 15:35:14,216 Epoch[29] Batch [13650-13700] Speed: 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accuracy=0.972187 2020-04-15 15:40:44,949 Epoch[29] Batch [14200-14250] Speed: 212.94 samples/sec accuracy=0.973125 2020-04-15 15:41:14,774 Epoch[29] Batch [14250-14300] Speed: 214.59 samples/sec accuracy=0.973281 2020-04-15 15:41:44,903 Epoch[29] Batch [14300-14350] Speed: 212.42 samples/sec accuracy=0.971406 2020-04-15 15:42:14,986 Epoch[29] Batch [14350-14400] Speed: 212.75 samples/sec accuracy=0.970313 2020-04-15 15:42:44,941 Epoch[29] Batch [14400-14450] Speed: 213.66 samples/sec accuracy=0.971250 2020-04-15 15:43:14,878 Epoch[29] Batch [14450-14500] Speed: 213.78 samples/sec accuracy=0.968437 2020-04-15 15:43:44,735 Epoch[29] Batch [14500-14550] Speed: 214.35 samples/sec accuracy=0.974844 2020-04-15 15:44:14,588 Epoch[29] Batch [14550-14600] Speed: 214.39 samples/sec accuracy=0.968906 2020-04-15 15:44:44,292 Epoch[29] Batch [14600-14650] Speed: 215.46 samples/sec accuracy=0.968281 2020-04-15 15:45:14,372 Epoch[29] Batch [14650-14700] Speed: 212.77 samples/sec accuracy=0.969688 2020-04-15 15:45:44,478 Epoch[29] Batch [14700-14750] Speed: 212.58 samples/sec accuracy=0.971406 2020-04-15 15:46:14,327 Epoch[29] Batch [14750-14800] Speed: 214.42 samples/sec accuracy=0.966250 2020-04-15 15:46:44,194 Epoch[29] Batch [14800-14850] Speed: 214.28 samples/sec accuracy=0.972187 2020-04-15 15:47:13,955 Epoch[29] Batch [14850-14900] Speed: 215.05 samples/sec accuracy=0.972656 2020-04-15 15:47:44,171 Epoch[29] Batch [14900-14950] Speed: 211.81 samples/sec accuracy=0.969063 2020-04-15 15:48:13,935 Epoch[29] Batch [14950-15000] Speed: 215.03 samples/sec accuracy=0.971875 2020-04-15 15:48:43,812 Epoch[29] Batch [15000-15050] Speed: 214.21 samples/sec accuracy=0.972500 2020-04-15 15:49:13,856 Epoch[29] Batch [15050-15100] Speed: 213.02 samples/sec accuracy=0.971094 2020-04-15 15:49:43,446 Epoch[29] Batch [15100-15150] Speed: 216.29 samples/sec accuracy=0.973281 2020-04-15 15:50:13,431 Epoch[29] Batch [15150-15200] Speed: 213.44 samples/sec accuracy=0.971562 2020-04-15 15:50:43,430 Epoch[29] Batch [15200-15250] Speed: 213.35 samples/sec accuracy=0.968437 2020-04-15 15:51:13,421 Epoch[29] Batch [15250-15300] Speed: 213.40 samples/sec accuracy=0.970469 2020-04-15 15:51:43,687 Epoch[29] Batch [15300-15350] Speed: 211.46 samples/sec accuracy=0.970469 2020-04-15 15:52:13,746 Epoch[29] Batch [15350-15400] Speed: 212.91 samples/sec accuracy=0.968750 2020-04-15 15:52:43,494 Epoch[29] Batch [15400-15450] Speed: 215.14 samples/sec accuracy=0.973281 2020-04-15 15:53:13,288 Epoch[29] Batch [15450-15500] Speed: 214.81 samples/sec accuracy=0.968437 2020-04-15 15:53:43,156 Epoch[29] Batch [15500-15550] Speed: 214.28 samples/sec accuracy=0.970469 2020-04-15 15:54:12,953 Epoch[29] Batch [15550-15600] Speed: 214.79 samples/sec accuracy=0.969688 2020-04-15 15:54:43,018 Epoch[29] Batch [15600-15650] Speed: 212.88 samples/sec accuracy=0.971094 2020-04-15 15:55:12,805 Epoch[29] Batch [15650-15700] Speed: 214.86 samples/sec accuracy=0.969688 2020-04-15 15:55:41,060 Epoch[29] Batch [15700-15750] Speed: 226.51 samples/sec accuracy=0.972969 2020-04-15 15:56:07,333 Epoch[29] Batch [15750-15800] Speed: 243.59 samples/sec accuracy=0.973750 2020-04-15 15:56:33,916 Epoch[29] Batch [15800-15850] Speed: 240.75 samples/sec accuracy=0.965781 2020-04-15 15:57:02,479 Epoch[29] Batch [15850-15900] Speed: 224.07 samples/sec accuracy=0.970938 2020-04-15 15:57:32,318 Epoch[29] Batch [15900-15950] Speed: 214.49 samples/sec accuracy=0.967969 2020-04-15 15:58:01,901 Epoch[29] Batch [15950-16000] Speed: 216.34 samples/sec accuracy=0.974531 2020-04-15 15:58:31,978 Epoch[29] Batch [16000-16050] Speed: 212.79 samples/sec accuracy=0.973281 2020-04-15 15:59:01,680 Epoch[29] Batch [16050-16100] Speed: 215.47 samples/sec accuracy=0.974063 2020-04-15 15:59:31,701 Epoch[29] Batch [16100-16150] Speed: 213.19 samples/sec accuracy=0.974844 2020-04-15 16:00:01,675 Epoch[29] Batch [16150-16200] Speed: 213.52 samples/sec accuracy=0.970000 2020-04-15 16:00:31,111 Epoch[29] Batch [16200-16250] Speed: 217.42 samples/sec accuracy=0.973906 2020-04-15 16:01:01,371 Epoch[29] Batch [16250-16300] Speed: 211.50 samples/sec accuracy=0.972031 2020-04-15 16:01:30,921 Epoch[29] Batch [16300-16350] Speed: 216.58 samples/sec accuracy=0.972344 2020-04-15 16:02:00,933 Epoch[29] Batch [16350-16400] Speed: 213.25 samples/sec accuracy=0.972656 2020-04-15 16:02:30,865 Epoch[29] Batch [16400-16450] Speed: 213.82 samples/sec accuracy=0.970313 2020-04-15 16:03:00,826 Epoch[29] Batch [16450-16500] Speed: 213.61 samples/sec accuracy=0.971719 2020-04-15 16:03:31,122 Epoch[29] Batch [16500-16550] Speed: 211.26 samples/sec accuracy=0.971094 2020-04-15 16:04:00,725 Epoch[29] Batch [16550-16600] Speed: 216.19 samples/sec accuracy=0.975625 2020-04-15 16:04:30,791 Epoch[29] Batch [16600-16650] Speed: 212.87 samples/sec accuracy=0.971719 2020-04-15 16:05:00,738 Epoch[29] Batch [16650-16700] Speed: 213.71 samples/sec accuracy=0.973437 2020-04-15 16:05:30,571 Epoch[29] Batch [16700-16750] Speed: 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accuracy=0.965000 2020-04-15 16:11:01,520 Epoch[29] Batch [17250-17300] Speed: 215.74 samples/sec accuracy=0.971562 2020-04-15 16:11:31,529 Epoch[29] Batch [17300-17350] Speed: 213.28 samples/sec accuracy=0.972656 2020-04-15 16:12:01,295 Epoch[29] Batch [17350-17400] Speed: 215.01 samples/sec accuracy=0.972656 2020-04-15 16:12:31,080 Epoch[29] Batch [17400-17450] Speed: 214.87 samples/sec accuracy=0.967500 2020-04-15 16:13:01,186 Epoch[29] Batch [17450-17500] Speed: 212.58 samples/sec accuracy=0.971250 2020-04-15 16:13:30,895 Epoch[29] Batch [17500-17550] Speed: 215.43 samples/sec accuracy=0.968437 2020-04-15 16:14:00,695 Epoch[29] Batch [17550-17600] Speed: 214.77 samples/sec accuracy=0.969688 2020-04-15 16:14:30,989 Epoch[29] Batch [17600-17650] Speed: 211.26 samples/sec accuracy=0.971094 2020-04-15 16:15:00,763 Epoch[29] Batch [17650-17700] Speed: 214.95 samples/sec accuracy=0.971250 2020-04-15 16:15:30,906 Epoch[29] Batch [17700-17750] Speed: 212.33 samples/sec accuracy=0.969688 2020-04-15 16:16:00,841 Epoch[29] Batch [17750-17800] Speed: 213.80 samples/sec accuracy=0.970313 2020-04-15 16:16:30,851 Epoch[29] Batch [17800-17850] Speed: 213.27 samples/sec accuracy=0.967500 2020-04-15 16:17:01,172 Epoch[29] Batch [17850-17900] Speed: 211.08 samples/sec accuracy=0.975625 2020-04-15 16:17:31,187 Epoch[29] Batch [17900-17950] Speed: 213.23 samples/sec accuracy=0.971250 2020-04-15 16:18:01,031 Epoch[29] Batch [17950-18000] Speed: 214.45 samples/sec accuracy=0.972187 2020-04-15 16:18:31,249 Epoch[29] Batch [18000-18050] Speed: 211.79 samples/sec accuracy=0.971094 2020-04-15 16:19:00,995 Epoch[29] Batch [18050-18100] Speed: 215.16 samples/sec accuracy=0.974219 2020-04-15 16:19:31,038 Epoch[29] Batch [18100-18150] Speed: 213.03 samples/sec accuracy=0.974531 2020-04-15 16:20:00,966 Epoch[29] Batch [18150-18200] Speed: 213.85 samples/sec accuracy=0.973437 2020-04-15 16:20:30,856 Epoch[29] Batch [18200-18250] Speed: 214.12 samples/sec accuracy=0.975781 2020-04-15 16:21:00,694 Epoch[29] Batch [18250-18300] Speed: 214.49 samples/sec accuracy=0.970156 2020-04-15 16:21:30,728 Epoch[29] Batch [18300-18350] Speed: 213.09 samples/sec accuracy=0.975781 2020-04-15 16:22:00,649 Epoch[29] Batch [18350-18400] Speed: 213.90 samples/sec accuracy=0.974219 2020-04-15 16:22:30,590 Epoch[29] Batch [18400-18450] Speed: 213.76 samples/sec accuracy=0.974688 2020-04-15 16:23:01,053 Epoch[29] Batch [18450-18500] Speed: 210.09 samples/sec accuracy=0.974219 2020-04-15 16:23:30,803 Epoch[29] Batch [18500-18550] Speed: 215.13 samples/sec accuracy=0.973594 2020-04-15 16:24:00,932 Epoch[29] Batch [18550-18600] Speed: 212.42 samples/sec accuracy=0.970313 2020-04-15 16:24:31,131 Epoch[29] Batch [18600-18650] Speed: 211.93 samples/sec accuracy=0.968125 2020-04-15 16:25:01,412 Epoch[29] Batch [18650-18700] Speed: 211.35 samples/sec accuracy=0.973125 2020-04-15 16:25:31,613 Epoch[29] Batch [18700-18750] Speed: 211.92 samples/sec accuracy=0.968281 2020-04-15 16:26:01,245 Epoch[29] Batch [18750-18800] Speed: 215.99 samples/sec accuracy=0.971562 2020-04-15 16:26:31,323 Epoch[29] Batch [18800-18850] Speed: 212.78 samples/sec accuracy=0.969219 2020-04-15 16:27:01,169 Epoch[29] Batch [18850-18900] Speed: 214.44 samples/sec accuracy=0.969063 2020-04-15 16:27:28,413 Epoch[29] Batch [18900-18950] Speed: 234.92 samples/sec accuracy=0.967344 2020-04-15 16:27:55,878 Epoch[29] Batch [18950-19000] Speed: 233.02 samples/sec accuracy=0.970938 2020-04-15 16:28:25,993 Epoch[29] Batch [19000-19050] Speed: 212.52 samples/sec accuracy=0.969219 2020-04-15 16:28:55,783 Epoch[29] Batch [19050-19100] Speed: 214.84 samples/sec accuracy=0.969688 2020-04-15 16:29:25,635 Epoch[29] Batch [19100-19150] Speed: 214.39 samples/sec accuracy=0.970625 2020-04-15 16:29:55,959 Epoch[29] Batch [19150-19200] Speed: 211.06 samples/sec accuracy=0.973125 2020-04-15 16:30:25,588 Epoch[29] Batch [19200-19250] Speed: 216.01 samples/sec accuracy=0.971406 2020-04-15 16:30:55,130 Epoch[29] Batch [19250-19300] Speed: 216.64 samples/sec accuracy=0.968125 2020-04-15 16:31:25,108 Epoch[29] Batch [19300-19350] Speed: 213.49 samples/sec accuracy=0.970469 2020-04-15 16:31:55,116 Epoch[29] Batch [19350-19400] Speed: 213.28 samples/sec accuracy=0.967656 2020-04-15 16:32:25,226 Epoch[29] Batch [19400-19450] Speed: 212.55 samples/sec accuracy=0.970156 2020-04-15 16:32:54,995 Epoch[29] Batch [19450-19500] Speed: 214.99 samples/sec accuracy=0.973906 2020-04-15 16:33:25,017 Epoch[29] Batch [19500-19550] Speed: 213.18 samples/sec accuracy=0.968281 2020-04-15 16:33:55,394 Epoch[29] Batch [19550-19600] Speed: 210.69 samples/sec accuracy=0.973437 2020-04-15 16:34:25,057 Epoch[29] Batch [19600-19650] Speed: 215.75 samples/sec accuracy=0.974531 2020-04-15 16:34:55,153 Epoch[29] Batch [19650-19700] Speed: 212.66 samples/sec accuracy=0.971094 2020-04-15 16:35:25,239 Epoch[29] Batch [19700-19750] Speed: 212.72 samples/sec accuracy=0.969688 2020-04-15 16:35:54,936 Epoch[29] Batch [19750-19800] Speed: 215.51 samples/sec accuracy=0.967344 2020-04-15 16:36:24,898 Epoch[29] Batch [19800-19850] Speed: 213.60 samples/sec accuracy=0.969531 2020-04-15 16:36:54,914 Epoch[29] Batch [19850-19900] Speed: 213.22 samples/sec accuracy=0.972344 2020-04-15 16:37:24,681 Epoch[29] Batch [19900-19950] Speed: 215.00 samples/sec accuracy=0.972969 2020-04-15 16:37:54,900 Epoch[29] Batch [19950-20000] Speed: 211.79 samples/sec accuracy=0.968906 2020-04-15 16:38:25,162 Epoch[29] Batch [20000-20050] Speed: 211.49 samples/sec accuracy=0.977969 2020-04-15 16:38:54,975 Epoch[29] Batch [20050-20100] Speed: 214.67 samples/sec accuracy=0.973437 2020-04-15 16:39:24,967 Epoch[29] Batch [20100-20150] Speed: 213.39 samples/sec accuracy=0.972812 2020-04-15 16:39:54,554 Epoch[29] Batch [20150-20200] Speed: 216.31 samples/sec accuracy=0.972969 2020-04-15 16:40:24,359 Epoch[29] Batch [20200-20250] Speed: 214.73 samples/sec accuracy=0.971562 2020-04-15 16:40:54,426 Epoch[29] Batch [20250-20300] Speed: 212.86 samples/sec accuracy=0.975313 2020-04-15 16:41:24,301 Epoch[29] Batch [20300-20350] Speed: 214.22 samples/sec accuracy=0.970156 2020-04-15 16:41:54,458 Epoch[29] Batch [20350-20400] Speed: 212.23 samples/sec accuracy=0.971719 2020-04-15 16:42:24,239 Epoch[29] Batch [20400-20450] Speed: 214.90 samples/sec accuracy=0.973594 2020-04-15 16:42:54,773 Epoch[29] Batch [20450-20500] Speed: 209.61 samples/sec accuracy=0.971406 2020-04-15 16:43:24,877 Epoch[29] Batch [20500-20550] Speed: 212.60 samples/sec accuracy=0.973437 2020-04-15 16:43:54,444 Epoch[29] Batch [20550-20600] Speed: 216.45 samples/sec accuracy=0.969531 2020-04-15 16:44:24,500 Epoch[29] Batch [20600-20650] Speed: 212.94 samples/sec accuracy=0.969375 2020-04-15 16:44:54,171 Epoch[29] Batch [20650-20700] Speed: 215.70 samples/sec accuracy=0.970000 2020-04-15 16:45:23,773 Epoch[29] Batch [20700-20750] Speed: 216.21 samples/sec accuracy=0.971875 2020-04-15 16:45:53,490 Epoch[29] Batch [20750-20800] Speed: 215.36 samples/sec accuracy=0.968125 2020-04-15 16:46:23,443 Epoch[29] Batch [20800-20850] Speed: 213.67 samples/sec accuracy=0.973281 2020-04-15 16:46:53,873 Epoch[29] Batch [20850-20900] Speed: 210.32 samples/sec accuracy=0.969688 2020-04-15 16:47:23,849 Epoch[29] Batch [20900-20950] Speed: 213.51 samples/sec accuracy=0.971250 2020-04-15 16:47:53,612 Epoch[29] Batch [20950-21000] Speed: 215.03 samples/sec accuracy=0.971250 2020-04-15 16:48:23,747 Epoch[29] Batch [21000-21050] Speed: 212.38 samples/sec accuracy=0.969688 2020-04-15 16:48:53,436 Epoch[29] Batch [21050-21100] Speed: 215.56 samples/sec accuracy=0.966719 2020-04-15 16:49:23,222 Epoch[29] Batch [21100-21150] Speed: 214.87 samples/sec accuracy=0.972187 2020-04-15 16:49:53,396 Epoch[29] Batch [21150-21200] Speed: 212.10 samples/sec accuracy=0.971406 2020-04-15 16:50:23,280 Epoch[29] Batch [21200-21250] Speed: 214.16 samples/sec accuracy=0.972187 2020-04-15 16:50:53,197 Epoch[29] Batch [21250-21300] Speed: 213.92 samples/sec accuracy=0.971406 2020-04-15 16:51:22,992 Epoch[29] Batch [21300-21350] Speed: 214.80 samples/sec accuracy=0.973281 2020-04-15 16:51:52,697 Epoch[29] Batch [21350-21400] Speed: 215.46 samples/sec accuracy=0.972187 2020-04-15 16:52:22,796 Epoch[29] Batch [21400-21450] Speed: 212.63 samples/sec accuracy=0.971250 2020-04-15 16:52:52,820 Epoch[29] Batch [21450-21500] Speed: 213.16 samples/sec accuracy=0.966094 2020-04-15 16:53:22,512 Epoch[29] Batch [21500-21550] Speed: 215.55 samples/sec accuracy=0.973125 2020-04-15 16:53:52,475 Epoch[29] Batch [21550-21600] Speed: 213.60 samples/sec accuracy=0.970938 2020-04-15 16:54:22,145 Epoch[29] Batch [21600-21650] Speed: 215.71 samples/sec accuracy=0.972656 2020-04-15 16:54:52,326 Epoch[29] Batch [21650-21700] Speed: 212.06 samples/sec accuracy=0.970313 2020-04-15 16:55:22,024 Epoch[29] Batch [21700-21750] Speed: 215.51 samples/sec accuracy=0.969688 2020-04-15 16:55:51,644 Epoch[29] Batch [21750-21800] Speed: 216.07 samples/sec accuracy=0.973750 2020-04-15 16:56:21,659 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accuracy=0.970781 2020-04-15 17:11:51,380 Epoch[29] Batch [23350-23400] Speed: 213.56 samples/sec accuracy=0.972031 2020-04-15 17:12:21,196 Epoch[29] Batch [23400-23450] Speed: 214.65 samples/sec accuracy=0.972969 2020-04-15 17:12:50,985 Epoch[29] Batch [23450-23500] Speed: 214.85 samples/sec accuracy=0.973750 2020-04-15 17:13:20,733 Epoch[29] Batch [23500-23550] Speed: 215.14 samples/sec accuracy=0.966562 2020-04-15 17:13:50,707 Epoch[29] Batch [23550-23600] Speed: 213.52 samples/sec accuracy=0.973750 2020-04-15 17:14:20,597 Epoch[29] Batch [23600-23650] Speed: 214.12 samples/sec accuracy=0.974844 2020-04-15 17:14:50,624 Epoch[29] Batch [23650-23700] Speed: 213.14 samples/sec accuracy=0.974688 2020-04-15 17:15:20,398 Epoch[29] Batch [23700-23750] Speed: 214.96 samples/sec accuracy=0.973281 2020-04-15 17:15:50,142 Epoch[29] Batch [23750-23800] Speed: 215.17 samples/sec accuracy=0.971094 2020-04-15 17:16:20,427 Epoch[29] Batch [23800-23850] Speed: 211.33 samples/sec accuracy=0.971250 2020-04-15 17:16:50,002 Epoch[29] Batch [23850-23900] Speed: 216.40 samples/sec accuracy=0.970156 2020-04-15 17:17:19,717 Epoch[29] Batch [23900-23950] Speed: 215.38 samples/sec accuracy=0.973281 2020-04-15 17:17:49,731 Epoch[29] Batch [23950-24000] Speed: 213.24 samples/sec accuracy=0.972812 2020-04-15 17:18:19,384 Epoch[29] Batch [24000-24050] Speed: 215.83 samples/sec accuracy=0.971406 2020-04-15 17:18:49,312 Epoch[29] Batch [24050-24100] Speed: 213.84 samples/sec accuracy=0.968594 2020-04-15 17:19:19,363 Epoch[29] Batch [24100-24150] Speed: 212.97 samples/sec accuracy=0.967500 2020-04-15 17:19:49,307 Epoch[29] Batch [24150-24200] Speed: 213.74 samples/sec accuracy=0.971562 2020-04-15 17:20:19,474 Epoch[29] Batch [24200-24250] Speed: 212.15 samples/sec accuracy=0.974844 2020-04-15 17:20:49,420 Epoch[29] Batch [24250-24300] Speed: 213.72 samples/sec accuracy=0.974219 2020-04-15 17:21:19,323 Epoch[29] Batch [24300-24350] Speed: 214.03 samples/sec accuracy=0.967969 2020-04-15 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[25350-25400] Speed: 216.14 samples/sec accuracy=0.969063 2020-04-15 17:32:19,936 Epoch[29] Batch [25400-25450] Speed: 215.52 samples/sec accuracy=0.970000 2020-04-15 17:32:49,685 Epoch[29] Batch [25450-25500] Speed: 215.13 samples/sec accuracy=0.969375 2020-04-15 17:33:19,421 Epoch[29] Batch [25500-25550] Speed: 215.23 samples/sec accuracy=0.970313 2020-04-15 17:33:49,513 Epoch[29] Batch [25550-25600] Speed: 212.68 samples/sec accuracy=0.968281 2020-04-15 17:34:19,291 Epoch[29] Batch [25600-25650] Speed: 214.93 samples/sec accuracy=0.971250 2020-04-15 17:34:49,225 Epoch[29] Batch [25650-25700] Speed: 213.80 samples/sec accuracy=0.969531 2020-04-15 17:35:19,600 Epoch[29] Batch [25700-25750] Speed: 210.70 samples/sec accuracy=0.972500 2020-04-15 17:35:49,373 Epoch[29] Batch [25750-25800] Speed: 214.96 samples/sec accuracy=0.968594 2020-04-15 17:36:19,529 Epoch[29] Batch [25800-25850] Speed: 212.23 samples/sec accuracy=0.969688 2020-04-15 17:36:49,480 Epoch[29] Batch [25850-25900] Speed: 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accuracy=0.973750 2020-04-15 17:42:17,823 Epoch[29] Batch [26400-26450] Speed: 214.15 samples/sec accuracy=0.970156 2020-04-15 17:42:47,765 Epoch[29] Batch [26450-26500] Speed: 213.75 samples/sec accuracy=0.972031 2020-04-15 17:43:17,848 Epoch[29] Batch [26500-26550] Speed: 212.75 samples/sec accuracy=0.974375 2020-04-15 17:43:47,821 Epoch[29] Batch [26550-26600] Speed: 213.52 samples/sec accuracy=0.970938 2020-04-15 17:44:17,883 Epoch[29] Batch [26600-26650] Speed: 212.89 samples/sec accuracy=0.968437 2020-04-15 17:44:47,935 Epoch[29] Batch [26650-26700] Speed: 212.97 samples/sec accuracy=0.970156 2020-04-15 17:45:17,548 Epoch[29] Batch [26700-26750] Speed: 216.12 samples/sec accuracy=0.971250 2020-04-15 17:45:47,256 Epoch[29] Batch [26750-26800] Speed: 215.43 samples/sec accuracy=0.972656 2020-04-15 17:46:16,835 Epoch[29] Batch [26800-26850] Speed: 216.37 samples/sec accuracy=0.971406 2020-04-15 17:46:43,534 Epoch[29] Batch [26850-26900] Speed: 239.71 samples/sec accuracy=0.971094 2020-04-15 17:47:09,879 Epoch[29] Batch [26900-26950] Speed: 242.94 samples/sec accuracy=0.970938 2020-04-15 17:47:36,204 Epoch[29] Batch [26950-27000] Speed: 243.12 samples/sec accuracy=0.971875 2020-04-15 17:48:02,602 Epoch[29] Batch [27000-27050] Speed: 242.44 samples/sec accuracy=0.974219 2020-04-15 17:48:29,102 Epoch[29] Batch [27050-27100] Speed: 241.51 samples/sec accuracy=0.973437 2020-04-15 17:48:58,158 Epoch[29] Batch [27100-27150] Speed: 220.26 samples/sec accuracy=0.973437 2020-04-15 17:49:28,428 Epoch[29] Batch [27150-27200] Speed: 211.44 samples/sec accuracy=0.969375 2020-04-15 17:49:57,149 Epoch[29] Batch [27200-27250] Speed: 222.83 samples/sec accuracy=0.971719 2020-04-15 17:50:25,090 Epoch[29] Batch [27250-27300] Speed: 229.06 samples/sec accuracy=0.970938 2020-04-15 17:50:55,147 Epoch[29] Batch [27300-27350] Speed: 212.93 samples/sec accuracy=0.968750 2020-04-15 17:51:25,445 Epoch[29] Batch [27350-27400] Speed: 211.24 samples/sec accuracy=0.974219 2020-04-15 17:51:55,366 Epoch[29] Batch [27400-27450] Speed: 213.89 samples/sec accuracy=0.970469 2020-04-15 17:52:25,315 Epoch[29] Batch [27450-27500] Speed: 213.70 samples/sec accuracy=0.970625 2020-04-15 17:52:55,649 Epoch[29] Batch [27500-27550] Speed: 210.98 samples/sec accuracy=0.966406 2020-04-15 17:53:25,542 Epoch[29] Batch [27550-27600] Speed: 214.10 samples/sec accuracy=0.972344 2020-04-15 17:53:55,524 Epoch[29] Batch [27600-27650] Speed: 213.46 samples/sec accuracy=0.972812 2020-04-15 17:54:25,635 Epoch[29] Batch [27650-27700] Speed: 212.55 samples/sec accuracy=0.971719 2020-04-15 17:54:55,604 Epoch[29] Batch [27700-27750] Speed: 213.55 samples/sec accuracy=0.974219 2020-04-15 17:55:25,800 Epoch[29] Batch [27750-27800] Speed: 211.95 samples/sec accuracy=0.971562 2020-04-15 17:55:55,880 Epoch[29] Batch [27800-27850] Speed: 212.77 samples/sec accuracy=0.972031 2020-04-15 17:56:25,623 Epoch[29] Batch [27850-27900] Speed: 215.18 samples/sec accuracy=0.970156 2020-04-15 17:56:55,974 Epoch[29] Batch [27900-27950] Speed: 210.87 samples/sec accuracy=0.969375 2020-04-15 17:57:25,984 Epoch[29] Batch [27950-28000] Speed: 213.26 samples/sec accuracy=0.970938 2020-04-15 17:57:55,827 Epoch[29] Batch [28000-28050] Speed: 214.46 samples/sec accuracy=0.971406 2020-04-15 17:58:26,482 Epoch[29] Batch [28050-28100] Speed: 208.77 samples/sec accuracy=0.973125 2020-04-15 17:58:56,371 Epoch[29] Batch [28100-28150] Speed: 214.13 samples/sec accuracy=0.975313 2020-04-15 17:59:26,473 Epoch[29] Batch [28150-28200] Speed: 212.61 samples/sec accuracy=0.974688 2020-04-15 17:59:49,763 Epoch[29] Train-accuracy=0.971248 2020-04-15 17:59:49,764 Epoch[29] Time cost=16002.490 2020-04-15 17:59:49,813 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0030.params" 2020-04-15 18:28:42,631 Epoch[29] Validation-accuracy=0.985678 2020-04-15 18:29:18,425 Epoch[30] Batch [0-50] Speed: 230.36 samples/sec accuracy=0.971507 2020-04-15 18:29:46,345 Epoch[30] Batch [50-100] Speed: 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accuracy=0.967656 2020-04-15 18:40:09,303 Epoch[30] Batch [1150-1200] Speed: 214.25 samples/sec accuracy=0.973906 2020-04-15 18:40:39,141 Epoch[30] Batch [1200-1250] Speed: 214.50 samples/sec accuracy=0.971250 2020-04-15 18:41:08,792 Epoch[30] Batch [1250-1300] Speed: 215.85 samples/sec accuracy=0.970313 2020-04-15 18:41:38,528 Epoch[30] Batch [1300-1350] Speed: 215.23 samples/sec accuracy=0.968594 2020-04-15 18:42:08,285 Epoch[30] Batch [1350-1400] Speed: 215.08 samples/sec accuracy=0.972656 2020-04-15 18:42:37,948 Epoch[30] Batch [1400-1450] Speed: 215.76 samples/sec accuracy=0.974375 2020-04-15 18:43:07,414 Epoch[30] Batch [1450-1500] Speed: 217.20 samples/sec accuracy=0.972344 2020-04-15 18:43:37,115 Epoch[30] Batch [1500-1550] Speed: 215.48 samples/sec accuracy=0.968125 2020-04-15 18:44:07,237 Epoch[30] Batch [1550-1600] Speed: 212.47 samples/sec accuracy=0.971094 2020-04-15 18:44:36,788 Epoch[30] Batch [1600-1650] Speed: 216.58 samples/sec accuracy=0.973281 2020-04-15 18:45:06,286 Epoch[30] Batch [1650-1700] Speed: 216.96 samples/sec accuracy=0.971562 2020-04-15 18:45:35,976 Epoch[30] Batch [1700-1750] Speed: 215.56 samples/sec accuracy=0.971406 2020-04-15 18:46:05,990 Epoch[30] Batch [1750-1800] Speed: 213.23 samples/sec accuracy=0.967031 2020-04-15 18:46:35,569 Epoch[30] Batch [1800-1850] Speed: 216.37 samples/sec accuracy=0.974375 2020-04-15 18:47:05,083 Epoch[30] Batch [1850-1900] Speed: 216.85 samples/sec accuracy=0.970313 2020-04-15 18:47:34,832 Epoch[30] Batch [1900-1950] Speed: 215.13 samples/sec accuracy=0.972031 2020-04-15 18:48:04,370 Epoch[30] Batch [1950-2000] Speed: 216.68 samples/sec accuracy=0.970000 2020-04-15 18:48:34,212 Epoch[30] Batch [2000-2050] Speed: 214.46 samples/sec accuracy=0.973437 2020-04-15 18:49:03,802 Epoch[30] Batch [2050-2100] Speed: 216.29 samples/sec accuracy=0.972812 2020-04-15 18:49:33,424 Epoch[30] Batch [2100-2150] Speed: 216.05 samples/sec accuracy=0.972969 2020-04-15 18:50:02,776 Epoch[30] Batch [2150-2200] Speed: 218.05 samples/sec accuracy=0.970000 2020-04-15 18:50:32,374 Epoch[30] Batch [2200-2250] Speed: 216.23 samples/sec accuracy=0.971250 2020-04-15 18:51:02,017 Epoch[30] Batch [2250-2300] Speed: 215.91 samples/sec accuracy=0.973281 2020-04-15 18:51:31,656 Epoch[30] Batch [2300-2350] Speed: 215.93 samples/sec accuracy=0.971562 2020-04-15 18:52:01,297 Epoch[30] Batch [2350-2400] Speed: 215.92 samples/sec accuracy=0.971875 2020-04-15 18:52:31,434 Epoch[30] Batch [2400-2450] Speed: 212.36 samples/sec accuracy=0.974219 2020-04-15 18:53:01,170 Epoch[30] Batch [2450-2500] Speed: 215.23 samples/sec accuracy=0.975156 2020-04-15 18:53:30,705 Epoch[30] Batch [2500-2550] Speed: 216.69 samples/sec accuracy=0.968281 2020-04-15 18:54:00,533 Epoch[30] Batch [2550-2600] Speed: 214.57 samples/sec accuracy=0.973437 2020-04-15 18:54:30,256 Epoch[30] Batch [2600-2650] Speed: 215.32 samples/sec accuracy=0.974219 2020-04-15 18:54:59,967 Epoch[30] Batch [2650-2700] Speed: 215.41 samples/sec accuracy=0.973594 2020-04-15 18:55:29,629 Epoch[30] Batch [2700-2750] Speed: 215.77 samples/sec accuracy=0.970156 2020-04-15 18:55:59,362 Epoch[30] Batch [2750-2800] Speed: 215.25 samples/sec accuracy=0.971094 2020-04-15 18:56:29,031 Epoch[30] Batch [2800-2850] Speed: 215.71 samples/sec accuracy=0.968125 2020-04-15 18:56:58,583 Epoch[30] Batch [2850-2900] Speed: 216.57 samples/sec accuracy=0.970313 2020-04-15 18:57:28,107 Epoch[30] Batch [2900-2950] Speed: 216.78 samples/sec accuracy=0.967500 2020-04-15 18:57:57,873 Epoch[30] Batch [2950-3000] Speed: 215.01 samples/sec accuracy=0.972344 2020-04-15 18:58:25,627 Epoch[30] Batch [3000-3050] Speed: 230.61 samples/sec accuracy=0.970156 2020-04-15 18:58:53,066 Epoch[30] Batch [3050-3100] Speed: 233.24 samples/sec accuracy=0.968281 2020-04-15 18:59:19,466 Epoch[30] Batch [3100-3150] Speed: 242.42 samples/sec accuracy=0.970469 2020-04-15 18:59:45,781 Epoch[30] Batch [3150-3200] Speed: 243.21 samples/sec accuracy=0.973750 2020-04-15 19:00:12,292 Epoch[30] Batch [3200-3250] Speed: 241.41 samples/sec accuracy=0.967656 2020-04-15 19:00:38,745 Epoch[30] Batch [3250-3300] Speed: 241.95 samples/sec accuracy=0.970938 2020-04-15 19:01:05,398 Epoch[30] Batch [3300-3350] Speed: 240.12 samples/sec accuracy=0.969688 2020-04-15 19:01:32,468 Epoch[30] Batch [3350-3400] Speed: 236.43 samples/sec accuracy=0.970625 2020-04-15 19:02:01,803 Epoch[30] Batch [3400-3450] Speed: 218.17 samples/sec accuracy=0.968750 2020-04-15 19:02:31,270 Epoch[30] Batch [3450-3500] Speed: 217.20 samples/sec accuracy=0.970000 2020-04-15 19:03:01,141 Epoch[30] Batch [3500-3550] Speed: 214.26 samples/sec accuracy=0.972344 2020-04-15 19:03:30,681 Epoch[30] Batch [3550-3600] Speed: 216.66 samples/sec accuracy=0.974688 2020-04-15 19:04:00,494 Epoch[30] Batch [3600-3650] Speed: 214.67 samples/sec accuracy=0.970313 2020-04-15 19:04:30,438 Epoch[30] Batch [3650-3700] Speed: 213.73 samples/sec accuracy=0.971562 2020-04-15 19:04:59,962 Epoch[30] Batch [3700-3750] 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accuracy=0.972187 2020-04-15 19:10:27,606 Epoch[30] Batch [4250-4300] Speed: 218.08 samples/sec accuracy=0.972500 2020-04-15 19:10:57,185 Epoch[30] Batch [4300-4350] Speed: 216.37 samples/sec accuracy=0.969531 2020-04-15 19:11:26,712 Epoch[30] Batch [4350-4400] Speed: 216.75 samples/sec accuracy=0.970469 2020-04-15 19:11:56,583 Epoch[30] Batch [4400-4450] Speed: 214.26 samples/sec accuracy=0.970781 2020-04-15 19:12:26,221 Epoch[30] Batch [4450-4500] Speed: 215.94 samples/sec accuracy=0.976719 2020-04-15 19:12:55,868 Epoch[30] Batch [4500-4550] Speed: 215.88 samples/sec accuracy=0.968750 2020-04-15 19:13:25,664 Epoch[30] Batch [4550-4600] Speed: 214.79 samples/sec accuracy=0.973125 2020-04-15 19:13:55,369 Epoch[30] Batch [4600-4650] Speed: 215.45 samples/sec accuracy=0.973906 2020-04-15 19:14:25,043 Epoch[30] Batch [4650-4700] Speed: 215.68 samples/sec accuracy=0.970625 2020-04-15 19:14:54,945 Epoch[30] Batch [4700-4750] Speed: 214.03 samples/sec accuracy=0.971562 2020-04-15 19:15:24,729 Epoch[30] Batch [4750-4800] Speed: 214.88 samples/sec accuracy=0.970938 2020-04-15 19:15:54,474 Epoch[30] Batch [4800-4850] Speed: 215.16 samples/sec accuracy=0.967812 2020-04-15 19:16:24,328 Epoch[30] Batch [4850-4900] Speed: 214.38 samples/sec accuracy=0.973750 2020-04-15 19:16:53,921 Epoch[30] Batch [4900-4950] Speed: 216.27 samples/sec accuracy=0.973125 2020-04-15 19:17:23,916 Epoch[30] Batch [4950-5000] Speed: 213.37 samples/sec accuracy=0.972969 2020-04-15 19:17:53,792 Epoch[30] Batch [5000-5050] Speed: 214.22 samples/sec accuracy=0.971094 2020-04-15 19:18:23,716 Epoch[30] Batch [5050-5100] Speed: 213.87 samples/sec accuracy=0.970469 2020-04-15 19:18:53,287 Epoch[30] Batch [5100-5150] Speed: 216.43 samples/sec accuracy=0.975625 2020-04-15 19:19:23,077 Epoch[30] Batch [5150-5200] Speed: 214.84 samples/sec accuracy=0.968906 2020-04-15 19:19:52,737 Epoch[30] Batch [5200-5250] Speed: 215.78 samples/sec accuracy=0.971094 2020-04-15 19:20:22,177 Epoch[30] Batch [5250-5300] Speed: 217.39 samples/sec accuracy=0.972969 2020-04-15 19:20:52,007 Epoch[30] Batch [5300-5350] Speed: 214.55 samples/sec accuracy=0.974063 2020-04-15 19:21:21,593 Epoch[30] Batch [5350-5400] Speed: 216.32 samples/sec accuracy=0.970781 2020-04-15 19:21:51,395 Epoch[30] Batch [5400-5450] Speed: 214.75 samples/sec accuracy=0.973750 2020-04-15 19:22:20,848 Epoch[30] Batch [5450-5500] Speed: 217.30 samples/sec accuracy=0.974063 2020-04-15 19:22:50,614 Epoch[30] Batch [5500-5550] Speed: 215.01 samples/sec accuracy=0.971875 2020-04-15 19:23:20,976 Epoch[30] Batch [5550-5600] Speed: 210.79 samples/sec accuracy=0.972344 2020-04-15 19:23:50,346 Epoch[30] Batch [5600-5650] Speed: 217.91 samples/sec accuracy=0.970625 2020-04-15 19:24:19,811 Epoch[30] Batch [5650-5700] Speed: 217.21 samples/sec accuracy=0.965781 2020-04-15 19:24:49,682 Epoch[30] Batch [5700-5750] Speed: 214.25 samples/sec accuracy=0.974531 2020-04-15 19:25:19,165 Epoch[30] Batch [5750-5800] Speed: 217.08 samples/sec accuracy=0.970156 2020-04-15 19:25:49,061 Epoch[30] Batch [5800-5850] Speed: 214.08 samples/sec accuracy=0.969219 2020-04-15 19:26:18,494 Epoch[30] Batch [5850-5900] Speed: 217.45 samples/sec accuracy=0.972656 2020-04-15 19:26:48,301 Epoch[30] Batch [5900-5950] Speed: 214.71 samples/sec accuracy=0.974063 2020-04-15 19:27:17,943 Epoch[30] Batch [5950-6000] Speed: 215.91 samples/sec accuracy=0.972187 2020-04-15 19:27:47,681 Epoch[30] Batch [6000-6050] Speed: 215.21 samples/sec accuracy=0.971406 2020-04-15 19:28:17,235 Epoch[30] Batch [6050-6100] Speed: 216.56 samples/sec accuracy=0.971719 2020-04-15 19:28:47,011 Epoch[30] Batch [6100-6150] Speed: 214.93 samples/sec accuracy=0.971562 2020-04-15 19:29:16,846 Epoch[30] Batch [6150-6200] Speed: 214.52 samples/sec accuracy=0.972812 2020-04-15 19:29:46,765 Epoch[30] Batch [6200-6250] Speed: 213.92 samples/sec accuracy=0.969063 2020-04-15 19:30:16,733 Epoch[30] Batch [6250-6300] Speed: 213.56 samples/sec accuracy=0.969063 2020-04-15 19:30:46,565 Epoch[30] Batch [6300-6350] Speed: 214.54 samples/sec accuracy=0.968594 2020-04-15 19:31:16,179 Epoch[30] Batch [6350-6400] Speed: 216.12 samples/sec accuracy=0.972344 2020-04-15 19:31:45,888 Epoch[30] Batch [6400-6450] Speed: 215.42 samples/sec accuracy=0.971406 2020-04-15 19:32:16,103 Epoch[30] Batch [6450-6500] Speed: 211.81 samples/sec accuracy=0.970781 2020-04-15 19:32:45,921 Epoch[30] Batch [6500-6550] Speed: 214.64 samples/sec accuracy=0.972500 2020-04-15 19:33:15,905 Epoch[30] Batch [6550-6600] Speed: 213.44 samples/sec accuracy=0.971094 2020-04-15 19:33:45,603 Epoch[30] Batch [6600-6650] Speed: 215.51 samples/sec accuracy=0.974219 2020-04-15 19:34:15,475 Epoch[30] Batch [6650-6700] Speed: 214.25 samples/sec accuracy=0.972187 2020-04-15 19:34:45,229 Epoch[30] Batch [6700-6750] Speed: 215.10 samples/sec accuracy=0.968594 2020-04-15 19:35:15,047 Epoch[30] Batch [6750-6800] Speed: 214.64 samples/sec accuracy=0.971094 2020-04-15 19:35:44,971 Epoch[30] Batch [6800-6850] 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accuracy=0.971875 2020-04-15 19:41:13,153 Epoch[30] Batch [7350-7400] Speed: 213.65 samples/sec accuracy=0.970313 2020-04-15 19:41:43,447 Epoch[30] Batch [7400-7450] Speed: 211.26 samples/sec accuracy=0.969375 2020-04-15 19:42:13,207 Epoch[30] Batch [7450-7500] Speed: 215.06 samples/sec accuracy=0.970000 2020-04-15 19:42:42,839 Epoch[30] Batch [7500-7550] Speed: 215.99 samples/sec accuracy=0.973125 2020-04-15 19:43:12,465 Epoch[30] Batch [7550-7600] Speed: 216.02 samples/sec accuracy=0.971719 2020-04-15 19:43:42,300 Epoch[30] Batch [7600-7650] Speed: 214.51 samples/sec accuracy=0.968750 2020-04-15 19:44:12,011 Epoch[30] Batch [7650-7700] Speed: 215.41 samples/sec accuracy=0.973281 2020-04-15 19:44:42,130 Epoch[30] Batch [7700-7750] Speed: 212.49 samples/sec accuracy=0.973125 2020-04-15 19:45:12,110 Epoch[30] Batch [7750-7800] Speed: 213.48 samples/sec accuracy=0.972187 2020-04-15 19:45:41,678 Epoch[30] Batch [7800-7850] Speed: 216.45 samples/sec accuracy=0.971094 2020-04-15 19:46:11,525 Epoch[30] Batch [7850-7900] Speed: 214.43 samples/sec accuracy=0.971250 2020-04-15 19:46:41,046 Epoch[30] Batch [7900-7950] Speed: 216.79 samples/sec accuracy=0.971094 2020-04-15 19:47:10,816 Epoch[30] Batch [7950-8000] Speed: 214.99 samples/sec accuracy=0.969063 2020-04-15 19:47:40,641 Epoch[30] Batch [8000-8050] Speed: 214.58 samples/sec accuracy=0.972344 2020-04-15 19:48:10,146 Epoch[30] Batch [8050-8100] Speed: 216.92 samples/sec accuracy=0.969531 2020-04-15 19:48:39,833 Epoch[30] Batch [8100-8150] Speed: 215.58 samples/sec accuracy=0.973750 2020-04-15 19:49:09,593 Epoch[30] Batch [8150-8200] Speed: 215.06 samples/sec accuracy=0.972031 2020-04-15 19:49:39,064 Epoch[30] Batch [8200-8250] Speed: 217.16 samples/sec accuracy=0.969531 2020-04-15 19:50:08,806 Epoch[30] Batch [8250-8300] Speed: 215.18 samples/sec accuracy=0.971875 2020-04-15 19:50:38,874 Epoch[30] Batch [8300-8350] Speed: 212.86 samples/sec accuracy=0.966875 2020-04-15 19:51:08,484 Epoch[30] Batch [8350-8400] Speed: 216.14 samples/sec accuracy=0.969844 2020-04-15 19:51:38,102 Epoch[30] Batch [8400-8450] Speed: 216.09 samples/sec accuracy=0.971875 2020-04-15 19:52:07,778 Epoch[30] Batch [8450-8500] Speed: 215.66 samples/sec accuracy=0.972812 2020-04-15 19:52:37,744 Epoch[30] Batch [8500-8550] Speed: 213.58 samples/sec accuracy=0.971875 2020-04-15 19:53:07,869 Epoch[30] Batch [8550-8600] Speed: 212.45 samples/sec accuracy=0.973281 2020-04-15 19:53:37,638 Epoch[30] Batch [8600-8650] Speed: 214.99 samples/sec accuracy=0.970156 2020-04-15 19:54:07,197 Epoch[30] Batch [8650-8700] Speed: 216.52 samples/sec accuracy=0.972500 2020-04-15 19:54:36,999 Epoch[30] Batch [8700-8750] Speed: 214.75 samples/sec accuracy=0.969844 2020-04-15 19:55:06,998 Epoch[30] Batch [8750-8800] Speed: 213.35 samples/sec accuracy=0.969219 2020-04-15 19:55:36,955 Epoch[30] Batch [8800-8850] Speed: 213.64 samples/sec accuracy=0.969688 2020-04-15 19:56:06,617 Epoch[30] Batch [8850-8900] Speed: 215.77 samples/sec accuracy=0.968437 2020-04-15 19:56:36,195 Epoch[30] Batch [8900-8950] Speed: 216.38 samples/sec accuracy=0.971562 2020-04-15 19:57:05,892 Epoch[30] Batch [8950-9000] Speed: 215.51 samples/sec accuracy=0.973125 2020-04-15 19:57:35,480 Epoch[30] Batch [9000-9050] Speed: 216.30 samples/sec accuracy=0.969844 2020-04-15 19:58:05,441 Epoch[30] Batch [9050-9100] Speed: 213.61 samples/sec accuracy=0.972031 2020-04-15 19:58:35,386 Epoch[30] Batch [9100-9150] Speed: 213.73 samples/sec accuracy=0.973125 2020-04-15 19:59:05,230 Epoch[30] Batch [9150-9200] Speed: 214.45 samples/sec accuracy=0.967031 2020-04-15 19:59:36,219 Epoch[30] Batch [9200-9250] Speed: 206.52 samples/sec accuracy=0.968281 2020-04-15 20:00:06,291 Epoch[30] Batch [9250-9300] Speed: 212.82 samples/sec accuracy=0.972031 2020-04-15 20:00:35,912 Epoch[30] Batch [9300-9350] Speed: 216.07 samples/sec accuracy=0.969531 2020-04-15 20:01:05,640 Epoch[30] Batch [9350-9400] Speed: 215.29 samples/sec accuracy=0.964531 2020-04-15 20:01:35,384 Epoch[30] Batch [9400-9450] Speed: 215.17 samples/sec accuracy=0.969531 2020-04-15 20:02:05,103 Epoch[30] Batch [9450-9500] Speed: 215.35 samples/sec accuracy=0.966875 2020-04-15 20:02:35,020 Epoch[30] Batch [9500-9550] Speed: 213.93 samples/sec accuracy=0.974844 2020-04-15 20:03:05,075 Epoch[30] Batch [9550-9600] Speed: 212.94 samples/sec accuracy=0.970469 2020-04-15 20:03:34,894 Epoch[30] Batch [9600-9650] Speed: 214.63 samples/sec accuracy=0.970313 2020-04-15 20:04:04,895 Epoch[30] Batch [9650-9700] Speed: 213.33 samples/sec accuracy=0.969063 2020-04-15 20:04:34,826 Epoch[30] Batch [9700-9750] Speed: 213.83 samples/sec accuracy=0.969844 2020-04-15 20:05:05,072 Epoch[30] Batch [9750-9800] Speed: 211.60 samples/sec accuracy=0.975781 2020-04-15 20:05:34,840 Epoch[30] Batch [9800-9850] Speed: 214.99 samples/sec accuracy=0.972344 2020-04-15 20:06:04,373 Epoch[30] Batch [9850-9900] Speed: 216.71 samples/sec accuracy=0.968594 2020-04-15 20:06:34,214 Epoch[30] Batch [9900-9950] Speed: 214.47 samples/sec accuracy=0.972500 2020-04-15 20:07:03,905 Epoch[30] Batch [9950-10000] Speed: 215.56 samples/sec accuracy=0.972812 2020-04-15 20:07:33,646 Epoch[30] Batch [10000-10050] Speed: 215.19 samples/sec accuracy=0.966719 2020-04-15 20:08:03,764 Epoch[30] Batch [10050-10100] Speed: 212.50 samples/sec accuracy=0.967812 2020-04-15 20:08:33,390 Epoch[30] Batch [10100-10150] Speed: 216.03 samples/sec accuracy=0.971562 2020-04-15 20:09:03,120 Epoch[30] Batch [10150-10200] Speed: 215.27 samples/sec accuracy=0.972187 2020-04-15 20:09:32,774 Epoch[30] Batch [10200-10250] Speed: 215.83 samples/sec accuracy=0.971562 2020-04-15 20:10:02,380 Epoch[30] Batch [10250-10300] Speed: 216.17 samples/sec accuracy=0.972656 2020-04-15 20:10:32,167 Epoch[30] Batch [10300-10350] Speed: 214.86 samples/sec accuracy=0.973906 2020-04-15 20:11:02,129 Epoch[30] Batch [10350-10400] Speed: 213.61 samples/sec accuracy=0.975469 2020-04-15 20:11:31,387 Epoch[30] Batch [10400-10450] Speed: 218.75 samples/sec accuracy=0.970313 2020-04-15 20:12:01,054 Epoch[30] Batch [10450-10500] Speed: 215.72 samples/sec accuracy=0.971875 2020-04-15 20:12:30,668 Epoch[30] Batch [10500-10550] Speed: 216.11 samples/sec accuracy=0.968281 2020-04-15 20:13:00,375 Epoch[30] Batch [10550-10600] Speed: 215.44 samples/sec accuracy=0.970625 2020-04-15 20:13:30,193 Epoch[30] Batch [10600-10650] Speed: 214.64 samples/sec accuracy=0.968437 2020-04-15 20:13:59,750 Epoch[30] Batch [10650-10700] Speed: 216.53 samples/sec accuracy=0.971875 2020-04-15 20:14:29,447 Epoch[30] Batch [10700-10750] Speed: 215.51 samples/sec accuracy=0.970156 2020-04-15 20:14:59,266 Epoch[30] Batch [10750-10800] Speed: 214.63 samples/sec accuracy=0.970000 2020-04-15 20:15:28,836 Epoch[30] Batch [10800-10850] Speed: 216.44 samples/sec accuracy=0.973906 2020-04-15 20:15:58,634 Epoch[30] Batch [10850-10900] Speed: 214.78 samples/sec accuracy=0.969063 2020-04-15 20:16:29,364 Epoch[30] Batch [10900-10950] Speed: 208.27 samples/sec accuracy=0.971406 2020-04-15 20:16:59,540 Epoch[30] Batch [10950-11000] Speed: 212.09 samples/sec accuracy=0.971719 2020-04-15 20:17:29,486 Epoch[30] Batch [11000-11050] Speed: 213.72 samples/sec accuracy=0.971094 2020-04-15 20:17:59,071 Epoch[30] Batch [11050-11100] Speed: 216.32 samples/sec accuracy=0.970938 2020-04-15 20:18:28,955 Epoch[30] Batch [11100-11150] Speed: 214.16 samples/sec accuracy=0.973437 2020-04-15 20:18:58,849 Epoch[30] Batch [11150-11200] Speed: 214.09 samples/sec accuracy=0.973906 2020-04-15 20:19:28,583 Epoch[30] Batch [11200-11250] Speed: 215.25 samples/sec accuracy=0.971719 2020-04-15 20:19:58,297 Epoch[30] Batch [11250-11300] Speed: 215.39 samples/sec accuracy=0.968281 2020-04-15 20:20:27,873 Epoch[30] Batch [11300-11350] Speed: 216.39 samples/sec accuracy=0.970469 2020-04-15 20:20:57,579 Epoch[30] Batch [11350-11400] Speed: 215.44 samples/sec accuracy=0.973906 2020-04-15 20:21:27,328 Epoch[30] Batch [11400-11450] Speed: 215.14 samples/sec accuracy=0.973281 2020-04-15 20:21:57,185 Epoch[30] Batch [11450-11500] Speed: 214.35 samples/sec accuracy=0.967656 2020-04-15 20:22:27,257 Epoch[30] Batch [11500-11550] Speed: 212.83 samples/sec accuracy=0.972031 2020-04-15 20:22:57,002 Epoch[30] Batch [11550-11600] Speed: 215.16 samples/sec accuracy=0.968750 2020-04-15 20:23:27,192 Epoch[30] Batch [11600-11650] Speed: 211.99 samples/sec accuracy=0.970781 2020-04-15 20:23:56,833 Epoch[30] Batch [11650-11700] Speed: 215.92 samples/sec accuracy=0.971094 2020-04-15 20:24:26,582 Epoch[30] Batch [11700-11750] Speed: 215.14 samples/sec accuracy=0.972812 2020-04-15 20:24:56,554 Epoch[30] Batch [11750-11800] Speed: 213.53 samples/sec accuracy=0.969219 2020-04-15 20:25:26,253 Epoch[30] Batch [11800-11850] Speed: 215.50 samples/sec accuracy=0.970313 2020-04-15 20:25:55,927 Epoch[30] Batch [11850-11900] Speed: 215.68 samples/sec accuracy=0.973750 2020-04-15 20:26:25,796 Epoch[30] Batch [11900-11950] Speed: 214.27 samples/sec accuracy=0.971250 2020-04-15 20:26:55,524 Epoch[30] Batch [11950-12000] Speed: 215.28 samples/sec accuracy=0.973437 2020-04-15 20:27:25,606 Epoch[30] Batch [12000-12050] Speed: 212.76 samples/sec accuracy=0.968125 2020-04-15 20:27:55,439 Epoch[30] Batch [12050-12100] Speed: 214.53 samples/sec accuracy=0.972500 2020-04-15 20:28:25,299 Epoch[30] Batch [12100-12150] Speed: 214.33 samples/sec accuracy=0.972812 2020-04-15 20:28:55,022 Epoch[30] Batch [12150-12200] Speed: 215.33 samples/sec accuracy=0.973125 2020-04-15 20:29:24,585 Epoch[30] Batch [12200-12250] Speed: 216.48 samples/sec accuracy=0.971406 2020-04-15 20:29:54,323 Epoch[30] Batch [12250-12300] Speed: 215.22 samples/sec accuracy=0.969063 2020-04-15 20:30:23,882 Epoch[30] Batch [12300-12350] Speed: 216.52 samples/sec accuracy=0.972969 2020-04-15 20:30:53,683 Epoch[30] Batch [12350-12400] Speed: 214.76 samples/sec accuracy=0.971406 2020-04-15 20:31:23,299 Epoch[30] Batch [12400-12450] Speed: 216.09 samples/sec accuracy=0.969688 2020-04-15 20:31:52,741 Epoch[30] Batch [12450-12500] Speed: 217.38 samples/sec accuracy=0.972500 2020-04-15 20:32:22,417 Epoch[30] Batch [12500-12550] Speed: 215.67 samples/sec accuracy=0.970938 2020-04-15 20:32:52,257 Epoch[30] Batch [12550-12600] Speed: 214.48 samples/sec accuracy=0.970938 2020-04-15 20:33:21,950 Epoch[30] Batch [12600-12650] Speed: 215.54 samples/sec accuracy=0.968125 2020-04-15 20:33:51,624 Epoch[30] Batch [12650-12700] Speed: 215.68 samples/sec accuracy=0.973750 2020-04-15 20:34:21,351 Epoch[30] Batch [12700-12750] Speed: 215.29 samples/sec accuracy=0.972656 2020-04-15 20:34:50,953 Epoch[30] Batch [12750-12800] Speed: 216.20 samples/sec accuracy=0.970000 2020-04-15 20:35:20,597 Epoch[30] Batch [12800-12850] Speed: 215.90 samples/sec accuracy=0.969063 2020-04-15 20:35:50,360 Epoch[30] Batch [12850-12900] Speed: 215.03 samples/sec accuracy=0.971250 2020-04-15 20:36:20,056 Epoch[30] Batch [12900-12950] Speed: 215.52 samples/sec accuracy=0.970000 2020-04-15 20:36:49,897 Epoch[30] Batch [12950-13000] Speed: 214.47 samples/sec accuracy=0.970781 2020-04-15 20:37:19,600 Epoch[30] Batch [13000-13050] Speed: 215.46 samples/sec accuracy=0.972969 2020-04-15 20:37:49,248 Epoch[30] Batch [13050-13100] Speed: 215.87 samples/sec accuracy=0.970000 2020-04-15 20:38:19,109 Epoch[30] Batch [13100-13150] Speed: 214.33 samples/sec accuracy=0.967969 2020-04-15 20:38:48,758 Epoch[30] Batch [13150-13200] Speed: 215.86 samples/sec accuracy=0.970469 2020-04-15 20:39:18,577 Epoch[30] Batch [13200-13250] Speed: 214.63 samples/sec accuracy=0.972500 2020-04-15 20:39:48,381 Epoch[30] Batch [13250-13300] Speed: 214.74 samples/sec accuracy=0.974375 2020-04-15 20:40:18,147 Epoch[30] Batch [13300-13350] Speed: 215.01 samples/sec accuracy=0.974063 2020-04-15 20:40:47,814 Epoch[30] Batch [13350-13400] Speed: 215.73 samples/sec accuracy=0.970625 2020-04-15 20:41:17,601 Epoch[30] Batch [13400-13450] Speed: 214.86 samples/sec accuracy=0.972969 2020-04-15 20:41:47,255 Epoch[30] Batch [13450-13500] Speed: 215.82 samples/sec accuracy=0.971719 2020-04-15 20:42:17,199 Epoch[30] Batch [13500-13550] Speed: 213.73 samples/sec accuracy=0.973906 2020-04-15 20:42:47,126 Epoch[30] Batch [13550-13600] Speed: 213.86 samples/sec accuracy=0.965781 2020-04-15 20:43:16,893 Epoch[30] Batch [13600-13650] Speed: 215.00 samples/sec accuracy=0.971094 2020-04-15 20:43:46,639 Epoch[30] Batch [13650-13700] Speed: 215.15 samples/sec accuracy=0.971562 2020-04-15 20:44:16,451 Epoch[30] Batch [13700-13750] Speed: 214.68 samples/sec accuracy=0.972344 2020-04-15 20:44:44,977 Epoch[30] Batch [13750-13800] Speed: 224.36 samples/sec accuracy=0.974844 2020-04-15 20:45:11,260 Epoch[30] Batch [13800-13850] Speed: 243.51 samples/sec accuracy=0.972187 2020-04-15 20:45:37,578 Epoch[30] Batch [13850-13900] Speed: 243.18 samples/sec accuracy=0.976406 2020-04-15 20:46:03,948 Epoch[30] Batch [13900-13950] Speed: 242.71 samples/sec accuracy=0.970469 2020-04-15 20:46:30,298 Epoch[30] Batch [13950-14000] Speed: 242.89 samples/sec accuracy=0.975313 2020-04-15 20:46:56,618 Epoch[30] Batch [14000-14050] Speed: 243.16 samples/sec accuracy=0.970000 2020-04-15 20:47:22,911 Epoch[30] Batch [14050-14100] Speed: 243.41 samples/sec accuracy=0.968906 2020-04-15 20:47:49,187 Epoch[30] Batch [14100-14150] Speed: 243.57 samples/sec accuracy=0.972812 2020-04-15 20:48:15,582 Epoch[30] Batch [14150-14200] Speed: 242.48 samples/sec accuracy=0.969844 2020-04-15 20:48:42,063 Epoch[30] Batch [14200-14250] Speed: 241.69 samples/sec accuracy=0.969219 2020-04-15 20:49:08,422 Epoch[30] Batch [14250-14300] Speed: 242.80 samples/sec accuracy=0.971250 2020-04-15 20:49:34,748 Epoch[30] Batch [14300-14350] Speed: 243.11 samples/sec accuracy=0.972812 2020-04-15 20:50:01,141 Epoch[30] Batch [14350-14400] Speed: 242.49 samples/sec accuracy=0.972187 2020-04-15 20:50:27,505 Epoch[30] Batch [14400-14450] Speed: 242.76 samples/sec accuracy=0.972969 2020-04-15 20:50:53,861 Epoch[30] Batch [14450-14500] Speed: 242.83 samples/sec accuracy=0.970625 2020-04-15 20:51:20,335 Epoch[30] Batch [14500-14550] Speed: 241.75 samples/sec accuracy=0.971719 2020-04-15 20:51:46,656 Epoch[30] Batch [14550-14600] Speed: 243.15 samples/sec accuracy=0.969219 2020-04-15 20:52:13,109 Epoch[30] Batch [14600-14650] Speed: 241.93 samples/sec accuracy=0.967500 2020-04-15 20:52:39,491 Epoch[30] Batch [14650-14700] Speed: 242.60 samples/sec accuracy=0.972031 2020-04-15 20:53:06,225 Epoch[30] Batch [14700-14750] Speed: 239.40 samples/sec accuracy=0.971094 2020-04-15 20:53:32,455 Epoch[30] Batch [14750-14800] Speed: 243.99 samples/sec accuracy=0.969531 2020-04-15 20:53:58,729 Epoch[30] Batch [14800-14850] Speed: 243.60 samples/sec accuracy=0.971250 2020-04-15 20:54:25,105 Epoch[30] Batch [14850-14900] Speed: 242.64 samples/sec accuracy=0.968594 2020-04-15 20:54:51,367 Epoch[30] Batch [14900-14950] Speed: 243.71 samples/sec accuracy=0.967187 2020-04-15 20:55:17,595 Epoch[30] Batch [14950-15000] Speed: 244.01 samples/sec accuracy=0.968594 2020-04-15 20:55:43,887 Epoch[30] Batch [15000-15050] Speed: 243.42 samples/sec accuracy=0.973125 2020-04-15 20:56:10,116 Epoch[30] Batch [15050-15100] Speed: 244.01 samples/sec accuracy=0.969063 2020-04-15 20:56:36,430 Epoch[30] Batch [15100-15150] Speed: 243.22 samples/sec accuracy=0.970938 2020-04-15 20:57:02,729 Epoch[30] Batch [15150-15200] Speed: 243.35 samples/sec accuracy=0.971094 2020-04-15 20:57:28,971 Epoch[30] Batch [15200-15250] Speed: 243.89 samples/sec accuracy=0.972500 2020-04-15 20:57:55,211 Epoch[30] Batch [15250-15300] Speed: 243.91 samples/sec accuracy=0.969844 2020-04-15 20:58:21,459 Epoch[30] Batch [15300-15350] Speed: 243.82 samples/sec accuracy=0.974219 2020-04-15 20:58:47,667 Epoch[30] Batch [15350-15400] Speed: 244.20 samples/sec accuracy=0.974531 2020-04-15 20:59:14,011 Epoch[30] Batch [15400-15450] Speed: 242.95 samples/sec accuracy=0.971406 2020-04-15 20:59:40,299 Epoch[30] Batch [15450-15500] Speed: 243.46 samples/sec accuracy=0.971094 2020-04-15 21:00:06,687 Epoch[30] Batch [15500-15550] Speed: 242.54 samples/sec accuracy=0.967969 2020-04-15 21:00:33,127 Epoch[30] Batch [15550-15600] Speed: 242.06 samples/sec accuracy=0.971875 2020-04-15 21:00:59,483 Epoch[30] Batch [15600-15650] Speed: 242.83 samples/sec accuracy=0.972656 2020-04-15 21:01:25,765 Epoch[30] Batch [15650-15700] Speed: 243.51 samples/sec accuracy=0.976094 2020-04-15 21:01:52,076 Epoch[30] Batch [15700-15750] Speed: 243.25 samples/sec accuracy=0.968906 2020-04-15 21:02:18,360 Epoch[30] Batch [15750-15800] Speed: 243.49 samples/sec accuracy=0.973437 2020-04-15 21:02:44,637 Epoch[30] Batch [15800-15850] Speed: 243.56 samples/sec accuracy=0.966875 2020-04-15 21:03:11,001 Epoch[30] Batch [15850-15900] Speed: 242.76 samples/sec accuracy=0.969531 2020-04-15 21:03:37,264 Epoch[30] Batch [15900-15950] Speed: 243.69 samples/sec accuracy=0.969844 2020-04-15 21:04:03,581 Epoch[30] Batch [15950-16000] Speed: 243.18 samples/sec accuracy=0.972187 2020-04-15 21:04:29,937 Epoch[30] Batch [16000-16050] Speed: 242.83 samples/sec accuracy=0.971094 2020-04-15 21:04:56,279 Epoch[30] Batch [16050-16100] Speed: 242.96 samples/sec accuracy=0.969688 2020-04-15 21:05:22,540 Epoch[30] Batch [16100-16150] Speed: 243.71 samples/sec accuracy=0.967969 2020-04-15 21:05:48,878 Epoch[30] Batch [16150-16200] Speed: 243.00 samples/sec accuracy=0.967031 2020-04-15 21:06:15,826 Epoch[30] Batch [16200-16250] Speed: 237.50 samples/sec accuracy=0.971562 2020-04-15 21:06:42,187 Epoch[30] Batch [16250-16300] Speed: 242.79 samples/sec accuracy=0.973281 2020-04-15 21:07:08,356 Epoch[30] Batch [16300-16350] Speed: 244.57 samples/sec accuracy=0.967656 2020-04-15 21:07:34,675 Epoch[30] Batch [16350-16400] Speed: 243.18 samples/sec accuracy=0.967344 2020-04-15 21:08:00,975 Epoch[30] Batch [16400-16450] Speed: 243.34 samples/sec accuracy=0.970156 2020-04-15 21:08:27,260 Epoch[30] Batch [16450-16500] Speed: 243.49 samples/sec accuracy=0.972187 2020-04-15 21:08:53,598 Epoch[30] Batch [16500-16550] Speed: 243.00 samples/sec accuracy=0.973594 2020-04-15 21:09:19,845 Epoch[30] Batch [16550-16600] Speed: 243.84 samples/sec accuracy=0.972969 2020-04-15 21:09:46,150 Epoch[30] Batch [16600-16650] Speed: 243.30 samples/sec accuracy=0.970313 2020-04-15 21:10:12,629 Epoch[30] Batch [16650-16700] Speed: 241.71 samples/sec accuracy=0.970469 2020-04-15 21:10:39,093 Epoch[30] Batch [16700-16750] Speed: 241.84 samples/sec accuracy=0.974688 2020-04-15 21:11:05,484 Epoch[30] Batch [16750-16800] Speed: 242.51 samples/sec accuracy=0.968125 2020-04-15 21:11:31,830 Epoch[30] Batch [16800-16850] Speed: 242.92 samples/sec accuracy=0.970938 2020-04-15 21:11:58,142 Epoch[30] Batch [16850-16900] Speed: 243.23 samples/sec accuracy=0.972031 2020-04-15 21:12:24,439 Epoch[30] Batch [16900-16950] Speed: 243.38 samples/sec accuracy=0.976250 2020-04-15 21:12:50,782 Epoch[30] Batch [16950-17000] Speed: 242.95 samples/sec accuracy=0.973594 2020-04-15 21:13:17,062 Epoch[30] Batch [17000-17050] Speed: 243.54 samples/sec accuracy=0.971094 2020-04-15 21:13:43,312 Epoch[30] Batch [17050-17100] Speed: 243.81 samples/sec accuracy=0.973594 2020-04-15 21:14:09,689 Epoch[30] Batch [17100-17150] Speed: 242.64 samples/sec accuracy=0.972187 2020-04-15 21:14:36,070 Epoch[30] Batch [17150-17200] Speed: 242.60 samples/sec accuracy=0.973437 2020-04-15 21:15:02,395 Epoch[30] Batch [17200-17250] Speed: 243.12 samples/sec accuracy=0.974375 2020-04-15 21:15:28,689 Epoch[30] Batch [17250-17300] Speed: 243.40 samples/sec accuracy=0.972187 2020-04-15 21:15:54,958 Epoch[30] Batch [17300-17350] Speed: 243.64 samples/sec accuracy=0.970938 2020-04-15 21:16:21,196 Epoch[30] Batch [17350-17400] Speed: 243.92 samples/sec accuracy=0.970313 2020-04-15 21:16:47,516 Epoch[30] Batch [17400-17450] Speed: 243.16 samples/sec accuracy=0.971094 2020-04-15 21:17:13,843 Epoch[30] Batch [17450-17500] Speed: 243.10 samples/sec accuracy=0.965469 2020-04-15 21:17:40,217 Epoch[30] Batch [17500-17550] Speed: 242.67 samples/sec accuracy=0.971406 2020-04-15 21:18:06,612 Epoch[30] Batch [17550-17600] Speed: 242.47 samples/sec accuracy=0.969688 2020-04-15 21:18:32,970 Epoch[30] Batch [17600-17650] Speed: 242.81 samples/sec accuracy=0.972187 2020-04-15 21:18:59,269 Epoch[30] Batch [17650-17700] Speed: 243.36 samples/sec accuracy=0.970625 2020-04-15 21:19:25,914 Epoch[30] Batch [17700-17750] Speed: 240.20 samples/sec accuracy=0.968750 2020-04-15 21:19:52,100 Epoch[30] Batch [17750-17800] Speed: 244.40 samples/sec accuracy=0.973437 2020-04-15 21:20:18,453 Epoch[30] Batch [17800-17850] Speed: 242.86 samples/sec accuracy=0.971094 2020-04-15 21:20:44,727 Epoch[30] Batch [17850-17900] Speed: 243.59 samples/sec accuracy=0.972500 2020-04-15 21:21:11,005 Epoch[30] Batch [17900-17950] Speed: 243.55 samples/sec accuracy=0.972812 2020-04-15 21:21:37,313 Epoch[30] Batch [17950-18000] Speed: 243.27 samples/sec accuracy=0.971562 2020-04-15 21:22:03,539 Epoch[30] Batch [18000-18050] Speed: 244.04 samples/sec accuracy=0.968750 2020-04-15 21:22:29,841 Epoch[30] Batch [18050-18100] Speed: 243.33 samples/sec accuracy=0.972031 2020-04-15 21:22:56,153 Epoch[30] Batch [18100-18150] Speed: 243.23 samples/sec accuracy=0.972656 2020-04-15 21:23:22,434 Epoch[30] Batch [18150-18200] Speed: 243.52 samples/sec accuracy=0.974375 2020-04-15 21:23:48,735 Epoch[30] Batch [18200-18250] Speed: 243.34 samples/sec accuracy=0.969219 2020-04-15 21:24:15,077 Epoch[30] Batch [18250-18300] Speed: 242.96 samples/sec accuracy=0.971562 2020-04-15 21:24:41,492 Epoch[30] Batch [18300-18350] Speed: 242.28 samples/sec accuracy=0.972500 2020-04-15 21:25:07,740 Epoch[30] Batch [18350-18400] Speed: 243.83 samples/sec accuracy=0.972500 2020-04-15 21:25:34,083 Epoch[30] Batch [18400-18450] Speed: 242.96 samples/sec accuracy=0.974063 2020-04-15 21:26:00,416 Epoch[30] Batch [18450-18500] Speed: 243.04 samples/sec accuracy=0.971875 2020-04-15 21:26:26,668 Epoch[30] Batch [18500-18550] Speed: 243.80 samples/sec accuracy=0.971562 2020-04-15 21:26:52,986 Epoch[30] Batch [18550-18600] Speed: 243.18 samples/sec accuracy=0.971719 2020-04-15 21:27:19,307 Epoch[30] Batch [18600-18650] Speed: 243.16 samples/sec accuracy=0.969844 2020-04-15 21:27:45,596 Epoch[30] Batch [18650-18700] Speed: 243.45 samples/sec accuracy=0.969375 2020-04-15 21:28:11,918 Epoch[30] Batch [18700-18750] Speed: 243.14 samples/sec accuracy=0.968125 2020-04-15 21:28:38,179 Epoch[30] Batch [18750-18800] Speed: 243.70 samples/sec accuracy=0.967656 2020-04-15 21:29:04,440 Epoch[30] Batch [18800-18850] Speed: 243.72 samples/sec accuracy=0.974531 2020-04-15 21:29:30,763 Epoch[30] Batch [18850-18900] Speed: 243.13 samples/sec accuracy=0.976562 2020-04-15 21:29:57,094 Epoch[30] Batch [18900-18950] Speed: 243.06 samples/sec accuracy=0.972500 2020-04-15 21:30:23,352 Epoch[30] Batch [18950-19000] Speed: 243.74 samples/sec accuracy=0.973281 2020-04-15 21:30:49,635 Epoch[30] Batch [19000-19050] Speed: 243.51 samples/sec accuracy=0.968281 2020-04-15 21:31:16,014 Epoch[30] Batch [19050-19100] Speed: 242.61 samples/sec accuracy=0.972344 2020-04-15 21:31:42,284 Epoch[30] Batch [19100-19150] Speed: 243.63 samples/sec accuracy=0.970781 2020-04-15 21:32:08,821 Epoch[30] Batch [19150-19200] Speed: 241.17 samples/sec accuracy=0.971250 2020-04-15 21:32:35,490 Epoch[30] Batch [19200-19250] Speed: 239.99 samples/sec accuracy=0.971719 2020-04-15 21:33:02,304 Epoch[30] Batch [19250-19300] Speed: 238.68 samples/sec accuracy=0.972344 2020-04-15 21:33:28,731 Epoch[30] Batch [19300-19350] Speed: 242.18 samples/sec accuracy=0.975469 2020-04-15 21:33:55,018 Epoch[30] Batch [19350-19400] Speed: 243.46 samples/sec accuracy=0.969531 2020-04-15 21:34:21,360 Epoch[30] Batch [19400-19450] Speed: 242.97 samples/sec accuracy=0.970938 2020-04-15 21:34:47,884 Epoch[30] Batch [19450-19500] Speed: 241.29 samples/sec accuracy=0.972031 2020-04-15 21:35:14,185 Epoch[30] Batch [19500-19550] Speed: 243.34 samples/sec accuracy=0.971406 2020-04-15 21:35:40,467 Epoch[30] Batch [19550-19600] Speed: 243.51 samples/sec accuracy=0.974844 2020-04-15 21:36:06,829 Epoch[30] Batch [19600-19650] Speed: 242.78 samples/sec accuracy=0.971094 2020-04-15 21:36:33,314 Epoch[30] Batch [19650-19700] Speed: 241.65 samples/sec accuracy=0.971562 2020-04-15 21:36:59,869 Epoch[30] Batch [19700-19750] Speed: 241.01 samples/sec accuracy=0.970781 2020-04-15 21:37:26,154 Epoch[30] Batch [19750-19800] Speed: 243.49 samples/sec accuracy=0.971875 2020-04-15 21:37:52,480 Epoch[30] Batch [19800-19850] Speed: 243.11 samples/sec accuracy=0.968594 2020-04-15 21:38:18,772 Epoch[30] Batch [19850-19900] Speed: 243.42 samples/sec accuracy=0.971562 2020-04-15 21:38:45,135 Epoch[30] Batch [19900-19950] Speed: 242.77 samples/sec accuracy=0.964531 2020-04-15 21:39:11,434 Epoch[30] Batch [19950-20000] Speed: 243.36 samples/sec accuracy=0.970938 2020-04-15 21:39:37,727 Epoch[30] Batch [20000-20050] Speed: 243.41 samples/sec accuracy=0.971250 2020-04-15 21:40:04,019 Epoch[30] Batch [20050-20100] Speed: 243.43 samples/sec accuracy=0.969531 2020-04-15 21:40:30,355 Epoch[30] Batch [20100-20150] Speed: 243.01 samples/sec accuracy=0.972344 2020-04-15 21:40:56,626 Epoch[30] Batch [20150-20200] Speed: 243.62 samples/sec accuracy=0.973594 2020-04-15 21:41:23,026 Epoch[30] Batch [20200-20250] Speed: 242.42 samples/sec accuracy=0.969375 2020-04-15 21:41:49,537 Epoch[30] Batch [20250-20300] Speed: 241.42 samples/sec accuracy=0.973437 2020-04-15 21:42:16,045 Epoch[30] Batch [20300-20350] Speed: 241.44 samples/sec accuracy=0.973594 2020-04-15 21:42:42,533 Epoch[30] Batch [20350-20400] Speed: 241.62 samples/sec accuracy=0.969375 2020-04-15 21:43:08,978 Epoch[30] Batch [20400-20450] Speed: 242.02 samples/sec accuracy=0.972344 2020-04-15 21:43:35,251 Epoch[30] Batch [20450-20500] Speed: 243.59 samples/sec accuracy=0.968906 2020-04-15 21:44:01,629 Epoch[30] Batch [20500-20550] Speed: 242.63 samples/sec accuracy=0.973125 2020-04-15 21:44:28,489 Epoch[30] Batch [20550-20600] Speed: 238.27 samples/sec accuracy=0.968125 2020-04-15 21:44:55,310 Epoch[30] Batch [20600-20650] Speed: 238.63 samples/sec accuracy=0.969531 2020-04-15 21:45:21,796 Epoch[30] Batch [20650-20700] Speed: 241.64 samples/sec accuracy=0.973281 2020-04-15 21:45:48,288 Epoch[30] Batch [20700-20750] Speed: 241.58 samples/sec accuracy=0.970313 2020-04-15 21:46:15,067 Epoch[30] Batch [20750-20800] Speed: 239.00 samples/sec accuracy=0.973594 2020-04-15 21:46:41,428 Epoch[30] Batch [20800-20850] Speed: 242.78 samples/sec accuracy=0.970781 2020-04-15 21:47:07,674 Epoch[30] Batch [20850-20900] Speed: 243.85 samples/sec accuracy=0.970156 2020-04-15 21:47:34,007 Epoch[30] Batch [20900-20950] Speed: 243.04 samples/sec accuracy=0.973594 2020-04-15 21:48:00,362 Epoch[30] Batch [20950-21000] Speed: 242.85 samples/sec accuracy=0.971094 2020-04-15 21:48:26,635 Epoch[30] Batch [21000-21050] Speed: 243.59 samples/sec accuracy=0.969219 2020-04-15 21:48:52,904 Epoch[30] Batch [21050-21100] Speed: 243.64 samples/sec accuracy=0.970313 2020-04-15 21:49:19,221 Epoch[30] Batch [21100-21150] Speed: 243.18 samples/sec accuracy=0.968906 2020-04-15 21:49:45,500 Epoch[30] Batch [21150-21200] Speed: 243.55 samples/sec accuracy=0.969688 2020-04-15 21:50:11,791 Epoch[30] Batch [21200-21250] Speed: 243.43 samples/sec accuracy=0.973594 2020-04-15 21:50:38,152 Epoch[30] Batch [21250-21300] Speed: 242.79 samples/sec accuracy=0.973437 2020-04-15 21:51:04,398 Epoch[30] Batch [21300-21350] Speed: 243.85 samples/sec accuracy=0.972187 2020-04-15 21:51:30,632 Epoch[30] Batch [21350-21400] Speed: 243.96 samples/sec accuracy=0.971250 2020-04-15 21:51:56,851 Epoch[30] Batch [21400-21450] Speed: 244.10 samples/sec accuracy=0.973281 2020-04-15 21:52:23,150 Epoch[30] Batch [21450-21500] Speed: 243.36 samples/sec accuracy=0.975469 2020-04-15 21:52:49,593 Epoch[30] Batch [21500-21550] Speed: 242.03 samples/sec accuracy=0.971562 2020-04-15 21:53:15,859 Epoch[30] Batch [21550-21600] Speed: 243.67 samples/sec accuracy=0.972344 2020-04-15 21:53:42,231 Epoch[30] Batch [21600-21650] Speed: 242.68 samples/sec accuracy=0.972187 2020-04-15 21:54:08,503 Epoch[30] Batch [21650-21700] Speed: 243.61 samples/sec accuracy=0.970313 2020-04-15 21:54:34,782 Epoch[30] Batch [21700-21750] Speed: 243.55 samples/sec accuracy=0.970469 2020-04-15 21:55:01,177 Epoch[30] Batch [21750-21800] Speed: 242.47 samples/sec accuracy=0.972344 2020-04-15 21:55:27,498 Epoch[30] Batch [21800-21850] Speed: 243.15 samples/sec accuracy=0.970313 2020-04-15 21:55:53,919 Epoch[30] Batch [21850-21900] Speed: 242.23 samples/sec accuracy=0.975000 2020-04-15 21:56:20,176 Epoch[30] Batch [21900-21950] Speed: 243.75 samples/sec accuracy=0.971562 2020-04-15 21:56:46,427 Epoch[30] Batch [21950-22000] Speed: 243.80 samples/sec accuracy=0.965781 2020-04-15 21:57:12,841 Epoch[30] Batch [22000-22050] Speed: 242.30 samples/sec accuracy=0.973594 2020-04-15 21:57:39,176 Epoch[30] Batch [22050-22100] Speed: 243.02 samples/sec accuracy=0.970156 2020-04-15 21:58:05,411 Epoch[30] Batch [22100-22150] Speed: 243.95 samples/sec accuracy=0.972500 2020-04-15 21:58:31,724 Epoch[30] Batch [22150-22200] Speed: 243.23 samples/sec accuracy=0.970313 2020-04-15 21:58:57,994 Epoch[30] Batch [22200-22250] Speed: 243.63 samples/sec accuracy=0.969375 2020-04-15 21:59:24,522 Epoch[30] Batch [22250-22300] Speed: 241.25 samples/sec accuracy=0.971562 2020-04-15 21:59:51,150 Epoch[30] Batch [22300-22350] Speed: 240.35 samples/sec accuracy=0.972812 2020-04-15 22:00:17,473 Epoch[30] Batch [22350-22400] Speed: 243.14 samples/sec accuracy=0.969375 2020-04-15 22:00:43,726 Epoch[30] Batch [22400-22450] Speed: 243.78 samples/sec accuracy=0.975313 2020-04-15 22:01:09,947 Epoch[30] Batch [22450-22500] Speed: 244.08 samples/sec accuracy=0.971562 2020-04-15 22:01:36,340 Epoch[30] Batch [22500-22550] Speed: 242.49 samples/sec accuracy=0.970000 2020-04-15 22:02:02,826 Epoch[30] Batch [22550-22600] Speed: 241.64 samples/sec accuracy=0.968750 2020-04-15 22:02:29,095 Epoch[30] Batch [22600-22650] Speed: 243.64 samples/sec accuracy=0.972031 2020-04-15 22:02:55,399 Epoch[30] Batch [22650-22700] Speed: 243.31 samples/sec accuracy=0.970781 2020-04-15 22:03:21,688 Epoch[30] Batch [22700-22750] Speed: 243.45 samples/sec accuracy=0.972656 2020-04-15 22:03:48,038 Epoch[30] Batch [22750-22800] Speed: 242.88 samples/sec accuracy=0.975156 2020-04-15 22:04:14,274 Epoch[30] Batch [22800-22850] Speed: 243.94 samples/sec accuracy=0.967500 2020-04-15 22:04:40,649 Epoch[30] Batch [22850-22900] Speed: 242.66 samples/sec accuracy=0.970781 2020-04-15 22:05:06,994 Epoch[30] Batch [22900-22950] Speed: 242.93 samples/sec accuracy=0.969063 2020-04-15 22:05:33,300 Epoch[30] Batch [22950-23000] Speed: 243.30 samples/sec accuracy=0.972031 2020-04-15 22:05:59,628 Epoch[30] Batch [23000-23050] Speed: 243.09 samples/sec accuracy=0.974688 2020-04-15 22:06:25,954 Epoch[30] Batch [23050-23100] Speed: 243.11 samples/sec accuracy=0.970156 2020-04-15 22:06:52,311 Epoch[30] Batch [23100-23150] Speed: 242.82 samples/sec accuracy=0.967500 2020-04-15 22:07:18,613 Epoch[30] Batch [23150-23200] Speed: 243.33 samples/sec accuracy=0.969219 2020-04-15 22:07:44,949 Epoch[30] Batch [23200-23250] Speed: 243.02 samples/sec accuracy=0.971719 2020-04-15 22:08:11,174 Epoch[30] Batch [23250-23300] Speed: 244.04 samples/sec accuracy=0.970469 2020-04-15 22:08:37,449 Epoch[30] Batch [23300-23350] Speed: 243.58 samples/sec accuracy=0.973437 2020-04-15 22:09:03,644 Epoch[30] Batch [23350-23400] Speed: 244.32 samples/sec accuracy=0.972500 2020-04-15 22:09:29,940 Epoch[30] Batch [23400-23450] Speed: 243.38 samples/sec accuracy=0.969375 2020-04-15 22:09:56,224 Epoch[30] Batch [23450-23500] Speed: 243.50 samples/sec accuracy=0.973594 2020-04-15 22:10:22,575 Epoch[30] Batch [23500-23550] Speed: 242.88 samples/sec accuracy=0.973125 2020-04-15 22:10:48,916 Epoch[30] Batch [23550-23600] Speed: 242.96 samples/sec accuracy=0.973125 2020-04-15 22:11:15,319 Epoch[30] Batch [23600-23650] Speed: 242.40 samples/sec accuracy=0.970469 2020-04-15 22:11:41,606 Epoch[30] Batch [23650-23700] Speed: 243.47 samples/sec accuracy=0.970781 2020-04-15 22:12:08,280 Epoch[30] Batch [23700-23750] Speed: 239.94 samples/sec accuracy=0.974063 2020-04-15 22:12:34,581 Epoch[30] Batch [23750-23800] Speed: 243.34 samples/sec accuracy=0.967656 2020-04-15 22:13:00,986 Epoch[30] Batch [23800-23850] Speed: 242.38 samples/sec accuracy=0.971875 2020-04-15 22:13:27,393 Epoch[30] Batch [23850-23900] Speed: 242.36 samples/sec accuracy=0.968281 2020-04-15 22:13:53,783 Epoch[30] Batch [23900-23950] Speed: 242.51 samples/sec accuracy=0.974688 2020-04-15 22:14:20,212 Epoch[30] Batch [23950-24000] Speed: 242.16 samples/sec accuracy=0.970000 2020-04-15 22:14:46,561 Epoch[30] Batch [24000-24050] Speed: 242.90 samples/sec accuracy=0.972500 2020-04-15 22:15:12,904 Epoch[30] Batch [24050-24100] Speed: 242.95 samples/sec accuracy=0.972031 2020-04-15 22:15:39,322 Epoch[30] Batch [24100-24150] Speed: 242.26 samples/sec accuracy=0.972344 2020-04-15 22:16:05,686 Epoch[30] Batch [24150-24200] Speed: 242.76 samples/sec accuracy=0.970156 2020-04-15 22:16:32,030 Epoch[30] Batch [24200-24250] Speed: 242.94 samples/sec accuracy=0.969531 2020-04-15 22:16:58,289 Epoch[30] Batch [24250-24300] Speed: 243.72 samples/sec accuracy=0.972969 2020-04-15 22:17:24,617 Epoch[30] Batch [24300-24350] Speed: 243.09 samples/sec accuracy=0.973750 2020-04-15 22:17:50,944 Epoch[30] Batch [24350-24400] Speed: 243.10 samples/sec accuracy=0.971406 2020-04-15 22:18:17,220 Epoch[30] Batch [24400-24450] Speed: 243.57 samples/sec accuracy=0.970156 2020-04-15 22:18:43,497 Epoch[30] Batch [24450-24500] Speed: 243.56 samples/sec accuracy=0.971406 2020-04-15 22:19:09,767 Epoch[30] Batch [24500-24550] Speed: 243.63 samples/sec accuracy=0.973906 2020-04-15 22:19:36,155 Epoch[30] Batch [24550-24600] Speed: 242.53 samples/sec accuracy=0.972344 2020-04-15 22:20:02,579 Epoch[30] Batch [24600-24650] Speed: 242.21 samples/sec accuracy=0.970313 2020-04-15 22:20:28,860 Epoch[30] Batch [24650-24700] Speed: 243.53 samples/sec accuracy=0.971562 2020-04-15 22:20:55,187 Epoch[30] Batch [24700-24750] Speed: 243.10 samples/sec accuracy=0.968125 2020-04-15 22:21:21,488 Epoch[30] Batch [24750-24800] Speed: 243.34 samples/sec accuracy=0.972031 2020-04-15 22:21:47,845 Epoch[30] Batch [24800-24850] Speed: 242.82 samples/sec accuracy=0.972500 2020-04-15 22:22:14,119 Epoch[30] Batch [24850-24900] Speed: 243.59 samples/sec accuracy=0.970781 2020-04-15 22:22:40,414 Epoch[30] Batch [24900-24950] Speed: 243.39 samples/sec accuracy=0.972500 2020-04-15 22:23:06,689 Epoch[30] Batch [24950-25000] Speed: 243.58 samples/sec accuracy=0.970156 2020-04-15 22:23:33,452 Epoch[30] Batch [25000-25050] Speed: 239.14 samples/sec accuracy=0.970156 2020-04-15 22:23:59,794 Epoch[30] Batch [25050-25100] Speed: 242.96 samples/sec accuracy=0.967187 2020-04-15 22:24:26,105 Epoch[30] Batch [25100-25150] Speed: 243.24 samples/sec accuracy=0.969063 2020-04-15 22:24:52,344 Epoch[30] Batch [25150-25200] Speed: 243.91 samples/sec accuracy=0.971250 2020-04-15 22:25:18,621 Epoch[30] Batch [25200-25250] Speed: 243.57 samples/sec accuracy=0.972031 2020-04-15 22:25:45,042 Epoch[30] Batch [25250-25300] Speed: 242.23 samples/sec accuracy=0.967969 2020-04-15 22:26:11,336 Epoch[30] Batch [25300-25350] Speed: 243.41 samples/sec accuracy=0.971094 2020-04-15 22:26:37,628 Epoch[30] Batch [25350-25400] Speed: 243.42 samples/sec accuracy=0.971875 2020-04-15 22:27:03,898 Epoch[30] Batch [25400-25450] Speed: 243.63 samples/sec accuracy=0.972031 2020-04-15 22:27:30,288 Epoch[30] Batch [25450-25500] Speed: 242.51 samples/sec accuracy=0.973281 2020-04-15 22:27:56,560 Epoch[30] Batch [25500-25550] Speed: 243.61 samples/sec accuracy=0.971094 2020-04-15 22:28:22,852 Epoch[30] Batch [25550-25600] Speed: 243.42 samples/sec accuracy=0.971875 2020-04-15 22:28:49,303 Epoch[30] Batch [25600-25650] Speed: 241.95 samples/sec accuracy=0.974219 2020-04-15 22:29:15,686 Epoch[30] Batch [25650-25700] Speed: 242.58 samples/sec accuracy=0.970625 2020-04-15 22:29:41,939 Epoch[30] Batch [25700-25750] Speed: 243.79 samples/sec accuracy=0.972031 2020-04-15 22:30:08,127 Epoch[30] Batch [25750-25800] Speed: 244.39 samples/sec accuracy=0.970313 2020-04-15 22:30:34,464 Epoch[30] Batch [25800-25850] Speed: 243.00 samples/sec accuracy=0.970469 2020-04-15 22:31:00,943 Epoch[30] Batch [25850-25900] Speed: 241.70 samples/sec accuracy=0.972500 2020-04-15 22:31:27,239 Epoch[30] Batch [25900-25950] Speed: 243.39 samples/sec accuracy=0.969844 2020-04-15 22:31:53,507 Epoch[30] Batch [25950-26000] Speed: 243.65 samples/sec accuracy=0.974375 2020-04-15 22:32:19,910 Epoch[30] Batch [26000-26050] Speed: 242.39 samples/sec accuracy=0.969688 2020-04-15 22:32:46,181 Epoch[30] Batch [26050-26100] Speed: 243.62 samples/sec accuracy=0.973906 2020-04-15 22:33:12,388 Epoch[30] Batch [26100-26150] Speed: 244.21 samples/sec accuracy=0.969375 2020-04-15 22:33:38,677 Epoch[30] Batch [26150-26200] Speed: 243.45 samples/sec accuracy=0.972031 2020-04-15 22:34:05,074 Epoch[30] Batch [26200-26250] Speed: 242.45 samples/sec accuracy=0.972344 2020-04-15 22:34:31,394 Epoch[30] Batch [26250-26300] Speed: 243.16 samples/sec accuracy=0.970156 2020-04-15 22:34:57,741 Epoch[30] Batch [26300-26350] Speed: 242.92 samples/sec accuracy=0.971562 2020-04-15 22:35:24,048 Epoch[30] Batch [26350-26400] Speed: 243.28 samples/sec accuracy=0.971250 2020-04-15 22:35:50,363 Epoch[30] Batch [26400-26450] Speed: 243.22 samples/sec accuracy=0.973750 2020-04-15 22:36:16,800 Epoch[30] Batch [26450-26500] Speed: 242.08 samples/sec accuracy=0.972969 2020-04-15 22:36:43,210 Epoch[30] Batch [26500-26550] Speed: 242.34 samples/sec accuracy=0.973906 2020-04-15 22:37:09,763 Epoch[30] Batch [26550-26600] Speed: 241.02 samples/sec accuracy=0.966875 2020-04-15 22:37:36,547 Epoch[30] Batch [26600-26650] Speed: 238.95 samples/sec accuracy=0.968906 2020-04-15 22:38:02,872 Epoch[30] Batch [26650-26700] Speed: 243.12 samples/sec accuracy=0.968125 2020-04-15 22:38:29,176 Epoch[30] Batch [26700-26750] Speed: 243.31 samples/sec accuracy=0.970469 2020-04-15 22:38:55,473 Epoch[30] Batch [26750-26800] Speed: 243.37 samples/sec accuracy=0.967656 2020-04-15 22:39:21,833 Epoch[30] Batch [26800-26850] Speed: 242.79 samples/sec accuracy=0.973125 2020-04-15 22:39:48,074 Epoch[30] Batch [26850-26900] Speed: 243.90 samples/sec accuracy=0.972500 2020-04-15 22:40:14,479 Epoch[30] Batch [26900-26950] Speed: 242.38 samples/sec accuracy=0.970625 2020-04-15 22:40:40,763 Epoch[30] Batch [26950-27000] Speed: 243.50 samples/sec accuracy=0.971719 2020-04-15 22:41:07,078 Epoch[30] Batch [27000-27050] Speed: 243.21 samples/sec accuracy=0.968750 2020-04-15 22:41:33,365 Epoch[30] Batch [27050-27100] Speed: 243.47 samples/sec accuracy=0.971562 2020-04-15 22:41:59,717 Epoch[30] Batch [27100-27150] Speed: 242.87 samples/sec accuracy=0.970781 2020-04-15 22:42:26,026 Epoch[30] Batch [27150-27200] Speed: 243.26 samples/sec accuracy=0.972031 2020-04-15 22:42:52,296 Epoch[30] Batch [27200-27250] Speed: 243.62 samples/sec accuracy=0.969688 2020-04-15 22:43:18,625 Epoch[30] Batch [27250-27300] Speed: 243.08 samples/sec accuracy=0.972969 2020-04-15 22:43:44,917 Epoch[30] Batch [27300-27350] Speed: 243.42 samples/sec accuracy=0.971094 2020-04-15 22:44:11,227 Epoch[30] Batch [27350-27400] Speed: 243.26 samples/sec accuracy=0.974844 2020-04-15 22:44:37,989 Epoch[30] Batch [27400-27450] Speed: 239.14 samples/sec accuracy=0.973750 2020-04-15 22:45:04,351 Epoch[30] Batch [27450-27500] Speed: 242.78 samples/sec accuracy=0.969531 2020-04-15 22:45:30,568 Epoch[30] Batch [27500-27550] Speed: 244.12 samples/sec accuracy=0.971719 2020-04-15 22:45:56,782 Epoch[30] Batch [27550-27600] Speed: 244.14 samples/sec accuracy=0.970469 2020-04-15 22:46:23,108 Epoch[30] Batch [27600-27650] Speed: 243.11 samples/sec accuracy=0.970938 2020-04-15 22:46:49,370 Epoch[30] Batch [27650-27700] Speed: 243.69 samples/sec accuracy=0.967500 2020-04-15 22:47:15,814 Epoch[30] Batch [27700-27750] Speed: 242.03 samples/sec accuracy=0.973281 2020-04-15 22:47:42,156 Epoch[30] Batch [27750-27800] Speed: 242.96 samples/sec accuracy=0.970469 2020-04-15 22:48:08,537 Epoch[30] Batch [27800-27850] Speed: 242.60 samples/sec accuracy=0.972187 2020-04-15 22:48:34,828 Epoch[30] Batch [27850-27900] Speed: 243.43 samples/sec accuracy=0.970000 2020-04-15 22:49:01,108 Epoch[30] Batch [27900-27950] Speed: 243.53 samples/sec accuracy=0.971094 2020-04-15 22:49:27,583 Epoch[30] Batch [27950-28000] Speed: 241.74 samples/sec accuracy=0.971250 2020-04-15 22:49:53,911 Epoch[30] Batch [28000-28050] Speed: 243.09 samples/sec accuracy=0.969844 2020-04-15 22:50:20,252 Epoch[30] Batch [28050-28100] Speed: 242.97 samples/sec accuracy=0.966406 2020-04-15 22:50:46,992 Epoch[30] Batch [28100-28150] Speed: 239.34 samples/sec accuracy=0.975938 2020-04-15 22:51:13,230 Epoch[30] Batch [28150-28200] Speed: 243.92 samples/sec accuracy=0.971406 2020-04-15 22:51:33,524 Epoch[30] Train-accuracy=0.971215 2020-04-15 22:51:33,524 Epoch[30] Time cost=15763.876 2020-04-15 22:51:33,571 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0031.params" 2020-04-15 23:18:59,151 Epoch[30] Validation-accuracy=0.985710 2020-04-15 23:19:37,202 Epoch[31] Batch [0-50] Speed: 212.84 samples/sec accuracy=0.972120 2020-04-15 23:20:07,079 Epoch[31] Batch [50-100] Speed: 214.21 samples/sec accuracy=0.974063 2020-04-15 23:20:37,123 Epoch[31] Batch [100-150] Speed: 213.03 samples/sec accuracy=0.972656 2020-04-15 23:21:07,162 Epoch[31] Batch [150-200] Speed: 213.05 samples/sec accuracy=0.970781 2020-04-15 23:21:36,823 Epoch[31] Batch [200-250] Speed: 215.78 samples/sec accuracy=0.972187 2020-04-15 23:22:06,934 Epoch[31] Batch [250-300] Speed: 212.54 samples/sec accuracy=0.973437 2020-04-15 23:22:36,904 Epoch[31] Batch [300-350] Speed: 213.55 samples/sec accuracy=0.969688 2020-04-15 23:23:07,012 Epoch[31] Batch [350-400] Speed: 212.57 samples/sec accuracy=0.969375 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00:18:37,438 Epoch[31] Batch [6100-6150] Speed: 212.71 samples/sec accuracy=0.971719 2020-04-16 00:19:05,903 Epoch[31] Batch [6150-6200] Speed: 224.84 samples/sec accuracy=0.975000 2020-04-16 00:19:32,476 Epoch[31] Batch [6200-6250] Speed: 240.84 samples/sec accuracy=0.972031 2020-04-16 00:19:59,043 Epoch[31] Batch [6250-6300] Speed: 240.90 samples/sec accuracy=0.970938 2020-04-16 00:20:26,875 Epoch[31] Batch [6300-6350] Speed: 229.95 samples/sec accuracy=0.969688 2020-04-16 00:20:56,496 Epoch[31] Batch [6350-6400] Speed: 216.06 samples/sec accuracy=0.970625 2020-04-16 00:21:26,946 Epoch[31] Batch [6400-6450] Speed: 210.18 samples/sec accuracy=0.967969 2020-04-16 00:21:56,586 Epoch[31] Batch [6450-6500] Speed: 215.93 samples/sec accuracy=0.975000 2020-04-16 00:22:27,274 Epoch[31] Batch [6500-6550] Speed: 208.55 samples/sec accuracy=0.970938 2020-04-16 00:22:57,809 Epoch[31] Batch [6550-6600] Speed: 209.59 samples/sec accuracy=0.971094 2020-04-16 00:23:27,552 Epoch[31] Batch [6600-6650] 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accuracy=0.971094 2020-04-16 00:44:24,523 Epoch[31] Batch [8700-8750] Speed: 214.39 samples/sec accuracy=0.968437 2020-04-16 00:44:54,439 Epoch[31] Batch [8750-8800] Speed: 213.93 samples/sec accuracy=0.966250 2020-04-16 00:45:24,449 Epoch[31] Batch [8800-8850] Speed: 213.27 samples/sec accuracy=0.974219 2020-04-16 00:45:54,278 Epoch[31] Batch [8850-8900] Speed: 214.55 samples/sec accuracy=0.972031 2020-04-16 00:46:24,129 Epoch[31] Batch [8900-8950] Speed: 214.40 samples/sec accuracy=0.967812 2020-04-16 00:46:53,805 Epoch[31] Batch [8950-9000] Speed: 215.67 samples/sec accuracy=0.972187 2020-04-16 00:47:23,477 Epoch[31] Batch [9000-9050] Speed: 215.70 samples/sec accuracy=0.975000 2020-04-16 00:47:53,570 Epoch[31] Batch [9050-9100] Speed: 212.67 samples/sec accuracy=0.971719 2020-04-16 00:48:23,344 Epoch[31] Batch [9100-9150] Speed: 214.96 samples/sec accuracy=0.971406 2020-04-16 00:48:53,473 Epoch[31] Batch [9150-9200] Speed: 212.42 samples/sec accuracy=0.970625 2020-04-16 00:49:23,488 Epoch[31] Batch [9200-9250] Speed: 213.23 samples/sec accuracy=0.973437 2020-04-16 00:49:53,070 Epoch[31] Batch [9250-9300] Speed: 216.36 samples/sec accuracy=0.974375 2020-04-16 00:50:23,099 Epoch[31] Batch [9300-9350] Speed: 213.13 samples/sec accuracy=0.969531 2020-04-16 00:50:53,063 Epoch[31] Batch [9350-9400] Speed: 213.59 samples/sec accuracy=0.969844 2020-04-16 00:51:22,745 Epoch[31] Batch [9400-9450] Speed: 215.62 samples/sec accuracy=0.972812 2020-04-16 00:51:52,864 Epoch[31] Batch [9450-9500] Speed: 212.49 samples/sec accuracy=0.970313 2020-04-16 00:52:23,579 Epoch[31] Batch [9500-9550] Speed: 208.37 samples/sec accuracy=0.968750 2020-04-16 00:52:53,467 Epoch[31] Batch [9550-9600] Speed: 214.13 samples/sec accuracy=0.967187 2020-04-16 00:53:23,573 Epoch[31] Batch [9600-9650] Speed: 212.59 samples/sec accuracy=0.971562 2020-04-16 00:53:53,372 Epoch[31] Batch [9650-9700] Speed: 214.78 samples/sec accuracy=0.971250 2020-04-16 00:54:23,608 Epoch[31] Batch [9700-9750] Speed: 211.67 samples/sec accuracy=0.971719 2020-04-16 00:54:53,644 Epoch[31] Batch [9750-9800] Speed: 213.07 samples/sec accuracy=0.969375 2020-04-16 00:55:23,662 Epoch[31] Batch [9800-9850] Speed: 213.21 samples/sec accuracy=0.971875 2020-04-16 00:55:53,461 Epoch[31] Batch [9850-9900] Speed: 214.78 samples/sec accuracy=0.970938 2020-04-16 00:56:23,297 Epoch[31] Batch [9900-9950] Speed: 214.51 samples/sec accuracy=0.971094 2020-04-16 00:56:53,018 Epoch[31] Batch [9950-10000] Speed: 215.34 samples/sec accuracy=0.971250 2020-04-16 00:57:22,975 Epoch[31] Batch [10000-10050] Speed: 213.64 samples/sec accuracy=0.970469 2020-04-16 00:57:52,726 Epoch[31] Batch [10050-10100] Speed: 215.12 samples/sec accuracy=0.970781 2020-04-16 00:58:22,681 Epoch[31] Batch [10100-10150] Speed: 213.65 samples/sec accuracy=0.971406 2020-04-16 00:58:52,711 Epoch[31] Batch [10150-10200] Speed: 213.12 samples/sec accuracy=0.972969 2020-04-16 00:59:22,644 Epoch[31] Batch [10200-10250] Speed: 213.81 samples/sec accuracy=0.967656 2020-04-16 00:59:52,644 Epoch[31] Batch [10250-10300] Speed: 213.33 samples/sec accuracy=0.973594 2020-04-16 01:00:22,621 Epoch[31] Batch [10300-10350] Speed: 213.50 samples/sec accuracy=0.971406 2020-04-16 01:00:52,732 Epoch[31] Batch [10350-10400] Speed: 212.55 samples/sec accuracy=0.970000 2020-04-16 01:01:22,696 Epoch[31] Batch [10400-10450] Speed: 213.59 samples/sec accuracy=0.970156 2020-04-16 01:01:52,461 Epoch[31] Batch [10450-10500] Speed: 215.02 samples/sec accuracy=0.972656 2020-04-16 01:02:22,220 Epoch[31] Batch [10500-10550] Speed: 215.06 samples/sec accuracy=0.972969 2020-04-16 01:02:52,269 Epoch[31] Batch [10550-10600] Speed: 212.99 samples/sec accuracy=0.970781 2020-04-16 01:03:22,264 Epoch[31] Batch [10600-10650] Speed: 213.37 samples/sec accuracy=0.973906 2020-04-16 01:03:52,396 Epoch[31] Batch [10650-10700] Speed: 212.40 samples/sec accuracy=0.972656 2020-04-16 01:04:22,091 Epoch[31] Batch [10700-10750] Speed: 215.53 samples/sec accuracy=0.971875 2020-04-16 01:04:51,926 Epoch[31] Batch [10750-10800] Speed: 214.52 samples/sec accuracy=0.972344 2020-04-16 01:05:21,899 Epoch[31] Batch [10800-10850] Speed: 213.53 samples/sec accuracy=0.967969 2020-04-16 01:05:51,953 Epoch[31] Batch [10850-10900] Speed: 212.95 samples/sec accuracy=0.969531 2020-04-16 01:06:21,760 Epoch[31] Batch [10900-10950] Speed: 214.72 samples/sec accuracy=0.968437 2020-04-16 01:06:52,423 Epoch[31] Batch [10950-11000] Speed: 208.72 samples/sec accuracy=0.969688 2020-04-16 01:07:22,423 Epoch[31] Batch [11000-11050] Speed: 213.33 samples/sec accuracy=0.972500 2020-04-16 01:07:52,406 Epoch[31] Batch [11050-11100] Speed: 213.46 samples/sec accuracy=0.969531 2020-04-16 01:08:22,563 Epoch[31] Batch [11100-11150] Speed: 212.22 samples/sec accuracy=0.969688 2020-04-16 01:08:52,628 Epoch[31] Batch [11150-11200] Speed: 212.87 samples/sec accuracy=0.970000 2020-04-16 01:09:22,510 Epoch[31] Batch [11200-11250] Speed: 214.17 samples/sec accuracy=0.967500 2020-04-16 01:09:52,497 Epoch[31] Batch [11250-11300] Speed: 213.43 samples/sec accuracy=0.973125 2020-04-16 01:10:22,720 Epoch[31] Batch [11300-11350] Speed: 211.76 samples/sec accuracy=0.969375 2020-04-16 01:10:52,792 Epoch[31] Batch [11350-11400] Speed: 212.82 samples/sec accuracy=0.969688 2020-04-16 01:11:22,857 Epoch[31] Batch [11400-11450] Speed: 212.88 samples/sec accuracy=0.971875 2020-04-16 01:11:52,682 Epoch[31] Batch [11450-11500] Speed: 214.58 samples/sec accuracy=0.971250 2020-04-16 01:12:22,801 Epoch[31] Batch [11500-11550] Speed: 212.49 samples/sec accuracy=0.970625 2020-04-16 01:12:52,660 Epoch[31] Batch [11550-11600] Speed: 214.35 samples/sec accuracy=0.974063 2020-04-16 01:13:22,384 Epoch[31] Batch [11600-11650] Speed: 215.31 samples/sec accuracy=0.967812 2020-04-16 01:13:52,257 Epoch[31] Batch [11650-11700] Speed: 214.24 samples/sec accuracy=0.969219 2020-04-16 01:14:22,218 Epoch[31] Batch [11700-11750] Speed: 213.62 samples/sec accuracy=0.973750 2020-04-16 01:14:52,415 Epoch[31] Batch [11750-11800] Speed: 211.94 samples/sec accuracy=0.972031 2020-04-16 01:15:22,364 Epoch[31] Batch [11800-11850] Speed: 213.70 samples/sec accuracy=0.971719 2020-04-16 01:15:51,832 Epoch[31] Batch [11850-11900] Speed: 217.18 samples/sec accuracy=0.967969 2020-04-16 01:16:21,705 Epoch[31] Batch [11900-11950] Speed: 214.25 samples/sec accuracy=0.972344 2020-04-16 01:16:51,767 Epoch[31] Batch [11950-12000] Speed: 212.90 samples/sec accuracy=0.971875 2020-04-16 01:17:21,655 Epoch[31] Batch [12000-12050] Speed: 214.13 samples/sec accuracy=0.971406 2020-04-16 01:17:51,694 Epoch[31] Batch [12050-12100] Speed: 213.06 samples/sec accuracy=0.968125 2020-04-16 01:18:21,625 Epoch[31] Batch [12100-12150] Speed: 213.82 samples/sec accuracy=0.972031 2020-04-16 01:18:51,698 Epoch[31] Batch [12150-12200] Speed: 212.82 samples/sec accuracy=0.972969 2020-04-16 01:19:21,863 Epoch[31] Batch [12200-12250] Speed: 212.17 samples/sec accuracy=0.970781 2020-04-16 01:19:52,231 Epoch[31] Batch [12250-12300] Speed: 210.75 samples/sec accuracy=0.973125 2020-04-16 01:20:22,887 Epoch[31] Batch [12300-12350] Speed: 208.77 samples/sec accuracy=0.970781 2020-04-16 01:20:52,539 Epoch[31] Batch [12350-12400] Speed: 215.84 samples/sec accuracy=0.970938 2020-04-16 01:21:22,358 Epoch[31] Batch [12400-12450] Speed: 214.63 samples/sec accuracy=0.968750 2020-04-16 01:21:50,841 Epoch[31] Batch [12450-12500] Speed: 224.69 samples/sec accuracy=0.967500 2020-04-16 01:22:17,245 Epoch[31] Batch [12500-12550] Speed: 242.39 samples/sec accuracy=0.970625 2020-04-16 01:22:43,561 Epoch[31] Batch [12550-12600] Speed: 243.20 samples/sec accuracy=0.969375 2020-04-16 01:23:09,929 Epoch[31] Batch [12600-12650] Speed: 242.72 samples/sec accuracy=0.968125 2020-04-16 01:23:36,210 Epoch[31] Batch [12650-12700] Speed: 243.53 samples/sec accuracy=0.971406 2020-04-16 01:24:02,651 Epoch[31] Batch [12700-12750] Speed: 242.05 samples/sec accuracy=0.969063 2020-04-16 01:24:29,019 Epoch[31] Batch [12750-12800] Speed: 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accuracy=0.969531 2020-04-16 01:29:18,643 Epoch[31] Batch [13300-13350] Speed: 243.02 samples/sec accuracy=0.973906 2020-04-16 01:29:45,119 Epoch[31] Batch [13350-13400] Speed: 241.73 samples/sec accuracy=0.970469 2020-04-16 01:30:11,431 Epoch[31] Batch [13400-13450] Speed: 243.24 samples/sec accuracy=0.971562 2020-04-16 01:30:37,671 Epoch[31] Batch [13450-13500] Speed: 243.90 samples/sec accuracy=0.972031 2020-04-16 01:31:04,104 Epoch[31] Batch [13500-13550] Speed: 242.12 samples/sec accuracy=0.973437 2020-04-16 01:31:30,321 Epoch[31] Batch [13550-13600] Speed: 244.12 samples/sec accuracy=0.973281 2020-04-16 01:31:56,621 Epoch[31] Batch [13600-13650] Speed: 243.35 samples/sec accuracy=0.972812 2020-04-16 01:32:23,014 Epoch[31] Batch [13650-13700] Speed: 242.49 samples/sec accuracy=0.972031 2020-04-16 01:32:49,336 Epoch[31] Batch [13700-13750] Speed: 243.14 samples/sec accuracy=0.970156 2020-04-16 01:33:15,733 Epoch[31] Batch [13750-13800] Speed: 242.45 samples/sec accuracy=0.967656 2020-04-16 01:33:42,060 Epoch[31] Batch [13800-13850] Speed: 243.10 samples/sec accuracy=0.973594 2020-04-16 01:34:08,748 Epoch[31] Batch [13850-13900] Speed: 239.81 samples/sec accuracy=0.974375 2020-04-16 01:34:35,063 Epoch[31] Batch [13900-13950] Speed: 243.21 samples/sec accuracy=0.976250 2020-04-16 01:35:01,373 Epoch[31] Batch [13950-14000] Speed: 243.26 samples/sec accuracy=0.971406 2020-04-16 01:35:27,778 Epoch[31] Batch [14000-14050] Speed: 242.38 samples/sec accuracy=0.974688 2020-04-16 01:35:54,025 Epoch[31] Batch [14050-14100] Speed: 243.84 samples/sec accuracy=0.968281 2020-04-16 01:36:20,421 Epoch[31] Batch [14100-14150] Speed: 242.46 samples/sec accuracy=0.975781 2020-04-16 01:36:46,853 Epoch[31] Batch [14150-14200] Speed: 242.14 samples/sec accuracy=0.972031 2020-04-16 01:37:13,164 Epoch[31] Batch [14200-14250] Speed: 243.24 samples/sec accuracy=0.969844 2020-04-16 01:37:39,451 Epoch[31] Batch [14250-14300] Speed: 243.47 samples/sec accuracy=0.973281 2020-04-16 01:38:05,776 Epoch[31] Batch [14300-14350] Speed: 243.12 samples/sec accuracy=0.971719 2020-04-16 01:38:32,105 Epoch[31] Batch [14350-14400] Speed: 243.08 samples/sec accuracy=0.970938 2020-04-16 01:38:58,447 Epoch[31] Batch [14400-14450] Speed: 242.96 samples/sec accuracy=0.970156 2020-04-16 01:39:24,837 Epoch[31] Batch [14450-14500] Speed: 242.52 samples/sec accuracy=0.974688 2020-04-16 01:39:51,257 Epoch[31] Batch [14500-14550] Speed: 242.24 samples/sec accuracy=0.970938 2020-04-16 01:40:17,674 Epoch[31] Batch [14550-14600] Speed: 242.27 samples/sec accuracy=0.972812 2020-04-16 01:40:44,054 Epoch[31] Batch [14600-14650] Speed: 242.61 samples/sec accuracy=0.970938 2020-04-16 01:41:10,433 Epoch[31] Batch [14650-14700] Speed: 242.62 samples/sec accuracy=0.969063 2020-04-16 01:41:36,730 Epoch[31] Batch [14700-14750] Speed: 243.37 samples/sec accuracy=0.974531 2020-04-16 01:42:03,131 Epoch[31] Batch [14750-14800] Speed: 242.42 samples/sec accuracy=0.970469 2020-04-16 01:42:29,395 Epoch[31] Batch [14800-14850] Speed: 243.68 samples/sec accuracy=0.974063 2020-04-16 01:42:55,706 Epoch[31] Batch [14850-14900] Speed: 243.24 samples/sec accuracy=0.970625 2020-04-16 01:43:22,010 Epoch[31] Batch [14900-14950] Speed: 243.31 samples/sec accuracy=0.971094 2020-04-16 01:43:48,298 Epoch[31] Batch [14950-15000] Speed: 243.45 samples/sec accuracy=0.973125 2020-04-16 01:44:14,662 Epoch[31] Batch [15000-15050] Speed: 242.76 samples/sec accuracy=0.971562 2020-04-16 01:44:40,989 Epoch[31] Batch [15050-15100] Speed: 243.10 samples/sec accuracy=0.973281 2020-04-16 01:45:07,302 Epoch[31] Batch [15100-15150] Speed: 243.23 samples/sec accuracy=0.970938 2020-04-16 01:45:33,788 Epoch[31] Batch [15150-15200] Speed: 241.64 samples/sec accuracy=0.972031 2020-04-16 01:46:00,177 Epoch[31] Batch [15200-15250] Speed: 242.53 samples/sec accuracy=0.967969 2020-04-16 01:46:26,456 Epoch[31] Batch [15250-15300] Speed: 243.54 samples/sec accuracy=0.967187 2020-04-16 01:46:52,795 Epoch[31] Batch [15300-15350] Speed: 242.99 samples/sec accuracy=0.970938 2020-04-16 01:47:19,475 Epoch[31] Batch [15350-15400] Speed: 239.88 samples/sec accuracy=0.973125 2020-04-16 01:47:45,957 Epoch[31] Batch [15400-15450] Speed: 241.68 samples/sec accuracy=0.969844 2020-04-16 01:48:12,293 Epoch[31] Batch [15450-15500] Speed: 243.02 samples/sec accuracy=0.970156 2020-04-16 01:48:38,632 Epoch[31] Batch [15500-15550] Speed: 242.99 samples/sec accuracy=0.969063 2020-04-16 01:49:04,930 Epoch[31] Batch [15550-15600] Speed: 243.37 samples/sec accuracy=0.972344 2020-04-16 01:49:31,339 Epoch[31] Batch [15600-15650] Speed: 242.34 samples/sec accuracy=0.972031 2020-04-16 01:49:57,741 Epoch[31] Batch [15650-15700] Speed: 242.41 samples/sec accuracy=0.969375 2020-04-16 01:50:24,037 Epoch[31] Batch [15700-15750] Speed: 243.38 samples/sec accuracy=0.972344 2020-04-16 01:50:50,304 Epoch[31] Batch [15750-15800] Speed: 243.65 samples/sec accuracy=0.970000 2020-04-16 01:51:16,636 Epoch[31] Batch [15800-15850] Speed: 243.06 samples/sec accuracy=0.968281 2020-04-16 01:51:42,920 Epoch[31] Batch [15850-15900] Speed: 243.50 samples/sec accuracy=0.970156 2020-04-16 01:52:09,385 Epoch[31] Batch [15900-15950] Speed: 241.82 samples/sec accuracy=0.970156 2020-04-16 01:52:35,677 Epoch[31] Batch [15950-16000] Speed: 243.43 samples/sec accuracy=0.973437 2020-04-16 01:53:02,090 Epoch[31] Batch [16000-16050] Speed: 242.30 samples/sec accuracy=0.973594 2020-04-16 01:53:28,445 Epoch[31] Batch [16050-16100] Speed: 242.84 samples/sec accuracy=0.972656 2020-04-16 01:53:54,718 Epoch[31] Batch [16100-16150] Speed: 243.60 samples/sec accuracy=0.972500 2020-04-16 01:54:20,975 Epoch[31] Batch [16150-16200] Speed: 243.75 samples/sec accuracy=0.969063 2020-04-16 01:54:47,339 Epoch[31] Batch [16200-16250] Speed: 242.76 samples/sec accuracy=0.971094 2020-04-16 01:55:13,648 Epoch[31] Batch [16250-16300] Speed: 243.26 samples/sec accuracy=0.973750 2020-04-16 01:55:40,003 Epoch[31] Batch [16300-16350] Speed: 242.84 samples/sec accuracy=0.969688 2020-04-16 01:56:06,592 Epoch[31] Batch [16350-16400] Speed: 240.70 samples/sec accuracy=0.969844 2020-04-16 01:56:33,007 Epoch[31] Batch [16400-16450] Speed: 242.29 samples/sec accuracy=0.972187 2020-04-16 01:56:59,358 Epoch[31] Batch [16450-16500] Speed: 242.87 samples/sec accuracy=0.972031 2020-04-16 01:57:25,744 Epoch[31] Batch [16500-16550] Speed: 242.56 samples/sec accuracy=0.972187 2020-04-16 01:57:52,133 Epoch[31] Batch [16550-16600] Speed: 242.52 samples/sec accuracy=0.973437 2020-04-16 01:58:18,631 Epoch[31] Batch [16600-16650] Speed: 241.54 samples/sec accuracy=0.969375 2020-04-16 01:58:45,035 Epoch[31] Batch [16650-16700] Speed: 242.38 samples/sec accuracy=0.972187 2020-04-16 01:59:11,441 Epoch[31] Batch [16700-16750] Speed: 242.38 samples/sec accuracy=0.970781 2020-04-16 01:59:37,736 Epoch[31] Batch [16750-16800] Speed: 243.39 samples/sec accuracy=0.971094 2020-04-16 02:00:04,077 Epoch[31] Batch [16800-16850] Speed: 242.96 samples/sec accuracy=0.969063 2020-04-16 02:00:30,960 Epoch[31] Batch [16850-16900] Speed: 238.07 samples/sec accuracy=0.967344 2020-04-16 02:00:57,359 Epoch[31] Batch [16900-16950] Speed: 242.44 samples/sec accuracy=0.970469 2020-04-16 02:01:23,585 Epoch[31] Batch [16950-17000] Speed: 244.03 samples/sec accuracy=0.971250 2020-04-16 02:01:49,837 Epoch[31] Batch [17000-17050] Speed: 243.80 samples/sec accuracy=0.967656 2020-04-16 02:02:16,036 Epoch[31] Batch [17050-17100] Speed: 244.28 samples/sec accuracy=0.971719 2020-04-16 02:02:42,423 Epoch[31] Batch [17100-17150] Speed: 242.54 samples/sec accuracy=0.973281 2020-04-16 02:03:08,763 Epoch[31] Batch [17150-17200] Speed: 242.98 samples/sec accuracy=0.971250 2020-04-16 02:03:35,100 Epoch[31] Batch [17200-17250] Speed: 243.01 samples/sec accuracy=0.969688 2020-04-16 02:04:01,658 Epoch[31] Batch [17250-17300] Speed: 240.99 samples/sec accuracy=0.972187 2020-04-16 02:04:27,991 Epoch[31] Batch [17300-17350] Speed: 243.04 samples/sec accuracy=0.971719 2020-04-16 02:04:54,354 Epoch[31] Batch [17350-17400] Speed: 242.77 samples/sec accuracy=0.973125 2020-04-16 02:05:20,850 Epoch[31] Batch [17400-17450] Speed: 241.54 samples/sec accuracy=0.970781 2020-04-16 02:05:47,359 Epoch[31] Batch [17450-17500] Speed: 241.43 samples/sec accuracy=0.971094 2020-04-16 02:06:13,937 Epoch[31] Batch [17500-17550] Speed: 240.80 samples/sec accuracy=0.970781 2020-04-16 02:06:40,420 Epoch[31] Batch [17550-17600] Speed: 241.66 samples/sec accuracy=0.973437 2020-04-16 02:07:06,840 Epoch[31] Batch [17600-17650] Speed: 242.24 samples/sec accuracy=0.973594 2020-04-16 02:07:33,229 Epoch[31] Batch [17650-17700] Speed: 242.53 samples/sec accuracy=0.971719 2020-04-16 02:07:59,541 Epoch[31] Batch [17700-17750] Speed: 243.23 samples/sec accuracy=0.970938 2020-04-16 02:08:25,855 Epoch[31] Batch [17750-17800] Speed: 243.22 samples/sec accuracy=0.973750 2020-04-16 02:08:52,290 Epoch[31] Batch [17800-17850] Speed: 242.10 samples/sec accuracy=0.974531 2020-04-16 02:09:18,805 Epoch[31] Batch [17850-17900] Speed: 241.38 samples/sec accuracy=0.970469 2020-04-16 02:09:45,226 Epoch[31] Batch [17900-17950] Speed: 242.23 samples/sec accuracy=0.973594 2020-04-16 02:10:11,625 Epoch[31] Batch [17950-18000] Speed: 242.43 samples/sec accuracy=0.969844 2020-04-16 02:10:38,039 Epoch[31] Batch [18000-18050] Speed: 242.30 samples/sec accuracy=0.970469 2020-04-16 02:11:04,318 Epoch[31] Batch [18050-18100] Speed: 243.54 samples/sec accuracy=0.971875 2020-04-16 02:11:30,727 Epoch[31] Batch [18100-18150] Speed: 242.34 samples/sec accuracy=0.970938 2020-04-16 02:11:57,127 Epoch[31] Batch [18150-18200] Speed: 242.43 samples/sec accuracy=0.969219 2020-04-16 02:12:23,436 Epoch[31] Batch [18200-18250] Speed: 243.26 samples/sec accuracy=0.970313 2020-04-16 02:12:49,916 Epoch[31] Batch [18250-18300] Speed: 241.69 samples/sec accuracy=0.970938 2020-04-16 02:13:16,739 Epoch[31] Batch [18300-18350] Speed: 238.60 samples/sec accuracy=0.972500 2020-04-16 02:13:43,051 Epoch[31] Batch [18350-18400] Speed: 243.24 samples/sec accuracy=0.969844 2020-04-16 02:14:09,380 Epoch[31] Batch [18400-18450] Speed: 243.08 samples/sec accuracy=0.968594 2020-04-16 02:14:35,682 Epoch[31] Batch [18450-18500] Speed: 243.33 samples/sec accuracy=0.972344 2020-04-16 02:15:02,038 Epoch[31] Batch [18500-18550] Speed: 242.83 samples/sec accuracy=0.971406 2020-04-16 02:15:28,455 Epoch[31] Batch [18550-18600] Speed: 242.26 samples/sec accuracy=0.972187 2020-04-16 02:15:54,705 Epoch[31] Batch [18600-18650] Speed: 243.82 samples/sec accuracy=0.970313 2020-04-16 02:16:20,978 Epoch[31] Batch [18650-18700] Speed: 243.59 samples/sec accuracy=0.971719 2020-04-16 02:16:47,280 Epoch[31] Batch [18700-18750] Speed: 243.34 samples/sec accuracy=0.973125 2020-04-16 02:17:13,505 Epoch[31] Batch [18750-18800] Speed: 244.04 samples/sec accuracy=0.971406 2020-04-16 02:17:39,826 Epoch[31] Batch [18800-18850] Speed: 243.16 samples/sec accuracy=0.972187 2020-04-16 02:18:06,188 Epoch[31] Batch [18850-18900] Speed: 242.77 samples/sec accuracy=0.972812 2020-04-16 02:18:32,472 Epoch[31] Batch [18900-18950] Speed: 243.50 samples/sec accuracy=0.975625 2020-04-16 02:18:58,892 Epoch[31] Batch [18950-19000] Speed: 242.25 samples/sec accuracy=0.973437 2020-04-16 02:19:25,167 Epoch[31] Batch [19000-19050] Speed: 243.58 samples/sec accuracy=0.976406 2020-04-16 02:19:51,512 Epoch[31] Batch [19050-19100] Speed: 242.94 samples/sec accuracy=0.967812 2020-04-16 02:20:17,816 Epoch[31] Batch [19100-19150] Speed: 243.31 samples/sec accuracy=0.971562 2020-04-16 02:20:44,092 Epoch[31] Batch [19150-19200] Speed: 243.57 samples/sec accuracy=0.970156 2020-04-16 02:21:10,418 Epoch[31] Batch [19200-19250] Speed: 243.11 samples/sec accuracy=0.973594 2020-04-16 02:21:36,782 Epoch[31] Batch [19250-19300] Speed: 242.75 samples/sec accuracy=0.971875 2020-04-16 02:22:03,053 Epoch[31] Batch [19300-19350] Speed: 243.62 samples/sec accuracy=0.972344 2020-04-16 02:22:29,434 Epoch[31] Batch [19350-19400] Speed: 242.60 samples/sec accuracy=0.970313 2020-04-16 02:22:55,813 Epoch[31] Batch [19400-19450] Speed: 242.62 samples/sec accuracy=0.972812 2020-04-16 02:23:22,316 Epoch[31] Batch [19450-19500] Speed: 241.49 samples/sec accuracy=0.968750 2020-04-16 02:23:48,691 Epoch[31] Batch [19500-19550] Speed: 242.65 samples/sec accuracy=0.972500 2020-04-16 02:24:15,138 Epoch[31] Batch [19550-19600] Speed: 241.99 samples/sec accuracy=0.972031 2020-04-16 02:24:41,394 Epoch[31] Batch [19600-19650] Speed: 243.76 samples/sec accuracy=0.971406 2020-04-16 02:25:07,725 Epoch[31] Batch [19650-19700] Speed: 243.06 samples/sec accuracy=0.974844 2020-04-16 02:25:34,044 Epoch[31] Batch [19700-19750] Speed: 243.17 samples/sec accuracy=0.971250 2020-04-16 02:26:00,412 Epoch[31] Batch [19750-19800] Speed: 242.72 samples/sec accuracy=0.971562 2020-04-16 02:26:26,998 Epoch[31] Batch [19800-19850] Speed: 240.73 samples/sec accuracy=0.972187 2020-04-16 02:26:53,818 Epoch[31] Batch [19850-19900] Speed: 238.63 samples/sec accuracy=0.975000 2020-04-16 02:27:20,116 Epoch[31] Batch [19900-19950] Speed: 243.37 samples/sec accuracy=0.970781 2020-04-16 02:27:46,341 Epoch[31] Batch [19950-20000] Speed: 244.05 samples/sec accuracy=0.969219 2020-04-16 02:28:12,633 Epoch[31] Batch [20000-20050] Speed: 243.42 samples/sec accuracy=0.968750 2020-04-16 02:28:39,105 Epoch[31] Batch [20050-20100] Speed: 241.76 samples/sec accuracy=0.969844 2020-04-16 02:29:05,725 Epoch[31] Batch [20100-20150] Speed: 240.42 samples/sec accuracy=0.972187 2020-04-16 02:29:32,195 Epoch[31] Batch [20150-20200] Speed: 241.78 samples/sec accuracy=0.968906 2020-04-16 02:29:58,428 Epoch[31] Batch [20200-20250] Speed: 243.97 samples/sec accuracy=0.969219 2020-04-16 02:30:24,752 Epoch[31] Batch [20250-20300] Speed: 243.13 samples/sec accuracy=0.971094 2020-04-16 02:30:51,012 Epoch[31] Batch [20300-20350] Speed: 243.72 samples/sec accuracy=0.969688 2020-04-16 02:31:17,357 Epoch[31] Batch [20350-20400] Speed: 242.93 samples/sec accuracy=0.974375 2020-04-16 02:31:43,674 Epoch[31] Batch [20400-20450] Speed: 243.19 samples/sec accuracy=0.972812 2020-04-16 02:32:10,000 Epoch[31] Batch [20450-20500] Speed: 243.11 samples/sec accuracy=0.968125 2020-04-16 02:32:36,286 Epoch[31] Batch [20500-20550] Speed: 243.48 samples/sec accuracy=0.970781 2020-04-16 02:33:02,627 Epoch[31] Batch [20550-20600] Speed: 242.97 samples/sec accuracy=0.973594 2020-04-16 02:33:28,948 Epoch[31] Batch [20600-20650] Speed: 243.15 samples/sec accuracy=0.970938 2020-04-16 02:33:55,259 Epoch[31] Batch [20650-20700] Speed: 243.24 samples/sec accuracy=0.969844 2020-04-16 02:34:21,619 Epoch[31] Batch [20700-20750] Speed: 242.79 samples/sec accuracy=0.973906 2020-04-16 02:34:47,969 Epoch[31] Batch [20750-20800] Speed: 242.89 samples/sec accuracy=0.976094 2020-04-16 02:35:14,254 Epoch[31] Batch [20800-20850] Speed: 243.48 samples/sec accuracy=0.970625 2020-04-16 02:35:40,523 Epoch[31] Batch [20850-20900] Speed: 243.64 samples/sec accuracy=0.971562 2020-04-16 02:36:06,860 Epoch[31] Batch [20900-20950] Speed: 243.00 samples/sec accuracy=0.970313 2020-04-16 02:36:33,108 Epoch[31] Batch [20950-21000] Speed: 243.83 samples/sec accuracy=0.971250 2020-04-16 02:36:59,387 Epoch[31] Batch [21000-21050] Speed: 243.53 samples/sec accuracy=0.970000 2020-04-16 02:37:25,664 Epoch[31] Batch [21050-21100] Speed: 243.56 samples/sec accuracy=0.971094 2020-04-16 02:37:51,965 Epoch[31] Batch [21100-21150] Speed: 243.34 samples/sec accuracy=0.973437 2020-04-16 02:38:18,355 Epoch[31] Batch [21150-21200] Speed: 242.52 samples/sec accuracy=0.972031 2020-04-16 02:38:44,720 Epoch[31] Batch [21200-21250] Speed: 242.75 samples/sec accuracy=0.974844 2020-04-16 02:39:11,172 Epoch[31] Batch [21250-21300] Speed: 241.95 samples/sec accuracy=0.970469 2020-04-16 02:39:37,613 Epoch[31] Batch [21300-21350] Speed: 242.05 samples/sec accuracy=0.973437 2020-04-16 02:40:04,029 Epoch[31] Batch [21350-21400] Speed: 242.28 samples/sec accuracy=0.971875 2020-04-16 02:40:30,369 Epoch[31] Batch [21400-21450] Speed: 242.98 samples/sec accuracy=0.974219 2020-04-16 02:40:57,122 Epoch[31] Batch [21450-21500] Speed: 239.23 samples/sec accuracy=0.970781 2020-04-16 02:41:23,525 Epoch[31] Batch [21500-21550] Speed: 242.40 samples/sec accuracy=0.972500 2020-04-16 02:41:49,795 Epoch[31] Batch [21550-21600] Speed: 243.62 samples/sec accuracy=0.969219 2020-04-16 02:42:16,228 Epoch[31] Batch [21600-21650] Speed: 242.13 samples/sec accuracy=0.971875 2020-04-16 02:42:42,592 Epoch[31] Batch [21650-21700] Speed: 242.76 samples/sec accuracy=0.973437 2020-04-16 02:43:08,900 Epoch[31] Batch [21700-21750] Speed: 243.27 samples/sec accuracy=0.975156 2020-04-16 02:43:35,178 Epoch[31] Batch [21750-21800] Speed: 243.55 samples/sec accuracy=0.967500 2020-04-16 02:44:01,580 Epoch[31] Batch [21800-21850] Speed: 242.41 samples/sec accuracy=0.972187 2020-04-16 02:44:27,974 Epoch[31] Batch [21850-21900] Speed: 242.48 samples/sec accuracy=0.970469 2020-04-16 02:44:54,484 Epoch[31] Batch [21900-21950] Speed: 241.42 samples/sec accuracy=0.969688 2020-04-16 02:45:20,788 Epoch[31] Batch [21950-22000] Speed: 243.31 samples/sec accuracy=0.975781 2020-04-16 02:45:47,178 Epoch[31] Batch [22000-22050] Speed: 242.52 samples/sec accuracy=0.969375 2020-04-16 02:46:13,483 Epoch[31] Batch [22050-22100] Speed: 243.30 samples/sec accuracy=0.970000 2020-04-16 02:46:39,927 Epoch[31] Batch [22100-22150] Speed: 242.03 samples/sec accuracy=0.970625 2020-04-16 02:47:06,309 Epoch[31] Batch [22150-22200] Speed: 242.59 samples/sec accuracy=0.968125 2020-04-16 02:47:32,596 Epoch[31] Batch [22200-22250] Speed: 243.47 samples/sec accuracy=0.975625 2020-04-16 02:47:58,938 Epoch[31] Batch [22250-22300] Speed: 242.96 samples/sec accuracy=0.973750 2020-04-16 02:48:25,343 Epoch[31] Batch [22300-22350] Speed: 242.39 samples/sec accuracy=0.972812 2020-04-16 02:48:51,630 Epoch[31] Batch [22350-22400] Speed: 243.47 samples/sec accuracy=0.971406 2020-04-16 02:49:17,934 Epoch[31] Batch [22400-22450] Speed: 243.31 samples/sec accuracy=0.968906 2020-04-16 02:49:44,256 Epoch[31] Batch [22450-22500] Speed: 243.15 samples/sec accuracy=0.967656 2020-04-16 02:50:10,555 Epoch[31] Batch [22500-22550] Speed: 243.36 samples/sec accuracy=0.970469 2020-04-16 02:50:36,917 Epoch[31] Batch [22550-22600] Speed: 242.77 samples/sec accuracy=0.970781 2020-04-16 02:51:03,219 Epoch[31] Batch [22600-22650] Speed: 243.32 samples/sec accuracy=0.968750 2020-04-16 02:51:29,461 Epoch[31] Batch [22650-22700] Speed: 243.89 samples/sec accuracy=0.970625 2020-04-16 02:51:55,842 Epoch[31] Batch [22700-22750] Speed: 242.60 samples/sec accuracy=0.968281 2020-04-16 02:52:22,214 Epoch[31] Batch [22750-22800] Speed: 242.69 samples/sec accuracy=0.972187 2020-04-16 02:52:48,561 Epoch[31] Batch [22800-22850] Speed: 242.91 samples/sec accuracy=0.970000 2020-04-16 02:53:14,888 Epoch[31] Batch [22850-22900] Speed: 243.10 samples/sec accuracy=0.969063 2020-04-16 02:53:41,607 Epoch[31] Batch [22900-22950] Speed: 239.53 samples/sec accuracy=0.971562 2020-04-16 02:54:07,934 Epoch[31] Batch [22950-23000] Speed: 243.09 samples/sec accuracy=0.970313 2020-04-16 02:54:34,318 Epoch[31] Batch [23000-23050] Speed: 242.58 samples/sec accuracy=0.968594 2020-04-16 02:55:00,668 Epoch[31] Batch [23050-23100] Speed: 242.88 samples/sec accuracy=0.971719 2020-04-16 02:55:27,017 Epoch[31] Batch [23100-23150] Speed: 242.89 samples/sec accuracy=0.971562 2020-04-16 02:55:53,380 Epoch[31] Batch [23150-23200] Speed: 242.77 samples/sec accuracy=0.973594 2020-04-16 02:56:19,745 Epoch[31] Batch [23200-23250] Speed: 242.75 samples/sec accuracy=0.972812 2020-04-16 02:56:46,048 Epoch[31] Batch [23250-23300] Speed: 243.32 samples/sec accuracy=0.972344 2020-04-16 02:57:12,329 Epoch[31] Batch [23300-23350] Speed: 243.53 samples/sec accuracy=0.972344 2020-04-16 02:57:38,660 Epoch[31] Batch [23350-23400] Speed: 243.06 samples/sec accuracy=0.971719 2020-04-16 02:58:05,040 Epoch[31] Batch [23400-23450] Speed: 242.61 samples/sec accuracy=0.971562 2020-04-16 02:58:31,393 Epoch[31] Batch [23450-23500] Speed: 242.86 samples/sec accuracy=0.968437 2020-04-16 02:58:57,724 Epoch[31] Batch [23500-23550] Speed: 243.06 samples/sec accuracy=0.970625 2020-04-16 02:59:23,955 Epoch[31] Batch [23550-23600] Speed: 243.98 samples/sec accuracy=0.975469 2020-04-16 02:59:50,404 Epoch[31] Batch [23600-23650] Speed: 241.98 samples/sec accuracy=0.972969 2020-04-16 03:00:16,907 Epoch[31] Batch [23650-23700] Speed: 241.49 samples/sec accuracy=0.972344 2020-04-16 03:00:43,333 Epoch[31] Batch [23700-23750] Speed: 242.18 samples/sec accuracy=0.970156 2020-04-16 03:01:09,694 Epoch[31] Batch [23750-23800] Speed: 242.79 samples/sec accuracy=0.975000 2020-04-16 03:01:36,038 Epoch[31] Batch [23800-23850] Speed: 242.94 samples/sec accuracy=0.971406 2020-04-16 03:02:02,661 Epoch[31] Batch [23850-23900] Speed: 240.39 samples/sec accuracy=0.970938 2020-04-16 03:02:29,218 Epoch[31] Batch [23900-23950] Speed: 240.99 samples/sec accuracy=0.974688 2020-04-16 03:02:55,570 Epoch[31] Batch [23950-24000] Speed: 242.87 samples/sec accuracy=0.975625 2020-04-16 03:03:21,909 Epoch[31] Batch [24000-24050] Speed: 242.99 samples/sec accuracy=0.967969 2020-04-16 03:03:48,158 Epoch[31] Batch [24050-24100] Speed: 243.82 samples/sec accuracy=0.970313 2020-04-16 03:04:14,513 Epoch[31] Batch [24100-24150] Speed: 242.84 samples/sec accuracy=0.973437 2020-04-16 03:04:40,759 Epoch[31] Batch [24150-24200] Speed: 243.85 samples/sec accuracy=0.968437 2020-04-16 03:05:07,034 Epoch[31] Batch [24200-24250] Speed: 243.58 samples/sec accuracy=0.969688 2020-04-16 03:05:33,401 Epoch[31] Batch [24250-24300] Speed: 242.73 samples/sec accuracy=0.972031 2020-04-16 03:05:59,871 Epoch[31] Batch [24300-24350] Speed: 241.78 samples/sec accuracy=0.970625 2020-04-16 03:06:26,240 Epoch[31] Batch [24350-24400] Speed: 242.71 samples/sec accuracy=0.969063 2020-04-16 03:06:52,653 Epoch[31] Batch [24400-24450] Speed: 242.31 samples/sec accuracy=0.969063 2020-04-16 03:07:19,645 Epoch[31] Batch [24450-24500] Speed: 237.11 samples/sec accuracy=0.976094 2020-04-16 03:07:46,017 Epoch[31] Batch [24500-24550] Speed: 242.68 samples/sec accuracy=0.969531 2020-04-16 03:08:12,318 Epoch[31] Batch [24550-24600] Speed: 243.34 samples/sec accuracy=0.969063 2020-04-16 03:08:38,533 Epoch[31] Batch [24600-24650] Speed: 244.14 samples/sec accuracy=0.969688 2020-04-16 03:09:04,759 Epoch[31] Batch [24650-24700] Speed: 244.03 samples/sec accuracy=0.970000 2020-04-16 03:09:31,300 Epoch[31] Batch [24700-24750] Speed: 241.13 samples/sec accuracy=0.977969 2020-04-16 03:09:57,798 Epoch[31] Batch [24750-24800] Speed: 241.54 samples/sec accuracy=0.968594 2020-04-16 03:10:24,228 Epoch[31] Batch [24800-24850] Speed: 242.15 samples/sec accuracy=0.972969 2020-04-16 03:10:50,504 Epoch[31] Batch [24850-24900] Speed: 243.57 samples/sec accuracy=0.968750 2020-04-16 03:11:16,873 Epoch[31] Batch [24900-24950] Speed: 242.71 samples/sec accuracy=0.973594 2020-04-16 03:11:43,178 Epoch[31] Batch [24950-25000] Speed: 243.30 samples/sec accuracy=0.970000 2020-04-16 03:12:09,534 Epoch[31] Batch [25000-25050] Speed: 242.83 samples/sec accuracy=0.970625 2020-04-16 03:12:35,767 Epoch[31] Batch [25050-25100] Speed: 243.97 samples/sec accuracy=0.974063 2020-04-16 03:13:02,021 Epoch[31] Batch [25100-25150] Speed: 243.77 samples/sec accuracy=0.971250 2020-04-16 03:13:28,299 Epoch[31] Batch [25150-25200] Speed: 243.55 samples/sec accuracy=0.974375 2020-04-16 03:13:54,567 Epoch[31] Batch [25200-25250] Speed: 243.64 samples/sec accuracy=0.969688 2020-04-16 03:14:20,786 Epoch[31] Batch [25250-25300] Speed: 244.10 samples/sec accuracy=0.970938 2020-04-16 03:14:47,173 Epoch[31] Batch [25300-25350] Speed: 242.55 samples/sec accuracy=0.969375 2020-04-16 03:15:13,700 Epoch[31] Batch [25350-25400] Speed: 241.26 samples/sec accuracy=0.972031 2020-04-16 03:15:40,076 Epoch[31] Batch [25400-25450] Speed: 242.65 samples/sec accuracy=0.974375 2020-04-16 03:16:06,437 Epoch[31] Batch [25450-25500] Speed: 242.78 samples/sec accuracy=0.971406 2020-04-16 03:16:32,768 Epoch[31] Batch [25500-25550] Speed: 243.07 samples/sec accuracy=0.972344 2020-04-16 03:16:59,203 Epoch[31] Batch [25550-25600] Speed: 242.10 samples/sec accuracy=0.973437 2020-04-16 03:17:25,643 Epoch[31] Batch [25600-25650] Speed: 242.06 samples/sec accuracy=0.973281 2020-04-16 03:17:52,065 Epoch[31] Batch [25650-25700] Speed: 242.22 samples/sec accuracy=0.969063 2020-04-16 03:18:18,331 Epoch[31] Batch [25700-25750] Speed: 243.66 samples/sec accuracy=0.970938 2020-04-16 03:18:44,750 Epoch[31] Batch [25750-25800] Speed: 242.25 samples/sec accuracy=0.971562 2020-04-16 03:19:11,028 Epoch[31] Batch [25800-25850] Speed: 243.55 samples/sec accuracy=0.972187 2020-04-16 03:19:37,335 Epoch[31] Batch [25850-25900] Speed: 243.29 samples/sec accuracy=0.967656 2020-04-16 03:20:04,050 Epoch[31] Batch [25900-25950] Speed: 239.57 samples/sec accuracy=0.972344 2020-04-16 03:20:30,245 Epoch[31] Batch [25950-26000] Speed: 244.32 samples/sec accuracy=0.969375 2020-04-16 03:20:56,533 Epoch[31] Batch [26000-26050] Speed: 243.46 samples/sec accuracy=0.968906 2020-04-16 03:21:22,914 Epoch[31] Batch [26050-26100] Speed: 242.60 samples/sec accuracy=0.967187 2020-04-16 03:21:49,182 Epoch[31] Batch [26100-26150] Speed: 243.65 samples/sec accuracy=0.972969 2020-04-16 03:22:15,529 Epoch[31] Batch [26150-26200] Speed: 242.91 samples/sec accuracy=0.970781 2020-04-16 03:22:41,804 Epoch[31] Batch [26200-26250] Speed: 243.58 samples/sec accuracy=0.972656 2020-04-16 03:23:08,295 Epoch[31] Batch [26250-26300] Speed: 241.59 samples/sec accuracy=0.975313 2020-04-16 03:23:34,721 Epoch[31] Batch [26300-26350] Speed: 242.19 samples/sec accuracy=0.966094 2020-04-16 03:24:01,023 Epoch[31] Batch [26350-26400] Speed: 243.33 samples/sec accuracy=0.970625 2020-04-16 03:24:27,353 Epoch[31] Batch [26400-26450] Speed: 243.07 samples/sec accuracy=0.969375 2020-04-16 03:24:53,730 Epoch[31] Batch [26450-26500] Speed: 242.64 samples/sec accuracy=0.972500 2020-04-16 03:25:20,204 Epoch[31] Batch [26500-26550] Speed: 241.74 samples/sec accuracy=0.966875 2020-04-16 03:25:46,673 Epoch[31] Batch [26550-26600] Speed: 241.80 samples/sec accuracy=0.968906 2020-04-16 03:26:13,089 Epoch[31] Batch [26600-26650] Speed: 242.28 samples/sec accuracy=0.972344 2020-04-16 03:26:39,432 Epoch[31] Batch [26650-26700] Speed: 242.95 samples/sec accuracy=0.972969 2020-04-16 03:27:05,835 Epoch[31] Batch [26700-26750] Speed: 242.40 samples/sec accuracy=0.969375 2020-04-16 03:27:32,209 Epoch[31] Batch [26750-26800] Speed: 242.67 samples/sec accuracy=0.972031 2020-04-16 03:27:58,563 Epoch[31] Batch [26800-26850] Speed: 242.85 samples/sec accuracy=0.973281 2020-04-16 03:28:24,888 Epoch[31] Batch [26850-26900] Speed: 243.12 samples/sec accuracy=0.973437 2020-04-16 03:28:51,189 Epoch[31] Batch [26900-26950] Speed: 243.33 samples/sec accuracy=0.974375 2020-04-16 03:29:17,525 Epoch[31] Batch [26950-27000] Speed: 243.02 samples/sec accuracy=0.972812 2020-04-16 03:29:43,910 Epoch[31] Batch [27000-27050] Speed: 242.56 samples/sec accuracy=0.972656 2020-04-16 03:30:10,303 Epoch[31] Batch [27050-27100] Speed: 242.49 samples/sec accuracy=0.970313 2020-04-16 03:30:36,617 Epoch[31] Batch [27100-27150] Speed: 243.22 samples/sec accuracy=0.966875 2020-04-16 03:31:03,005 Epoch[31] Batch [27150-27200] Speed: 242.53 samples/sec accuracy=0.971406 2020-04-16 03:31:29,709 Epoch[31] Batch [27200-27250] Speed: 239.67 samples/sec accuracy=0.969531 2020-04-16 03:31:56,063 Epoch[31] Batch [27250-27300] Speed: 242.84 samples/sec accuracy=0.967969 2020-04-16 03:32:22,381 Epoch[31] Batch [27300-27350] Speed: 243.19 samples/sec accuracy=0.972812 2020-04-16 03:32:48,677 Epoch[31] Batch [27350-27400] Speed: 243.38 samples/sec accuracy=0.969531 2020-04-16 03:33:14,998 Epoch[31] Batch [27400-27450] Speed: 243.15 samples/sec accuracy=0.967812 2020-04-16 03:33:41,292 Epoch[31] Batch [27450-27500] Speed: 243.40 samples/sec accuracy=0.971250 2020-04-16 03:34:07,554 Epoch[31] Batch [27500-27550] Speed: 243.70 samples/sec accuracy=0.966719 2020-04-16 03:34:34,137 Epoch[31] Batch [27550-27600] Speed: 240.76 samples/sec accuracy=0.967656 2020-04-16 03:35:00,545 Epoch[31] Batch [27600-27650] Speed: 242.35 samples/sec accuracy=0.968906 2020-04-16 03:35:26,890 Epoch[31] Batch [27650-27700] Speed: 242.94 samples/sec accuracy=0.970000 2020-04-16 03:35:53,267 Epoch[31] Batch [27700-27750] Speed: 242.64 samples/sec accuracy=0.972656 2020-04-16 03:36:19,579 Epoch[31] Batch [27750-27800] Speed: 243.24 samples/sec accuracy=0.969844 2020-04-16 03:36:45,875 Epoch[31] Batch [27800-27850] Speed: 243.38 samples/sec accuracy=0.970000 2020-04-16 03:37:12,198 Epoch[31] Batch [27850-27900] Speed: 243.14 samples/sec accuracy=0.972812 2020-04-16 03:37:38,511 Epoch[31] Batch [27900-27950] Speed: 243.23 samples/sec accuracy=0.969688 2020-04-16 03:38:04,849 Epoch[31] Batch [27950-28000] Speed: 243.00 samples/sec accuracy=0.970313 2020-04-16 03:38:31,129 Epoch[31] Batch [28000-28050] Speed: 243.53 samples/sec accuracy=0.969688 2020-04-16 03:38:57,704 Epoch[31] Batch [28050-28100] Speed: 240.83 samples/sec accuracy=0.969531 2020-04-16 03:39:24,160 Epoch[31] Batch [28100-28150] Speed: 241.91 samples/sec accuracy=0.972031 2020-04-16 03:39:50,413 Epoch[31] Batch [28150-28200] Speed: 243.79 samples/sec accuracy=0.973750 2020-04-16 03:40:10,639 Epoch[31] Train-accuracy=0.971298 2020-04-16 03:40:10,640 Epoch[31] Time cost=15664.461 2020-04-16 03:40:10,688 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0032.params" 2020-04-16 04:07:00,885 Epoch[31] Validation-accuracy=0.985733 2020-04-16 04:07:35,211 Epoch[32] Batch [0-50] Speed: 243.59 samples/sec accuracy=0.972273 2020-04-16 04:08:01,496 Epoch[32] Batch [50-100] Speed: 243.48 samples/sec accuracy=0.972812 2020-04-16 04:08:27,882 Epoch[32] Batch [100-150] Speed: 242.56 samples/sec accuracy=0.970469 2020-04-16 04:08:54,197 Epoch[32] Batch [150-200] Speed: 243.21 samples/sec accuracy=0.968594 2020-04-16 04:09:20,508 Epoch[32] Batch [200-250] Speed: 243.24 samples/sec accuracy=0.969063 2020-04-16 04:09:46,808 Epoch[32] Batch [250-300] Speed: 243.34 samples/sec accuracy=0.971406 2020-04-16 04:10:13,155 Epoch[32] Batch [300-350] Speed: 242.92 samples/sec accuracy=0.970625 2020-04-16 04:10:39,421 Epoch[32] Batch [350-400] Speed: 243.66 samples/sec accuracy=0.975313 2020-04-16 04:11:05,706 Epoch[32] Batch [400-450] Speed: 243.49 samples/sec accuracy=0.972344 2020-04-16 04:11:31,946 Epoch[32] Batch [450-500] Speed: 243.90 samples/sec accuracy=0.969844 2020-04-16 04:11:58,400 Epoch[32] Batch [500-550] Speed: 241.93 samples/sec accuracy=0.973437 2020-04-16 04:12:24,698 Epoch[32] Batch [550-600] Speed: 243.37 samples/sec accuracy=0.972656 2020-04-16 04:12:51,024 Epoch[32] Batch [600-650] Speed: 243.11 samples/sec accuracy=0.969375 2020-04-16 04:13:17,361 Epoch[32] Batch [650-700] Speed: 243.01 samples/sec accuracy=0.972344 2020-04-16 04:13:43,633 Epoch[32] Batch [700-750] Speed: 243.60 samples/sec accuracy=0.972187 2020-04-16 04:14:09,891 Epoch[32] Batch [750-800] Speed: 243.74 samples/sec accuracy=0.974688 2020-04-16 04:14:36,202 Epoch[32] Batch [800-850] Speed: 243.25 samples/sec accuracy=0.971094 2020-04-16 04:15:02,571 Epoch[32] Batch [850-900] Speed: 242.71 samples/sec accuracy=0.971562 2020-04-16 04:15:29,221 Epoch[32] Batch [900-950] Speed: 240.15 samples/sec accuracy=0.969375 2020-04-16 04:15:55,476 Epoch[32] Batch [950-1000] Speed: 243.77 samples/sec accuracy=0.972344 2020-04-16 04:16:21,807 Epoch[32] Batch [1000-1050] Speed: 243.06 samples/sec accuracy=0.971719 2020-04-16 04:16:48,096 Epoch[32] Batch [1050-1100] Speed: 243.45 samples/sec accuracy=0.972344 2020-04-16 04:17:14,375 Epoch[32] Batch [1100-1150] Speed: 243.54 samples/sec accuracy=0.971094 2020-04-16 04:17:40,622 Epoch[32] Batch [1150-1200] Speed: 243.84 samples/sec accuracy=0.971562 2020-04-16 04:18:06,861 Epoch[32] Batch [1200-1250] Speed: 243.91 samples/sec accuracy=0.969844 2020-04-16 04:18:33,235 Epoch[32] Batch [1250-1300] Speed: 242.67 samples/sec accuracy=0.973125 2020-04-16 04:18:59,396 Epoch[32] Batch [1300-1350] Speed: 244.64 samples/sec accuracy=0.974219 2020-04-16 04:19:25,571 Epoch[32] Batch [1350-1400] Speed: 244.51 samples/sec accuracy=0.972187 2020-04-16 04:19:51,868 Epoch[32] Batch [1400-1450] Speed: 243.38 samples/sec accuracy=0.973750 2020-04-16 04:20:18,242 Epoch[32] Batch [1450-1500] Speed: 242.66 samples/sec accuracy=0.972187 2020-04-16 04:20:44,604 Epoch[32] Batch [1500-1550] Speed: 242.77 samples/sec accuracy=0.974531 2020-04-16 04:21:10,899 Epoch[32] Batch [1550-1600] Speed: 243.40 samples/sec accuracy=0.972656 2020-04-16 04:21:37,190 Epoch[32] Batch [1600-1650] Speed: 243.42 samples/sec accuracy=0.976719 2020-04-16 04:22:03,428 Epoch[32] Batch [1650-1700] Speed: 243.92 samples/sec accuracy=0.971719 2020-04-16 04:22:29,777 Epoch[32] Batch [1700-1750] Speed: 242.90 samples/sec accuracy=0.968281 2020-04-16 04:22:56,168 Epoch[32] Batch [1750-1800] 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accuracy=0.970313 2020-04-16 04:27:45,612 Epoch[32] Batch [2300-2350] Speed: 242.70 samples/sec accuracy=0.971406 2020-04-16 04:28:11,916 Epoch[32] Batch [2350-2400] Speed: 243.31 samples/sec accuracy=0.968906 2020-04-16 04:28:38,372 Epoch[32] Batch [2400-2450] Speed: 241.91 samples/sec accuracy=0.969531 2020-04-16 04:29:05,108 Epoch[32] Batch [2450-2500] Speed: 239.37 samples/sec accuracy=0.971250 2020-04-16 04:29:31,535 Epoch[32] Batch [2500-2550] Speed: 242.18 samples/sec accuracy=0.976250 2020-04-16 04:29:57,932 Epoch[32] Batch [2550-2600] Speed: 242.45 samples/sec accuracy=0.969844 2020-04-16 04:30:24,191 Epoch[32] Batch [2600-2650] Speed: 243.73 samples/sec accuracy=0.971250 2020-04-16 04:30:50,487 Epoch[32] Batch [2650-2700] Speed: 243.39 samples/sec accuracy=0.975000 2020-04-16 04:31:16,834 Epoch[32] Batch [2700-2750] Speed: 242.92 samples/sec accuracy=0.969688 2020-04-16 04:31:43,100 Epoch[32] Batch [2750-2800] Speed: 243.67 samples/sec accuracy=0.970938 2020-04-16 04:32:09,501 Epoch[32] Batch [2800-2850] Speed: 242.41 samples/sec accuracy=0.969219 2020-04-16 04:32:35,888 Epoch[32] Batch [2850-2900] Speed: 242.55 samples/sec accuracy=0.972969 2020-04-16 04:33:02,366 Epoch[32] Batch [2900-2950] Speed: 241.71 samples/sec accuracy=0.971250 2020-04-16 04:33:28,864 Epoch[32] Batch [2950-3000] Speed: 241.53 samples/sec accuracy=0.969219 2020-04-16 04:33:55,141 Epoch[32] Batch [3000-3050] Speed: 243.56 samples/sec accuracy=0.967344 2020-04-16 04:34:21,556 Epoch[32] Batch [3050-3100] Speed: 242.28 samples/sec accuracy=0.968594 2020-04-16 04:34:47,771 Epoch[32] Batch [3100-3150] Speed: 244.14 samples/sec accuracy=0.968594 2020-04-16 04:35:14,218 Epoch[32] Batch [3150-3200] Speed: 241.99 samples/sec accuracy=0.971719 2020-04-16 04:35:40,480 Epoch[32] Batch [3200-3250] Speed: 243.70 samples/sec accuracy=0.967187 2020-04-16 04:36:06,764 Epoch[32] Batch [3250-3300] Speed: 243.50 samples/sec accuracy=0.967344 2020-04-16 04:36:32,978 Epoch[32] Batch [3300-3350] Speed: 244.15 samples/sec accuracy=0.968594 2020-04-16 04:36:59,313 Epoch[32] Batch [3350-3400] Speed: 243.02 samples/sec accuracy=0.972344 2020-04-16 04:37:25,610 Epoch[32] Batch [3400-3450] Speed: 243.38 samples/sec accuracy=0.969688 2020-04-16 04:37:51,900 Epoch[32] Batch [3450-3500] Speed: 243.44 samples/sec accuracy=0.972812 2020-04-16 04:38:18,143 Epoch[32] Batch [3500-3550] Speed: 243.87 samples/sec accuracy=0.974375 2020-04-16 04:38:44,511 Epoch[32] Batch [3550-3600] Speed: 242.73 samples/sec accuracy=0.970625 2020-04-16 04:39:10,818 Epoch[32] Batch [3600-3650] Speed: 243.28 samples/sec accuracy=0.971406 2020-04-16 04:39:37,179 Epoch[32] Batch [3650-3700] Speed: 242.78 samples/sec accuracy=0.970781 2020-04-16 04:40:03,571 Epoch[32] Batch [3700-3750] Speed: 242.50 samples/sec accuracy=0.969531 2020-04-16 04:40:29,895 Epoch[32] Batch [3750-3800] Speed: 243.12 samples/sec accuracy=0.972812 2020-04-16 04:40:56,232 Epoch[32] Batch [3800-3850] Speed: 243.00 samples/sec accuracy=0.971719 2020-04-16 04:41:22,515 Epoch[32] Batch [3850-3900] Speed: 243.51 samples/sec accuracy=0.972656 2020-04-16 04:41:48,748 Epoch[32] Batch [3900-3950] Speed: 243.97 samples/sec accuracy=0.973594 2020-04-16 04:42:15,065 Epoch[32] Batch [3950-4000] Speed: 243.19 samples/sec accuracy=0.968281 2020-04-16 04:42:41,410 Epoch[32] Batch [4000-4050] Speed: 242.94 samples/sec accuracy=0.974375 2020-04-16 04:43:08,174 Epoch[32] Batch [4050-4100] Speed: 239.12 samples/sec accuracy=0.973594 2020-04-16 04:43:34,541 Epoch[32] Batch [4100-4150] Speed: 242.73 samples/sec accuracy=0.973906 2020-04-16 04:44:00,811 Epoch[32] Batch [4150-4200] Speed: 243.63 samples/sec accuracy=0.968594 2020-04-16 04:44:27,129 Epoch[32] Batch [4200-4250] Speed: 243.18 samples/sec accuracy=0.970469 2020-04-16 04:44:53,402 Epoch[32] Batch [4250-4300] Speed: 243.60 samples/sec accuracy=0.970938 2020-04-16 04:45:19,747 Epoch[32] Batch [4300-4350] Speed: 242.93 samples/sec accuracy=0.967500 2020-04-16 04:45:46,062 Epoch[32] Batch [4350-4400] Speed: 243.21 samples/sec accuracy=0.967969 2020-04-16 04:46:12,356 Epoch[32] Batch [4400-4450] Speed: 243.40 samples/sec accuracy=0.971875 2020-04-16 04:46:38,569 Epoch[32] Batch [4450-4500] Speed: 244.16 samples/sec accuracy=0.974844 2020-04-16 04:47:04,902 Epoch[32] Batch [4500-4550] Speed: 243.04 samples/sec accuracy=0.974375 2020-04-16 04:47:31,151 Epoch[32] Batch [4550-4600] Speed: 243.82 samples/sec accuracy=0.968281 2020-04-16 04:47:57,362 Epoch[32] Batch [4600-4650] Speed: 244.17 samples/sec accuracy=0.970625 2020-04-16 04:48:23,615 Epoch[32] Batch [4650-4700] Speed: 243.79 samples/sec accuracy=0.975625 2020-04-16 04:48:49,896 Epoch[32] Batch [4700-4750] Speed: 243.52 samples/sec accuracy=0.970938 2020-04-16 04:49:16,195 Epoch[32] Batch [4750-4800] Speed: 243.35 samples/sec accuracy=0.972031 2020-04-16 04:49:42,456 Epoch[32] Batch [4800-4850] Speed: 243.71 samples/sec accuracy=0.969531 2020-04-16 04:50:08,719 Epoch[32] Batch [4850-4900] 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accuracy=0.970781 2020-04-16 04:54:58,318 Epoch[32] Batch [5400-5450] Speed: 243.54 samples/sec accuracy=0.972656 2020-04-16 04:55:24,588 Epoch[32] Batch [5450-5500] Speed: 243.63 samples/sec accuracy=0.968906 2020-04-16 04:55:51,331 Epoch[32] Batch [5500-5550] Speed: 239.32 samples/sec accuracy=0.971094 2020-04-16 04:56:17,595 Epoch[32] Batch [5550-5600] Speed: 243.68 samples/sec accuracy=0.971094 2020-04-16 04:56:43,878 Epoch[32] Batch [5600-5650] Speed: 243.51 samples/sec accuracy=0.969219 2020-04-16 04:57:10,129 Epoch[32] Batch [5650-5700] Speed: 243.80 samples/sec accuracy=0.973437 2020-04-16 04:57:36,446 Epoch[32] Batch [5700-5750] Speed: 243.19 samples/sec accuracy=0.971094 2020-04-16 04:58:02,700 Epoch[32] Batch [5750-5800] Speed: 243.77 samples/sec accuracy=0.969844 2020-04-16 04:58:29,038 Epoch[32] Batch [5800-5850] Speed: 243.00 samples/sec accuracy=0.970313 2020-04-16 04:58:55,338 Epoch[32] Batch [5850-5900] Speed: 243.35 samples/sec accuracy=0.972656 2020-04-16 04:59:21,579 Epoch[32] Batch [5900-5950] Speed: 243.89 samples/sec accuracy=0.973594 2020-04-16 04:59:47,962 Epoch[32] Batch [5950-6000] Speed: 242.58 samples/sec accuracy=0.970781 2020-04-16 05:00:14,202 Epoch[32] Batch [6000-6050] Speed: 243.91 samples/sec accuracy=0.969375 2020-04-16 05:00:40,412 Epoch[32] Batch [6050-6100] Speed: 244.18 samples/sec accuracy=0.970625 2020-04-16 05:01:06,658 Epoch[32] Batch [6100-6150] Speed: 243.85 samples/sec accuracy=0.971562 2020-04-16 05:01:32,929 Epoch[32] Batch [6150-6200] Speed: 243.62 samples/sec accuracy=0.974063 2020-04-16 05:01:59,333 Epoch[32] Batch [6200-6250] Speed: 242.39 samples/sec accuracy=0.971719 2020-04-16 05:02:25,664 Epoch[32] Batch [6250-6300] Speed: 243.06 samples/sec accuracy=0.972500 2020-04-16 05:02:52,016 Epoch[32] Batch [6300-6350] Speed: 242.87 samples/sec accuracy=0.970313 2020-04-16 05:03:18,363 Epoch[32] Batch [6350-6400] Speed: 242.91 samples/sec accuracy=0.972500 2020-04-16 05:03:44,617 Epoch[32] Batch [6400-6450] Speed: 243.78 samples/sec accuracy=0.972500 2020-04-16 05:04:11,018 Epoch[32] Batch [6450-6500] Speed: 242.42 samples/sec accuracy=0.971406 2020-04-16 05:04:37,259 Epoch[32] Batch [6500-6550] Speed: 243.90 samples/sec accuracy=0.970625 2020-04-16 05:05:03,608 Epoch[32] Batch [6550-6600] Speed: 242.90 samples/sec accuracy=0.968594 2020-04-16 05:05:29,936 Epoch[32] Batch [6600-6650] Speed: 243.08 samples/sec accuracy=0.970625 2020-04-16 05:05:56,375 Epoch[32] Batch [6650-6700] Speed: 242.07 samples/sec accuracy=0.972969 2020-04-16 05:06:22,696 Epoch[32] Batch [6700-6750] Speed: 243.16 samples/sec accuracy=0.967812 2020-04-16 05:06:49,108 Epoch[32] Batch [6750-6800] Speed: 242.31 samples/sec accuracy=0.974531 2020-04-16 05:07:15,433 Epoch[32] Batch [6800-6850] Speed: 243.12 samples/sec accuracy=0.973750 2020-04-16 05:07:41,734 Epoch[32] Batch [6850-6900] Speed: 243.33 samples/sec accuracy=0.971094 2020-04-16 05:08:08,097 Epoch[32] Batch [6900-6950] Speed: 242.77 samples/sec accuracy=0.971719 2020-04-16 05:08:34,394 Epoch[32] Batch [6950-7000] Speed: 243.38 samples/sec accuracy=0.971250 2020-04-16 05:09:00,813 Epoch[32] Batch [7000-7050] Speed: 242.26 samples/sec accuracy=0.972031 2020-04-16 05:09:27,659 Epoch[32] Batch [7050-7100] Speed: 238.39 samples/sec accuracy=0.974375 2020-04-16 05:09:53,924 Epoch[32] Batch [7100-7150] Speed: 243.67 samples/sec accuracy=0.972344 2020-04-16 05:10:20,356 Epoch[32] Batch [7150-7200] Speed: 242.14 samples/sec accuracy=0.972500 2020-04-16 05:10:46,651 Epoch[32] Batch [7200-7250] Speed: 243.39 samples/sec accuracy=0.972656 2020-04-16 05:11:13,051 Epoch[32] Batch [7250-7300] Speed: 242.43 samples/sec accuracy=0.972656 2020-04-16 05:11:39,277 Epoch[32] Batch [7300-7350] Speed: 244.03 samples/sec accuracy=0.970625 2020-04-16 05:12:05,628 Epoch[32] Batch [7350-7400] Speed: 242.88 samples/sec accuracy=0.969063 2020-04-16 05:12:31,953 Epoch[32] Batch [7400-7450] Speed: 243.12 samples/sec accuracy=0.972656 2020-04-16 05:12:58,257 Epoch[32] Batch [7450-7500] Speed: 243.31 samples/sec accuracy=0.969063 2020-04-16 05:13:24,524 Epoch[32] Batch [7500-7550] Speed: 243.66 samples/sec accuracy=0.970156 2020-04-16 05:13:50,790 Epoch[32] Batch [7550-7600] Speed: 243.66 samples/sec accuracy=0.971094 2020-04-16 05:14:17,078 Epoch[32] Batch [7600-7650] Speed: 243.45 samples/sec accuracy=0.970313 2020-04-16 05:14:43,360 Epoch[32] Batch [7650-7700] Speed: 243.52 samples/sec accuracy=0.973906 2020-04-16 05:15:09,633 Epoch[32] Batch [7700-7750] Speed: 243.59 samples/sec accuracy=0.973906 2020-04-16 05:15:36,104 Epoch[32] Batch [7750-7800] Speed: 241.78 samples/sec accuracy=0.970625 2020-04-16 05:16:02,400 Epoch[32] Batch [7800-7850] Speed: 243.38 samples/sec accuracy=0.971406 2020-04-16 05:16:28,780 Epoch[32] Batch [7850-7900] Speed: 242.61 samples/sec accuracy=0.971719 2020-04-16 05:16:55,180 Epoch[32] Batch [7900-7950] Speed: 242.42 samples/sec accuracy=0.969688 2020-04-16 05:17:21,547 Epoch[32] Batch [7950-8000] Speed: 242.74 samples/sec accuracy=0.974688 2020-04-16 05:17:47,828 Epoch[32] Batch [8000-8050] Speed: 243.52 samples/sec accuracy=0.974531 2020-04-16 05:18:14,133 Epoch[32] Batch [8050-8100] Speed: 243.30 samples/sec accuracy=0.971875 2020-04-16 05:18:40,530 Epoch[32] Batch [8100-8150] Speed: 242.46 samples/sec accuracy=0.973125 2020-04-16 05:19:06,890 Epoch[32] Batch [8150-8200] Speed: 242.79 samples/sec accuracy=0.971562 2020-04-16 05:19:33,136 Epoch[32] Batch [8200-8250] Speed: 243.85 samples/sec accuracy=0.970938 2020-04-16 05:19:59,458 Epoch[32] Batch [8250-8300] Speed: 243.15 samples/sec accuracy=0.972344 2020-04-16 05:20:25,795 Epoch[32] Batch [8300-8350] Speed: 243.00 samples/sec accuracy=0.969375 2020-04-16 05:20:52,060 Epoch[32] Batch [8350-8400] Speed: 243.67 samples/sec accuracy=0.968437 2020-04-16 05:21:18,359 Epoch[32] Batch [8400-8450] Speed: 243.36 samples/sec accuracy=0.968594 2020-04-16 05:21:44,622 Epoch[32] Batch [8450-8500] Speed: 243.69 samples/sec accuracy=0.969688 2020-04-16 05:22:11,274 Epoch[32] Batch [8500-8550] Speed: 240.14 samples/sec accuracy=0.970938 2020-04-16 05:22:37,588 Epoch[32] Batch [8550-8600] Speed: 243.21 samples/sec accuracy=0.970469 2020-04-16 05:23:03,859 Epoch[32] Batch [8600-8650] Speed: 243.62 samples/sec accuracy=0.968594 2020-04-16 05:23:30,416 Epoch[32] Batch [8650-8700] Speed: 240.99 samples/sec accuracy=0.969844 2020-04-16 05:23:56,963 Epoch[32] Batch [8700-8750] Speed: 241.08 samples/sec accuracy=0.971250 2020-04-16 05:24:23,542 Epoch[32] Batch [8750-8800] Speed: 240.80 samples/sec accuracy=0.972031 2020-04-16 05:24:49,831 Epoch[32] Batch [8800-8850] Speed: 243.44 samples/sec accuracy=0.968750 2020-04-16 05:25:16,119 Epoch[32] Batch [8850-8900] Speed: 243.46 samples/sec accuracy=0.968750 2020-04-16 05:25:42,417 Epoch[32] Batch [8900-8950] Speed: 243.37 samples/sec accuracy=0.971094 2020-04-16 05:26:08,726 Epoch[32] Batch [8950-9000] Speed: 243.26 samples/sec accuracy=0.969844 2020-04-16 05:26:35,034 Epoch[32] Batch [9000-9050] Speed: 243.28 samples/sec accuracy=0.971250 2020-04-16 05:27:01,344 Epoch[32] Batch [9050-9100] Speed: 243.25 samples/sec accuracy=0.975781 2020-04-16 05:27:27,632 Epoch[32] Batch [9100-9150] Speed: 243.46 samples/sec accuracy=0.977344 2020-04-16 05:27:54,031 Epoch[32] Batch [9150-9200] Speed: 242.44 samples/sec accuracy=0.972969 2020-04-16 05:28:20,346 Epoch[32] Batch [9200-9250] Speed: 243.21 samples/sec accuracy=0.972187 2020-04-16 05:28:46,621 Epoch[32] Batch [9250-9300] Speed: 243.58 samples/sec accuracy=0.973281 2020-04-16 05:29:12,916 Epoch[32] Batch [9300-9350] Speed: 243.39 samples/sec accuracy=0.973437 2020-04-16 05:29:39,135 Epoch[32] Batch [9350-9400] Speed: 244.10 samples/sec accuracy=0.971250 2020-04-16 05:30:05,350 Epoch[32] Batch [9400-9450] Speed: 244.13 samples/sec accuracy=0.972031 2020-04-16 05:30:31,701 Epoch[32] Batch [9450-9500] Speed: 242.88 samples/sec accuracy=0.973437 2020-04-16 05:30:57,962 Epoch[32] Batch [9500-9550] Speed: 243.70 samples/sec accuracy=0.970000 2020-04-16 05:31:24,243 Epoch[32] Batch [9550-9600] Speed: 243.52 samples/sec accuracy=0.968125 2020-04-16 05:31:50,528 Epoch[32] Batch [9600-9650] Speed: 243.49 samples/sec accuracy=0.970938 2020-04-16 05:32:16,858 Epoch[32] Batch [9650-9700] Speed: 243.06 samples/sec accuracy=0.971875 2020-04-16 05:32:43,159 Epoch[32] Batch [9700-9750] Speed: 243.34 samples/sec accuracy=0.972187 2020-04-16 05:33:09,623 Epoch[32] Batch [9750-9800] Speed: 241.83 samples/sec accuracy=0.974219 2020-04-16 05:33:36,373 Epoch[32] Batch [9800-9850] Speed: 239.25 samples/sec accuracy=0.974063 2020-04-16 05:34:02,685 Epoch[32] Batch [9850-9900] Speed: 243.24 samples/sec accuracy=0.970313 2020-04-16 05:34:28,964 Epoch[32] Batch [9900-9950] Speed: 243.55 samples/sec accuracy=0.965938 2020-04-16 05:34:55,312 Epoch[32] Batch [9950-10000] Speed: 242.90 samples/sec accuracy=0.969531 2020-04-16 05:35:21,605 Epoch[32] Batch [10000-10050] Speed: 243.42 samples/sec accuracy=0.972031 2020-04-16 05:35:47,894 Epoch[32] Batch [10050-10100] Speed: 243.45 samples/sec accuracy=0.971250 2020-04-16 05:36:14,194 Epoch[32] Batch [10100-10150] Speed: 243.35 samples/sec accuracy=0.970938 2020-04-16 05:36:40,473 Epoch[32] Batch [10150-10200] Speed: 243.55 samples/sec accuracy=0.970781 2020-04-16 05:37:06,698 Epoch[32] Batch [10200-10250] Speed: 244.04 samples/sec accuracy=0.969531 2020-04-16 05:37:32,921 Epoch[32] Batch [10250-10300] Speed: 244.06 samples/sec accuracy=0.972656 2020-04-16 05:37:59,199 Epoch[32] Batch [10300-10350] Speed: 243.56 samples/sec accuracy=0.970625 2020-04-16 05:38:25,380 Epoch[32] Batch [10350-10400] Speed: 244.45 samples/sec accuracy=0.969375 2020-04-16 05:38:51,715 Epoch[32] Batch [10400-10450] Speed: 243.02 samples/sec accuracy=0.969219 2020-04-16 05:39:18,010 Epoch[32] Batch [10450-10500] Speed: 243.40 samples/sec accuracy=0.970313 2020-04-16 05:39:44,330 Epoch[32] Batch [10500-10550] Speed: 243.16 samples/sec accuracy=0.974688 2020-04-16 05:40:10,630 Epoch[32] Batch [10550-10600] Speed: 243.34 samples/sec accuracy=0.970313 2020-04-16 05:40:37,047 Epoch[32] Batch [10600-10650] Speed: 242.27 samples/sec accuracy=0.972344 2020-04-16 05:41:03,357 Epoch[32] Batch [10650-10700] Speed: 243.26 samples/sec accuracy=0.971094 2020-04-16 05:41:29,695 Epoch[32] Batch [10700-10750] Speed: 242.99 samples/sec accuracy=0.973437 2020-04-16 05:41:56,031 Epoch[32] Batch [10750-10800] Speed: 243.02 samples/sec accuracy=0.971250 2020-04-16 05:42:22,291 Epoch[32] Batch [10800-10850] Speed: 243.71 samples/sec accuracy=0.974688 2020-04-16 05:42:48,602 Epoch[32] Batch [10850-10900] Speed: 243.25 samples/sec accuracy=0.972187 2020-04-16 05:43:14,867 Epoch[32] Batch [10900-10950] Speed: 243.67 samples/sec accuracy=0.973750 2020-04-16 05:43:41,146 Epoch[32] Batch [10950-11000] Speed: 243.54 samples/sec accuracy=0.967656 2020-04-16 05:44:07,535 Epoch[32] Batch [11000-11050] Speed: 242.52 samples/sec accuracy=0.971562 2020-04-16 05:44:33,963 Epoch[32] Batch [11050-11100] Speed: 242.16 samples/sec accuracy=0.974063 2020-04-16 05:45:00,349 Epoch[32] Batch [11100-11150] Speed: 242.56 samples/sec accuracy=0.973437 2020-04-16 05:45:26,636 Epoch[32] Batch [11150-11200] Speed: 243.47 samples/sec accuracy=0.974219 2020-04-16 05:45:52,954 Epoch[32] Batch [11200-11250] Speed: 243.17 samples/sec accuracy=0.975156 2020-04-16 05:46:19,184 Epoch[32] Batch [11250-11300] Speed: 244.00 samples/sec accuracy=0.973437 2020-04-16 05:46:45,532 Epoch[32] Batch [11300-11350] Speed: 242.91 samples/sec accuracy=0.973125 2020-04-16 05:47:11,831 Epoch[32] Batch [11350-11400] Speed: 243.36 samples/sec accuracy=0.969688 2020-04-16 05:47:38,450 Epoch[32] Batch [11400-11450] Speed: 240.43 samples/sec accuracy=0.970938 2020-04-16 05:48:04,685 Epoch[32] Batch [11450-11500] Speed: 243.95 samples/sec accuracy=0.971719 2020-04-16 05:48:30,958 Epoch[32] Batch [11500-11550] Speed: 243.59 samples/sec accuracy=0.969063 2020-04-16 05:48:57,241 Epoch[32] Batch [11550-11600] Speed: 243.51 samples/sec accuracy=0.971562 2020-04-16 05:49:23,474 Epoch[32] Batch [11600-11650] Speed: 243.97 samples/sec accuracy=0.963125 2020-04-16 05:49:49,795 Epoch[32] Batch [11650-11700] Speed: 243.16 samples/sec accuracy=0.974375 2020-04-16 05:50:16,082 Epoch[32] Batch [11700-11750] Speed: 243.47 samples/sec accuracy=0.971562 2020-04-16 05:50:42,345 Epoch[32] Batch [11750-11800] Speed: 243.69 samples/sec accuracy=0.971875 2020-04-16 05:51:08,765 Epoch[32] Batch [11800-11850] Speed: 242.24 samples/sec accuracy=0.973594 2020-04-16 05:51:35,051 Epoch[32] Batch [11850-11900] Speed: 243.48 samples/sec accuracy=0.968906 2020-04-16 05:52:01,276 Epoch[32] Batch [11900-11950] Speed: 244.04 samples/sec accuracy=0.970781 2020-04-16 05:52:27,610 Epoch[32] Batch [11950-12000] Speed: 243.03 samples/sec accuracy=0.970938 2020-04-16 05:52:53,850 Epoch[32] Batch [12000-12050] Speed: 243.90 samples/sec accuracy=0.975469 2020-04-16 05:53:20,136 Epoch[32] Batch [12050-12100] Speed: 243.48 samples/sec accuracy=0.971562 2020-04-16 05:53:46,510 Epoch[32] Batch [12100-12150] Speed: 242.66 samples/sec accuracy=0.968906 2020-04-16 05:54:12,766 Epoch[32] Batch [12150-12200] Speed: 243.76 samples/sec accuracy=0.973594 2020-04-16 05:54:39,059 Epoch[32] Batch [12200-12250] Speed: 243.41 samples/sec accuracy=0.973750 2020-04-16 05:55:05,406 Epoch[32] Batch [12250-12300] Speed: 242.91 samples/sec accuracy=0.969375 2020-04-16 05:55:31,868 Epoch[32] Batch [12300-12350] Speed: 241.86 samples/sec accuracy=0.972969 2020-04-16 05:55:58,135 Epoch[32] Batch [12350-12400] Speed: 243.65 samples/sec accuracy=0.971094 2020-04-16 05:56:24,482 Epoch[32] Batch [12400-12450] Speed: 242.92 samples/sec accuracy=0.967656 2020-04-16 05:56:50,724 Epoch[32] Batch [12450-12500] Speed: 243.88 samples/sec accuracy=0.969688 2020-04-16 05:57:17,055 Epoch[32] Batch [12500-12550] Speed: 243.06 samples/sec accuracy=0.971562 2020-04-16 05:57:43,368 Epoch[32] Batch [12550-12600] Speed: 243.22 samples/sec accuracy=0.970313 2020-04-16 05:58:09,894 Epoch[32] Batch [12600-12650] Speed: 241.28 samples/sec accuracy=0.970156 2020-04-16 05:58:36,272 Epoch[32] Batch [12650-12700] Speed: 242.63 samples/sec accuracy=0.973594 2020-04-16 05:59:02,660 Epoch[32] Batch [12700-12750] Speed: 242.53 samples/sec accuracy=0.972812 2020-04-16 05:59:28,982 Epoch[32] Batch [12750-12800] Speed: 243.14 samples/sec accuracy=0.971250 2020-04-16 05:59:55,397 Epoch[32] Batch [12800-12850] Speed: 242.29 samples/sec accuracy=0.972969 2020-04-16 06:00:22,069 Epoch[32] Batch [12850-12900] Speed: 239.96 samples/sec accuracy=0.970000 2020-04-16 06:00:49,269 Epoch[32] Batch [12900-12950] Speed: 235.29 samples/sec accuracy=0.971562 2020-04-16 06:01:15,544 Epoch[32] Batch [12950-13000] Speed: 243.58 samples/sec accuracy=0.968125 2020-04-16 06:01:41,847 Epoch[32] Batch [13000-13050] Speed: 243.31 samples/sec accuracy=0.973437 2020-04-16 06:02:08,045 Epoch[32] Batch [13050-13100] Speed: 244.30 samples/sec accuracy=0.969844 2020-04-16 06:02:34,479 Epoch[32] Batch [13100-13150] Speed: 242.11 samples/sec accuracy=0.970156 2020-04-16 06:03:00,853 Epoch[32] Batch [13150-13200] Speed: 242.66 samples/sec accuracy=0.970938 2020-04-16 06:03:27,168 Epoch[32] Batch [13200-13250] Speed: 243.21 samples/sec accuracy=0.971562 2020-04-16 06:03:53,405 Epoch[32] Batch [13250-13300] Speed: 243.93 samples/sec accuracy=0.971406 2020-04-16 06:04:19,722 Epoch[32] Batch [13300-13350] Speed: 243.18 samples/sec accuracy=0.970000 2020-04-16 06:04:46,005 Epoch[32] Batch [13350-13400] Speed: 243.51 samples/sec accuracy=0.970625 2020-04-16 06:05:12,322 Epoch[32] Batch [13400-13450] Speed: 243.20 samples/sec accuracy=0.971875 2020-04-16 06:05:38,616 Epoch[32] Batch [13450-13500] Speed: 243.40 samples/sec accuracy=0.971875 2020-04-16 06:06:04,963 Epoch[32] Batch [13500-13550] Speed: 242.91 samples/sec accuracy=0.974375 2020-04-16 06:06:31,254 Epoch[32] Batch [13550-13600] Speed: 243.44 samples/sec accuracy=0.970000 2020-04-16 06:06:57,595 Epoch[32] Batch [13600-13650] Speed: 242.97 samples/sec accuracy=0.968906 2020-04-16 06:07:23,910 Epoch[32] Batch [13650-13700] Speed: 243.21 samples/sec accuracy=0.970625 2020-04-16 06:07:50,226 Epoch[32] Batch [13700-13750] Speed: 243.20 samples/sec accuracy=0.971094 2020-04-16 06:08:16,515 Epoch[32] Batch [13750-13800] Speed: 243.45 samples/sec accuracy=0.972031 2020-04-16 06:08:42,806 Epoch[32] Batch [13800-13850] Speed: 243.43 samples/sec accuracy=0.972187 2020-04-16 06:09:09,224 Epoch[32] Batch [13850-13900] Speed: 242.26 samples/sec accuracy=0.970313 2020-04-16 06:09:35,537 Epoch[32] Batch [13900-13950] Speed: 243.22 samples/sec accuracy=0.974375 2020-04-16 06:10:01,833 Epoch[32] Batch [13950-14000] Speed: 243.38 samples/sec accuracy=0.969531 2020-04-16 06:10:28,128 Epoch[32] Batch [14000-14050] Speed: 243.39 samples/sec accuracy=0.971562 2020-04-16 06:10:54,544 Epoch[32] Batch [14050-14100] Speed: 242.28 samples/sec accuracy=0.973125 2020-04-16 06:11:20,830 Epoch[32] Batch [14100-14150] Speed: 243.48 samples/sec accuracy=0.970625 2020-04-16 06:11:47,077 Epoch[32] Batch [14150-14200] Speed: 243.84 samples/sec accuracy=0.970156 2020-04-16 06:12:13,359 Epoch[32] Batch [14200-14250] Speed: 243.51 samples/sec accuracy=0.970938 2020-04-16 06:12:39,794 Epoch[32] Batch [14250-14300] Speed: 242.11 samples/sec accuracy=0.972812 2020-04-16 06:13:06,096 Epoch[32] Batch [14300-14350] Speed: 243.33 samples/sec accuracy=0.966406 2020-04-16 06:13:32,381 Epoch[32] Batch [14350-14400] Speed: 243.48 samples/sec accuracy=0.973125 2020-04-16 06:13:59,328 Epoch[32] Batch [14400-14450] Speed: 237.51 samples/sec accuracy=0.972031 2020-04-16 06:14:25,608 Epoch[32] Batch [14450-14500] Speed: 243.53 samples/sec accuracy=0.971875 2020-04-16 06:14:51,929 Epoch[32] Batch [14500-14550] Speed: 243.16 samples/sec accuracy=0.969688 2020-04-16 06:15:18,362 Epoch[32] Batch [14550-14600] Speed: 242.12 samples/sec accuracy=0.970625 2020-04-16 06:15:44,858 Epoch[32] Batch [14600-14650] Speed: 241.55 samples/sec accuracy=0.972187 2020-04-16 06:16:11,442 Epoch[32] Batch [14650-14700] Speed: 240.75 samples/sec accuracy=0.970625 2020-04-16 06:16:37,997 Epoch[32] Batch [14700-14750] Speed: 241.01 samples/sec accuracy=0.971875 2020-04-16 06:17:04,592 Epoch[32] Batch [14750-14800] Speed: 240.64 samples/sec accuracy=0.974219 2020-04-16 06:17:31,161 Epoch[32] Batch [14800-14850] Speed: 240.89 samples/sec accuracy=0.971875 2020-04-16 06:17:57,655 Epoch[32] Batch [14850-14900] Speed: 241.56 samples/sec accuracy=0.972500 2020-04-16 06:18:23,975 Epoch[32] Batch [14900-14950] Speed: 243.17 samples/sec accuracy=0.972187 2020-04-16 06:18:50,302 Epoch[32] Batch [14950-15000] Speed: 243.10 samples/sec accuracy=0.970156 2020-04-16 06:19:16,611 Epoch[32] Batch [15000-15050] Speed: 243.26 samples/sec accuracy=0.970156 2020-04-16 06:19:42,940 Epoch[32] Batch [15050-15100] Speed: 243.09 samples/sec accuracy=0.970781 2020-04-16 06:20:09,245 Epoch[32] Batch [15100-15150] Speed: 243.30 samples/sec accuracy=0.974531 2020-04-16 06:20:35,518 Epoch[32] Batch [15150-15200] Speed: 243.61 samples/sec accuracy=0.965000 2020-04-16 06:21:01,760 Epoch[32] Batch [15200-15250] Speed: 243.88 samples/sec accuracy=0.972187 2020-04-16 06:21:28,199 Epoch[32] Batch [15250-15300] Speed: 242.07 samples/sec accuracy=0.967656 2020-04-16 06:21:54,828 Epoch[32] Batch [15300-15350] Speed: 240.34 samples/sec accuracy=0.971406 2020-04-16 06:22:21,153 Epoch[32] Batch [15350-15400] Speed: 243.12 samples/sec accuracy=0.968750 2020-04-16 06:22:47,463 Epoch[32] Batch [15400-15450] Speed: 243.25 samples/sec accuracy=0.975000 2020-04-16 06:23:13,802 Epoch[32] Batch [15450-15500] Speed: 242.99 samples/sec accuracy=0.974844 2020-04-16 06:23:40,051 Epoch[32] Batch [15500-15550] Speed: 243.82 samples/sec accuracy=0.972812 2020-04-16 06:24:06,418 Epoch[32] Batch [15550-15600] Speed: 242.73 samples/sec accuracy=0.971250 2020-04-16 06:24:32,698 Epoch[32] Batch [15600-15650] Speed: 243.54 samples/sec accuracy=0.971562 2020-04-16 06:24:59,068 Epoch[32] Batch [15650-15700] Speed: 242.69 samples/sec accuracy=0.971562 2020-04-16 06:25:25,406 Epoch[32] Batch [15700-15750] Speed: 243.00 samples/sec accuracy=0.973594 2020-04-16 06:25:51,793 Epoch[32] Batch [15750-15800] Speed: 242.55 samples/sec accuracy=0.969844 2020-04-16 06:26:18,070 Epoch[32] Batch [15800-15850] Speed: 243.56 samples/sec accuracy=0.969531 2020-04-16 06:26:44,799 Epoch[32] Batch [15850-15900] Speed: 239.44 samples/sec accuracy=0.971406 2020-04-16 06:27:11,215 Epoch[32] Batch [15900-15950] Speed: 242.28 samples/sec accuracy=0.969531 2020-04-16 06:27:37,646 Epoch[32] Batch [15950-16000] Speed: 242.14 samples/sec accuracy=0.972344 2020-04-16 06:28:03,908 Epoch[32] Batch [16000-16050] Speed: 243.70 samples/sec accuracy=0.973437 2020-04-16 06:28:30,204 Epoch[32] Batch [16050-16100] Speed: 243.38 samples/sec accuracy=0.972187 2020-04-16 06:28:56,610 Epoch[32] Batch [16100-16150] Speed: 242.38 samples/sec accuracy=0.971875 2020-04-16 06:29:22,868 Epoch[32] Batch [16150-16200] Speed: 243.73 samples/sec accuracy=0.971406 2020-04-16 06:29:49,111 Epoch[32] Batch [16200-16250] Speed: 243.88 samples/sec accuracy=0.975469 2020-04-16 06:30:15,378 Epoch[32] Batch [16250-16300] Speed: 243.66 samples/sec accuracy=0.971094 2020-04-16 06:30:41,826 Epoch[32] Batch [16300-16350] Speed: 241.98 samples/sec accuracy=0.970781 2020-04-16 06:31:08,062 Epoch[32] Batch [16350-16400] Speed: 243.95 samples/sec accuracy=0.970469 2020-04-16 06:31:34,386 Epoch[32] Batch [16400-16450] Speed: 243.12 samples/sec accuracy=0.972812 2020-04-16 06:32:00,616 Epoch[32] Batch [16450-16500] Speed: 244.00 samples/sec accuracy=0.971719 2020-04-16 06:32:26,915 Epoch[32] Batch [16500-16550] Speed: 243.35 samples/sec accuracy=0.973594 2020-04-16 06:32:53,180 Epoch[32] Batch [16550-16600] Speed: 243.68 samples/sec accuracy=0.972344 2020-04-16 06:33:19,493 Epoch[32] Batch [16600-16650] Speed: 243.22 samples/sec accuracy=0.971250 2020-04-16 06:33:45,834 Epoch[32] Batch [16650-16700] Speed: 242.97 samples/sec accuracy=0.969375 2020-04-16 06:34:12,068 Epoch[32] Batch [16700-16750] Speed: 243.96 samples/sec accuracy=0.975313 2020-04-16 06:34:38,371 Epoch[32] Batch [16750-16800] Speed: 243.32 samples/sec accuracy=0.971250 2020-04-16 06:35:04,840 Epoch[32] Batch [16800-16850] Speed: 241.79 samples/sec accuracy=0.970000 2020-04-16 06:35:31,273 Epoch[32] Batch [16850-16900] Speed: 242.12 samples/sec accuracy=0.973750 2020-04-16 06:35:57,750 Epoch[32] Batch [16900-16950] Speed: 241.72 samples/sec accuracy=0.975313 2020-04-16 06:36:24,058 Epoch[32] Batch [16950-17000] Speed: 243.27 samples/sec accuracy=0.971406 2020-04-16 06:36:50,323 Epoch[32] Batch [17000-17050] Speed: 243.67 samples/sec accuracy=0.975156 2020-04-16 06:37:16,578 Epoch[32] Batch [17050-17100] Speed: 243.76 samples/sec accuracy=0.976719 2020-04-16 06:37:42,883 Epoch[32] Batch [17100-17150] Speed: 243.31 samples/sec accuracy=0.972344 2020-04-16 06:38:09,292 Epoch[32] Batch [17150-17200] Speed: 242.34 samples/sec accuracy=0.971094 2020-04-16 06:38:35,534 Epoch[32] Batch [17200-17250] Speed: 243.88 samples/sec accuracy=0.971562 2020-04-16 06:39:01,871 Epoch[32] Batch [17250-17300] Speed: 243.01 samples/sec accuracy=0.968906 2020-04-16 06:39:28,125 Epoch[32] Batch [17300-17350] Speed: 243.77 samples/sec accuracy=0.973906 2020-04-16 06:39:54,484 Epoch[32] Batch [17350-17400] Speed: 242.81 samples/sec accuracy=0.968281 2020-04-16 06:40:21,205 Epoch[32] Batch [17400-17450] Speed: 239.51 samples/sec accuracy=0.969063 2020-04-16 06:40:47,528 Epoch[32] Batch [17450-17500] Speed: 243.13 samples/sec accuracy=0.971406 2020-04-16 06:41:13,846 Epoch[32] Batch [17500-17550] Speed: 243.18 samples/sec accuracy=0.970938 2020-04-16 06:41:40,102 Epoch[32] Batch [17550-17600] Speed: 243.76 samples/sec accuracy=0.970156 2020-04-16 06:42:06,384 Epoch[32] Batch [17600-17650] Speed: 243.52 samples/sec accuracy=0.972187 2020-04-16 06:42:32,641 Epoch[32] Batch [17650-17700] Speed: 243.75 samples/sec accuracy=0.965938 2020-04-16 06:42:58,887 Epoch[32] Batch [17700-17750] Speed: 243.85 samples/sec accuracy=0.969688 2020-04-16 06:43:25,163 Epoch[32] Batch [17750-17800] Speed: 243.57 samples/sec accuracy=0.972344 2020-04-16 06:43:51,461 Epoch[32] Batch [17800-17850] Speed: 243.37 samples/sec accuracy=0.971094 2020-04-16 06:44:17,766 Epoch[32] Batch [17850-17900] Speed: 243.30 samples/sec accuracy=0.970313 2020-04-16 06:44:44,073 Epoch[32] Batch [17900-17950] Speed: 243.28 samples/sec accuracy=0.969063 2020-04-16 06:45:10,394 Epoch[32] Batch [17950-18000] Speed: 243.16 samples/sec accuracy=0.973281 2020-04-16 06:45:36,638 Epoch[32] Batch [18000-18050] Speed: 243.87 samples/sec accuracy=0.972500 2020-04-16 06:46:02,889 Epoch[32] Batch [18050-18100] Speed: 243.80 samples/sec accuracy=0.970000 2020-04-16 06:46:29,140 Epoch[32] Batch [18100-18150] Speed: 243.80 samples/sec accuracy=0.969375 2020-04-16 06:46:55,475 Epoch[32] Batch [18150-18200] Speed: 243.02 samples/sec accuracy=0.972812 2020-04-16 06:47:21,744 Epoch[32] Batch [18200-18250] Speed: 243.64 samples/sec accuracy=0.971875 2020-04-16 06:47:48,243 Epoch[32] Batch [18250-18300] Speed: 241.52 samples/sec accuracy=0.971875 2020-04-16 06:48:14,615 Epoch[32] Batch [18300-18350] Speed: 242.68 samples/sec accuracy=0.972187 2020-04-16 06:48:40,848 Epoch[32] Batch [18350-18400] Speed: 243.97 samples/sec accuracy=0.967969 2020-04-16 06:49:07,188 Epoch[32] Batch [18400-18450] Speed: 242.97 samples/sec accuracy=0.970625 2020-04-16 06:49:33,485 Epoch[32] Batch [18450-18500] Speed: 243.37 samples/sec accuracy=0.975469 2020-04-16 06:49:59,707 Epoch[32] Batch [18500-18550] Speed: 244.08 samples/sec accuracy=0.970313 2020-04-16 06:50:25,961 Epoch[32] Batch [18550-18600] Speed: 243.77 samples/sec accuracy=0.972812 2020-04-16 06:50:52,216 Epoch[32] Batch [18600-18650] Speed: 243.76 samples/sec accuracy=0.971562 2020-04-16 06:51:18,517 Epoch[32] Batch [18650-18700] Speed: 243.34 samples/sec accuracy=0.974063 2020-04-16 06:51:44,814 Epoch[32] Batch [18700-18750] Speed: 243.37 samples/sec accuracy=0.974531 2020-04-16 06:52:11,149 Epoch[32] Batch [18750-18800] Speed: 243.03 samples/sec accuracy=0.972187 2020-04-16 06:52:37,428 Epoch[32] Batch [18800-18850] Speed: 243.54 samples/sec accuracy=0.972031 2020-04-16 06:53:03,737 Epoch[32] Batch [18850-18900] Speed: 243.27 samples/sec accuracy=0.971875 2020-04-16 06:53:30,058 Epoch[32] Batch [18900-18950] Speed: 243.15 samples/sec accuracy=0.971875 2020-04-16 06:53:56,317 Epoch[32] Batch [18950-19000] Speed: 243.73 samples/sec accuracy=0.969688 2020-04-16 06:54:23,127 Epoch[32] Batch [19000-19050] Speed: 238.72 samples/sec accuracy=0.969531 2020-04-16 06:54:49,362 Epoch[32] Batch [19050-19100] Speed: 243.95 samples/sec accuracy=0.969219 2020-04-16 06:55:15,676 Epoch[32] Batch [19100-19150] Speed: 243.22 samples/sec accuracy=0.970313 2020-04-16 06:55:41,937 Epoch[32] Batch [19150-19200] Speed: 243.71 samples/sec accuracy=0.971875 2020-04-16 06:56:08,256 Epoch[32] Batch [19200-19250] Speed: 243.16 samples/sec accuracy=0.973125 2020-04-16 06:56:34,514 Epoch[32] Batch [19250-19300] Speed: 243.74 samples/sec accuracy=0.966562 2020-04-16 06:57:00,832 Epoch[32] Batch [19300-19350] Speed: 243.18 samples/sec accuracy=0.970625 2020-04-16 06:57:27,170 Epoch[32] Batch [19350-19400] Speed: 242.99 samples/sec accuracy=0.972812 2020-04-16 06:57:53,513 Epoch[32] Batch [19400-19450] Speed: 242.95 samples/sec accuracy=0.969531 2020-04-16 06:58:20,223 Epoch[32] Batch [19450-19500] Speed: 239.62 samples/sec accuracy=0.968437 2020-04-16 06:58:46,851 Epoch[32] Batch [19500-19550] Speed: 240.35 samples/sec accuracy=0.971406 2020-04-16 06:59:13,177 Epoch[32] Batch [19550-19600] Speed: 243.11 samples/sec accuracy=0.970625 2020-04-16 06:59:39,432 Epoch[32] Batch [19600-19650] Speed: 243.76 samples/sec accuracy=0.969063 2020-04-16 07:00:05,695 Epoch[32] Batch [19650-19700] Speed: 243.69 samples/sec accuracy=0.971562 2020-04-16 07:00:32,015 Epoch[32] Batch [19700-19750] Speed: 243.16 samples/sec accuracy=0.974219 2020-04-16 07:00:58,279 Epoch[32] Batch [19750-19800] Speed: 243.69 samples/sec accuracy=0.970469 2020-04-16 07:01:24,649 Epoch[32] Batch [19800-19850] Speed: 242.70 samples/sec accuracy=0.971406 2020-04-16 07:01:51,190 Epoch[32] Batch [19850-19900] Speed: 241.14 samples/sec accuracy=0.968281 2020-04-16 07:02:17,559 Epoch[32] Batch [19900-19950] Speed: 242.71 samples/sec accuracy=0.972031 2020-04-16 07:02:43,997 Epoch[32] Batch [19950-20000] Speed: 242.08 samples/sec accuracy=0.972500 2020-04-16 07:03:10,428 Epoch[32] Batch [20000-20050] Speed: 242.13 samples/sec accuracy=0.976719 2020-04-16 07:03:36,911 Epoch[32] Batch [20050-20100] Speed: 241.67 samples/sec accuracy=0.969219 2020-04-16 07:04:03,197 Epoch[32] Batch [20100-20150] Speed: 243.48 samples/sec accuracy=0.971250 2020-04-16 07:04:29,498 Epoch[32] Batch [20150-20200] Speed: 243.33 samples/sec accuracy=0.972812 2020-04-16 07:04:55,999 Epoch[32] Batch [20200-20250] Speed: 241.51 samples/sec accuracy=0.970313 2020-04-16 07:05:22,376 Epoch[32] Batch [20250-20300] Speed: 242.64 samples/sec accuracy=0.967812 2020-04-16 07:05:48,655 Epoch[32] Batch [20300-20350] Speed: 243.54 samples/sec accuracy=0.971094 2020-04-16 07:06:15,032 Epoch[32] Batch [20350-20400] Speed: 242.64 samples/sec accuracy=0.968437 2020-04-16 07:06:41,459 Epoch[32] Batch [20400-20450] Speed: 242.18 samples/sec accuracy=0.970156 2020-04-16 07:07:08,423 Epoch[32] Batch [20450-20500] Speed: 237.36 samples/sec accuracy=0.970469 2020-04-16 07:07:34,854 Epoch[32] Batch [20500-20550] Speed: 242.14 samples/sec accuracy=0.969219 2020-04-16 07:08:01,135 Epoch[32] Batch [20550-20600] Speed: 243.52 samples/sec accuracy=0.972344 2020-04-16 07:08:27,485 Epoch[32] Batch [20600-20650] Speed: 242.89 samples/sec accuracy=0.971875 2020-04-16 07:08:53,787 Epoch[32] Batch [20650-20700] Speed: 243.33 samples/sec accuracy=0.972344 2020-04-16 07:09:20,164 Epoch[32] Batch [20700-20750] Speed: 242.64 samples/sec accuracy=0.968437 2020-04-16 07:09:46,557 Epoch[32] Batch [20750-20800] Speed: 242.49 samples/sec accuracy=0.971406 2020-04-16 07:10:12,859 Epoch[32] Batch [20800-20850] Speed: 243.33 samples/sec accuracy=0.973594 2020-04-16 07:10:39,197 Epoch[32] Batch [20850-20900] Speed: 242.99 samples/sec accuracy=0.969063 2020-04-16 07:11:05,493 Epoch[32] Batch [20900-20950] Speed: 243.39 samples/sec accuracy=0.971250 2020-04-16 07:11:31,938 Epoch[32] Batch [20950-21000] Speed: 242.01 samples/sec accuracy=0.969688 2020-04-16 07:11:58,213 Epoch[32] Batch [21000-21050] Speed: 243.58 samples/sec accuracy=0.969375 2020-04-16 07:12:24,517 Epoch[32] Batch [21050-21100] Speed: 243.32 samples/sec accuracy=0.966875 2020-04-16 07:12:50,914 Epoch[32] Batch [21100-21150] Speed: 242.45 samples/sec accuracy=0.971094 2020-04-16 07:13:17,169 Epoch[32] Batch [21150-21200] Speed: 243.76 samples/sec accuracy=0.972031 2020-04-16 07:13:43,417 Epoch[32] Batch [21200-21250] Speed: 243.83 samples/sec accuracy=0.970469 2020-04-16 07:14:09,715 Epoch[32] Batch [21250-21300] Speed: 243.37 samples/sec accuracy=0.970781 2020-04-16 07:14:36,141 Epoch[32] Batch [21300-21350] Speed: 242.18 samples/sec accuracy=0.968594 2020-04-16 07:15:02,558 Epoch[32] Batch [21350-21400] Speed: 242.27 samples/sec accuracy=0.971719 2020-04-16 07:15:29,098 Epoch[32] Batch [21400-21450] Speed: 241.15 samples/sec accuracy=0.968750 2020-04-16 07:15:55,654 Epoch[32] Batch [21450-21500] Speed: 241.00 samples/sec accuracy=0.970625 2020-04-16 07:16:22,046 Epoch[32] Batch [21500-21550] Speed: 242.50 samples/sec accuracy=0.972344 2020-04-16 07:16:48,327 Epoch[32] Batch [21550-21600] Speed: 243.52 samples/sec accuracy=0.969688 2020-04-16 07:17:14,602 Epoch[32] Batch [21600-21650] Speed: 243.58 samples/sec accuracy=0.973594 2020-04-16 07:17:40,883 Epoch[32] Batch [21650-21700] Speed: 243.52 samples/sec accuracy=0.967969 2020-04-16 07:18:07,141 Epoch[32] Batch [21700-21750] Speed: 243.74 samples/sec accuracy=0.973437 2020-04-16 07:18:33,395 Epoch[32] Batch [21750-21800] Speed: 243.77 samples/sec accuracy=0.975313 2020-04-16 07:18:59,706 Epoch[32] Batch [21800-21850] Speed: 243.25 samples/sec accuracy=0.970156 2020-04-16 07:19:26,067 Epoch[32] Batch [21850-21900] Speed: 242.78 samples/sec accuracy=0.970156 2020-04-16 07:19:52,342 Epoch[32] Batch [21900-21950] Speed: 243.58 samples/sec accuracy=0.972656 2020-04-16 07:20:18,750 Epoch[32] Batch [21950-22000] Speed: 242.35 samples/sec accuracy=0.973437 2020-04-16 07:20:45,827 Epoch[32] Batch [22000-22050] Speed: 236.37 samples/sec accuracy=0.972812 2020-04-16 07:21:12,131 Epoch[32] Batch [22050-22100] Speed: 243.31 samples/sec accuracy=0.975313 2020-04-16 07:21:38,450 Epoch[32] Batch [22100-22150] Speed: 243.17 samples/sec accuracy=0.968594 2020-04-16 07:22:04,903 Epoch[32] Batch [22150-22200] Speed: 241.94 samples/sec accuracy=0.971562 2020-04-16 07:22:31,213 Epoch[32] Batch [22200-22250] Speed: 243.25 samples/sec accuracy=0.970000 2020-04-16 07:22:57,563 Epoch[32] Batch [22250-22300] Speed: 242.89 samples/sec accuracy=0.970313 2020-04-16 07:23:23,898 Epoch[32] Batch [22300-22350] Speed: 243.03 samples/sec accuracy=0.969531 2020-04-16 07:23:50,086 Epoch[32] Batch [22350-22400] Speed: 244.39 samples/sec accuracy=0.971875 2020-04-16 07:24:16,515 Epoch[32] Batch [22400-22450] Speed: 242.16 samples/sec accuracy=0.971719 2020-04-16 07:24:42,817 Epoch[32] Batch [22450-22500] Speed: 243.32 samples/sec accuracy=0.971719 2020-04-16 07:25:09,100 Epoch[32] Batch [22500-22550] Speed: 243.50 samples/sec accuracy=0.972031 2020-04-16 07:25:35,326 Epoch[32] Batch [22550-22600] Speed: 244.03 samples/sec accuracy=0.970938 2020-04-16 07:26:01,588 Epoch[32] Batch [22600-22650] Speed: 243.70 samples/sec accuracy=0.971875 2020-04-16 07:26:27,942 Epoch[32] Batch [22650-22700] Speed: 242.85 samples/sec accuracy=0.970000 2020-04-16 07:26:54,267 Epoch[32] Batch [22700-22750] Speed: 243.12 samples/sec accuracy=0.970313 2020-04-16 07:27:20,632 Epoch[32] Batch [22750-22800] Speed: 242.75 samples/sec accuracy=0.972344 2020-04-16 07:27:46,939 Epoch[32] Batch [22800-22850] Speed: 243.28 samples/sec accuracy=0.970625 2020-04-16 07:28:13,314 Epoch[32] Batch [22850-22900] Speed: 242.66 samples/sec accuracy=0.971094 2020-04-16 07:28:39,721 Epoch[32] Batch [22900-22950] Speed: 242.36 samples/sec accuracy=0.971250 2020-04-16 07:29:05,952 Epoch[32] Batch [22950-23000] Speed: 243.98 samples/sec accuracy=0.972344 2020-04-16 07:29:32,361 Epoch[32] Batch [23000-23050] Speed: 242.35 samples/sec accuracy=0.970313 2020-04-16 07:29:58,666 Epoch[32] Batch [23050-23100] Speed: 243.30 samples/sec accuracy=0.970938 2020-04-16 07:30:25,049 Epoch[32] Batch [23100-23150] Speed: 242.59 samples/sec accuracy=0.972812 2020-04-16 07:30:51,371 Epoch[32] Batch [23150-23200] Speed: 243.14 samples/sec accuracy=0.969688 2020-04-16 07:31:17,687 Epoch[32] Batch [23200-23250] Speed: 243.20 samples/sec accuracy=0.972031 2020-04-16 07:31:44,043 Epoch[32] Batch [23250-23300] Speed: 242.82 samples/sec accuracy=0.967969 2020-04-16 07:32:10,372 Epoch[32] Batch [23300-23350] Speed: 243.09 samples/sec accuracy=0.970469 2020-04-16 07:32:37,373 Epoch[32] Batch [23350-23400] Speed: 237.02 samples/sec accuracy=0.971719 2020-04-16 07:33:04,361 Epoch[32] Batch [23400-23450] Speed: 237.14 samples/sec accuracy=0.969531 2020-04-16 07:33:31,070 Epoch[32] Batch [23450-23500] Speed: 239.63 samples/sec accuracy=0.972344 2020-04-16 07:33:57,405 Epoch[32] Batch [23500-23550] Speed: 243.02 samples/sec accuracy=0.970469 2020-04-16 07:34:23,760 Epoch[32] Batch [23550-23600] Speed: 242.84 samples/sec accuracy=0.971094 2020-04-16 07:34:50,106 Epoch[32] Batch [23600-23650] Speed: 242.93 samples/sec accuracy=0.967031 2020-04-16 07:35:16,381 Epoch[32] Batch [23650-23700] Speed: 243.57 samples/sec accuracy=0.969063 2020-04-16 07:35:42,772 Epoch[32] Batch [23700-23750] Speed: 242.51 samples/sec accuracy=0.967969 2020-04-16 07:36:09,029 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[24250-24300] Speed: 243.24 samples/sec accuracy=0.972187 2020-04-16 07:40:59,651 Epoch[32] Batch [24300-24350] Speed: 243.37 samples/sec accuracy=0.971250 2020-04-16 07:41:25,986 Epoch[32] Batch [24350-24400] Speed: 243.03 samples/sec accuracy=0.972656 2020-04-16 07:41:52,352 Epoch[32] Batch [24400-24450] Speed: 242.74 samples/sec accuracy=0.968281 2020-04-16 07:42:18,776 Epoch[32] Batch [24450-24500] Speed: 242.20 samples/sec accuracy=0.972500 2020-04-16 07:42:45,160 Epoch[32] Batch [24500-24550] Speed: 242.58 samples/sec accuracy=0.974219 2020-04-16 07:43:11,492 Epoch[32] Batch [24550-24600] Speed: 243.05 samples/sec accuracy=0.971875 2020-04-16 07:43:37,823 Epoch[32] Batch [24600-24650] Speed: 243.06 samples/sec accuracy=0.972187 2020-04-16 07:44:04,124 Epoch[32] Batch [24650-24700] Speed: 243.34 samples/sec accuracy=0.967969 2020-04-16 07:44:30,343 Epoch[32] Batch [24700-24750] Speed: 244.10 samples/sec accuracy=0.967500 2020-04-16 07:44:57,081 Epoch[32] Batch [24750-24800] Speed: 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accuracy=0.971562 2020-04-16 07:49:46,077 Epoch[32] Batch [25300-25350] Speed: 242.16 samples/sec accuracy=0.972656 2020-04-16 07:50:12,361 Epoch[32] Batch [25350-25400] Speed: 243.50 samples/sec accuracy=0.972187 2020-04-16 07:50:38,700 Epoch[32] Batch [25400-25450] Speed: 242.98 samples/sec accuracy=0.971094 2020-04-16 07:51:05,302 Epoch[32] Batch [25450-25500] Speed: 240.59 samples/sec accuracy=0.974063 2020-04-16 07:51:31,732 Epoch[32] Batch [25500-25550] Speed: 242.14 samples/sec accuracy=0.970000 2020-04-16 07:51:58,059 Epoch[32] Batch [25550-25600] Speed: 243.10 samples/sec accuracy=0.969219 2020-04-16 07:52:24,279 Epoch[32] Batch [25600-25650] Speed: 244.09 samples/sec accuracy=0.971406 2020-04-16 07:52:50,657 Epoch[32] Batch [25650-25700] Speed: 242.63 samples/sec accuracy=0.972500 2020-04-16 07:53:16,954 Epoch[32] Batch [25700-25750] Speed: 243.38 samples/sec accuracy=0.973281 2020-04-16 07:53:43,300 Epoch[32] Batch [25750-25800] Speed: 242.92 samples/sec accuracy=0.970156 2020-04-16 07:54:09,599 Epoch[32] Batch [25800-25850] Speed: 243.35 samples/sec accuracy=0.971875 2020-04-16 07:54:35,975 Epoch[32] Batch [25850-25900] Speed: 242.65 samples/sec accuracy=0.973281 2020-04-16 07:55:02,323 Epoch[32] Batch [25900-25950] Speed: 242.90 samples/sec accuracy=0.969688 2020-04-16 07:55:28,754 Epoch[32] Batch [25950-26000] Speed: 242.14 samples/sec accuracy=0.966562 2020-04-16 07:55:55,140 Epoch[32] Batch [26000-26050] Speed: 242.55 samples/sec accuracy=0.971094 2020-04-16 07:56:21,397 Epoch[32] Batch [26050-26100] Speed: 243.74 samples/sec accuracy=0.973125 2020-04-16 07:56:47,689 Epoch[32] Batch [26100-26150] Speed: 243.43 samples/sec accuracy=0.971406 2020-04-16 07:57:13,931 Epoch[32] Batch [26150-26200] Speed: 243.89 samples/sec accuracy=0.969063 2020-04-16 07:57:40,226 Epoch[32] Batch [26200-26250] Speed: 243.39 samples/sec accuracy=0.971562 2020-04-16 07:58:06,620 Epoch[32] Batch [26250-26300] Speed: 242.48 samples/sec accuracy=0.975313 2020-04-16 07:58:32,883 Epoch[32] Batch [26300-26350] Speed: 243.69 samples/sec accuracy=0.971094 2020-04-16 07:58:59,725 Epoch[32] Batch [26350-26400] Speed: 238.44 samples/sec accuracy=0.975000 2020-04-16 07:59:26,051 Epoch[32] Batch [26400-26450] Speed: 243.11 samples/sec accuracy=0.973281 2020-04-16 07:59:52,413 Epoch[32] Batch [26450-26500] Speed: 242.78 samples/sec accuracy=0.972187 2020-04-16 08:00:18,736 Epoch[32] Batch [26500-26550] Speed: 243.13 samples/sec accuracy=0.971719 2020-04-16 08:00:44,980 Epoch[32] Batch [26550-26600] Speed: 243.86 samples/sec accuracy=0.968594 2020-04-16 08:01:11,216 Epoch[32] Batch [26600-26650] Speed: 243.94 samples/sec accuracy=0.967812 2020-04-16 08:01:37,551 Epoch[32] Batch [26650-26700] Speed: 243.03 samples/sec accuracy=0.971250 2020-04-16 08:02:03,871 Epoch[32] Batch [26700-26750] Speed: 243.16 samples/sec accuracy=0.968906 2020-04-16 08:02:30,139 Epoch[32] Batch [26750-26800] Speed: 243.65 samples/sec accuracy=0.972500 2020-04-16 08:02:56,463 Epoch[32] Batch [26800-26850] Speed: 243.12 samples/sec accuracy=0.973281 2020-04-16 08:03:22,764 Epoch[32] Batch [26850-26900] Speed: 243.34 samples/sec accuracy=0.972656 2020-04-16 08:03:49,015 Epoch[32] Batch [26900-26950] Speed: 243.80 samples/sec accuracy=0.970313 2020-04-16 08:04:15,290 Epoch[32] Batch [26950-27000] Speed: 243.58 samples/sec accuracy=0.973437 2020-04-16 08:04:41,652 Epoch[32] Batch [27000-27050] Speed: 242.78 samples/sec accuracy=0.972969 2020-04-16 08:05:07,982 Epoch[32] Batch [27050-27100] Speed: 243.07 samples/sec accuracy=0.971094 2020-04-16 08:05:34,304 Epoch[32] Batch [27100-27150] Speed: 243.14 samples/sec accuracy=0.974688 2020-04-16 08:06:00,574 Epoch[32] Batch [27150-27200] Speed: 243.63 samples/sec accuracy=0.968750 2020-04-16 08:06:26,938 Epoch[32] Batch [27200-27250] Speed: 242.76 samples/sec accuracy=0.973906 2020-04-16 08:06:53,243 Epoch[32] Batch [27250-27300] Speed: 243.30 samples/sec accuracy=0.972031 2020-04-16 08:07:19,692 Epoch[32] Batch [27300-27350] Speed: 241.98 samples/sec accuracy=0.971719 2020-04-16 08:07:46,138 Epoch[32] Batch [27350-27400] Speed: 242.00 samples/sec accuracy=0.972656 2020-04-16 08:08:12,741 Epoch[32] Batch [27400-27450] Speed: 240.57 samples/sec accuracy=0.971094 2020-04-16 08:08:41,368 Epoch[32] Batch [27450-27500] Speed: 223.57 samples/sec accuracy=0.971719 2020-04-16 08:09:11,145 Epoch[32] Batch [27500-27550] Speed: 214.93 samples/sec accuracy=0.973125 2020-04-16 08:09:41,097 Epoch[32] Batch [27550-27600] Speed: 213.67 samples/sec accuracy=0.972812 2020-04-16 08:10:11,021 Epoch[32] Batch [27600-27650] Speed: 213.88 samples/sec accuracy=0.969063 2020-04-16 08:10:40,891 Epoch[32] Batch [27650-27700] Speed: 214.26 samples/sec accuracy=0.972031 2020-04-16 08:11:10,677 Epoch[32] Batch [27700-27750] Speed: 214.87 samples/sec accuracy=0.970469 2020-04-16 08:11:40,609 Epoch[32] Batch [27750-27800] Speed: 213.82 samples/sec accuracy=0.969375 2020-04-16 08:12:10,564 Epoch[32] Batch [27800-27850] Speed: 213.65 samples/sec accuracy=0.972969 2020-04-16 08:12:40,852 Epoch[32] Batch [27850-27900] Speed: 211.30 samples/sec accuracy=0.972031 2020-04-16 08:13:10,662 Epoch[32] Batch [27900-27950] Speed: 214.70 samples/sec accuracy=0.972344 2020-04-16 08:13:40,447 Epoch[32] Batch [27950-28000] Speed: 214.87 samples/sec accuracy=0.973594 2020-04-16 08:14:10,704 Epoch[32] Batch [28000-28050] Speed: 211.52 samples/sec accuracy=0.969063 2020-04-16 08:14:40,293 Epoch[32] Batch [28050-28100] Speed: 216.30 samples/sec accuracy=0.968281 2020-04-16 08:15:10,079 Epoch[32] Batch [28100-28150] Speed: 214.87 samples/sec accuracy=0.970000 2020-04-16 08:15:39,653 Epoch[32] Batch [28150-28200] Speed: 216.41 samples/sec accuracy=0.966406 2020-04-16 08:16:02,826 Epoch[32] Train-accuracy=0.971351 2020-04-16 08:16:02,826 Epoch[32] Time cost=14934.872 2020-04-16 08:16:02,875 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0033.params" 2020-04-16 08:45:03,512 Epoch[32] Validation-accuracy=0.985736 2020-04-16 08:45:41,875 Epoch[33] Batch [0-50] Speed: 210.62 samples/sec accuracy=0.972120 2020-04-16 08:46:11,962 Epoch[33] Batch [50-100] Speed: 212.72 samples/sec accuracy=0.972969 2020-04-16 08:46:41,895 Epoch[33] Batch [100-150] Speed: 213.82 samples/sec accuracy=0.970938 2020-04-16 08:47:11,690 Epoch[33] Batch [150-200] Speed: 214.80 samples/sec accuracy=0.971250 2020-04-16 08:47:41,784 Epoch[33] Batch [200-250] Speed: 212.67 samples/sec accuracy=0.972187 2020-04-16 08:48:11,565 Epoch[33] Batch [250-300] Speed: 214.90 samples/sec accuracy=0.970938 2020-04-16 08:48:41,476 Epoch[33] Batch [300-350] Speed: 213.98 samples/sec accuracy=0.970938 2020-04-16 08:49:11,439 Epoch[33] Batch [350-400] Speed: 213.59 samples/sec accuracy=0.971562 2020-04-16 08:49:41,466 Epoch[33] Batch [400-450] Speed: 213.14 samples/sec accuracy=0.972031 2020-04-16 08:50:11,648 Epoch[33] Batch [450-500] Speed: 212.05 samples/sec accuracy=0.971094 2020-04-16 08:50:41,404 Epoch[33] Batch [500-550] Speed: 215.08 samples/sec accuracy=0.972187 2020-04-16 08:51:11,230 Epoch[33] Batch [550-600] Speed: 214.58 samples/sec accuracy=0.971562 2020-04-16 08:51:41,459 Epoch[33] Batch [600-650] Speed: 211.72 samples/sec accuracy=0.970938 2020-04-16 08:52:11,367 Epoch[33] Batch [650-700] Speed: 213.99 samples/sec accuracy=0.970781 2020-04-16 08:52:41,575 Epoch[33] Batch [700-750] Speed: 211.87 samples/sec accuracy=0.973281 2020-04-16 08:53:11,363 Epoch[33] Batch [750-800] Speed: 214.85 samples/sec accuracy=0.970781 2020-04-16 08:53:41,433 Epoch[33] Batch [800-850] Speed: 212.84 samples/sec accuracy=0.971094 2020-04-16 08:54:11,876 Epoch[33] Batch [850-900] Speed: 210.23 samples/sec accuracy=0.971406 2020-04-16 08:54:41,727 Epoch[33] Batch [900-950] Speed: 214.40 samples/sec accuracy=0.973750 2020-04-16 08:55:11,372 Epoch[33] Batch [950-1000] Speed: 215.89 samples/sec accuracy=0.971719 2020-04-16 08:55:41,274 Epoch[33] Batch [1000-1050] Speed: 214.03 samples/sec accuracy=0.969063 2020-04-16 08:56:11,241 Epoch[33] Batch [1050-1100] Speed: 213.57 samples/sec accuracy=0.972344 2020-04-16 08:56:41,314 Epoch[33] Batch [1100-1150] Speed: 212.81 samples/sec accuracy=0.974063 2020-04-16 08:57:11,311 Epoch[33] Batch [1150-1200] Speed: 213.35 samples/sec accuracy=0.969375 2020-04-16 08:57:41,115 Epoch[33] Batch [1200-1250] Speed: 214.74 samples/sec accuracy=0.970156 2020-04-16 08:58:11,239 Epoch[33] Batch [1250-1300] Speed: 212.46 samples/sec accuracy=0.970469 2020-04-16 08:58:41,191 Epoch[33] Batch [1300-1350] Speed: 213.67 samples/sec accuracy=0.972344 2020-04-16 08:59:11,642 Epoch[33] Batch [1350-1400] Speed: 210.18 samples/sec accuracy=0.970938 2020-04-16 08:59:41,824 Epoch[33] Batch [1400-1450] Speed: 212.05 samples/sec accuracy=0.971250 2020-04-16 09:00:11,572 Epoch[33] Batch [1450-1500] Speed: 215.14 samples/sec accuracy=0.969688 2020-04-16 09:00:41,565 Epoch[33] Batch [1500-1550] Speed: 213.39 samples/sec accuracy=0.969375 2020-04-16 09:01:11,478 Epoch[33] Batch [1550-1600] Speed: 213.95 samples/sec accuracy=0.972187 2020-04-16 09:01:41,293 Epoch[33] Batch [1600-1650] Speed: 214.66 samples/sec accuracy=0.970469 2020-04-16 09:02:11,343 Epoch[33] Batch [1650-1700] Speed: 212.98 samples/sec accuracy=0.968906 2020-04-16 09:02:41,074 Epoch[33] Batch [1700-1750] Speed: 215.26 samples/sec accuracy=0.971250 2020-04-16 09:03:11,250 Epoch[33] Batch [1750-1800] Speed: 212.09 samples/sec accuracy=0.970156 2020-04-16 09:03:41,341 Epoch[33] Batch [1800-1850] Speed: 212.70 samples/sec accuracy=0.971250 2020-04-16 09:04:11,181 Epoch[33] Batch [1850-1900] Speed: 214.48 samples/sec accuracy=0.974219 2020-04-16 09:04:41,083 Epoch[33] Batch [1900-1950] Speed: 214.03 samples/sec accuracy=0.968750 2020-04-16 09:05:10,874 Epoch[33] Batch [1950-2000] Speed: 214.83 samples/sec accuracy=0.969844 2020-04-16 09:05:40,506 Epoch[33] Batch [2000-2050] Speed: 215.98 samples/sec accuracy=0.971719 2020-04-16 09:06:10,480 Epoch[33] Batch [2050-2100] Speed: 213.53 samples/sec accuracy=0.970938 2020-04-16 09:06:40,340 Epoch[33] Batch [2100-2150] Speed: 214.33 samples/sec accuracy=0.975000 2020-04-16 09:07:10,084 Epoch[33] Batch [2150-2200] Speed: 215.17 samples/sec accuracy=0.972812 2020-04-16 09:07:39,984 Epoch[33] Batch [2200-2250] Speed: 214.05 samples/sec accuracy=0.971562 2020-04-16 09:08:09,700 Epoch[33] Batch [2250-2300] Speed: 215.37 samples/sec accuracy=0.976875 2020-04-16 09:08:39,798 Epoch[33] Batch [2300-2350] Speed: 212.64 samples/sec accuracy=0.970000 2020-04-16 09:09:09,148 Epoch[33] Batch [2350-2400] Speed: 218.06 samples/sec accuracy=0.971406 2020-04-16 09:09:38,770 Epoch[33] Batch [2400-2450] Speed: 216.06 samples/sec accuracy=0.973125 2020-04-16 09:10:09,137 Epoch[33] Batch [2450-2500] Speed: 210.75 samples/sec accuracy=0.969531 2020-04-16 09:10:38,946 Epoch[33] Batch [2500-2550] Speed: 214.70 samples/sec accuracy=0.968906 2020-04-16 09:11:08,810 Epoch[33] Batch [2550-2600] Speed: 214.31 samples/sec accuracy=0.974063 2020-04-16 09:11:38,832 Epoch[33] Batch [2600-2650] Speed: 213.18 samples/sec accuracy=0.971875 2020-04-16 09:12:08,793 Epoch[33] Batch [2650-2700] Speed: 213.61 samples/sec accuracy=0.971250 2020-04-16 09:12:37,826 Epoch[33] Batch [2700-2750] Speed: 220.44 samples/sec accuracy=0.972656 2020-04-16 09:13:04,042 Epoch[33] Batch [2750-2800] Speed: 244.13 samples/sec accuracy=0.972031 2020-04-16 09:13:31,074 Epoch[33] Batch [2800-2850] Speed: 236.76 samples/sec accuracy=0.969063 2020-04-16 09:14:00,396 Epoch[33] Batch [2850-2900] Speed: 218.26 samples/sec accuracy=0.968281 2020-04-16 09:14:30,092 Epoch[33] Batch [2900-2950] Speed: 215.52 samples/sec accuracy=0.970313 2020-04-16 09:14:59,730 Epoch[33] Batch [2950-3000] Speed: 215.94 samples/sec accuracy=0.973125 2020-04-16 09:15:29,467 Epoch[33] Batch [3000-3050] Speed: 215.22 samples/sec accuracy=0.971719 2020-04-16 09:15:58,887 Epoch[33] Batch [3050-3100] Speed: 217.54 samples/sec accuracy=0.969531 2020-04-16 09:16:28,721 Epoch[33] Batch [3100-3150] Speed: 214.52 samples/sec accuracy=0.973750 2020-04-16 09:16:58,493 Epoch[33] Batch [3150-3200] Speed: 214.97 samples/sec accuracy=0.971406 2020-04-16 09:17:28,217 Epoch[33] Batch [3200-3250] Speed: 215.32 samples/sec accuracy=0.970625 2020-04-16 09:17:57,950 Epoch[33] Batch [3250-3300] Speed: 215.25 samples/sec accuracy=0.972500 2020-04-16 09:18:27,734 Epoch[33] Batch [3300-3350] Speed: 214.88 samples/sec accuracy=0.970000 2020-04-16 09:18:57,522 Epoch[33] Batch [3350-3400] Speed: 214.85 samples/sec accuracy=0.972344 2020-04-16 09:19:27,118 Epoch[33] Batch [3400-3450] Speed: 216.25 samples/sec accuracy=0.970938 2020-04-16 09:19:57,136 Epoch[33] Batch [3450-3500] Speed: 213.20 samples/sec accuracy=0.968750 2020-04-16 09:20:26,879 Epoch[33] Batch [3500-3550] Speed: 215.18 samples/sec accuracy=0.970313 2020-04-16 09:20:56,467 Epoch[33] Batch [3550-3600] Speed: 216.30 samples/sec accuracy=0.968906 2020-04-16 09:21:26,204 Epoch[33] Batch [3600-3650] 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accuracy=0.972812 2020-04-16 09:26:53,631 Epoch[33] Batch [4150-4200] Speed: 213.78 samples/sec accuracy=0.966094 2020-04-16 09:27:23,302 Epoch[33] Batch [4200-4250] Speed: 215.70 samples/sec accuracy=0.974219 2020-04-16 09:27:53,079 Epoch[33] Batch [4250-4300] Speed: 214.93 samples/sec accuracy=0.973281 2020-04-16 09:28:22,880 Epoch[33] Batch [4300-4350] Speed: 214.75 samples/sec accuracy=0.971094 2020-04-16 09:28:52,548 Epoch[33] Batch [4350-4400] Speed: 215.73 samples/sec accuracy=0.971562 2020-04-16 09:29:22,298 Epoch[33] Batch [4400-4450] Speed: 215.13 samples/sec accuracy=0.972344 2020-04-16 09:29:51,926 Epoch[33] Batch [4450-4500] Speed: 216.01 samples/sec accuracy=0.970469 2020-04-16 09:30:21,469 Epoch[33] Batch [4500-4550] Speed: 216.64 samples/sec accuracy=0.969375 2020-04-16 09:30:51,147 Epoch[33] Batch [4550-4600] Speed: 215.65 samples/sec accuracy=0.973594 2020-04-16 09:31:20,764 Epoch[33] Batch [4600-4650] Speed: 216.09 samples/sec accuracy=0.970625 2020-04-16 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accuracy=0.970156 2020-04-16 09:42:17,067 Epoch[33] Batch [5700-5750] Speed: 214.03 samples/sec accuracy=0.973594 2020-04-16 09:42:46,741 Epoch[33] Batch [5750-5800] Speed: 215.68 samples/sec accuracy=0.972812 2020-04-16 09:43:16,491 Epoch[33] Batch [5800-5850] Speed: 215.12 samples/sec accuracy=0.976094 2020-04-16 09:43:46,140 Epoch[33] Batch [5850-5900] Speed: 215.87 samples/sec accuracy=0.969375 2020-04-16 09:44:15,973 Epoch[33] Batch [5900-5950] Speed: 214.52 samples/sec accuracy=0.973125 2020-04-16 09:44:45,745 Epoch[33] Batch [5950-6000] Speed: 214.97 samples/sec accuracy=0.974531 2020-04-16 09:45:15,463 Epoch[33] Batch [6000-6050] Speed: 215.35 samples/sec accuracy=0.973750 2020-04-16 09:45:45,206 Epoch[33] Batch [6050-6100] Speed: 215.18 samples/sec accuracy=0.970156 2020-04-16 09:46:14,965 Epoch[33] Batch [6100-6150] Speed: 215.06 samples/sec accuracy=0.971406 2020-04-16 09:46:44,921 Epoch[33] Batch [6150-6200] Speed: 213.64 samples/sec accuracy=0.974063 2020-04-16 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accuracy=0.973906 2020-04-16 09:57:39,737 Epoch[33] Batch [7250-7300] Speed: 215.06 samples/sec accuracy=0.971406 2020-04-16 09:58:09,369 Epoch[33] Batch [7300-7350] Speed: 215.99 samples/sec accuracy=0.970938 2020-04-16 09:58:38,873 Epoch[33] Batch [7350-7400] Speed: 216.92 samples/sec accuracy=0.974375 2020-04-16 09:59:08,593 Epoch[33] Batch [7400-7450] Speed: 215.35 samples/sec accuracy=0.969219 2020-04-16 09:59:38,300 Epoch[33] Batch [7450-7500] Speed: 215.44 samples/sec accuracy=0.969531 2020-04-16 10:00:08,165 Epoch[33] Batch [7500-7550] Speed: 214.30 samples/sec accuracy=0.972500 2020-04-16 10:00:37,996 Epoch[33] Batch [7550-7600] Speed: 214.54 samples/sec accuracy=0.970313 2020-04-16 10:01:07,759 Epoch[33] Batch [7600-7650] Speed: 215.03 samples/sec accuracy=0.969688 2020-04-16 10:01:37,523 Epoch[33] Batch [7650-7700] Speed: 215.03 samples/sec accuracy=0.972812 2020-04-16 10:02:07,184 Epoch[33] Batch [7700-7750] Speed: 215.78 samples/sec accuracy=0.972031 2020-04-16 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accuracy=0.969688 2020-04-16 10:13:01,905 Epoch[33] Batch [8800-8850] Speed: 215.85 samples/sec accuracy=0.969375 2020-04-16 10:13:31,789 Epoch[33] Batch [8850-8900] Speed: 214.17 samples/sec accuracy=0.969844 2020-04-16 10:14:01,452 Epoch[33] Batch [8900-8950] Speed: 215.76 samples/sec accuracy=0.970469 2020-04-16 10:14:31,328 Epoch[33] Batch [8950-9000] Speed: 214.21 samples/sec accuracy=0.971094 2020-04-16 10:15:00,934 Epoch[33] Batch [9000-9050] Speed: 216.18 samples/sec accuracy=0.972969 2020-04-16 10:15:30,774 Epoch[33] Batch [9050-9100] Speed: 214.47 samples/sec accuracy=0.972969 2020-04-16 10:16:00,523 Epoch[33] Batch [9100-9150] Speed: 215.14 samples/sec accuracy=0.970781 2020-04-16 10:16:30,144 Epoch[33] Batch [9150-9200] Speed: 216.06 samples/sec accuracy=0.971094 2020-04-16 10:16:59,920 Epoch[33] Batch [9200-9250] Speed: 214.94 samples/sec accuracy=0.972812 2020-04-16 10:17:30,214 Epoch[33] Batch [9250-9300] Speed: 211.27 samples/sec accuracy=0.969531 2020-04-16 10:17:59,922 Epoch[33] Batch [9300-9350] Speed: 215.43 samples/sec accuracy=0.973750 2020-04-16 10:18:29,593 Epoch[33] Batch [9350-9400] Speed: 215.70 samples/sec accuracy=0.975938 2020-04-16 10:18:59,308 Epoch[33] Batch [9400-9450] Speed: 215.38 samples/sec accuracy=0.970938 2020-04-16 10:19:29,027 Epoch[33] Batch [9450-9500] Speed: 215.35 samples/sec accuracy=0.974375 2020-04-16 10:19:58,875 Epoch[33] Batch [9500-9550] Speed: 214.43 samples/sec accuracy=0.972812 2020-04-16 10:20:28,578 Epoch[33] Batch [9550-9600] Speed: 215.46 samples/sec accuracy=0.969375 2020-04-16 10:20:58,309 Epoch[33] Batch [9600-9650] Speed: 215.27 samples/sec accuracy=0.970938 2020-04-16 10:21:27,894 Epoch[33] Batch [9650-9700] Speed: 216.33 samples/sec accuracy=0.971094 2020-04-16 10:21:57,610 Epoch[33] Batch [9700-9750] Speed: 215.37 samples/sec accuracy=0.970156 2020-04-16 10:22:27,395 Epoch[33] Batch [9750-9800] Speed: 214.88 samples/sec accuracy=0.969375 2020-04-16 10:22:57,150 Epoch[33] Batch [9800-9850] Speed: 215.09 samples/sec accuracy=0.969375 2020-04-16 10:23:26,962 Epoch[33] Batch [9850-9900] Speed: 214.68 samples/sec accuracy=0.970938 2020-04-16 10:23:56,841 Epoch[33] Batch [9900-9950] Speed: 214.20 samples/sec accuracy=0.970938 2020-04-16 10:24:26,656 Epoch[33] Batch [9950-10000] Speed: 214.65 samples/sec accuracy=0.974375 2020-04-16 10:24:56,414 Epoch[33] Batch [10000-10050] Speed: 215.07 samples/sec accuracy=0.972500 2020-04-16 10:25:26,286 Epoch[33] Batch [10050-10100] Speed: 214.25 samples/sec accuracy=0.969844 2020-04-16 10:25:56,232 Epoch[33] Batch [10100-10150] Speed: 213.72 samples/sec accuracy=0.971719 2020-04-16 10:26:25,912 Epoch[33] Batch [10150-10200] Speed: 215.64 samples/sec accuracy=0.974063 2020-04-16 10:26:55,920 Epoch[33] Batch [10200-10250] Speed: 213.28 samples/sec accuracy=0.973125 2020-04-16 10:27:25,178 Epoch[33] Batch [10250-10300] Speed: 218.75 samples/sec accuracy=0.972344 2020-04-16 10:27:51,407 Epoch[33] Batch [10300-10350] Speed: 244.00 samples/sec accuracy=0.972031 2020-04-16 10:28:17,653 Epoch[33] Batch [10350-10400] Speed: 243.85 samples/sec accuracy=0.972344 2020-04-16 10:28:43,868 Epoch[33] Batch [10400-10450] Speed: 244.13 samples/sec accuracy=0.972812 2020-04-16 10:29:10,133 Epoch[33] Batch [10450-10500] Speed: 243.67 samples/sec accuracy=0.970469 2020-04-16 10:29:37,328 Epoch[33] Batch [10500-10550] Speed: 235.34 samples/sec accuracy=0.972500 2020-04-16 10:30:06,809 Epoch[33] Batch [10550-10600] Speed: 217.09 samples/sec accuracy=0.973594 2020-04-16 10:30:36,473 Epoch[33] Batch [10600-10650] Speed: 215.75 samples/sec accuracy=0.966562 2020-04-16 10:31:05,957 Epoch[33] Batch [10650-10700] Speed: 217.06 samples/sec accuracy=0.971875 2020-04-16 10:31:35,732 Epoch[33] Batch [10700-10750] Speed: 214.95 samples/sec accuracy=0.970313 2020-04-16 10:32:05,213 Epoch[33] Batch [10750-10800] Speed: 217.09 samples/sec accuracy=0.973906 2020-04-16 10:32:34,924 Epoch[33] Batch [10800-10850] Speed: 215.40 samples/sec accuracy=0.970781 2020-04-16 10:33:04,656 Epoch[33] Batch [10850-10900] Speed: 215.26 samples/sec accuracy=0.970781 2020-04-16 10:33:32,633 Epoch[33] Batch [10900-10950] Speed: 228.76 samples/sec accuracy=0.969844 2020-04-16 10:34:01,670 Epoch[33] Batch [10950-11000] Speed: 220.41 samples/sec accuracy=0.971406 2020-04-16 10:34:31,650 Epoch[33] Batch [11000-11050] Speed: 213.48 samples/sec accuracy=0.971094 2020-04-16 10:35:01,414 Epoch[33] Batch [11050-11100] Speed: 215.03 samples/sec accuracy=0.970313 2020-04-16 10:35:31,050 Epoch[33] Batch [11100-11150] Speed: 215.95 samples/sec accuracy=0.972031 2020-04-16 10:36:01,041 Epoch[33] Batch [11150-11200] Speed: 213.40 samples/sec accuracy=0.968750 2020-04-16 10:36:30,643 Epoch[33] Batch [11200-11250] Speed: 216.20 samples/sec accuracy=0.975156 2020-04-16 10:37:00,502 Epoch[33] Batch [11250-11300] Speed: 214.34 samples/sec accuracy=0.972187 2020-04-16 10:37:30,198 Epoch[33] Batch [11300-11350] Speed: 215.52 samples/sec accuracy=0.973437 2020-04-16 10:37:59,801 Epoch[33] Batch [11350-11400] Speed: 216.20 samples/sec accuracy=0.973437 2020-04-16 10:38:29,788 Epoch[33] Batch [11400-11450] Speed: 213.43 samples/sec accuracy=0.971719 2020-04-16 10:38:59,694 Epoch[33] Batch [11450-11500] Speed: 214.00 samples/sec accuracy=0.972031 2020-04-16 10:39:29,764 Epoch[33] Batch [11500-11550] Speed: 212.84 samples/sec accuracy=0.970000 2020-04-16 10:39:59,623 Epoch[33] Batch [11550-11600] Speed: 214.34 samples/sec accuracy=0.973906 2020-04-16 10:40:29,471 Epoch[33] Batch [11600-11650] Speed: 214.42 samples/sec accuracy=0.972031 2020-04-16 10:40:59,942 Epoch[33] Batch [11650-11700] Speed: 210.04 samples/sec accuracy=0.968906 2020-04-16 10:41:29,860 Epoch[33] Batch [11700-11750] Speed: 213.91 samples/sec accuracy=0.969063 2020-04-16 10:41:59,614 Epoch[33] Batch [11750-11800] Speed: 215.10 samples/sec accuracy=0.973281 2020-04-16 10:42:29,682 Epoch[33] Batch [11800-11850] Speed: 212.85 samples/sec accuracy=0.970000 2020-04-16 10:42:59,597 Epoch[33] Batch [11850-11900] Speed: 213.95 samples/sec accuracy=0.971875 2020-04-16 10:43:29,474 Epoch[33] Batch [11900-11950] Speed: 214.21 samples/sec accuracy=0.972812 2020-04-16 10:43:59,434 Epoch[33] Batch [11950-12000] Speed: 213.62 samples/sec accuracy=0.968906 2020-04-16 10:44:29,114 Epoch[33] Batch [12000-12050] Speed: 215.63 samples/sec accuracy=0.970000 2020-04-16 10:44:58,845 Epoch[33] Batch [12050-12100] Speed: 215.27 samples/sec accuracy=0.966875 2020-04-16 10:45:28,406 Epoch[33] Batch [12100-12150] Speed: 216.50 samples/sec accuracy=0.968906 2020-04-16 10:45:58,501 Epoch[33] Batch [12150-12200] Speed: 212.66 samples/sec accuracy=0.967031 2020-04-16 10:46:28,074 Epoch[33] Batch [12200-12250] Speed: 216.41 samples/sec accuracy=0.973437 2020-04-16 10:46:57,939 Epoch[33] Batch [12250-12300] Speed: 214.30 samples/sec accuracy=0.967656 2020-04-16 10:47:27,810 Epoch[33] Batch [12300-12350] Speed: 214.25 samples/sec accuracy=0.974844 2020-04-16 10:47:57,656 Epoch[33] Batch [12350-12400] Speed: 214.43 samples/sec accuracy=0.969844 2020-04-16 10:48:27,700 Epoch[33] Batch [12400-12450] Speed: 213.02 samples/sec accuracy=0.970938 2020-04-16 10:48:57,423 Epoch[33] Batch [12450-12500] Speed: 215.33 samples/sec accuracy=0.967187 2020-04-16 10:49:27,243 Epoch[33] Batch [12500-12550] Speed: 214.62 samples/sec accuracy=0.973125 2020-04-16 10:49:57,124 Epoch[33] Batch [12550-12600] Speed: 214.19 samples/sec accuracy=0.972500 2020-04-16 10:50:26,836 Epoch[33] Batch [12600-12650] Speed: 215.41 samples/sec accuracy=0.971875 2020-04-16 10:50:56,631 Epoch[33] Batch [12650-12700] Speed: 214.80 samples/sec accuracy=0.969063 2020-04-16 10:51:26,597 Epoch[33] Batch [12700-12750] Speed: 213.58 samples/sec accuracy=0.976094 2020-04-16 10:51:56,181 Epoch[33] Batch [12750-12800] Speed: 216.34 samples/sec accuracy=0.972031 2020-04-16 10:52:26,114 Epoch[33] Batch [12800-12850] Speed: 213.81 samples/sec accuracy=0.967500 2020-04-16 10:52:55,877 Epoch[33] Batch [12850-12900] Speed: 215.04 samples/sec accuracy=0.970156 2020-04-16 10:53:25,569 Epoch[33] Batch [12900-12950] Speed: 215.55 samples/sec accuracy=0.975156 2020-04-16 10:53:56,326 Epoch[33] Batch [12950-13000] Speed: 208.08 samples/sec accuracy=0.974063 2020-04-16 10:54:26,099 Epoch[33] Batch [13000-13050] Speed: 214.96 samples/sec accuracy=0.973125 2020-04-16 10:54:55,777 Epoch[33] Batch [13050-13100] Speed: 215.65 samples/sec accuracy=0.971406 2020-04-16 10:55:25,759 Epoch[33] Batch [13100-13150] Speed: 213.46 samples/sec accuracy=0.969844 2020-04-16 10:55:55,178 Epoch[33] Batch [13150-13200] Speed: 217.55 samples/sec accuracy=0.972969 2020-04-16 10:56:25,196 Epoch[33] Batch [13200-13250] Speed: 213.21 samples/sec accuracy=0.972812 2020-04-16 10:56:55,161 Epoch[33] Batch [13250-13300] Speed: 213.58 samples/sec accuracy=0.972187 2020-04-16 10:57:24,760 Epoch[33] Batch [13300-13350] Speed: 216.22 samples/sec accuracy=0.969219 2020-04-16 10:57:54,909 Epoch[33] Batch [13350-13400] Speed: 212.28 samples/sec accuracy=0.975156 2020-04-16 10:58:24,924 Epoch[33] Batch [13400-13450] Speed: 213.23 samples/sec accuracy=0.966562 2020-04-16 10:58:54,735 Epoch[33] Batch [13450-13500] Speed: 214.69 samples/sec accuracy=0.973906 2020-04-16 10:59:24,596 Epoch[33] Batch [13500-13550] Speed: 214.33 samples/sec accuracy=0.975156 2020-04-16 10:59:54,366 Epoch[33] Batch [13550-13600] Speed: 214.98 samples/sec accuracy=0.971406 2020-04-16 11:00:24,709 Epoch[33] Batch [13600-13650] Speed: 210.92 samples/sec accuracy=0.973437 2020-04-16 11:00:54,236 Epoch[33] Batch [13650-13700] Speed: 216.75 samples/sec accuracy=0.969688 2020-04-16 11:01:24,167 Epoch[33] Batch [13700-13750] Speed: 213.83 samples/sec accuracy=0.973750 2020-04-16 11:01:54,241 Epoch[33] Batch [13750-13800] Speed: 212.81 samples/sec accuracy=0.967656 2020-04-16 11:02:24,145 Epoch[33] Batch [13800-13850] Speed: 214.02 samples/sec accuracy=0.969219 2020-04-16 11:02:54,081 Epoch[33] Batch [13850-13900] Speed: 213.80 samples/sec accuracy=0.968594 2020-04-16 11:03:24,124 Epoch[33] Batch [13900-13950] Speed: 213.03 samples/sec accuracy=0.971094 2020-04-16 11:03:54,111 Epoch[33] Batch [13950-14000] Speed: 213.42 samples/sec accuracy=0.969219 2020-04-16 11:04:23,091 Epoch[33] Batch [14000-14050] Speed: 220.85 samples/sec accuracy=0.967969 2020-04-16 11:04:49,697 Epoch[33] Batch [14050-14100] Speed: 240.55 samples/sec accuracy=0.969688 2020-04-16 11:05:16,265 Epoch[33] Batch [14100-14150] Speed: 240.89 samples/sec accuracy=0.973906 2020-04-16 11:05:42,525 Epoch[33] Batch [14150-14200] Speed: 243.72 samples/sec accuracy=0.971250 2020-04-16 11:06:08,749 Epoch[33] Batch [14200-14250] Speed: 244.05 samples/sec accuracy=0.971719 2020-04-16 11:06:35,733 Epoch[33] Batch [14250-14300] Speed: 237.18 samples/sec accuracy=0.971719 2020-04-16 11:07:05,353 Epoch[33] Batch [14300-14350] Speed: 216.07 samples/sec accuracy=0.974063 2020-04-16 11:07:35,457 Epoch[33] Batch [14350-14400] Speed: 212.60 samples/sec accuracy=0.969219 2020-04-16 11:08:05,463 Epoch[33] Batch [14400-14450] Speed: 213.29 samples/sec accuracy=0.971562 2020-04-16 11:08:33,770 Epoch[33] Batch [14450-14500] Speed: 226.09 samples/sec accuracy=0.971562 2020-04-16 11:09:00,395 Epoch[33] Batch [14500-14550] Speed: 240.38 samples/sec accuracy=0.973906 2020-04-16 11:09:26,668 Epoch[33] Batch [14550-14600] Speed: 243.60 samples/sec accuracy=0.969531 2020-04-16 11:09:53,046 Epoch[33] Batch [14600-14650] Speed: 242.62 samples/sec accuracy=0.970469 2020-04-16 11:10:19,374 Epoch[33] Batch [14650-14700] Speed: 243.09 samples/sec accuracy=0.967656 2020-04-16 11:10:45,642 Epoch[33] Batch [14700-14750] Speed: 243.64 samples/sec accuracy=0.970938 2020-04-16 11:11:11,885 Epoch[33] Batch [14750-14800] Speed: 243.87 samples/sec accuracy=0.968437 2020-04-16 11:11:38,058 Epoch[33] Batch [14800-14850] Speed: 244.53 samples/sec accuracy=0.967031 2020-04-16 11:12:04,342 Epoch[33] Batch [14850-14900] Speed: 243.50 samples/sec accuracy=0.972344 2020-04-16 11:12:30,543 Epoch[33] Batch [14900-14950] Speed: 244.27 samples/sec accuracy=0.973750 2020-04-16 11:12:56,869 Epoch[33] Batch [14950-15000] Speed: 243.11 samples/sec accuracy=0.972812 2020-04-16 11:13:23,143 Epoch[33] Batch [15000-15050] Speed: 243.59 samples/sec accuracy=0.971406 2020-04-16 11:13:49,479 Epoch[33] Batch [15050-15100] Speed: 243.01 samples/sec accuracy=0.967969 2020-04-16 11:14:15,688 Epoch[33] Batch [15100-15150] Speed: 244.19 samples/sec accuracy=0.969375 2020-04-16 11:14:41,891 Epoch[33] Batch [15150-15200] Speed: 244.25 samples/sec accuracy=0.973750 2020-04-16 11:15:08,300 Epoch[33] Batch [15200-15250] Speed: 242.35 samples/sec accuracy=0.972031 2020-04-16 11:15:36,483 Epoch[33] Batch [15250-15300] Speed: 227.09 samples/sec accuracy=0.970781 2020-04-16 11:16:06,264 Epoch[33] Batch [15300-15350] Speed: 214.91 samples/sec accuracy=0.971250 2020-04-16 11:16:36,060 Epoch[33] Batch [15350-15400] Speed: 214.79 samples/sec accuracy=0.968437 2020-04-16 11:17:05,746 Epoch[33] Batch [15400-15450] Speed: 215.59 samples/sec accuracy=0.971406 2020-04-16 11:17:35,763 Epoch[33] Batch [15450-15500] Speed: 213.22 samples/sec accuracy=0.969844 2020-04-16 11:18:05,850 Epoch[33] Batch [15500-15550] Speed: 212.72 samples/sec accuracy=0.969375 2020-04-16 11:18:35,432 Epoch[33] Batch [15550-15600] Speed: 216.35 samples/sec accuracy=0.969531 2020-04-16 11:19:05,499 Epoch[33] Batch [15600-15650] Speed: 212.85 samples/sec accuracy=0.975156 2020-04-16 11:19:35,700 Epoch[33] Batch [15650-15700] Speed: 211.91 samples/sec accuracy=0.975000 2020-04-16 11:20:05,560 Epoch[33] Batch [15700-15750] Speed: 214.34 samples/sec accuracy=0.972812 2020-04-16 11:20:35,860 Epoch[33] Batch [15750-15800] Speed: 211.22 samples/sec accuracy=0.970000 2020-04-16 11:21:05,662 Epoch[33] Batch [15800-15850] Speed: 214.75 samples/sec accuracy=0.972812 2020-04-16 11:21:35,589 Epoch[33] Batch [15850-15900] Speed: 213.85 samples/sec accuracy=0.969063 2020-04-16 11:22:05,878 Epoch[33] Batch [15900-15950] Speed: 211.30 samples/sec accuracy=0.973125 2020-04-16 11:22:35,888 Epoch[33] Batch [15950-16000] Speed: 213.27 samples/sec accuracy=0.974375 2020-04-16 11:23:05,892 Epoch[33] Batch [16000-16050] Speed: 213.30 samples/sec accuracy=0.970781 2020-04-16 11:23:35,916 Epoch[33] Batch [16050-16100] Speed: 213.16 samples/sec accuracy=0.972031 2020-04-16 11:24:05,751 Epoch[33] Batch [16100-16150] Speed: 214.52 samples/sec accuracy=0.969219 2020-04-16 11:24:35,795 Epoch[33] Batch [16150-16200] Speed: 213.02 samples/sec accuracy=0.972969 2020-04-16 11:25:05,440 Epoch[33] Batch [16200-16250] Speed: 215.89 samples/sec accuracy=0.974844 2020-04-16 11:25:34,889 Epoch[33] Batch [16250-16300] Speed: 217.33 samples/sec accuracy=0.969531 2020-04-16 11:26:04,860 Epoch[33] Batch [16300-16350] Speed: 213.54 samples/sec accuracy=0.970781 2020-04-16 11:26:34,876 Epoch[33] Batch [16350-16400] Speed: 213.22 samples/sec accuracy=0.972812 2020-04-16 11:27:04,858 Epoch[33] Batch [16400-16450] Speed: 213.47 samples/sec accuracy=0.969688 2020-04-16 11:27:35,272 Epoch[33] Batch [16450-16500] Speed: 210.43 samples/sec accuracy=0.971875 2020-04-16 11:28:05,121 Epoch[33] Batch [16500-16550] Speed: 214.41 samples/sec accuracy=0.970469 2020-04-16 11:28:35,619 Epoch[33] Batch [16550-16600] Speed: 209.86 samples/sec accuracy=0.972969 2020-04-16 11:29:05,528 Epoch[33] Batch [16600-16650] Speed: 213.98 samples/sec accuracy=0.973125 2020-04-16 11:29:35,194 Epoch[33] Batch [16650-16700] Speed: 215.73 samples/sec accuracy=0.974063 2020-04-16 11:30:05,267 Epoch[33] Batch [16700-16750] Speed: 212.82 samples/sec accuracy=0.972812 2020-04-16 11:30:35,422 Epoch[33] Batch [16750-16800] Speed: 212.24 samples/sec accuracy=0.971250 2020-04-16 11:31:05,576 Epoch[33] Batch [16800-16850] Speed: 212.24 samples/sec accuracy=0.971094 2020-04-16 11:31:35,459 Epoch[33] Batch [16850-16900] Speed: 214.17 samples/sec accuracy=0.974219 2020-04-16 11:32:05,483 Epoch[33] Batch [16900-16950] Speed: 213.17 samples/sec accuracy=0.970313 2020-04-16 11:32:35,552 Epoch[33] Batch [16950-17000] Speed: 212.84 samples/sec accuracy=0.972812 2020-04-16 11:33:05,475 Epoch[33] Batch [17000-17050] Speed: 213.88 samples/sec accuracy=0.970625 2020-04-16 11:33:35,403 Epoch[33] Batch [17050-17100] Speed: 213.85 samples/sec accuracy=0.975469 2020-04-16 11:34:05,399 Epoch[33] Batch [17100-17150] Speed: 213.36 samples/sec accuracy=0.971406 2020-04-16 11:34:35,450 Epoch[33] Batch [17150-17200] Speed: 212.97 samples/sec accuracy=0.971719 2020-04-16 11:35:04,882 Epoch[33] Batch [17200-17250] Speed: 217.45 samples/sec accuracy=0.972344 2020-04-16 11:35:34,826 Epoch[33] Batch [17250-17300] Speed: 213.74 samples/sec accuracy=0.972656 2020-04-16 11:36:04,725 Epoch[33] Batch [17300-17350] Speed: 214.05 samples/sec accuracy=0.974844 2020-04-16 11:36:34,803 Epoch[33] Batch [17350-17400] Speed: 212.78 samples/sec accuracy=0.972812 2020-04-16 11:37:04,846 Epoch[33] Batch [17400-17450] Speed: 213.03 samples/sec accuracy=0.973125 2020-04-16 11:37:34,708 Epoch[33] Batch [17450-17500] Speed: 214.32 samples/sec accuracy=0.974219 2020-04-16 11:38:04,873 Epoch[33] Batch [17500-17550] Speed: 212.17 samples/sec accuracy=0.971250 2020-04-16 11:38:34,702 Epoch[33] Batch [17550-17600] Speed: 214.56 samples/sec accuracy=0.973281 2020-04-16 11:39:04,545 Epoch[33] Batch [17600-17650] Speed: 214.45 samples/sec accuracy=0.966094 2020-04-16 11:39:34,661 Epoch[33] Batch [17650-17700] Speed: 212.52 samples/sec accuracy=0.971875 2020-04-16 11:40:04,388 Epoch[33] Batch [17700-17750] Speed: 215.29 samples/sec accuracy=0.970938 2020-04-16 11:40:34,484 Epoch[33] Batch [17750-17800] Speed: 212.65 samples/sec accuracy=0.969063 2020-04-16 11:41:04,497 Epoch[33] Batch [17800-17850] Speed: 213.24 samples/sec accuracy=0.972500 2020-04-16 11:41:34,134 Epoch[33] Batch [17850-17900] Speed: 215.95 samples/sec accuracy=0.970156 2020-04-16 11:42:03,964 Epoch[33] Batch [17900-17950] Speed: 214.55 samples/sec accuracy=0.969688 2020-04-16 11:42:33,967 Epoch[33] Batch [17950-18000] Speed: 213.31 samples/sec accuracy=0.972656 2020-04-16 11:43:03,521 Epoch[33] Batch [18000-18050] Speed: 216.56 samples/sec accuracy=0.972656 2020-04-16 11:43:33,552 Epoch[33] Batch [18050-18100] Speed: 213.12 samples/sec accuracy=0.972500 2020-04-16 11:44:03,471 Epoch[33] Batch [18100-18150] Speed: 213.91 samples/sec accuracy=0.969219 2020-04-16 11:44:32,987 Epoch[33] Batch [18150-18200] Speed: 216.83 samples/sec accuracy=0.970625 2020-04-16 11:45:03,265 Epoch[33] Batch [18200-18250] Speed: 211.38 samples/sec accuracy=0.970625 2020-04-16 11:45:33,389 Epoch[33] Batch [18250-18300] Speed: 212.45 samples/sec accuracy=0.973125 2020-04-16 11:46:03,328 Epoch[33] Batch [18300-18350] Speed: 213.77 samples/sec accuracy=0.972969 2020-04-16 11:46:33,558 Epoch[33] Batch [18350-18400] Speed: 211.72 samples/sec accuracy=0.970000 2020-04-16 11:47:03,372 Epoch[33] Batch [18400-18450] Speed: 214.66 samples/sec accuracy=0.973750 2020-04-16 11:47:33,275 Epoch[33] Batch [18450-18500] Speed: 214.03 samples/sec accuracy=0.970469 2020-04-16 11:48:03,083 Epoch[33] Batch [18500-18550] Speed: 214.71 samples/sec accuracy=0.970625 2020-04-16 11:48:33,082 Epoch[33] Batch [18550-18600] Speed: 213.34 samples/sec accuracy=0.975156 2020-04-16 11:49:03,017 Epoch[33] Batch [18600-18650] Speed: 213.80 samples/sec accuracy=0.969688 2020-04-16 11:49:32,820 Epoch[33] Batch [18650-18700] Speed: 214.75 samples/sec accuracy=0.970313 2020-04-16 11:50:02,751 Epoch[33] Batch [18700-18750] Speed: 213.83 samples/sec accuracy=0.971719 2020-04-16 11:50:32,551 Epoch[33] Batch [18750-18800] Speed: 214.77 samples/sec accuracy=0.969844 2020-04-16 11:51:01,390 Epoch[33] Batch [18800-18850] Speed: 221.92 samples/sec accuracy=0.971094 2020-04-16 11:51:27,576 Epoch[33] Batch [18850-18900] Speed: 244.40 samples/sec accuracy=0.970781 2020-04-16 11:51:53,837 Epoch[33] Batch [18900-18950] Speed: 243.71 samples/sec accuracy=0.966406 2020-04-16 11:52:20,123 Epoch[33] Batch [18950-19000] Speed: 243.48 samples/sec accuracy=0.970938 2020-04-16 11:52:46,576 Epoch[33] Batch [19000-19050] Speed: 241.94 samples/sec accuracy=0.971875 2020-04-16 11:53:16,535 Epoch[33] Batch [19050-19100] Speed: 213.63 samples/sec accuracy=0.973750 2020-04-16 11:53:46,481 Epoch[33] Batch [19100-19150] Speed: 213.72 samples/sec accuracy=0.971875 2020-04-16 11:54:12,907 Epoch[33] Batch [19150-19200] Speed: 242.18 samples/sec accuracy=0.969531 2020-04-16 11:54:39,185 Epoch[33] Batch [19200-19250] Speed: 243.56 samples/sec accuracy=0.973437 2020-04-16 11:55:05,512 Epoch[33] Batch [19250-19300] Speed: 243.10 samples/sec accuracy=0.970313 2020-04-16 11:55:31,837 Epoch[33] Batch [19300-19350] Speed: 243.12 samples/sec accuracy=0.969844 2020-04-16 11:55:58,246 Epoch[33] Batch [19350-19400] Speed: 242.34 samples/sec accuracy=0.968594 2020-04-16 11:56:28,373 Epoch[33] Batch [19400-19450] Speed: 212.44 samples/sec accuracy=0.971250 2020-04-16 11:56:58,229 Epoch[33] Batch [19450-19500] Speed: 214.37 samples/sec accuracy=0.976250 2020-04-16 11:57:28,053 Epoch[33] Batch [19500-19550] Speed: 214.59 samples/sec accuracy=0.968750 2020-04-16 11:57:58,001 Epoch[33] Batch [19550-19600] Speed: 213.71 samples/sec accuracy=0.972812 2020-04-16 11:58:28,135 Epoch[33] Batch [19600-19650] Speed: 212.38 samples/sec accuracy=0.975156 2020-04-16 11:58:58,150 Epoch[33] Batch [19650-19700] Speed: 213.23 samples/sec accuracy=0.973125 2020-04-16 11:59:27,831 Epoch[33] Batch [19700-19750] Speed: 215.63 samples/sec accuracy=0.969063 2020-04-16 11:59:57,615 Epoch[33] Batch [19750-19800] Speed: 214.88 samples/sec accuracy=0.968594 2020-04-16 12:00:27,662 Epoch[33] Batch [19800-19850] Speed: 213.00 samples/sec accuracy=0.970000 2020-04-16 12:00:57,393 Epoch[33] Batch [19850-19900] Speed: 215.27 samples/sec accuracy=0.970625 2020-04-16 12:01:27,593 Epoch[33] Batch [19900-19950] Speed: 211.92 samples/sec accuracy=0.972812 2020-04-16 12:01:57,793 Epoch[33] Batch [19950-20000] Speed: 211.92 samples/sec accuracy=0.973437 2020-04-16 12:02:27,912 Epoch[33] Batch [20000-20050] Speed: 212.49 samples/sec accuracy=0.974688 2020-04-16 12:02:58,261 Epoch[33] Batch [20050-20100] Speed: 210.89 samples/sec accuracy=0.969688 2020-04-16 12:03:27,978 Epoch[33] Batch [20100-20150] Speed: 215.36 samples/sec accuracy=0.972344 2020-04-16 12:03:57,655 Epoch[33] Batch [20150-20200] Speed: 215.65 samples/sec accuracy=0.972500 2020-04-16 12:04:27,871 Epoch[33] Batch [20200-20250] Speed: 211.81 samples/sec accuracy=0.973750 2020-04-16 12:04:57,879 Epoch[33] Batch [20250-20300] Speed: 213.28 samples/sec accuracy=0.972031 2020-04-16 12:05:27,693 Epoch[33] Batch [20300-20350] Speed: 214.67 samples/sec accuracy=0.971406 2020-04-16 12:05:57,584 Epoch[33] Batch [20350-20400] Speed: 214.11 samples/sec accuracy=0.972656 2020-04-16 12:06:28,251 Epoch[33] Batch [20400-20450] Speed: 208.69 samples/sec accuracy=0.970938 2020-04-16 12:06:58,162 Epoch[33] Batch [20450-20500] Speed: 213.97 samples/sec accuracy=0.970469 2020-04-16 12:07:27,887 Epoch[33] Batch [20500-20550] Speed: 215.31 samples/sec accuracy=0.973125 2020-04-16 12:07:57,632 Epoch[33] Batch [20550-20600] Speed: 215.16 samples/sec accuracy=0.971250 2020-04-16 12:08:27,897 Epoch[33] Batch [20600-20650] Speed: 211.46 samples/sec accuracy=0.971250 2020-04-16 12:08:57,882 Epoch[33] Batch [20650-20700] Speed: 213.44 samples/sec accuracy=0.973125 2020-04-16 12:09:27,609 Epoch[33] Batch [20700-20750] Speed: 215.30 samples/sec accuracy=0.974063 2020-04-16 12:09:57,967 Epoch[33] Batch [20750-20800] Speed: 210.82 samples/sec accuracy=0.971875 2020-04-16 12:10:27,569 Epoch[33] Batch [20800-20850] Speed: 216.20 samples/sec accuracy=0.970938 2020-04-16 12:10:57,595 Epoch[33] Batch [20850-20900] Speed: 213.15 samples/sec accuracy=0.971562 2020-04-16 12:11:27,489 Epoch[33] Batch [20900-20950] Speed: 214.09 samples/sec accuracy=0.967500 2020-04-16 12:11:57,412 Epoch[33] Batch [20950-21000] Speed: 213.88 samples/sec accuracy=0.970625 2020-04-16 12:12:27,696 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accuracy=0.968125 2020-04-16 12:27:04,904 Epoch[33] Batch [22550-22600] Speed: 244.09 samples/sec accuracy=0.970938 2020-04-16 12:27:31,107 Epoch[33] Batch [22600-22650] Speed: 244.25 samples/sec accuracy=0.969531 2020-04-16 12:27:57,376 Epoch[33] Batch [22650-22700] Speed: 243.63 samples/sec accuracy=0.968281 2020-04-16 12:28:23,737 Epoch[33] Batch [22700-22750] Speed: 242.78 samples/sec accuracy=0.972969 2020-04-16 12:28:49,944 Epoch[33] Batch [22750-22800] Speed: 244.21 samples/sec accuracy=0.968125 2020-04-16 12:29:16,195 Epoch[33] Batch [22800-22850] Speed: 243.80 samples/sec accuracy=0.966719 2020-04-16 12:29:42,456 Epoch[33] Batch [22850-22900] Speed: 243.71 samples/sec accuracy=0.969688 2020-04-16 12:30:08,736 Epoch[33] Batch [22900-22950] Speed: 243.53 samples/sec accuracy=0.969531 2020-04-16 12:30:34,957 Epoch[33] Batch [22950-23000] Speed: 244.08 samples/sec accuracy=0.973125 2020-04-16 12:31:01,276 Epoch[33] Batch [23000-23050] Speed: 243.17 samples/sec accuracy=0.974688 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accuracy=0.970938 2020-04-16 12:53:48,879 Epoch[33] Batch [25600-25650] Speed: 244.10 samples/sec accuracy=0.971875 2020-04-16 12:54:15,172 Epoch[33] Batch [25650-25700] Speed: 243.41 samples/sec accuracy=0.969219 2020-04-16 12:54:41,452 Epoch[33] Batch [25700-25750] Speed: 243.53 samples/sec accuracy=0.973906 2020-04-16 12:55:07,672 Epoch[33] Batch [25750-25800] Speed: 244.09 samples/sec accuracy=0.969531 2020-04-16 12:55:33,948 Epoch[33] Batch [25800-25850] Speed: 243.57 samples/sec accuracy=0.972969 2020-04-16 12:56:00,204 Epoch[33] Batch [25850-25900] Speed: 243.75 samples/sec accuracy=0.972500 2020-04-16 12:56:26,484 Epoch[33] Batch [25900-25950] Speed: 243.53 samples/sec accuracy=0.973125 2020-04-16 12:56:52,747 Epoch[33] Batch [25950-26000] Speed: 243.69 samples/sec accuracy=0.975000 2020-04-16 12:57:19,033 Epoch[33] Batch [26000-26050] Speed: 243.48 samples/sec accuracy=0.966719 2020-04-16 12:57:45,279 Epoch[33] Batch [26050-26100] Speed: 243.84 samples/sec accuracy=0.973125 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13:02:34,432 Epoch[33] Batch [26600-26650] Speed: 243.73 samples/sec accuracy=0.969531 2020-04-16 13:03:00,734 Epoch[33] Batch [26650-26700] Speed: 243.33 samples/sec accuracy=0.971406 2020-04-16 13:03:27,489 Epoch[33] Batch [26700-26750] Speed: 239.22 samples/sec accuracy=0.973906 2020-04-16 13:03:53,936 Epoch[33] Batch [26750-26800] Speed: 241.99 samples/sec accuracy=0.971562 2020-04-16 13:04:20,274 Epoch[33] Batch [26800-26850] Speed: 243.00 samples/sec accuracy=0.970000 2020-04-16 13:04:46,552 Epoch[33] Batch [26850-26900] Speed: 243.55 samples/sec accuracy=0.970781 2020-04-16 13:05:12,804 Epoch[33] Batch [26900-26950] Speed: 243.80 samples/sec accuracy=0.969844 2020-04-16 13:05:39,092 Epoch[33] Batch [26950-27000] Speed: 243.45 samples/sec accuracy=0.968594 2020-04-16 13:06:05,425 Epoch[33] Batch [27000-27050] Speed: 243.05 samples/sec accuracy=0.972500 2020-04-16 13:06:31,680 Epoch[33] Batch [27050-27100] Speed: 243.77 samples/sec accuracy=0.968594 2020-04-16 13:06:57,884 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[27600-27650] Speed: 243.12 samples/sec accuracy=0.970000 2020-04-16 13:11:47,244 Epoch[33] Batch [27650-27700] Speed: 243.22 samples/sec accuracy=0.971562 2020-04-16 13:12:13,502 Epoch[33] Batch [27700-27750] Speed: 243.74 samples/sec accuracy=0.970313 2020-04-16 13:12:39,792 Epoch[33] Batch [27750-27800] Speed: 243.44 samples/sec accuracy=0.971250 2020-04-16 13:13:06,249 Epoch[33] Batch [27800-27850] Speed: 241.90 samples/sec accuracy=0.973437 2020-04-16 13:13:32,508 Epoch[33] Batch [27850-27900] Speed: 243.73 samples/sec accuracy=0.972187 2020-04-16 13:13:58,908 Epoch[33] Batch [27900-27950] Speed: 242.42 samples/sec accuracy=0.969375 2020-04-16 13:14:25,218 Epoch[33] Batch [27950-28000] Speed: 243.26 samples/sec accuracy=0.966250 2020-04-16 13:14:51,671 Epoch[33] Batch [28000-28050] Speed: 241.93 samples/sec accuracy=0.972344 2020-04-16 13:15:18,357 Epoch[33] Batch [28050-28100] Speed: 239.84 samples/sec accuracy=0.968750 2020-04-16 13:15:44,625 Epoch[33] Batch [28100-28150] Speed: 243.64 samples/sec accuracy=0.972344 2020-04-16 13:16:10,882 Epoch[33] Batch [28150-28200] Speed: 243.74 samples/sec accuracy=0.970625 2020-04-16 13:16:31,149 Epoch[33] Train-accuracy=0.971391 2020-04-16 13:16:31,149 Epoch[33] Time cost=16280.711 2020-04-16 13:16:31,197 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0034.params" 2020-04-16 13:43:15,534 Epoch[33] Validation-accuracy=0.985749 2020-04-16 13:43:49,754 Epoch[34] Batch [0-50] Speed: 244.31 samples/sec accuracy=0.970282 2020-04-16 13:44:16,004 Epoch[34] Batch [50-100] Speed: 243.81 samples/sec accuracy=0.970000 2020-04-16 13:44:42,231 Epoch[34] Batch [100-150] Speed: 244.02 samples/sec accuracy=0.971562 2020-04-16 13:45:08,483 Epoch[34] Batch [150-200] Speed: 243.79 samples/sec accuracy=0.968750 2020-04-16 13:45:34,805 Epoch[34] Batch [200-250] Speed: 243.14 samples/sec accuracy=0.973437 2020-04-16 13:46:01,052 Epoch[34] Batch [250-300] Speed: 243.84 samples/sec accuracy=0.974375 2020-04-16 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samples/sec accuracy=0.972031 2020-04-16 13:51:16,983 Epoch[34] Batch [850-900] Speed: 243.99 samples/sec accuracy=0.971094 2020-04-16 13:51:43,214 Epoch[34] Batch [900-950] Speed: 243.99 samples/sec accuracy=0.972031 2020-04-16 13:52:09,498 Epoch[34] Batch [950-1000] Speed: 243.50 samples/sec accuracy=0.972031 2020-04-16 13:52:35,737 Epoch[34] Batch [1000-1050] Speed: 243.91 samples/sec accuracy=0.971250 2020-04-16 13:53:02,042 Epoch[34] Batch [1050-1100] Speed: 243.30 samples/sec accuracy=0.975313 2020-04-16 13:53:28,310 Epoch[34] Batch [1100-1150] Speed: 243.65 samples/sec accuracy=0.969844 2020-04-16 13:53:54,622 Epoch[34] Batch [1150-1200] Speed: 243.24 samples/sec accuracy=0.973906 2020-04-16 13:54:20,834 Epoch[34] Batch [1200-1250] Speed: 244.16 samples/sec accuracy=0.964375 2020-04-16 13:54:47,246 Epoch[34] Batch [1250-1300] Speed: 242.31 samples/sec accuracy=0.969531 2020-04-16 13:55:13,539 Epoch[34] Batch [1300-1350] Speed: 243.41 samples/sec accuracy=0.974844 2020-04-16 13:55:40,023 Epoch[34] Batch [1350-1400] Speed: 241.66 samples/sec accuracy=0.968750 2020-04-16 13:56:06,267 Epoch[34] Batch [1400-1450] Speed: 243.87 samples/sec accuracy=0.970938 2020-04-16 13:56:32,584 Epoch[34] Batch [1450-1500] Speed: 243.18 samples/sec accuracy=0.973281 2020-04-16 13:56:58,965 Epoch[34] Batch [1500-1550] Speed: 242.60 samples/sec accuracy=0.969844 2020-04-16 13:57:25,285 Epoch[34] Batch [1550-1600] Speed: 243.17 samples/sec accuracy=0.972031 2020-04-16 13:57:51,597 Epoch[34] Batch [1600-1650] Speed: 243.23 samples/sec accuracy=0.967031 2020-04-16 13:58:17,946 Epoch[34] Batch [1650-1700] Speed: 242.90 samples/sec accuracy=0.970000 2020-04-16 13:58:44,325 Epoch[34] Batch [1700-1750] Speed: 242.62 samples/sec accuracy=0.970625 2020-04-16 13:59:10,605 Epoch[34] Batch [1750-1800] Speed: 243.53 samples/sec accuracy=0.968594 2020-04-16 13:59:36,894 Epoch[34] Batch [1800-1850] Speed: 243.45 samples/sec accuracy=0.974063 2020-04-16 14:00:03,186 Epoch[34] Batch [1850-1900] Speed: 243.42 samples/sec accuracy=0.973906 2020-04-16 14:00:29,556 Epoch[34] Batch [1900-1950] Speed: 242.70 samples/sec accuracy=0.974219 2020-04-16 14:00:55,828 Epoch[34] Batch [1950-2000] Speed: 243.61 samples/sec accuracy=0.973125 2020-04-16 14:01:22,501 Epoch[34] Batch [2000-2050] Speed: 239.95 samples/sec accuracy=0.972812 2020-04-16 14:01:48,830 Epoch[34] Batch [2050-2100] Speed: 243.08 samples/sec accuracy=0.974063 2020-04-16 14:02:15,077 Epoch[34] Batch [2100-2150] Speed: 243.84 samples/sec accuracy=0.970313 2020-04-16 14:02:41,526 Epoch[34] Batch [2150-2200] Speed: 241.97 samples/sec accuracy=0.971719 2020-04-16 14:03:07,796 Epoch[34] Batch [2200-2250] Speed: 243.63 samples/sec accuracy=0.975000 2020-04-16 14:03:34,004 Epoch[34] Batch [2250-2300] Speed: 244.21 samples/sec accuracy=0.973125 2020-04-16 14:04:00,351 Epoch[34] Batch [2300-2350] Speed: 242.91 samples/sec accuracy=0.971406 2020-04-16 14:04:26,611 Epoch[34] Batch [2350-2400] Speed: 243.72 samples/sec accuracy=0.970781 2020-04-16 14:04:52,864 Epoch[34] Batch [2400-2450] Speed: 243.78 samples/sec accuracy=0.972031 2020-04-16 14:05:19,166 Epoch[34] Batch [2450-2500] Speed: 243.33 samples/sec accuracy=0.968437 2020-04-16 14:05:45,509 Epoch[34] Batch [2500-2550] Speed: 242.96 samples/sec accuracy=0.970938 2020-04-16 14:06:11,717 Epoch[34] Batch [2550-2600] Speed: 244.20 samples/sec accuracy=0.972812 2020-04-16 14:06:37,998 Epoch[34] Batch [2600-2650] Speed: 243.53 samples/sec accuracy=0.970781 2020-04-16 14:07:04,290 Epoch[34] Batch [2650-2700] Speed: 243.42 samples/sec accuracy=0.971562 2020-04-16 14:07:30,795 Epoch[34] Batch [2700-2750] Speed: 241.47 samples/sec accuracy=0.970469 2020-04-16 14:07:57,252 Epoch[34] Batch [2750-2800] Speed: 241.90 samples/sec accuracy=0.968281 2020-04-16 14:08:23,442 Epoch[34] Batch [2800-2850] Speed: 244.37 samples/sec accuracy=0.974063 2020-04-16 14:08:49,974 Epoch[34] Batch [2850-2900] Speed: 241.22 samples/sec accuracy=0.971719 2020-04-16 14:09:16,475 Epoch[34] Batch [2900-2950] Speed: 241.50 samples/sec accuracy=0.970781 2020-04-16 14:09:42,719 Epoch[34] Batch [2950-3000] Speed: 243.87 samples/sec accuracy=0.971562 2020-04-16 14:10:09,030 Epoch[34] Batch [3000-3050] Speed: 243.25 samples/sec accuracy=0.968906 2020-04-16 14:10:35,261 Epoch[34] Batch [3050-3100] Speed: 243.98 samples/sec accuracy=0.972812 2020-04-16 14:11:01,606 Epoch[34] Batch [3100-3150] Speed: 242.93 samples/sec accuracy=0.972031 2020-04-16 14:11:27,866 Epoch[34] Batch [3150-3200] Speed: 243.72 samples/sec accuracy=0.973125 2020-04-16 14:11:54,072 Epoch[34] Batch [3200-3250] Speed: 244.22 samples/sec accuracy=0.969844 2020-04-16 14:12:20,383 Epoch[34] Batch [3250-3300] Speed: 243.25 samples/sec accuracy=0.969844 2020-04-16 14:12:46,799 Epoch[34] Batch [3300-3350] Speed: 242.27 samples/sec accuracy=0.972031 2020-04-16 14:13:13,206 Epoch[34] Batch [3350-3400] Speed: 242.36 samples/sec accuracy=0.974375 2020-04-16 14:13:39,594 Epoch[34] Batch [3400-3450] Speed: 242.54 samples/sec accuracy=0.973906 2020-04-16 14:14:06,331 Epoch[34] Batch [3450-3500] Speed: 239.36 samples/sec accuracy=0.969375 2020-04-16 14:14:32,563 Epoch[34] Batch [3500-3550] Speed: 243.98 samples/sec accuracy=0.969063 2020-04-16 14:14:58,840 Epoch[34] Batch [3550-3600] Speed: 243.56 samples/sec accuracy=0.973594 2020-04-16 14:15:25,128 Epoch[34] Batch [3600-3650] Speed: 243.46 samples/sec accuracy=0.972344 2020-04-16 14:15:51,462 Epoch[34] Batch [3650-3700] Speed: 243.04 samples/sec accuracy=0.968594 2020-04-16 14:16:17,754 Epoch[34] Batch [3700-3750] Speed: 243.42 samples/sec accuracy=0.970469 2020-04-16 14:16:44,109 Epoch[34] Batch [3750-3800] Speed: 242.84 samples/sec accuracy=0.972031 2020-04-16 14:17:10,381 Epoch[34] Batch [3800-3850] Speed: 243.60 samples/sec accuracy=0.974531 2020-04-16 14:17:36,701 Epoch[34] Batch [3850-3900] Speed: 243.16 samples/sec accuracy=0.967656 2020-04-16 14:18:02,999 Epoch[34] Batch [3900-3950] Speed: 243.37 samples/sec accuracy=0.973750 2020-04-16 14:18:29,404 Epoch[34] Batch [3950-4000] Speed: 242.38 samples/sec accuracy=0.968906 2020-04-16 14:18:55,627 Epoch[34] Batch [4000-4050] Speed: 244.06 samples/sec accuracy=0.973437 2020-04-16 14:19:21,893 Epoch[34] Batch [4050-4100] Speed: 243.67 samples/sec accuracy=0.971719 2020-04-16 14:19:48,141 Epoch[34] Batch [4100-4150] Speed: 243.82 samples/sec accuracy=0.971094 2020-04-16 14:20:14,382 Epoch[34] Batch [4150-4200] Speed: 243.90 samples/sec accuracy=0.971094 2020-04-16 14:20:40,749 Epoch[34] Batch [4200-4250] Speed: 242.73 samples/sec accuracy=0.972969 2020-04-16 14:21:07,092 Epoch[34] Batch [4250-4300] Speed: 242.96 samples/sec accuracy=0.973437 2020-04-16 14:21:33,376 Epoch[34] Batch [4300-4350] Speed: 243.49 samples/sec accuracy=0.971094 2020-04-16 14:21:59,727 Epoch[34] Batch [4350-4400] Speed: 242.88 samples/sec accuracy=0.974219 2020-04-16 14:22:26,016 Epoch[34] Batch [4400-4450] Speed: 243.46 samples/sec accuracy=0.971719 2020-04-16 14:22:52,344 Epoch[34] Batch [4450-4500] Speed: 243.08 samples/sec accuracy=0.972656 2020-04-16 14:23:18,594 Epoch[34] Batch [4500-4550] Speed: 243.82 samples/sec accuracy=0.969219 2020-04-16 14:23:44,930 Epoch[34] Batch [4550-4600] Speed: 243.02 samples/sec accuracy=0.972969 2020-04-16 14:24:11,326 Epoch[34] Batch [4600-4650] Speed: 242.46 samples/sec accuracy=0.969844 2020-04-16 14:24:37,706 Epoch[34] Batch [4650-4700] Speed: 242.61 samples/sec accuracy=0.971719 2020-04-16 14:25:04,004 Epoch[34] Batch [4700-4750] Speed: 243.36 samples/sec accuracy=0.974531 2020-04-16 14:25:30,238 Epoch[34] Batch [4750-4800] Speed: 243.96 samples/sec accuracy=0.973125 2020-04-16 14:25:56,480 Epoch[34] Batch [4800-4850] Speed: 243.88 samples/sec accuracy=0.970469 2020-04-16 14:26:22,819 Epoch[34] Batch [4850-4900] Speed: 242.99 samples/sec accuracy=0.965000 2020-04-16 14:26:49,098 Epoch[34] Batch [4900-4950] Speed: 243.55 samples/sec accuracy=0.972969 2020-04-16 14:27:15,511 Epoch[34] Batch [4950-5000] Speed: 242.31 samples/sec accuracy=0.971406 2020-04-16 14:27:42,357 Epoch[34] Batch [5000-5050] Speed: 238.40 samples/sec accuracy=0.969844 2020-04-16 14:28:08,585 Epoch[34] Batch [5050-5100] Speed: 244.01 samples/sec accuracy=0.972500 2020-04-16 14:28:34,906 Epoch[34] Batch [5100-5150] Speed: 243.15 samples/sec accuracy=0.969844 2020-04-16 14:29:01,112 Epoch[34] Batch [5150-5200] Speed: 244.22 samples/sec accuracy=0.971562 2020-04-16 14:29:27,415 Epoch[34] Batch [5200-5250] Speed: 243.32 samples/sec accuracy=0.973281 2020-04-16 14:29:53,979 Epoch[34] Batch [5250-5300] Speed: 240.93 samples/sec accuracy=0.970313 2020-04-16 14:30:20,506 Epoch[34] Batch [5300-5350] Speed: 241.27 samples/sec accuracy=0.971250 2020-04-16 14:30:46,951 Epoch[34] Batch [5350-5400] Speed: 242.02 samples/sec accuracy=0.972500 2020-04-16 14:31:13,222 Epoch[34] Batch [5400-5450] Speed: 243.62 samples/sec accuracy=0.972812 2020-04-16 14:31:39,479 Epoch[34] Batch [5450-5500] Speed: 243.74 samples/sec accuracy=0.970156 2020-04-16 14:32:05,771 Epoch[34] Batch [5500-5550] Speed: 243.43 samples/sec accuracy=0.968594 2020-04-16 14:32:32,032 Epoch[34] Batch [5550-5600] Speed: 243.71 samples/sec accuracy=0.972344 2020-04-16 14:32:58,258 Epoch[34] Batch [5600-5650] Speed: 244.03 samples/sec accuracy=0.972031 2020-04-16 14:33:24,536 Epoch[34] Batch [5650-5700] Speed: 243.55 samples/sec accuracy=0.971562 2020-04-16 14:33:50,832 Epoch[34] Batch [5700-5750] Speed: 243.39 samples/sec accuracy=0.970781 2020-04-16 14:34:17,081 Epoch[34] Batch [5750-5800] Speed: 243.82 samples/sec accuracy=0.973594 2020-04-16 14:34:43,370 Epoch[34] Batch [5800-5850] Speed: 243.45 samples/sec accuracy=0.970469 2020-04-16 14:35:09,638 Epoch[34] Batch [5850-5900] Speed: 243.64 samples/sec accuracy=0.974688 2020-04-16 14:35:35,847 Epoch[34] Batch [5900-5950] Speed: 244.19 samples/sec accuracy=0.972031 2020-04-16 14:36:02,153 Epoch[34] Batch [5950-6000] Speed: 243.30 samples/sec accuracy=0.967187 2020-04-16 14:36:28,472 Epoch[34] Batch [6000-6050] Speed: 243.17 samples/sec accuracy=0.972500 2020-04-16 14:36:54,877 Epoch[34] Batch [6050-6100] Speed: 242.38 samples/sec accuracy=0.968750 2020-04-16 14:37:21,141 Epoch[34] Batch [6100-6150] Speed: 243.69 samples/sec accuracy=0.970469 2020-04-16 14:37:47,455 Epoch[34] Batch [6150-6200] Speed: 243.21 samples/sec accuracy=0.970313 2020-04-16 14:38:13,998 Epoch[34] Batch [6200-6250] Speed: 241.13 samples/sec accuracy=0.973281 2020-04-16 14:38:40,416 Epoch[34] Batch [6250-6300] Speed: 242.26 samples/sec accuracy=0.969063 2020-04-16 14:39:06,688 Epoch[34] Batch [6300-6350] Speed: 243.60 samples/sec accuracy=0.971875 2020-04-16 14:39:32,994 Epoch[34] Batch [6350-6400] Speed: 243.30 samples/sec accuracy=0.973281 2020-04-16 14:39:59,283 Epoch[34] Batch [6400-6450] Speed: 243.45 samples/sec accuracy=0.975156 2020-04-16 14:40:25,976 Epoch[34] Batch [6450-6500] Speed: 239.77 samples/sec accuracy=0.970781 2020-04-16 14:40:52,260 Epoch[34] Batch [6500-6550] Speed: 243.50 samples/sec accuracy=0.972344 2020-04-16 14:41:18,518 Epoch[34] Batch [6550-6600] Speed: 243.74 samples/sec accuracy=0.972031 2020-04-16 14:41:44,865 Epoch[34] Batch [6600-6650] Speed: 242.91 samples/sec accuracy=0.972187 2020-04-16 14:42:11,168 Epoch[34] Batch [6650-6700] Speed: 243.32 samples/sec accuracy=0.971562 2020-04-16 14:42:37,495 Epoch[34] Batch [6700-6750] Speed: 243.10 samples/sec accuracy=0.974531 2020-04-16 14:43:03,854 Epoch[34] Batch [6750-6800] Speed: 242.80 samples/sec accuracy=0.969375 2020-04-16 14:43:30,106 Epoch[34] Batch [6800-6850] Speed: 243.79 samples/sec accuracy=0.970781 2020-04-16 14:43:56,407 Epoch[34] Batch [6850-6900] Speed: 243.34 samples/sec accuracy=0.971562 2020-04-16 14:44:22,962 Epoch[34] Batch [6900-6950] Speed: 241.01 samples/sec accuracy=0.972812 2020-04-16 14:44:49,352 Epoch[34] Batch [6950-7000] Speed: 242.52 samples/sec accuracy=0.970781 2020-04-16 14:45:15,627 Epoch[34] Batch [7000-7050] Speed: 243.58 samples/sec accuracy=0.974219 2020-04-16 14:45:41,910 Epoch[34] Batch [7050-7100] Speed: 243.50 samples/sec accuracy=0.973281 2020-04-16 14:46:08,232 Epoch[34] Batch [7100-7150] Speed: 243.14 samples/sec accuracy=0.974063 2020-04-16 14:46:34,637 Epoch[34] Batch [7150-7200] Speed: 242.38 samples/sec accuracy=0.974375 2020-04-16 14:47:00,998 Epoch[34] Batch [7200-7250] Speed: 242.79 samples/sec accuracy=0.969063 2020-04-16 14:47:27,262 Epoch[34] Batch [7250-7300] Speed: 243.68 samples/sec accuracy=0.970313 2020-04-16 14:47:53,571 Epoch[34] Batch [7300-7350] Speed: 243.26 samples/sec accuracy=0.971719 2020-04-16 14:48:19,852 Epoch[34] Batch [7350-7400] Speed: 243.53 samples/sec accuracy=0.967969 2020-04-16 14:48:46,134 Epoch[34] Batch [7400-7450] Speed: 243.52 samples/sec accuracy=0.973281 2020-04-16 14:49:12,376 Epoch[34] Batch [7450-7500] Speed: 243.88 samples/sec accuracy=0.968906 2020-04-16 14:49:38,731 Epoch[34] Batch [7500-7550] Speed: 242.84 samples/sec accuracy=0.971250 2020-04-16 14:50:05,118 Epoch[34] Batch [7550-7600] Speed: 242.55 samples/sec accuracy=0.974375 2020-04-16 14:50:31,591 Epoch[34] Batch [7600-7650] Speed: 241.76 samples/sec accuracy=0.973437 2020-04-16 14:50:58,005 Epoch[34] Batch [7650-7700] Speed: 242.29 samples/sec accuracy=0.972031 2020-04-16 14:51:24,349 Epoch[34] Batch [7700-7750] Speed: 242.94 samples/sec accuracy=0.970781 2020-04-16 14:51:50,990 Epoch[34] Batch [7750-7800] Speed: 240.23 samples/sec accuracy=0.969063 2020-04-16 14:52:17,201 Epoch[34] Batch [7800-7850] Speed: 244.18 samples/sec accuracy=0.972656 2020-04-16 14:52:43,480 Epoch[34] Batch [7850-7900] Speed: 243.55 samples/sec accuracy=0.973125 2020-04-16 14:53:09,750 Epoch[34] Batch [7900-7950] Speed: 243.62 samples/sec accuracy=0.969844 2020-04-16 14:53:36,088 Epoch[34] Batch [7950-8000] Speed: 243.00 samples/sec accuracy=0.971875 2020-04-16 14:54:02,324 Epoch[34] Batch [8000-8050] Speed: 243.94 samples/sec accuracy=0.971562 2020-04-16 14:54:28,622 Epoch[34] Batch [8050-8100] Speed: 243.36 samples/sec accuracy=0.968437 2020-04-16 14:54:54,982 Epoch[34] Batch [8100-8150] Speed: 242.79 samples/sec accuracy=0.970156 2020-04-16 14:55:21,498 Epoch[34] Batch [8150-8200] Speed: 241.37 samples/sec accuracy=0.971719 2020-04-16 14:55:47,859 Epoch[34] Batch [8200-8250] Speed: 242.78 samples/sec accuracy=0.967812 2020-04-16 14:56:14,154 Epoch[34] Batch [8250-8300] Speed: 243.40 samples/sec accuracy=0.973750 2020-04-16 14:56:40,417 Epoch[34] Batch [8300-8350] Speed: 243.69 samples/sec accuracy=0.972812 2020-04-16 14:57:06,762 Epoch[34] Batch [8350-8400] Speed: 242.93 samples/sec accuracy=0.972344 2020-04-16 14:57:33,186 Epoch[34] Batch [8400-8450] Speed: 242.21 samples/sec accuracy=0.973125 2020-04-16 14:57:59,564 Epoch[34] Batch [8450-8500] Speed: 242.63 samples/sec accuracy=0.971719 2020-04-16 14:58:25,777 Epoch[34] Batch [8500-8550] Speed: 244.16 samples/sec accuracy=0.967812 2020-04-16 14:58:52,187 Epoch[34] Batch [8550-8600] Speed: 242.34 samples/sec accuracy=0.969531 2020-04-16 14:59:18,428 Epoch[34] Batch [8600-8650] Speed: 243.89 samples/sec accuracy=0.971719 2020-04-16 14:59:44,662 Epoch[34] Batch [8650-8700] Speed: 243.96 samples/sec accuracy=0.968281 2020-04-16 15:00:10,925 Epoch[34] Batch [8700-8750] Speed: 243.69 samples/sec accuracy=0.969063 2020-04-16 15:00:37,164 Epoch[34] Batch [8750-8800] Speed: 243.92 samples/sec accuracy=0.970469 2020-04-16 15:01:03,430 Epoch[34] Batch [8800-8850] Speed: 243.66 samples/sec accuracy=0.973750 2020-04-16 15:01:29,898 Epoch[34] Batch [8850-8900] Speed: 241.81 samples/sec accuracy=0.969844 2020-04-16 15:01:56,186 Epoch[34] Batch [8900-8950] Speed: 243.46 samples/sec accuracy=0.968594 2020-04-16 15:02:22,518 Epoch[34] Batch [8950-9000] Speed: 243.05 samples/sec accuracy=0.970938 2020-04-16 15:02:48,821 Epoch[34] Batch [9000-9050] Speed: 243.32 samples/sec accuracy=0.971094 2020-04-16 15:03:15,087 Epoch[34] Batch [9050-9100] Speed: 243.66 samples/sec accuracy=0.970156 2020-04-16 15:03:41,383 Epoch[34] Batch [9100-9150] Speed: 243.38 samples/sec accuracy=0.971562 2020-04-16 15:04:07,667 Epoch[34] Batch [9150-9200] Speed: 243.50 samples/sec accuracy=0.972031 2020-04-16 15:04:33,900 Epoch[34] Batch [9200-9250] Speed: 243.97 samples/sec accuracy=0.970938 2020-04-16 15:05:00,211 Epoch[34] Batch [9250-9300] Speed: 243.24 samples/sec accuracy=0.969063 2020-04-16 15:05:26,499 Epoch[34] Batch [9300-9350] Speed: 243.46 samples/sec accuracy=0.970469 2020-04-16 15:05:53,207 Epoch[34] Batch [9350-9400] Speed: 239.63 samples/sec accuracy=0.971875 2020-04-16 15:06:19,465 Epoch[34] Batch [9400-9450] Speed: 243.74 samples/sec accuracy=0.973281 2020-04-16 15:06:45,766 Epoch[34] Batch [9450-9500] Speed: 243.33 samples/sec accuracy=0.970625 2020-04-16 15:07:12,079 Epoch[34] Batch [9500-9550] Speed: 243.23 samples/sec accuracy=0.974219 2020-04-16 15:07:38,460 Epoch[34] Batch [9550-9600] Speed: 242.61 samples/sec accuracy=0.971406 2020-04-16 15:08:04,811 Epoch[34] Batch [9600-9650] Speed: 242.87 samples/sec accuracy=0.969375 2020-04-16 15:08:31,001 Epoch[34] Batch [9650-9700] Speed: 244.37 samples/sec accuracy=0.970313 2020-04-16 15:08:57,297 Epoch[34] Batch [9700-9750] Speed: 243.39 samples/sec accuracy=0.967656 2020-04-16 15:09:23,573 Epoch[34] Batch [9750-9800] Speed: 243.56 samples/sec accuracy=0.974219 2020-04-16 15:09:49,773 Epoch[34] Batch [9800-9850] Speed: 244.28 samples/sec accuracy=0.974375 2020-04-16 15:10:16,094 Epoch[34] Batch [9850-9900] Speed: 243.15 samples/sec accuracy=0.969844 2020-04-16 15:10:42,338 Epoch[34] Batch [9900-9950] Speed: 243.87 samples/sec accuracy=0.974063 2020-04-16 15:11:08,672 Epoch[34] Batch [9950-10000] Speed: 243.04 samples/sec accuracy=0.972187 2020-04-16 15:11:34,851 Epoch[34] Batch [10000-10050] Speed: 244.46 samples/sec accuracy=0.975313 2020-04-16 15:12:01,148 Epoch[34] Batch [10050-10100] Speed: 243.38 samples/sec accuracy=0.970938 2020-04-16 15:12:27,475 Epoch[34] Batch [10100-10150] Speed: 243.10 samples/sec accuracy=0.974844 2020-04-16 15:12:53,657 Epoch[34] Batch [10150-10200] Speed: 244.45 samples/sec accuracy=0.973906 2020-04-16 15:13:19,878 Epoch[34] Batch [10200-10250] Speed: 244.08 samples/sec accuracy=0.973281 2020-04-16 15:13:46,060 Epoch[34] Batch [10250-10300] Speed: 244.44 samples/sec accuracy=0.973906 2020-04-16 15:14:12,417 Epoch[34] Batch [10300-10350] Speed: 242.82 samples/sec accuracy=0.971875 2020-04-16 15:14:38,721 Epoch[34] Batch [10350-10400] Speed: 243.32 samples/sec accuracy=0.971406 2020-04-16 15:15:04,967 Epoch[34] Batch [10400-10450] Speed: 243.84 samples/sec accuracy=0.969063 2020-04-16 15:15:31,129 Epoch[34] Batch [10450-10500] Speed: 244.63 samples/sec accuracy=0.973125 2020-04-16 15:15:57,334 Epoch[34] Batch [10500-10550] Speed: 244.23 samples/sec accuracy=0.971562 2020-04-16 15:16:23,532 Epoch[34] Batch [10550-10600] Speed: 244.29 samples/sec accuracy=0.970938 2020-04-16 15:16:49,753 Epoch[34] Batch [10600-10650] Speed: 244.08 samples/sec accuracy=0.969688 2020-04-16 15:17:16,006 Epoch[34] Batch [10650-10700] Speed: 243.78 samples/sec accuracy=0.976875 2020-04-16 15:17:42,275 Epoch[34] Batch [10700-10750] Speed: 243.63 samples/sec accuracy=0.968594 2020-04-16 15:18:08,754 Epoch[34] Batch [10750-10800] Speed: 241.70 samples/sec accuracy=0.975625 2020-04-16 15:18:35,218 Epoch[34] Batch [10800-10850] Speed: 241.84 samples/sec accuracy=0.972344 2020-04-16 15:19:01,883 Epoch[34] Batch [10850-10900] Speed: 240.02 samples/sec accuracy=0.971562 2020-04-16 15:19:28,226 Epoch[34] Batch [10900-10950] Speed: 242.95 samples/sec accuracy=0.970000 2020-04-16 15:19:54,466 Epoch[34] Batch [10950-11000] Speed: 243.91 samples/sec accuracy=0.972344 2020-04-16 15:20:20,796 Epoch[34] Batch [11000-11050] Speed: 243.07 samples/sec accuracy=0.970781 2020-04-16 15:20:46,998 Epoch[34] Batch [11050-11100] Speed: 244.26 samples/sec accuracy=0.972812 2020-04-16 15:21:13,264 Epoch[34] Batch [11100-11150] Speed: 243.66 samples/sec accuracy=0.973125 2020-04-16 15:21:39,522 Epoch[34] Batch [11150-11200] Speed: 243.74 samples/sec accuracy=0.974063 2020-04-16 15:22:05,815 Epoch[34] Batch [11200-11250] Speed: 243.41 samples/sec accuracy=0.972656 2020-04-16 15:22:32,080 Epoch[34] Batch [11250-11300] Speed: 243.67 samples/sec accuracy=0.972344 2020-04-16 15:22:58,452 Epoch[34] Batch [11300-11350] Speed: 242.68 samples/sec accuracy=0.971875 2020-04-16 15:23:24,803 Epoch[34] Batch [11350-11400] Speed: 242.87 samples/sec accuracy=0.970000 2020-04-16 15:23:51,168 Epoch[34] Batch [11400-11450] Speed: 242.75 samples/sec accuracy=0.972187 2020-04-16 15:24:17,563 Epoch[34] Batch [11450-11500] Speed: 242.47 samples/sec accuracy=0.972500 2020-04-16 15:24:43,959 Epoch[34] Batch [11500-11550] Speed: 242.47 samples/sec accuracy=0.968437 2020-04-16 15:25:10,300 Epoch[34] Batch [11550-11600] Speed: 242.97 samples/sec accuracy=0.972656 2020-04-16 15:25:36,583 Epoch[34] Batch [11600-11650] Speed: 243.50 samples/sec accuracy=0.970625 2020-04-16 15:26:02,829 Epoch[34] Batch [11650-11700] Speed: 243.85 samples/sec accuracy=0.976562 2020-04-16 15:26:29,296 Epoch[34] Batch [11700-11750] Speed: 241.81 samples/sec accuracy=0.968281 2020-04-16 15:26:55,528 Epoch[34] Batch [11750-11800] Speed: 243.98 samples/sec accuracy=0.968437 2020-04-16 15:27:21,827 Epoch[34] Batch [11800-11850] Speed: 243.35 samples/sec accuracy=0.973594 2020-04-16 15:27:48,068 Epoch[34] Batch [11850-11900] Speed: 243.90 samples/sec accuracy=0.972812 2020-04-16 15:28:14,354 Epoch[34] Batch [11900-11950] Speed: 243.47 samples/sec accuracy=0.967500 2020-04-16 15:28:40,877 Epoch[34] Batch [11950-12000] Speed: 241.30 samples/sec accuracy=0.970156 2020-04-16 15:29:07,137 Epoch[34] Batch [12000-12050] Speed: 243.72 samples/sec accuracy=0.968594 2020-04-16 15:29:33,387 Epoch[34] Batch [12050-12100] Speed: 243.81 samples/sec accuracy=0.972187 2020-04-16 15:29:59,643 Epoch[34] Batch [12100-12150] Speed: 243.76 samples/sec accuracy=0.970625 2020-04-16 15:30:25,863 Epoch[34] Batch [12150-12200] Speed: 244.09 samples/sec accuracy=0.974219 2020-04-16 15:30:52,118 Epoch[34] Batch [12200-12250] Speed: 243.77 samples/sec accuracy=0.973906 2020-04-16 15:31:18,474 Epoch[34] Batch [12250-12300] Speed: 242.83 samples/sec accuracy=0.971719 2020-04-16 15:31:44,800 Epoch[34] Batch [12300-12350] Speed: 243.11 samples/sec accuracy=0.977187 2020-04-16 15:32:11,632 Epoch[34] Batch [12350-12400] Speed: 238.52 samples/sec accuracy=0.971094 2020-04-16 15:32:37,830 Epoch[34] Batch [12400-12450] Speed: 244.30 samples/sec accuracy=0.970625 2020-04-16 15:33:04,134 Epoch[34] Batch [12450-12500] Speed: 243.31 samples/sec accuracy=0.973281 2020-04-16 15:33:30,385 Epoch[34] Batch [12500-12550] Speed: 243.80 samples/sec accuracy=0.975781 2020-04-16 15:33:56,651 Epoch[34] Batch [12550-12600] Speed: 243.67 samples/sec accuracy=0.972812 2020-04-16 15:34:22,934 Epoch[34] Batch [12600-12650] Speed: 243.50 samples/sec accuracy=0.970938 2020-04-16 15:34:49,390 Epoch[34] Batch [12650-12700] Speed: 241.91 samples/sec accuracy=0.972656 2020-04-16 15:35:15,747 Epoch[34] Batch [12700-12750] Speed: 242.82 samples/sec accuracy=0.967031 2020-04-16 15:35:42,044 Epoch[34] Batch [12750-12800] Speed: 243.38 samples/sec accuracy=0.970625 2020-04-16 15:36:08,332 Epoch[34] Batch [12800-12850] Speed: 243.45 samples/sec accuracy=0.971562 2020-04-16 15:36:34,567 Epoch[34] Batch [12850-12900] Speed: 243.95 samples/sec accuracy=0.972969 2020-04-16 15:37:00,759 Epoch[34] Batch [12900-12950] Speed: 244.36 samples/sec accuracy=0.974531 2020-04-16 15:37:27,168 Epoch[34] Batch [12950-13000] Speed: 242.34 samples/sec accuracy=0.970938 2020-04-16 15:37:53,403 Epoch[34] Batch [13000-13050] Speed: 243.94 samples/sec accuracy=0.973437 2020-04-16 15:38:19,636 Epoch[34] Batch [13050-13100] Speed: 243.98 samples/sec accuracy=0.970781 2020-04-16 15:38:45,940 Epoch[34] Batch [13100-13150] Speed: 243.30 samples/sec accuracy=0.971250 2020-04-16 15:39:12,157 Epoch[34] Batch [13150-13200] Speed: 244.12 samples/sec accuracy=0.972187 2020-04-16 15:39:38,334 Epoch[34] Batch [13200-13250] Speed: 244.49 samples/sec accuracy=0.972031 2020-04-16 15:40:04,677 Epoch[34] Batch [13250-13300] Speed: 242.95 samples/sec accuracy=0.967969 2020-04-16 15:40:30,971 Epoch[34] Batch [13300-13350] Speed: 243.40 samples/sec accuracy=0.972031 2020-04-16 15:40:57,299 Epoch[34] Batch [13350-13400] Speed: 243.09 samples/sec accuracy=0.971250 2020-04-16 15:41:23,643 Epoch[34] Batch [13400-13450] Speed: 242.94 samples/sec accuracy=0.975000 2020-04-16 15:41:49,910 Epoch[34] Batch [13450-13500] Speed: 243.66 samples/sec accuracy=0.973906 2020-04-16 15:42:16,194 Epoch[34] Batch [13500-13550] Speed: 243.50 samples/sec accuracy=0.972812 2020-04-16 15:42:42,581 Epoch[34] Batch [13550-13600] Speed: 242.55 samples/sec accuracy=0.971562 2020-04-16 15:43:08,781 Epoch[34] Batch [13600-13650] Speed: 244.27 samples/sec accuracy=0.970000 2020-04-16 15:43:35,015 Epoch[34] Batch [13650-13700] Speed: 243.96 samples/sec accuracy=0.971719 2020-04-16 15:44:01,185 Epoch[34] Batch [13700-13750] Speed: 244.56 samples/sec accuracy=0.973594 2020-04-16 15:44:27,458 Epoch[34] Batch [13750-13800] Speed: 243.61 samples/sec accuracy=0.974219 2020-04-16 15:44:53,863 Epoch[34] Batch [13800-13850] Speed: 242.37 samples/sec accuracy=0.974375 2020-04-16 15:45:20,527 Epoch[34] Batch [13850-13900] Speed: 240.03 samples/sec accuracy=0.973125 2020-04-16 15:45:46,810 Epoch[34] Batch [13900-13950] Speed: 243.50 samples/sec accuracy=0.973437 2020-04-16 15:46:13,062 Epoch[34] Batch [13950-14000] Speed: 243.79 samples/sec accuracy=0.970000 2020-04-16 15:46:39,422 Epoch[34] Batch [14000-14050] Speed: 242.80 samples/sec accuracy=0.970781 2020-04-16 15:47:05,647 Epoch[34] Batch [14050-14100] Speed: 244.04 samples/sec accuracy=0.974844 2020-04-16 15:47:31,956 Epoch[34] Batch [14100-14150] Speed: 243.27 samples/sec accuracy=0.966719 2020-04-16 15:47:58,191 Epoch[34] Batch [14150-14200] Speed: 243.95 samples/sec accuracy=0.972187 2020-04-16 15:48:24,498 Epoch[34] Batch [14200-14250] Speed: 243.28 samples/sec accuracy=0.972656 2020-04-16 15:48:50,739 Epoch[34] Batch [14250-14300] Speed: 243.89 samples/sec accuracy=0.970469 2020-04-16 15:49:17,067 Epoch[34] Batch [14300-14350] Speed: 243.09 samples/sec accuracy=0.970781 2020-04-16 15:49:43,381 Epoch[34] Batch [14350-14400] Speed: 243.22 samples/sec accuracy=0.969063 2020-04-16 15:50:09,740 Epoch[34] Batch [14400-14450] Speed: 242.80 samples/sec accuracy=0.967656 2020-04-16 15:50:36,055 Epoch[34] Batch [14450-14500] Speed: 243.21 samples/sec accuracy=0.969688 2020-04-16 15:51:02,288 Epoch[34] Batch [14500-14550] Speed: 243.97 samples/sec accuracy=0.971875 2020-04-16 15:51:28,644 Epoch[34] Batch [14550-14600] Speed: 242.83 samples/sec accuracy=0.973437 2020-04-16 15:51:54,886 Epoch[34] Batch [14600-14650] Speed: 243.89 samples/sec accuracy=0.970313 2020-04-16 15:52:21,235 Epoch[34] Batch [14650-14700] Speed: 242.89 samples/sec accuracy=0.970156 2020-04-16 15:52:47,554 Epoch[34] Batch [14700-14750] Speed: 243.18 samples/sec accuracy=0.972031 2020-04-16 15:53:13,827 Epoch[34] Batch [14750-14800] Speed: 243.59 samples/sec accuracy=0.975000 2020-04-16 15:53:40,114 Epoch[34] Batch [14800-14850] Speed: 243.47 samples/sec accuracy=0.970000 2020-04-16 15:54:06,408 Epoch[34] Batch [14850-14900] Speed: 243.40 samples/sec accuracy=0.973750 2020-04-16 15:54:32,663 Epoch[34] Batch [14900-14950] Speed: 243.77 samples/sec accuracy=0.966406 2020-04-16 15:54:59,010 Epoch[34] Batch [14950-15000] Speed: 242.92 samples/sec accuracy=0.967969 2020-04-16 15:55:25,285 Epoch[34] Batch [15000-15050] Speed: 243.57 samples/sec accuracy=0.974219 2020-04-16 15:55:51,556 Epoch[34] Batch [15050-15100] Speed: 243.62 samples/sec accuracy=0.972969 2020-04-16 15:56:17,837 Epoch[34] Batch [15100-15150] Speed: 243.53 samples/sec accuracy=0.973906 2020-04-16 15:56:44,168 Epoch[34] Batch [15150-15200] Speed: 243.06 samples/sec accuracy=0.977031 2020-04-16 15:57:10,481 Epoch[34] Batch [15200-15250] Speed: 243.22 samples/sec accuracy=0.970000 2020-04-16 15:57:36,765 Epoch[34] Batch [15250-15300] Speed: 243.50 samples/sec accuracy=0.972812 2020-04-16 15:58:03,036 Epoch[34] Batch [15300-15350] Speed: 243.62 samples/sec accuracy=0.972500 2020-04-16 15:58:29,282 Epoch[34] Batch [15350-15400] Speed: 243.85 samples/sec accuracy=0.968281 2020-04-16 15:58:55,979 Epoch[34] Batch [15400-15450] Speed: 239.73 samples/sec accuracy=0.972812 2020-04-16 15:59:22,264 Epoch[34] Batch [15450-15500] Speed: 243.48 samples/sec accuracy=0.970781 2020-04-16 15:59:48,731 Epoch[34] Batch [15500-15550] Speed: 241.81 samples/sec accuracy=0.970938 2020-04-16 16:00:14,992 Epoch[34] Batch [15550-15600] Speed: 243.71 samples/sec accuracy=0.972812 2020-04-16 16:00:41,308 Epoch[34] Batch [15600-15650] Speed: 243.20 samples/sec accuracy=0.972344 2020-04-16 16:01:07,610 Epoch[34] Batch [15650-15700] Speed: 243.33 samples/sec accuracy=0.971094 2020-04-16 16:01:33,829 Epoch[34] Batch [15700-15750] Speed: 244.09 samples/sec accuracy=0.971250 2020-04-16 16:02:00,162 Epoch[34] Batch [15750-15800] Speed: 243.05 samples/sec accuracy=0.969688 2020-04-16 16:02:26,454 Epoch[34] Batch [15800-15850] Speed: 243.42 samples/sec accuracy=0.973125 2020-04-16 16:02:52,918 Epoch[34] Batch [15850-15900] Speed: 241.84 samples/sec accuracy=0.969688 2020-04-16 16:03:19,236 Epoch[34] Batch [15900-15950] Speed: 243.19 samples/sec accuracy=0.971406 2020-04-16 16:03:45,467 Epoch[34] Batch [15950-16000] Speed: 243.99 samples/sec accuracy=0.969063 2020-04-16 16:04:11,915 Epoch[34] Batch [16000-16050] Speed: 241.98 samples/sec accuracy=0.969531 2020-04-16 16:04:38,330 Epoch[34] Batch [16050-16100] Speed: 242.29 samples/sec accuracy=0.972031 2020-04-16 16:05:04,606 Epoch[34] Batch [16100-16150] Speed: 243.58 samples/sec accuracy=0.967500 2020-04-16 16:05:30,848 Epoch[34] Batch [16150-16200] Speed: 243.88 samples/sec accuracy=0.970313 2020-04-16 16:05:57,139 Epoch[34] Batch [16200-16250] Speed: 243.43 samples/sec accuracy=0.972812 2020-04-16 16:06:23,430 Epoch[34] Batch [16250-16300] Speed: 243.43 samples/sec accuracy=0.976094 2020-04-16 16:06:49,706 Epoch[34] Batch [16300-16350] Speed: 243.57 samples/sec accuracy=0.968594 2020-04-16 16:07:15,959 Epoch[34] Batch [16350-16400] Speed: 243.79 samples/sec accuracy=0.973594 2020-04-16 16:07:42,180 Epoch[34] Batch [16400-16450] Speed: 244.08 samples/sec accuracy=0.972500 2020-04-16 16:08:08,476 Epoch[34] Batch [16450-16500] Speed: 243.38 samples/sec accuracy=0.975469 2020-04-16 16:08:34,824 Epoch[34] Batch [16500-16550] Speed: 242.91 samples/sec accuracy=0.970000 2020-04-16 16:09:01,136 Epoch[34] Batch [16550-16600] Speed: 243.24 samples/sec accuracy=0.967344 2020-04-16 16:09:27,421 Epoch[34] Batch [16600-16650] Speed: 243.49 samples/sec accuracy=0.968281 2020-04-16 16:09:53,699 Epoch[34] Batch [16650-16700] Speed: 243.55 samples/sec accuracy=0.970625 2020-04-16 16:10:19,980 Epoch[34] Batch [16700-16750] Speed: 243.52 samples/sec accuracy=0.971250 2020-04-16 16:10:46,357 Epoch[34] Batch [16750-16800] Speed: 242.64 samples/sec accuracy=0.968437 2020-04-16 16:11:12,744 Epoch[34] Batch [16800-16850] Speed: 242.54 samples/sec accuracy=0.972031 2020-04-16 16:11:40,235 Epoch[34] Batch [16850-16900] Speed: 232.80 samples/sec accuracy=0.969219 2020-04-16 16:12:10,310 Epoch[34] Batch [16900-16950] Speed: 212.80 samples/sec accuracy=0.971094 2020-04-16 16:12:40,033 Epoch[34] Batch [16950-17000] Speed: 215.32 samples/sec accuracy=0.974063 2020-04-16 16:13:09,689 Epoch[34] Batch [17000-17050] Speed: 215.81 samples/sec accuracy=0.970625 2020-04-16 16:13:39,726 Epoch[34] Batch [17050-17100] Speed: 213.07 samples/sec accuracy=0.971875 2020-04-16 16:14:09,767 Epoch[34] Batch [17100-17150] Speed: 213.05 samples/sec accuracy=0.972187 2020-04-16 16:14:39,607 Epoch[34] Batch [17150-17200] Speed: 214.48 samples/sec accuracy=0.971875 2020-04-16 16:15:09,828 Epoch[34] Batch [17200-17250] Speed: 211.78 samples/sec accuracy=0.969219 2020-04-16 16:15:40,013 Epoch[34] Batch [17250-17300] Speed: 212.02 samples/sec accuracy=0.970938 2020-04-16 16:16:09,945 Epoch[34] Batch [17300-17350] Speed: 213.82 samples/sec accuracy=0.974063 2020-04-16 16:16:40,112 Epoch[34] Batch [17350-17400] Speed: 212.15 samples/sec accuracy=0.975938 2020-04-16 16:17:10,049 Epoch[34] Batch [17400-17450] Speed: 213.78 samples/sec accuracy=0.972187 2020-04-16 16:17:40,030 Epoch[34] Batch [17450-17500] Speed: 213.47 samples/sec accuracy=0.972031 2020-04-16 16:18:09,893 Epoch[34] Batch [17500-17550] Speed: 214.31 samples/sec accuracy=0.973906 2020-04-16 16:18:38,307 Epoch[34] Batch [17550-17600] Speed: 225.24 samples/sec accuracy=0.972031 2020-04-16 16:19:07,725 Epoch[34] Batch [17600-17650] Speed: 217.56 samples/sec accuracy=0.970156 2020-04-16 16:19:37,857 Epoch[34] Batch [17650-17700] Speed: 212.40 samples/sec accuracy=0.970156 2020-04-16 16:20:07,708 Epoch[34] Batch [17700-17750] Speed: 214.40 samples/sec accuracy=0.972187 2020-04-16 16:20:37,545 Epoch[34] Batch [17750-17800] Speed: 214.50 samples/sec accuracy=0.971562 2020-04-16 16:21:07,683 Epoch[34] Batch [17800-17850] Speed: 212.36 samples/sec accuracy=0.973906 2020-04-16 16:21:37,230 Epoch[34] Batch [17850-17900] Speed: 216.60 samples/sec accuracy=0.969688 2020-04-16 16:22:07,050 Epoch[34] Batch [17900-17950] Speed: 214.62 samples/sec accuracy=0.971406 2020-04-16 16:22:36,970 Epoch[34] Batch [17950-18000] Speed: 213.90 samples/sec accuracy=0.971250 2020-04-16 16:23:06,927 Epoch[34] Batch [18000-18050] Speed: 213.65 samples/sec accuracy=0.972031 2020-04-16 16:23:36,867 Epoch[34] Batch [18050-18100] Speed: 213.76 samples/sec accuracy=0.974063 2020-04-16 16:24:06,744 Epoch[34] Batch [18100-18150] Speed: 214.22 samples/sec accuracy=0.969219 2020-04-16 16:24:36,491 Epoch[34] Batch [18150-18200] Speed: 215.14 samples/sec accuracy=0.972812 2020-04-16 16:25:06,418 Epoch[34] Batch [18200-18250] Speed: 213.85 samples/sec accuracy=0.968594 2020-04-16 16:25:36,101 Epoch[34] Batch [18250-18300] Speed: 215.62 samples/sec accuracy=0.971406 2020-04-16 16:26:06,052 Epoch[34] Batch [18300-18350] Speed: 213.68 samples/sec accuracy=0.967812 2020-04-16 16:26:36,130 Epoch[34] Batch [18350-18400] Speed: 212.78 samples/sec accuracy=0.970781 2020-04-16 16:27:06,226 Epoch[34] Batch [18400-18450] Speed: 212.66 samples/sec accuracy=0.970313 2020-04-16 16:27:36,400 Epoch[34] Batch [18450-18500] Speed: 212.11 samples/sec accuracy=0.970938 2020-04-16 16:28:06,160 Epoch[34] Batch [18500-18550] Speed: 215.05 samples/sec accuracy=0.970938 2020-04-16 16:28:35,893 Epoch[34] Batch [18550-18600] Speed: 215.25 samples/sec accuracy=0.968125 2020-04-16 16:29:05,814 Epoch[34] Batch [18600-18650] Speed: 213.90 samples/sec accuracy=0.970625 2020-04-16 16:29:35,585 Epoch[34] Batch [18650-18700] Speed: 214.97 samples/sec accuracy=0.971094 2020-04-16 16:30:05,642 Epoch[34] Batch [18700-18750] Speed: 212.93 samples/sec accuracy=0.968281 2020-04-16 16:30:35,491 Epoch[34] Batch [18750-18800] Speed: 214.42 samples/sec accuracy=0.970938 2020-04-16 16:31:05,464 Epoch[34] Batch [18800-18850] Speed: 213.52 samples/sec accuracy=0.974219 2020-04-16 16:31:35,330 Epoch[34] Batch [18850-18900] Speed: 214.29 samples/sec accuracy=0.971562 2020-04-16 16:32:05,120 Epoch[34] Batch [18900-18950] Speed: 214.84 samples/sec accuracy=0.966406 2020-04-16 16:32:35,014 Epoch[34] Batch [18950-19000] Speed: 214.09 samples/sec accuracy=0.969844 2020-04-16 16:33:05,357 Epoch[34] Batch [19000-19050] Speed: 210.92 samples/sec accuracy=0.971094 2020-04-16 16:33:35,657 Epoch[34] Batch [19050-19100] Speed: 211.22 samples/sec accuracy=0.968906 2020-04-16 16:34:05,735 Epoch[34] Batch [19100-19150] Speed: 212.79 samples/sec accuracy=0.967187 2020-04-16 16:34:35,568 Epoch[34] Batch [19150-19200] Speed: 214.52 samples/sec accuracy=0.970156 2020-04-16 16:35:05,412 Epoch[34] Batch [19200-19250] Speed: 214.46 samples/sec accuracy=0.974531 2020-04-16 16:35:35,264 Epoch[34] Batch [19250-19300] Speed: 214.39 samples/sec accuracy=0.970625 2020-04-16 16:36:04,780 Epoch[34] Batch [19300-19350] Speed: 216.83 samples/sec accuracy=0.973125 2020-04-16 16:36:34,792 Epoch[34] Batch [19350-19400] Speed: 213.25 samples/sec accuracy=0.970625 2020-04-16 16:37:04,808 Epoch[34] Batch [19400-19450] Speed: 213.22 samples/sec accuracy=0.972656 2020-04-16 16:37:34,954 Epoch[34] Batch [19450-19500] Speed: 212.30 samples/sec accuracy=0.972031 2020-04-16 16:38:04,783 Epoch[34] Batch [19500-19550] Speed: 214.56 samples/sec accuracy=0.971562 2020-04-16 16:38:33,662 Epoch[34] Batch [19550-19600] Speed: 221.62 samples/sec accuracy=0.968906 2020-04-16 16:38:59,985 Epoch[34] Batch [19600-19650] Speed: 243.14 samples/sec accuracy=0.970156 2020-04-16 16:39:26,962 Epoch[34] Batch [19650-19700] Speed: 237.24 samples/sec accuracy=0.972031 2020-04-16 16:39:56,950 Epoch[34] Batch [19700-19750] Speed: 213.42 samples/sec accuracy=0.973906 2020-04-16 16:40:26,755 Epoch[34] Batch [19750-19800] Speed: 214.73 samples/sec accuracy=0.971875 2020-04-16 16:40:56,788 Epoch[34] Batch [19800-19850] Speed: 213.10 samples/sec accuracy=0.970156 2020-04-16 16:41:27,075 Epoch[34] Batch [19850-19900] Speed: 211.31 samples/sec accuracy=0.970469 2020-04-16 16:41:56,815 Epoch[34] Batch [19900-19950] Speed: 215.20 samples/sec accuracy=0.969688 2020-04-16 16:42:26,795 Epoch[34] Batch [19950-20000] Speed: 213.48 samples/sec accuracy=0.970781 2020-04-16 16:42:56,734 Epoch[34] Batch [20000-20050] Speed: 213.77 samples/sec accuracy=0.971094 2020-04-16 16:43:26,480 Epoch[34] Batch [20050-20100] Speed: 215.16 samples/sec accuracy=0.972812 2020-04-16 16:43:56,819 Epoch[34] Batch [20100-20150] Speed: 210.95 samples/sec accuracy=0.974375 2020-04-16 16:44:26,583 Epoch[34] Batch [20150-20200] Speed: 215.02 samples/sec accuracy=0.971562 2020-04-16 16:44:56,540 Epoch[34] Batch [20200-20250] Speed: 213.64 samples/sec accuracy=0.968125 2020-04-16 16:45:26,347 Epoch[34] Batch [20250-20300] Speed: 214.71 samples/sec accuracy=0.967656 2020-04-16 16:45:56,275 Epoch[34] Batch [20300-20350] Speed: 213.85 samples/sec accuracy=0.975938 2020-04-16 16:46:26,456 Epoch[34] Batch [20350-20400] Speed: 212.05 samples/sec accuracy=0.977500 2020-04-16 16:46:56,384 Epoch[34] Batch [20400-20450] Speed: 213.85 samples/sec accuracy=0.972812 2020-04-16 16:47:26,196 Epoch[34] Batch [20450-20500] Speed: 214.68 samples/sec accuracy=0.970469 2020-04-16 16:47:56,602 Epoch[34] Batch [20500-20550] Speed: 210.49 samples/sec accuracy=0.969063 2020-04-16 16:48:26,346 Epoch[34] Batch [20550-20600] Speed: 215.17 samples/sec accuracy=0.974063 2020-04-16 16:48:56,163 Epoch[34] Batch [20600-20650] Speed: 214.64 samples/sec accuracy=0.972500 2020-04-16 16:49:25,952 Epoch[34] Batch [20650-20700] Speed: 214.85 samples/sec accuracy=0.972187 2020-04-16 16:49:55,872 Epoch[34] Batch [20700-20750] Speed: 213.91 samples/sec accuracy=0.970313 2020-04-16 16:50:25,694 Epoch[34] Batch [20750-20800] Speed: 214.61 samples/sec accuracy=0.968594 2020-04-16 16:50:55,432 Epoch[34] Batch [20800-20850] Speed: 215.21 samples/sec accuracy=0.969688 2020-04-16 16:51:25,642 Epoch[34] Batch [20850-20900] Speed: 211.85 samples/sec accuracy=0.973437 2020-04-16 16:51:55,729 Epoch[34] Batch [20900-20950] Speed: 212.72 samples/sec accuracy=0.969844 2020-04-16 16:52:25,264 Epoch[34] Batch [20950-21000] Speed: 216.69 samples/sec accuracy=0.969375 2020-04-16 16:52:55,029 Epoch[34] Batch [21000-21050] Speed: 215.02 samples/sec accuracy=0.972500 2020-04-16 16:53:24,933 Epoch[34] Batch [21050-21100] Speed: 214.01 samples/sec accuracy=0.973594 2020-04-16 16:53:54,766 Epoch[34] Batch [21100-21150] Speed: 214.53 samples/sec accuracy=0.969531 2020-04-16 16:54:25,204 Epoch[34] Batch [21150-21200] Speed: 210.27 samples/sec accuracy=0.972187 2020-04-16 16:54:55,038 Epoch[34] Batch [21200-21250] Speed: 214.52 samples/sec accuracy=0.973281 2020-04-16 16:55:24,979 Epoch[34] Batch [21250-21300] Speed: 213.76 samples/sec accuracy=0.972187 2020-04-16 16:55:55,416 Epoch[34] Batch [21300-21350] Speed: 210.27 samples/sec accuracy=0.969844 2020-04-16 16:56:25,151 Epoch[34] Batch [21350-21400] Speed: 215.23 samples/sec accuracy=0.971250 2020-04-16 16:56:55,025 Epoch[34] Batch [21400-21450] Speed: 214.24 samples/sec accuracy=0.972969 2020-04-16 16:57:24,835 Epoch[34] Batch [21450-21500] Speed: 214.69 samples/sec accuracy=0.972969 2020-04-16 16:57:54,647 Epoch[34] Batch [21500-21550] Speed: 214.68 samples/sec accuracy=0.970625 2020-04-16 16:58:24,632 Epoch[34] Batch [21550-21600] Speed: 213.44 samples/sec accuracy=0.974531 2020-04-16 16:58:54,428 Epoch[34] Batch [21600-21650] Speed: 214.79 samples/sec accuracy=0.974688 2020-04-16 16:59:24,428 Epoch[34] Batch [21650-21700] Speed: 213.34 samples/sec accuracy=0.973281 2020-04-16 16:59:54,495 Epoch[34] Batch [21700-21750] Speed: 212.86 samples/sec accuracy=0.968906 2020-04-16 17:00:24,261 Epoch[34] Batch [21750-21800] Speed: 215.01 samples/sec accuracy=0.970625 2020-04-16 17:00:54,232 Epoch[34] Batch [21800-21850] Speed: 213.55 samples/sec accuracy=0.971406 2020-04-16 17:01:24,159 Epoch[34] Batch [21850-21900] Speed: 213.86 samples/sec accuracy=0.969688 2020-04-16 17:01:53,839 Epoch[34] Batch [21900-21950] Speed: 215.63 samples/sec accuracy=0.969531 2020-04-16 17:02:23,960 Epoch[34] Batch [21950-22000] Speed: 212.47 samples/sec accuracy=0.976875 2020-04-16 17:02:53,958 Epoch[34] Batch [22000-22050] Speed: 213.35 samples/sec accuracy=0.968437 2020-04-16 17:03:23,590 Epoch[34] Batch [22050-22100] Speed: 215.98 samples/sec accuracy=0.971875 2020-04-16 17:03:53,519 Epoch[34] Batch [22100-22150] Speed: 213.84 samples/sec accuracy=0.972344 2020-04-16 17:04:23,289 Epoch[34] Batch [22150-22200] Speed: 214.98 samples/sec accuracy=0.969688 2020-04-16 17:04:53,308 Epoch[34] Batch [22200-22250] Speed: 213.20 samples/sec accuracy=0.974219 2020-04-16 17:05:23,341 Epoch[34] Batch [22250-22300] Speed: 213.10 samples/sec accuracy=0.970000 2020-04-16 17:05:53,240 Epoch[34] Batch [22300-22350] Speed: 214.06 samples/sec accuracy=0.969375 2020-04-16 17:06:23,234 Epoch[34] Batch [22350-22400] Speed: 213.38 samples/sec accuracy=0.969688 2020-04-16 17:06:53,017 Epoch[34] Batch [22400-22450] Speed: 214.89 samples/sec accuracy=0.970469 2020-04-16 17:07:22,899 Epoch[34] Batch [22450-22500] Speed: 214.18 samples/sec accuracy=0.973750 2020-04-16 17:07:52,826 Epoch[34] Batch [22500-22550] Speed: 213.85 samples/sec accuracy=0.973437 2020-04-16 17:08:22,490 Epoch[34] Batch [22550-22600] Speed: 215.75 samples/sec accuracy=0.972031 2020-04-16 17:08:52,593 Epoch[34] Batch [22600-22650] Speed: 212.60 samples/sec accuracy=0.971719 2020-04-16 17:09:22,558 Epoch[34] Batch [22650-22700] Speed: 213.58 samples/sec accuracy=0.969063 2020-04-16 17:09:50,905 Epoch[34] Batch [22700-22750] Speed: 225.77 samples/sec accuracy=0.972812 2020-04-16 17:10:17,606 Epoch[34] Batch [22750-22800] Speed: 239.70 samples/sec accuracy=0.970938 2020-04-16 17:10:43,915 Epoch[34] Batch [22800-22850] Speed: 243.27 samples/sec accuracy=0.969844 2020-04-16 17:11:13,602 Epoch[34] Batch [22850-22900] Speed: 215.58 samples/sec accuracy=0.970156 2020-04-16 17:11:43,370 Epoch[34] Batch [22900-22950] Speed: 215.00 samples/sec accuracy=0.972031 2020-04-16 17:12:13,104 Epoch[34] Batch [22950-23000] Speed: 215.24 samples/sec accuracy=0.969531 2020-04-16 17:12:43,065 Epoch[34] Batch [23000-23050] Speed: 213.62 samples/sec accuracy=0.972969 2020-04-16 17:13:13,037 Epoch[34] Batch [23050-23100] Speed: 213.53 samples/sec accuracy=0.975938 2020-04-16 17:13:42,859 Epoch[34] Batch [23100-23150] Speed: 214.61 samples/sec accuracy=0.975313 2020-04-16 17:14:12,611 Epoch[34] Batch [23150-23200] Speed: 215.11 samples/sec accuracy=0.970313 2020-04-16 17:14:42,288 Epoch[34] Batch [23200-23250] Speed: 215.66 samples/sec accuracy=0.970156 2020-04-16 17:15:12,447 Epoch[34] Batch [23250-23300] Speed: 212.21 samples/sec accuracy=0.974219 2020-04-16 17:15:42,384 Epoch[34] Batch [23300-23350] Speed: 213.78 samples/sec accuracy=0.970156 2020-04-16 17:16:12,155 Epoch[34] Batch [23350-23400] Speed: 214.97 samples/sec accuracy=0.974063 2020-04-16 17:16:42,272 Epoch[34] Batch [23400-23450] Speed: 212.50 samples/sec accuracy=0.973750 2020-04-16 17:17:11,958 Epoch[34] Batch [23450-23500] Speed: 215.59 samples/sec accuracy=0.971719 2020-04-16 17:17:41,816 Epoch[34] Batch [23500-23550] Speed: 214.35 samples/sec accuracy=0.970938 2020-04-16 17:18:11,717 Epoch[34] Batch [23550-23600] Speed: 214.04 samples/sec accuracy=0.973281 2020-04-16 17:18:41,380 Epoch[34] Batch [23600-23650] Speed: 215.76 samples/sec accuracy=0.971875 2020-04-16 17:19:11,459 Epoch[34] Batch [23650-23700] Speed: 212.77 samples/sec accuracy=0.972656 2020-04-16 17:19:41,151 Epoch[34] Batch [23700-23750] Speed: 215.54 samples/sec accuracy=0.973281 2020-04-16 17:20:07,916 Epoch[34] Batch [23750-23800] Speed: 239.12 samples/sec accuracy=0.972187 2020-04-16 17:20:34,293 Epoch[34] Batch [23800-23850] Speed: 242.64 samples/sec accuracy=0.969375 2020-04-16 17:21:01,962 Epoch[34] Batch [23850-23900] Speed: 231.31 samples/sec accuracy=0.970313 2020-04-16 17:21:31,222 Epoch[34] Batch [23900-23950] Speed: 218.73 samples/sec accuracy=0.972969 2020-04-16 17:22:01,274 Epoch[34] Batch [23950-24000] Speed: 212.96 samples/sec accuracy=0.970781 2020-04-16 17:22:31,178 Epoch[34] Batch [24000-24050] Speed: 214.02 samples/sec accuracy=0.966250 2020-04-16 17:23:01,060 Epoch[34] Batch [24050-24100] Speed: 214.18 samples/sec accuracy=0.970000 2020-04-16 17:23:30,827 Epoch[34] Batch [24100-24150] Speed: 215.01 samples/sec accuracy=0.973125 2020-04-16 17:24:00,451 Epoch[34] Batch [24150-24200] Speed: 216.04 samples/sec accuracy=0.970625 2020-04-16 17:24:30,605 Epoch[34] Batch [24200-24250] Speed: 212.24 samples/sec accuracy=0.970000 2020-04-16 17:25:01,095 Epoch[34] Batch [24250-24300] Speed: 209.90 samples/sec accuracy=0.969844 2020-04-16 17:25:30,960 Epoch[34] Batch [24300-24350] Speed: 214.30 samples/sec accuracy=0.971562 2020-04-16 17:26:00,774 Epoch[34] Batch [24350-24400] Speed: 214.67 samples/sec accuracy=0.971875 2020-04-16 17:26:30,437 Epoch[34] Batch [24400-24450] Speed: 215.76 samples/sec accuracy=0.973750 2020-04-16 17:27:00,539 Epoch[34] Batch [24450-24500] Speed: 212.61 samples/sec accuracy=0.971875 2020-04-16 17:27:30,098 Epoch[34] Batch [24500-24550] Speed: 216.52 samples/sec accuracy=0.972031 2020-04-16 17:28:00,046 Epoch[34] Batch [24550-24600] Speed: 213.70 samples/sec accuracy=0.969844 2020-04-16 17:28:30,118 Epoch[34] Batch [24600-24650] Speed: 212.83 samples/sec accuracy=0.972969 2020-04-16 17:28:59,898 Epoch[34] Batch [24650-24700] Speed: 214.91 samples/sec accuracy=0.973437 2020-04-16 17:29:29,798 Epoch[34] Batch [24700-24750] Speed: 214.05 samples/sec accuracy=0.971875 2020-04-16 17:29:59,557 Epoch[34] Batch [24750-24800] Speed: 215.06 samples/sec accuracy=0.971875 2020-04-16 17:30:29,424 Epoch[34] Batch [24800-24850] Speed: 214.28 samples/sec accuracy=0.971875 2020-04-16 17:30:59,633 Epoch[34] Batch [24850-24900] Speed: 211.86 samples/sec accuracy=0.972500 2020-04-16 17:31:29,288 Epoch[34] Batch [24900-24950] Speed: 215.81 samples/sec accuracy=0.970938 2020-04-16 17:31:59,300 Epoch[34] Batch [24950-25000] Speed: 213.25 samples/sec accuracy=0.972500 2020-04-16 17:32:28,871 Epoch[34] Batch [25000-25050] Speed: 216.43 samples/sec accuracy=0.974375 2020-04-16 17:32:58,922 Epoch[34] Batch [25050-25100] Speed: 212.97 samples/sec accuracy=0.975000 2020-04-16 17:33:29,133 Epoch[34] Batch [25100-25150] Speed: 211.85 samples/sec accuracy=0.973906 2020-04-16 17:33:58,816 Epoch[34] Batch [25150-25200] Speed: 215.61 samples/sec accuracy=0.969688 2020-04-16 17:34:28,844 Epoch[34] Batch [25200-25250] Speed: 213.14 samples/sec accuracy=0.970781 2020-04-16 17:34:59,186 Epoch[34] Batch [25250-25300] Speed: 210.92 samples/sec accuracy=0.975938 2020-04-16 17:35:29,315 Epoch[34] Batch [25300-25350] Speed: 212.42 samples/sec accuracy=0.972500 2020-04-16 17:35:59,350 Epoch[34] Batch [25350-25400] Speed: 213.09 samples/sec accuracy=0.973750 2020-04-16 17:36:29,169 Epoch[34] Batch [25400-25450] Speed: 214.63 samples/sec accuracy=0.969531 2020-04-16 17:36:59,377 Epoch[34] Batch [25450-25500] Speed: 211.86 samples/sec accuracy=0.972656 2020-04-16 17:37:29,510 Epoch[34] Batch [25500-25550] Speed: 212.40 samples/sec accuracy=0.976562 2020-04-16 17:37:59,495 Epoch[34] Batch [25550-25600] Speed: 213.44 samples/sec accuracy=0.968594 2020-04-16 17:38:29,245 Epoch[34] Batch [25600-25650] Speed: 215.13 samples/sec accuracy=0.971406 2020-04-16 17:38:59,451 Epoch[34] Batch [25650-25700] Speed: 211.88 samples/sec accuracy=0.967812 2020-04-16 17:39:29,198 Epoch[34] Batch [25700-25750] Speed: 215.15 samples/sec accuracy=0.972656 2020-04-16 17:39:59,395 Epoch[34] Batch [25750-25800] Speed: 211.94 samples/sec accuracy=0.970000 2020-04-16 17:40:29,627 Epoch[34] Batch [25800-25850] Speed: 211.70 samples/sec accuracy=0.970156 2020-04-16 17:40:59,491 Epoch[34] Batch [25850-25900] Speed: 214.31 samples/sec accuracy=0.972187 2020-04-16 17:41:29,506 Epoch[34] Batch [25900-25950] Speed: 213.23 samples/sec accuracy=0.967187 2020-04-16 17:41:59,110 Epoch[34] Batch [25950-26000] Speed: 216.18 samples/sec accuracy=0.967656 2020-04-16 17:42:29,155 Epoch[34] Batch [26000-26050] Speed: 213.01 samples/sec accuracy=0.970000 2020-04-16 17:42:59,103 Epoch[34] Batch [26050-26100] Speed: 213.71 samples/sec accuracy=0.972500 2020-04-16 17:43:29,115 Epoch[34] Batch [26100-26150] Speed: 213.25 samples/sec accuracy=0.971094 2020-04-16 17:43:59,414 Epoch[34] Batch [26150-26200] Speed: 211.23 samples/sec accuracy=0.971406 2020-04-16 17:44:29,378 Epoch[34] Batch [26200-26250] Speed: 213.59 samples/sec accuracy=0.971562 2020-04-16 17:44:59,082 Epoch[34] Batch [26250-26300] Speed: 215.46 samples/sec accuracy=0.972344 2020-04-16 17:45:29,269 Epoch[34] Batch [26300-26350] Speed: 212.01 samples/sec accuracy=0.968906 2020-04-16 17:45:59,242 Epoch[34] Batch [26350-26400] Speed: 213.53 samples/sec accuracy=0.967812 2020-04-16 17:46:29,021 Epoch[34] Batch [26400-26450] Speed: 214.92 samples/sec accuracy=0.971250 2020-04-16 17:46:59,200 Epoch[34] Batch [26450-26500] Speed: 212.06 samples/sec accuracy=0.972500 2020-04-16 17:47:28,701 Epoch[34] Batch [26500-26550] Speed: 216.95 samples/sec accuracy=0.972656 2020-04-16 17:47:58,624 Epoch[34] Batch [26550-26600] Speed: 213.88 samples/sec accuracy=0.974063 2020-04-16 17:48:28,569 Epoch[34] Batch [26600-26650] Speed: 213.72 samples/sec accuracy=0.970625 2020-04-16 17:48:58,827 Epoch[34] Batch [26650-26700] Speed: 211.52 samples/sec accuracy=0.971250 2020-04-16 17:49:28,793 Epoch[34] Batch [26700-26750] Speed: 213.58 samples/sec accuracy=0.970156 2020-04-16 17:49:58,737 Epoch[34] Batch [26750-26800] Speed: 213.74 samples/sec accuracy=0.971719 2020-04-16 17:50:28,583 Epoch[34] Batch [26800-26850] Speed: 214.43 samples/sec accuracy=0.972656 2020-04-16 17:50:58,456 Epoch[34] Batch [26850-26900] Speed: 214.24 samples/sec accuracy=0.970000 2020-04-16 17:51:28,170 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accuracy=0.970000 2020-04-16 18:51:06,208 Epoch[35] Batch [2200-2250] Speed: 242.54 samples/sec accuracy=0.976719 2020-04-16 18:51:32,520 Epoch[35] Batch [2250-2300] Speed: 243.24 samples/sec accuracy=0.971562 2020-04-16 18:51:58,791 Epoch[35] Batch [2300-2350] Speed: 243.62 samples/sec accuracy=0.973125 2020-04-16 18:52:25,215 Epoch[35] Batch [2350-2400] Speed: 242.20 samples/sec accuracy=0.971562 2020-04-16 18:52:51,702 Epoch[35] Batch [2400-2450] Speed: 241.63 samples/sec accuracy=0.972969 2020-04-16 18:53:18,222 Epoch[35] Batch [2450-2500] Speed: 241.33 samples/sec accuracy=0.972969 2020-04-16 18:53:44,895 Epoch[35] Batch [2500-2550] Speed: 239.94 samples/sec accuracy=0.973750 2020-04-16 18:54:11,254 Epoch[35] Batch [2550-2600] Speed: 242.81 samples/sec accuracy=0.972187 2020-04-16 18:54:37,467 Epoch[35] Batch [2600-2650] Speed: 244.15 samples/sec accuracy=0.972031 2020-04-16 18:55:03,730 Epoch[35] Batch [2650-2700] Speed: 243.69 samples/sec accuracy=0.973906 2020-04-16 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accuracy=0.968750 2020-04-16 19:04:41,686 Epoch[35] Batch [3750-3800] Speed: 243.76 samples/sec accuracy=0.974219 2020-04-16 19:05:08,035 Epoch[35] Batch [3800-3850] Speed: 242.89 samples/sec accuracy=0.972187 2020-04-16 19:05:34,334 Epoch[35] Batch [3850-3900] Speed: 243.36 samples/sec accuracy=0.971094 2020-04-16 19:06:00,570 Epoch[35] Batch [3900-3950] Speed: 243.95 samples/sec accuracy=0.972500 2020-04-16 19:06:26,792 Epoch[35] Batch [3950-4000] Speed: 244.07 samples/sec accuracy=0.970469 2020-04-16 19:06:53,561 Epoch[35] Batch [4000-4050] Speed: 239.08 samples/sec accuracy=0.970000 2020-04-16 19:07:19,860 Epoch[35] Batch [4050-4100] Speed: 243.36 samples/sec accuracy=0.973125 2020-04-16 19:07:46,040 Epoch[35] Batch [4100-4150] Speed: 244.47 samples/sec accuracy=0.969375 2020-04-16 19:08:12,400 Epoch[35] Batch [4150-4200] Speed: 242.79 samples/sec accuracy=0.973281 2020-04-16 19:08:38,768 Epoch[35] Batch [4200-4250] Speed: 242.72 samples/sec accuracy=0.973750 2020-04-16 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accuracy=0.974531 2020-04-16 19:18:17,955 Epoch[35] Batch [5300-5350] Speed: 243.20 samples/sec accuracy=0.969063 2020-04-16 19:18:44,251 Epoch[35] Batch [5350-5400] Speed: 243.39 samples/sec accuracy=0.975313 2020-04-16 19:19:10,578 Epoch[35] Batch [5400-5450] Speed: 243.10 samples/sec accuracy=0.972344 2020-04-16 19:19:36,873 Epoch[35] Batch [5450-5500] Speed: 243.39 samples/sec accuracy=0.969219 2020-04-16 19:20:03,270 Epoch[35] Batch [5500-5550] Speed: 242.45 samples/sec accuracy=0.972500 2020-04-16 19:20:29,985 Epoch[35] Batch [5550-5600] Speed: 239.57 samples/sec accuracy=0.967187 2020-04-16 19:20:56,230 Epoch[35] Batch [5600-5650] Speed: 243.86 samples/sec accuracy=0.973594 2020-04-16 19:21:22,548 Epoch[35] Batch [5650-5700] Speed: 243.19 samples/sec accuracy=0.973594 2020-04-16 19:21:48,770 Epoch[35] Batch [5700-5750] Speed: 244.07 samples/sec accuracy=0.974688 2020-04-16 19:22:15,045 Epoch[35] Batch [5750-5800] Speed: 243.58 samples/sec accuracy=0.971562 2020-04-16 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19:36:17,593 Epoch[35] Batch [7350-7400] Speed: 243.50 samples/sec accuracy=0.972344 2020-04-16 19:36:43,827 Epoch[35] Batch [7400-7450] Speed: 243.96 samples/sec accuracy=0.970938 2020-04-16 19:37:10,153 Epoch[35] Batch [7450-7500] Speed: 243.11 samples/sec accuracy=0.973437 2020-04-16 19:37:36,487 Epoch[35] Batch [7500-7550] Speed: 243.04 samples/sec accuracy=0.968750 2020-04-16 19:38:02,788 Epoch[35] Batch [7550-7600] Speed: 243.34 samples/sec accuracy=0.967969 2020-04-16 19:38:29,113 Epoch[35] Batch [7600-7650] Speed: 243.12 samples/sec accuracy=0.974688 2020-04-16 19:38:55,426 Epoch[35] Batch [7650-7700] Speed: 243.22 samples/sec accuracy=0.967344 2020-04-16 19:39:21,724 Epoch[35] Batch [7700-7750] Speed: 243.37 samples/sec accuracy=0.971250 2020-04-16 19:39:48,190 Epoch[35] Batch [7750-7800] Speed: 241.83 samples/sec accuracy=0.971406 2020-04-16 19:40:14,584 Epoch[35] Batch [7800-7850] Speed: 242.48 samples/sec accuracy=0.967344 2020-04-16 19:40:40,748 Epoch[35] Batch [7850-7900] 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accuracy=0.972344 2020-04-16 19:45:30,735 Epoch[35] Batch [8400-8450] Speed: 243.83 samples/sec accuracy=0.970000 2020-04-16 19:45:56,946 Epoch[35] Batch [8450-8500] Speed: 244.17 samples/sec accuracy=0.972656 2020-04-16 19:46:23,147 Epoch[35] Batch [8500-8550] Speed: 244.27 samples/sec accuracy=0.974688 2020-04-16 19:46:49,371 Epoch[35] Batch [8550-8600] Speed: 244.05 samples/sec accuracy=0.972500 2020-04-16 19:47:15,639 Epoch[35] Batch [8600-8650] Speed: 243.64 samples/sec accuracy=0.971250 2020-04-16 19:47:41,856 Epoch[35] Batch [8650-8700] Speed: 244.13 samples/sec accuracy=0.975313 2020-04-16 19:48:08,148 Epoch[35] Batch [8700-8750] Speed: 243.42 samples/sec accuracy=0.974531 2020-04-16 19:48:34,349 Epoch[35] Batch [8750-8800] Speed: 244.26 samples/sec accuracy=0.969063 2020-04-16 19:49:00,647 Epoch[35] Batch [8800-8850] Speed: 243.37 samples/sec accuracy=0.974531 2020-04-16 19:49:26,861 Epoch[35] Batch [8850-8900] Speed: 244.14 samples/sec accuracy=0.972031 2020-04-16 19:49:53,237 Epoch[35] Batch [8900-8950] Speed: 242.65 samples/sec accuracy=0.969531 2020-04-16 19:50:19,537 Epoch[35] Batch [8950-9000] Speed: 243.35 samples/sec accuracy=0.971875 2020-04-16 19:50:45,864 Epoch[35] Batch [9000-9050] Speed: 243.09 samples/sec accuracy=0.973906 2020-04-16 19:51:12,141 Epoch[35] Batch [9050-9100] Speed: 243.56 samples/sec accuracy=0.973750 2020-04-16 19:51:38,422 Epoch[35] Batch [9100-9150] Speed: 243.52 samples/sec accuracy=0.973750 2020-04-16 19:52:04,684 Epoch[35] Batch [9150-9200] Speed: 243.70 samples/sec accuracy=0.974219 2020-04-16 19:52:30,979 Epoch[35] Batch [9200-9250] Speed: 243.40 samples/sec accuracy=0.969063 2020-04-16 19:52:57,193 Epoch[35] Batch [9250-9300] Speed: 244.14 samples/sec accuracy=0.973906 2020-04-16 19:53:23,549 Epoch[35] Batch [9300-9350] Speed: 242.84 samples/sec accuracy=0.973906 2020-04-16 19:53:50,002 Epoch[35] Batch [9350-9400] Speed: 241.94 samples/sec accuracy=0.970156 2020-04-16 19:54:16,308 Epoch[35] Batch [9400-9450] Speed: 243.29 samples/sec accuracy=0.967812 2020-04-16 19:54:42,554 Epoch[35] Batch [9450-9500] Speed: 243.85 samples/sec accuracy=0.969375 2020-04-16 19:55:08,848 Epoch[35] Batch [9500-9550] Speed: 243.40 samples/sec accuracy=0.972656 2020-04-16 19:55:35,110 Epoch[35] Batch [9550-9600] Speed: 243.70 samples/sec accuracy=0.971250 2020-04-16 19:56:01,355 Epoch[35] Batch [9600-9650] Speed: 243.86 samples/sec accuracy=0.969375 2020-04-16 19:56:27,676 Epoch[35] Batch [9650-9700] Speed: 243.16 samples/sec accuracy=0.972500 2020-04-16 19:56:53,951 Epoch[35] Batch [9700-9750] Speed: 243.58 samples/sec accuracy=0.970781 2020-04-16 19:57:20,231 Epoch[35] Batch [9750-9800] Speed: 243.53 samples/sec accuracy=0.972031 2020-04-16 19:57:46,522 Epoch[35] Batch [9800-9850] Speed: 243.43 samples/sec accuracy=0.968281 2020-04-16 19:58:12,793 Epoch[35] Batch [9850-9900] Speed: 243.62 samples/sec accuracy=0.974688 2020-04-16 19:58:39,376 Epoch[35] Batch [9900-9950] Speed: 240.76 samples/sec accuracy=0.969688 2020-04-16 19:59:05,675 Epoch[35] Batch [9950-10000] Speed: 243.36 samples/sec accuracy=0.972344 2020-04-16 19:59:31,891 Epoch[35] Batch [10000-10050] Speed: 244.12 samples/sec accuracy=0.969531 2020-04-16 19:59:58,183 Epoch[35] Batch [10050-10100] Speed: 243.43 samples/sec accuracy=0.972969 2020-04-16 20:00:24,487 Epoch[35] Batch [10100-10150] Speed: 243.30 samples/sec accuracy=0.969688 2020-04-16 20:00:50,717 Epoch[35] Batch [10150-10200] Speed: 244.00 samples/sec accuracy=0.967656 2020-04-16 20:01:16,993 Epoch[35] Batch [10200-10250] Speed: 243.57 samples/sec accuracy=0.970313 2020-04-16 20:01:43,244 Epoch[35] Batch [10250-10300] Speed: 243.80 samples/sec accuracy=0.968125 2020-04-16 20:02:09,523 Epoch[35] Batch [10300-10350] Speed: 243.55 samples/sec accuracy=0.974844 2020-04-16 20:02:35,795 Epoch[35] Batch [10350-10400] Speed: 243.61 samples/sec accuracy=0.971719 2020-04-16 20:03:02,150 Epoch[35] Batch [10400-10450] Speed: 242.84 samples/sec accuracy=0.975000 2020-04-16 20:03:28,474 Epoch[35] Batch [10450-10500] Speed: 243.13 samples/sec accuracy=0.967969 2020-04-16 20:03:54,819 Epoch[35] Batch [10500-10550] Speed: 242.93 samples/sec accuracy=0.968906 2020-04-16 20:04:21,157 Epoch[35] Batch [10550-10600] Speed: 243.00 samples/sec accuracy=0.972187 2020-04-16 20:04:47,419 Epoch[35] Batch [10600-10650] Speed: 243.70 samples/sec accuracy=0.971875 2020-04-16 20:05:13,720 Epoch[35] Batch [10650-10700] Speed: 243.34 samples/sec accuracy=0.970469 2020-04-16 20:05:40,007 Epoch[35] Batch [10700-10750] Speed: 243.47 samples/sec accuracy=0.970000 2020-04-16 20:06:06,343 Epoch[35] Batch [10750-10800] Speed: 243.02 samples/sec accuracy=0.971250 2020-04-16 20:06:32,601 Epoch[35] Batch [10800-10850] Speed: 243.73 samples/sec accuracy=0.972812 2020-04-16 20:06:58,908 Epoch[35] Batch [10850-10900] Speed: 243.28 samples/sec accuracy=0.972187 2020-04-16 20:07:25,246 Epoch[35] Batch [10900-10950] Speed: 243.00 samples/sec accuracy=0.969219 2020-04-16 20:07:51,584 Epoch[35] Batch [10950-11000] Speed: 243.00 samples/sec accuracy=0.968437 2020-04-16 20:08:17,867 Epoch[35] Batch [11000-11050] Speed: 243.50 samples/sec accuracy=0.973750 2020-04-16 20:08:44,097 Epoch[35] Batch [11050-11100] Speed: 244.00 samples/sec accuracy=0.971875 2020-04-16 20:09:10,633 Epoch[35] Batch [11100-11150] Speed: 241.18 samples/sec accuracy=0.970000 2020-04-16 20:09:37,035 Epoch[35] Batch [11150-11200] Speed: 242.40 samples/sec accuracy=0.970781 2020-04-16 20:10:03,424 Epoch[35] Batch [11200-11250] Speed: 242.53 samples/sec accuracy=0.970781 2020-04-16 20:10:29,730 Epoch[35] Batch [11250-11300] Speed: 243.29 samples/sec accuracy=0.970000 2020-04-16 20:10:56,036 Epoch[35] Batch [11300-11350] Speed: 243.29 samples/sec accuracy=0.972656 2020-04-16 20:11:22,699 Epoch[35] Batch [11350-11400] Speed: 240.04 samples/sec accuracy=0.971094 2020-04-16 20:11:48,949 Epoch[35] Batch [11400-11450] Speed: 243.81 samples/sec accuracy=0.970625 2020-04-16 20:12:15,226 Epoch[35] Batch [11450-11500] Speed: 243.57 samples/sec accuracy=0.969219 2020-04-16 20:12:41,545 Epoch[35] Batch [11500-11550] Speed: 243.16 samples/sec accuracy=0.971875 2020-04-16 20:13:07,942 Epoch[35] Batch [11550-11600] Speed: 242.46 samples/sec accuracy=0.974375 2020-04-16 20:13:34,241 Epoch[35] Batch [11600-11650] Speed: 243.36 samples/sec accuracy=0.974219 2020-04-16 20:14:00,505 Epoch[35] Batch [11650-11700] Speed: 243.68 samples/sec accuracy=0.969531 2020-04-16 20:14:26,799 Epoch[35] Batch [11700-11750] Speed: 243.40 samples/sec accuracy=0.970000 2020-04-16 20:14:53,146 Epoch[35] Batch [11750-11800] Speed: 242.91 samples/sec accuracy=0.970156 2020-04-16 20:15:19,362 Epoch[35] Batch [11800-11850] Speed: 244.13 samples/sec accuracy=0.969375 2020-04-16 20:15:45,733 Epoch[35] Batch [11850-11900] Speed: 242.69 samples/sec accuracy=0.970625 2020-04-16 20:16:11,983 Epoch[35] Batch [11900-11950] Speed: 243.82 samples/sec accuracy=0.968750 2020-04-16 20:16:38,287 Epoch[35] Batch [11950-12000] Speed: 243.31 samples/sec accuracy=0.971094 2020-04-16 20:17:04,636 Epoch[35] Batch [12000-12050] Speed: 242.89 samples/sec accuracy=0.970938 2020-04-16 20:17:30,966 Epoch[35] Batch [12050-12100] Speed: 243.07 samples/sec accuracy=0.972344 2020-04-16 20:17:57,253 Epoch[35] Batch [12100-12150] Speed: 243.47 samples/sec accuracy=0.971094 2020-04-16 20:18:23,607 Epoch[35] Batch [12150-12200] Speed: 242.85 samples/sec accuracy=0.970781 2020-04-16 20:18:49,862 Epoch[35] Batch [12200-12250] Speed: 243.76 samples/sec accuracy=0.974375 2020-04-16 20:19:16,221 Epoch[35] Batch [12250-12300] Speed: 242.80 samples/sec accuracy=0.974531 2020-04-16 20:19:42,532 Epoch[35] Batch [12300-12350] Speed: 243.25 samples/sec accuracy=0.969219 2020-04-16 20:20:08,754 Epoch[35] Batch [12350-12400] Speed: 244.08 samples/sec accuracy=0.968750 2020-04-16 20:20:35,122 Epoch[35] Batch [12400-12450] Speed: 242.72 samples/sec accuracy=0.973594 2020-04-16 20:21:01,431 Epoch[35] Batch [12450-12500] Speed: 243.27 samples/sec accuracy=0.973750 2020-04-16 20:21:27,985 Epoch[35] Batch [12500-12550] Speed: 241.02 samples/sec accuracy=0.974688 2020-04-16 20:21:54,353 Epoch[35] Batch [12550-12600] Speed: 242.71 samples/sec accuracy=0.972187 2020-04-16 20:22:20,853 Epoch[35] Batch [12600-12650] Speed: 241.51 samples/sec accuracy=0.970938 2020-04-16 20:22:47,094 Epoch[35] Batch [12650-12700] Speed: 243.90 samples/sec accuracy=0.969531 2020-04-16 20:23:13,397 Epoch[35] Batch [12700-12750] Speed: 243.32 samples/sec accuracy=0.972969 2020-04-16 20:23:39,746 Epoch[35] Batch [12750-12800] Speed: 242.89 samples/sec accuracy=0.970781 2020-04-16 20:24:06,064 Epoch[35] Batch [12800-12850] Speed: 243.18 samples/sec accuracy=0.971094 2020-04-16 20:24:32,481 Epoch[35] Batch [12850-12900] Speed: 242.27 samples/sec accuracy=0.971250 2020-04-16 20:24:59,392 Epoch[35] Batch [12900-12950] Speed: 237.82 samples/sec accuracy=0.972500 2020-04-16 20:25:25,645 Epoch[35] Batch [12950-13000] Speed: 243.79 samples/sec accuracy=0.969844 2020-04-16 20:25:51,939 Epoch[35] Batch [13000-13050] Speed: 243.40 samples/sec accuracy=0.971406 2020-04-16 20:26:18,148 Epoch[35] Batch [13050-13100] Speed: 244.20 samples/sec accuracy=0.969844 2020-04-16 20:26:44,385 Epoch[35] Batch [13100-13150] Speed: 243.93 samples/sec accuracy=0.968750 2020-04-16 20:27:10,689 Epoch[35] Batch [13150-13200] Speed: 243.31 samples/sec accuracy=0.972031 2020-04-16 20:27:37,076 Epoch[35] Batch [13200-13250] Speed: 242.54 samples/sec accuracy=0.971250 2020-04-16 20:28:03,503 Epoch[35] Batch [13250-13300] Speed: 242.18 samples/sec accuracy=0.967969 2020-04-16 20:28:29,966 Epoch[35] Batch [13300-13350] Speed: 241.85 samples/sec accuracy=0.973281 2020-04-16 20:28:56,228 Epoch[35] Batch [13350-13400] Speed: 243.69 samples/sec accuracy=0.972969 2020-04-16 20:29:22,480 Epoch[35] Batch [13400-13450] Speed: 243.79 samples/sec accuracy=0.973125 2020-04-16 20:29:48,884 Epoch[35] Batch [13450-13500] Speed: 242.39 samples/sec accuracy=0.970781 2020-04-16 20:30:15,213 Epoch[35] Batch [13500-13550] Speed: 243.08 samples/sec accuracy=0.972500 2020-04-16 20:30:41,482 Epoch[35] Batch [13550-13600] Speed: 243.63 samples/sec accuracy=0.969844 2020-04-16 20:31:07,794 Epoch[35] Batch [13600-13650] Speed: 243.24 samples/sec accuracy=0.972187 2020-04-16 20:31:34,150 Epoch[35] Batch [13650-13700] Speed: 242.84 samples/sec accuracy=0.972187 2020-04-16 20:32:00,486 Epoch[35] Batch [13700-13750] Speed: 243.01 samples/sec accuracy=0.972031 2020-04-16 20:32:26,768 Epoch[35] Batch [13750-13800] Speed: 243.51 samples/sec accuracy=0.970469 2020-04-16 20:32:53,078 Epoch[35] Batch [13800-13850] Speed: 243.25 samples/sec accuracy=0.971562 2020-04-16 20:33:19,310 Epoch[35] Batch [13850-13900] Speed: 243.98 samples/sec accuracy=0.970313 2020-04-16 20:33:45,703 Epoch[35] Batch [13900-13950] Speed: 242.48 samples/sec accuracy=0.971406 2020-04-16 20:34:11,997 Epoch[35] Batch [13950-14000] Speed: 243.41 samples/sec accuracy=0.971406 2020-04-16 20:34:38,272 Epoch[35] Batch [14000-14050] Speed: 243.58 samples/sec accuracy=0.970625 2020-04-16 20:35:04,612 Epoch[35] Batch [14050-14100] Speed: 242.98 samples/sec accuracy=0.969531 2020-04-16 20:35:30,847 Epoch[35] Batch [14100-14150] Speed: 243.95 samples/sec accuracy=0.975313 2020-04-16 20:35:57,113 Epoch[35] Batch [14150-14200] Speed: 243.66 samples/sec accuracy=0.967500 2020-04-16 20:36:23,414 Epoch[35] Batch [14200-14250] Speed: 243.34 samples/sec accuracy=0.969531 2020-04-16 20:36:49,630 Epoch[35] Batch [14250-14300] Speed: 244.13 samples/sec accuracy=0.971719 2020-04-16 20:37:15,985 Epoch[35] Batch [14300-14350] Speed: 242.84 samples/sec accuracy=0.970469 2020-04-16 20:37:42,605 Epoch[35] Batch [14350-14400] Speed: 240.42 samples/sec accuracy=0.971875 2020-04-16 20:38:08,896 Epoch[35] Batch [14400-14450] Speed: 243.43 samples/sec accuracy=0.971875 2020-04-16 20:38:35,132 Epoch[35] Batch [14450-14500] Speed: 243.94 samples/sec accuracy=0.972031 2020-04-16 20:39:01,418 Epoch[35] Batch [14500-14550] Speed: 243.48 samples/sec accuracy=0.971562 2020-04-16 20:39:27,653 Epoch[35] Batch [14550-14600] Speed: 243.95 samples/sec accuracy=0.970313 2020-04-16 20:39:53,926 Epoch[35] Batch [14600-14650] Speed: 243.60 samples/sec accuracy=0.969844 2020-04-16 20:40:20,138 Epoch[35] Batch [14650-14700] Speed: 244.16 samples/sec accuracy=0.973125 2020-04-16 20:40:46,499 Epoch[35] Batch [14700-14750] Speed: 242.79 samples/sec accuracy=0.973750 2020-04-16 20:41:12,770 Epoch[35] Batch [14750-14800] Speed: 243.61 samples/sec accuracy=0.972187 2020-04-16 20:41:39,079 Epoch[35] Batch [14800-14850] Speed: 243.26 samples/sec accuracy=0.967031 2020-04-16 20:42:05,269 Epoch[35] Batch [14850-14900] Speed: 244.37 samples/sec accuracy=0.969375 2020-04-16 20:42:31,628 Epoch[35] Batch [14900-14950] Speed: 242.81 samples/sec accuracy=0.969375 2020-04-16 20:42:57,913 Epoch[35] Batch [14950-15000] Speed: 243.48 samples/sec accuracy=0.972500 2020-04-16 20:43:24,154 Epoch[35] Batch [15000-15050] Speed: 243.89 samples/sec accuracy=0.973594 2020-04-16 20:43:50,544 Epoch[35] Batch [15050-15100] Speed: 242.52 samples/sec accuracy=0.970313 2020-04-16 20:44:16,785 Epoch[35] Batch [15100-15150] Speed: 243.90 samples/sec accuracy=0.970313 2020-04-16 20:44:43,121 Epoch[35] Batch [15150-15200] Speed: 243.01 samples/sec accuracy=0.971094 2020-04-16 20:45:09,445 Epoch[35] Batch [15200-15250] Speed: 243.13 samples/sec accuracy=0.972187 2020-04-16 20:45:35,673 Epoch[35] Batch [15250-15300] Speed: 244.01 samples/sec accuracy=0.973594 2020-04-16 20:46:01,914 Epoch[35] Batch [15300-15350] Speed: 243.90 samples/sec accuracy=0.970000 2020-04-16 20:46:28,250 Epoch[35] Batch [15350-15400] Speed: 243.01 samples/sec accuracy=0.968594 2020-04-16 20:46:54,519 Epoch[35] Batch [15400-15450] Speed: 243.64 samples/sec accuracy=0.972344 2020-04-16 20:47:20,773 Epoch[35] Batch [15450-15500] Speed: 243.78 samples/sec accuracy=0.972031 2020-04-16 20:47:47,048 Epoch[35] Batch [15500-15550] Speed: 243.58 samples/sec accuracy=0.974375 2020-04-16 20:48:13,326 Epoch[35] Batch [15550-15600] Speed: 243.55 samples/sec accuracy=0.971250 2020-04-16 20:48:39,718 Epoch[35] Batch [15600-15650] Speed: 242.50 samples/sec accuracy=0.969375 2020-04-16 20:49:06,378 Epoch[35] Batch [15650-15700] Speed: 240.07 samples/sec accuracy=0.971562 2020-04-16 20:49:32,639 Epoch[35] Batch [15700-15750] Speed: 243.71 samples/sec accuracy=0.971875 2020-04-16 20:49:58,947 Epoch[35] Batch [15750-15800] Speed: 243.27 samples/sec accuracy=0.973281 2020-04-16 20:50:25,232 Epoch[35] Batch [15800-15850] Speed: 243.49 samples/sec accuracy=0.972500 2020-04-16 20:50:51,535 Epoch[35] Batch [15850-15900] Speed: 243.32 samples/sec accuracy=0.972812 2020-04-16 20:51:17,773 Epoch[35] Batch [15900-15950] Speed: 243.92 samples/sec accuracy=0.970625 2020-04-16 20:51:44,306 Epoch[35] Batch [15950-16000] Speed: 241.22 samples/sec accuracy=0.972500 2020-04-16 20:52:10,938 Epoch[35] Batch [16000-16050] Speed: 240.31 samples/sec accuracy=0.972031 2020-04-16 20:52:37,285 Epoch[35] Batch [16050-16100] Speed: 242.91 samples/sec accuracy=0.974375 2020-04-16 20:53:03,629 Epoch[35] Batch [16100-16150] Speed: 242.94 samples/sec accuracy=0.972500 2020-04-16 20:53:29,883 Epoch[35] Batch [16150-16200] Speed: 243.78 samples/sec accuracy=0.971250 2020-04-16 20:53:56,226 Epoch[35] Batch [16200-16250] Speed: 242.96 samples/sec accuracy=0.977031 2020-04-16 20:54:22,483 Epoch[35] Batch [16250-16300] Speed: 243.75 samples/sec accuracy=0.972969 2020-04-16 20:54:48,815 Epoch[35] Batch [16300-16350] Speed: 243.05 samples/sec accuracy=0.969531 2020-04-16 20:55:15,187 Epoch[35] Batch [16350-16400] Speed: 242.68 samples/sec accuracy=0.970469 2020-04-16 20:55:41,524 Epoch[35] Batch [16400-16450] Speed: 243.01 samples/sec accuracy=0.969688 2020-04-16 20:56:07,788 Epoch[35] Batch [16450-16500] Speed: 243.68 samples/sec accuracy=0.968594 2020-04-16 20:56:34,102 Epoch[35] Batch [16500-16550] Speed: 243.22 samples/sec accuracy=0.972344 2020-04-16 20:57:00,301 Epoch[35] Batch [16550-16600] Speed: 244.28 samples/sec accuracy=0.970469 2020-04-16 20:57:26,649 Epoch[35] Batch [16600-16650] Speed: 242.91 samples/sec accuracy=0.973437 2020-04-16 20:57:52,949 Epoch[35] Batch [16650-16700] Speed: 243.36 samples/sec accuracy=0.972187 2020-04-16 20:58:19,302 Epoch[35] Batch [16700-16750] Speed: 242.86 samples/sec accuracy=0.970781 2020-04-16 20:58:45,628 Epoch[35] Batch [16750-16800] Speed: 243.10 samples/sec accuracy=0.973906 2020-04-16 20:59:12,032 Epoch[35] Batch [16800-16850] Speed: 242.39 samples/sec accuracy=0.972812 2020-04-16 20:59:38,304 Epoch[35] Batch [16850-16900] Speed: 243.61 samples/sec accuracy=0.970313 2020-04-16 21:00:04,545 Epoch[35] Batch [16900-16950] Speed: 243.90 samples/sec accuracy=0.970313 2020-04-16 21:00:30,796 Epoch[35] Batch [16950-17000] Speed: 243.80 samples/sec accuracy=0.971719 2020-04-16 21:00:57,071 Epoch[35] Batch [17000-17050] Speed: 243.58 samples/sec accuracy=0.970000 2020-04-16 21:01:23,369 Epoch[35] Batch [17050-17100] Speed: 243.36 samples/sec accuracy=0.971875 2020-04-16 21:01:49,690 Epoch[35] Batch [17100-17150] Speed: 243.16 samples/sec accuracy=0.970313 2020-04-16 21:02:16,009 Epoch[35] Batch [17150-17200] Speed: 243.17 samples/sec accuracy=0.971719 2020-04-16 21:02:42,361 Epoch[35] Batch [17200-17250] Speed: 242.86 samples/sec accuracy=0.971562 2020-04-16 21:03:09,094 Epoch[35] Batch [17250-17300] Speed: 239.41 samples/sec accuracy=0.972656 2020-04-16 21:03:35,366 Epoch[35] Batch [17300-17350] Speed: 243.60 samples/sec accuracy=0.973125 2020-04-16 21:04:01,589 Epoch[35] Batch [17350-17400] Speed: 244.07 samples/sec accuracy=0.969844 2020-04-16 21:04:27,914 Epoch[35] Batch [17400-17450] Speed: 243.11 samples/sec accuracy=0.972187 2020-04-16 21:04:54,145 Epoch[35] Batch [17450-17500] Speed: 243.99 samples/sec accuracy=0.969375 2020-04-16 21:05:20,464 Epoch[35] Batch [17500-17550] Speed: 243.17 samples/sec accuracy=0.974219 2020-04-16 21:05:46,815 Epoch[35] Batch [17550-17600] Speed: 242.87 samples/sec accuracy=0.971406 2020-04-16 21:06:13,091 Epoch[35] Batch [17600-17650] Speed: 243.57 samples/sec accuracy=0.968594 2020-04-16 21:06:39,428 Epoch[35] Batch [17650-17700] Speed: 243.01 samples/sec accuracy=0.971562 2020-04-16 21:07:05,647 Epoch[35] Batch [17700-17750] Speed: 244.10 samples/sec accuracy=0.969375 2020-04-16 21:07:31,971 Epoch[35] Batch [17750-17800] Speed: 243.12 samples/sec accuracy=0.965625 2020-04-16 21:07:58,322 Epoch[35] Batch [17800-17850] Speed: 242.88 samples/sec accuracy=0.970313 2020-04-16 21:08:24,653 Epoch[35] Batch [17850-17900] Speed: 243.05 samples/sec accuracy=0.969688 2020-04-16 21:08:50,927 Epoch[35] Batch [17900-17950] Speed: 243.59 samples/sec accuracy=0.972656 2020-04-16 21:09:17,307 Epoch[35] Batch [17950-18000] Speed: 242.60 samples/sec accuracy=0.972187 2020-04-16 21:09:43,600 Epoch[35] Batch [18000-18050] Speed: 243.42 samples/sec accuracy=0.972500 2020-04-16 21:10:09,844 Epoch[35] Batch [18050-18100] Speed: 243.86 samples/sec accuracy=0.968281 2020-04-16 21:10:36,271 Epoch[35] Batch [18100-18150] Speed: 242.18 samples/sec accuracy=0.971875 2020-04-16 21:11:02,593 Epoch[35] Batch [18150-18200] Speed: 243.14 samples/sec accuracy=0.973437 2020-04-16 21:11:29,040 Epoch[35] Batch [18200-18250] Speed: 242.00 samples/sec accuracy=0.972031 2020-04-16 21:11:55,460 Epoch[35] Batch [18250-18300] Speed: 242.25 samples/sec accuracy=0.974375 2020-04-16 21:12:21,961 Epoch[35] Batch [18300-18350] Speed: 241.50 samples/sec accuracy=0.971250 2020-04-16 21:12:48,261 Epoch[35] Batch [18350-18400] Speed: 243.34 samples/sec accuracy=0.969844 2020-04-16 21:13:14,531 Epoch[35] Batch [18400-18450] Speed: 243.63 samples/sec accuracy=0.969844 2020-04-16 21:13:40,844 Epoch[35] Batch [18450-18500] Speed: 243.23 samples/sec accuracy=0.972969 2020-04-16 21:14:07,089 Epoch[35] Batch [18500-18550] Speed: 243.86 samples/sec accuracy=0.970469 2020-04-16 21:14:33,355 Epoch[35] Batch [18550-18600] Speed: 243.67 samples/sec accuracy=0.970469 2020-04-16 21:14:59,644 Epoch[35] Batch [18600-18650] Speed: 243.45 samples/sec accuracy=0.969375 2020-04-16 21:15:25,894 Epoch[35] Batch [18650-18700] Speed: 243.81 samples/sec accuracy=0.970000 2020-04-16 21:15:52,098 Epoch[35] Batch [18700-18750] Speed: 244.24 samples/sec accuracy=0.970938 2020-04-16 21:16:18,781 Epoch[35] Batch [18750-18800] Speed: 239.86 samples/sec accuracy=0.972812 2020-04-16 21:16:45,000 Epoch[35] Batch [18800-18850] Speed: 244.09 samples/sec accuracy=0.971250 2020-04-16 21:17:11,220 Epoch[35] Batch [18850-18900] Speed: 244.09 samples/sec accuracy=0.972969 2020-04-16 21:17:37,539 Epoch[35] Batch [18900-18950] Speed: 243.18 samples/sec accuracy=0.970313 2020-04-16 21:18:03,823 Epoch[35] Batch [18950-19000] Speed: 243.50 samples/sec accuracy=0.972500 2020-04-16 21:18:30,329 Epoch[35] Batch [19000-19050] Speed: 241.45 samples/sec accuracy=0.975313 2020-04-16 21:18:56,662 Epoch[35] Batch [19050-19100] Speed: 243.05 samples/sec accuracy=0.971406 2020-04-16 21:19:23,096 Epoch[35] Batch [19100-19150] Speed: 242.11 samples/sec accuracy=0.972656 2020-04-16 21:19:49,539 Epoch[35] Batch [19150-19200] Speed: 242.03 samples/sec accuracy=0.971562 2020-04-16 21:20:15,944 Epoch[35] Batch [19200-19250] Speed: 242.38 samples/sec accuracy=0.969844 2020-04-16 21:20:42,201 Epoch[35] Batch [19250-19300] Speed: 243.75 samples/sec accuracy=0.969375 2020-04-16 21:21:08,476 Epoch[35] Batch [19300-19350] Speed: 243.58 samples/sec accuracy=0.969688 2020-04-16 21:21:34,890 Epoch[35] Batch [19350-19400] Speed: 242.30 samples/sec accuracy=0.970000 2020-04-16 21:22:01,139 Epoch[35] Batch [19400-19450] Speed: 243.82 samples/sec accuracy=0.969375 2020-04-16 21:22:27,534 Epoch[35] Batch [19450-19500] Speed: 242.47 samples/sec accuracy=0.974063 2020-04-16 21:22:53,800 Epoch[35] Batch [19500-19550] Speed: 243.66 samples/sec accuracy=0.970938 2020-04-16 21:23:20,077 Epoch[35] Batch [19550-19600] Speed: 243.56 samples/sec accuracy=0.971562 2020-04-16 21:23:46,370 Epoch[35] Batch [19600-19650] Speed: 243.42 samples/sec accuracy=0.971875 2020-04-16 21:24:12,716 Epoch[35] Batch [19650-19700] Speed: 242.92 samples/sec accuracy=0.971719 2020-04-16 21:24:39,042 Epoch[35] Batch [19700-19750] Speed: 243.11 samples/sec accuracy=0.971250 2020-04-16 21:25:05,361 Epoch[35] Batch [19750-19800] Speed: 243.18 samples/sec accuracy=0.971562 2020-04-16 21:25:31,666 Epoch[35] Batch [19800-19850] Speed: 243.30 samples/sec accuracy=0.970156 2020-04-16 21:25:58,030 Epoch[35] Batch [19850-19900] Speed: 242.75 samples/sec accuracy=0.971719 2020-04-16 21:26:24,280 Epoch[35] Batch [19900-19950] Speed: 243.82 samples/sec accuracy=0.973750 2020-04-16 21:26:50,628 Epoch[35] Batch [19950-20000] Speed: 242.90 samples/sec accuracy=0.971406 2020-04-16 21:27:16,922 Epoch[35] Batch [20000-20050] Speed: 243.41 samples/sec accuracy=0.972500 2020-04-16 21:27:43,222 Epoch[35] Batch [20050-20100] Speed: 243.34 samples/sec accuracy=0.970938 2020-04-16 21:28:09,505 Epoch[35] Batch [20100-20150] Speed: 243.51 samples/sec accuracy=0.972969 2020-04-16 21:28:35,801 Epoch[35] Batch [20150-20200] Speed: 243.39 samples/sec accuracy=0.972500 2020-04-16 21:29:02,055 Epoch[35] Batch [20200-20250] Speed: 243.77 samples/sec accuracy=0.975313 2020-04-16 21:29:28,911 Epoch[35] Batch [20250-20300] Speed: 238.31 samples/sec accuracy=0.972031 2020-04-16 21:29:55,164 Epoch[35] Batch [20300-20350] Speed: 243.79 samples/sec accuracy=0.969375 2020-04-16 21:30:21,564 Epoch[35] Batch [20350-20400] Speed: 242.42 samples/sec accuracy=0.972344 2020-04-16 21:30:47,817 Epoch[35] Batch [20400-20450] Speed: 243.79 samples/sec accuracy=0.975625 2020-04-16 21:31:14,136 Epoch[35] Batch [20450-20500] Speed: 243.17 samples/sec accuracy=0.973437 2020-04-16 21:31:40,467 Epoch[35] Batch [20500-20550] Speed: 243.06 samples/sec accuracy=0.972656 2020-04-16 21:32:06,792 Epoch[35] Batch [20550-20600] Speed: 243.11 samples/sec accuracy=0.971250 2020-04-16 21:32:33,050 Epoch[35] Batch [20600-20650] Speed: 243.74 samples/sec accuracy=0.971406 2020-04-16 21:32:59,364 Epoch[35] Batch [20650-20700] Speed: 243.22 samples/sec accuracy=0.971406 2020-04-16 21:33:25,618 Epoch[35] Batch [20700-20750] Speed: 243.77 samples/sec accuracy=0.969063 2020-04-16 21:33:52,014 Epoch[35] Batch [20750-20800] Speed: 242.47 samples/sec accuracy=0.975313 2020-04-16 21:34:18,370 Epoch[35] Batch [20800-20850] Speed: 242.83 samples/sec accuracy=0.972187 2020-04-16 21:34:44,647 Epoch[35] Batch [20850-20900] Speed: 243.56 samples/sec accuracy=0.970938 2020-04-16 21:35:10,966 Epoch[35] Batch [20900-20950] Speed: 243.17 samples/sec accuracy=0.975156 2020-04-16 21:35:37,236 Epoch[35] Batch [20950-21000] Speed: 243.62 samples/sec accuracy=0.972344 2020-04-16 21:36:03,594 Epoch[35] Batch [21000-21050] Speed: 242.81 samples/sec accuracy=0.969375 2020-04-16 21:36:29,844 Epoch[35] Batch [21050-21100] Speed: 243.82 samples/sec accuracy=0.976094 2020-04-16 21:36:56,105 Epoch[35] Batch [21100-21150] Speed: 243.71 samples/sec accuracy=0.970625 2020-04-16 21:37:22,404 Epoch[35] Batch [21150-21200] Speed: 243.36 samples/sec accuracy=0.972344 2020-04-16 21:37:48,665 Epoch[35] Batch [21200-21250] Speed: 243.72 samples/sec accuracy=0.972344 2020-04-16 21:38:15,039 Epoch[35] Batch [21250-21300] Speed: 242.66 samples/sec accuracy=0.971094 2020-04-16 21:38:41,345 Epoch[35] Batch [21300-21350] Speed: 243.29 samples/sec accuracy=0.969219 2020-04-16 21:39:07,577 Epoch[35] Batch [21350-21400] Speed: 243.99 samples/sec accuracy=0.970469 2020-04-16 21:39:33,969 Epoch[35] Batch [21400-21450] Speed: 242.50 samples/sec accuracy=0.971250 2020-04-16 21:40:00,288 Epoch[35] Batch [21450-21500] Speed: 243.17 samples/sec accuracy=0.972031 2020-04-16 21:40:26,510 Epoch[35] Batch [21500-21550] Speed: 244.07 samples/sec accuracy=0.970313 2020-04-16 21:40:52,902 Epoch[35] Batch [21550-21600] Speed: 242.50 samples/sec accuracy=0.973125 2020-04-16 21:41:19,363 Epoch[35] Batch [21600-21650] Speed: 241.87 samples/sec accuracy=0.972969 2020-04-16 21:41:45,800 Epoch[35] Batch [21650-21700] Speed: 242.09 samples/sec accuracy=0.970313 2020-04-16 21:42:12,427 Epoch[35] Batch [21700-21750] Speed: 240.36 samples/sec accuracy=0.968906 2020-04-16 21:42:38,789 Epoch[35] Batch [21750-21800] Speed: 242.78 samples/sec accuracy=0.970000 2020-04-16 21:43:05,213 Epoch[35] Batch [21800-21850] Speed: 242.21 samples/sec accuracy=0.971406 2020-04-16 21:43:31,654 Epoch[35] Batch [21850-21900] Speed: 242.05 samples/sec accuracy=0.973125 2020-04-16 21:43:57,939 Epoch[35] Batch [21900-21950] Speed: 243.48 samples/sec accuracy=0.970625 2020-04-16 21:44:24,219 Epoch[35] Batch [21950-22000] Speed: 243.53 samples/sec accuracy=0.973594 2020-04-16 21:44:50,442 Epoch[35] Batch [22000-22050] Speed: 244.06 samples/sec accuracy=0.970000 2020-04-16 21:45:16,757 Epoch[35] Batch [22050-22100] Speed: 243.21 samples/sec accuracy=0.971250 2020-04-16 21:45:43,045 Epoch[35] Batch [22100-22150] Speed: 243.47 samples/sec accuracy=0.973437 2020-04-16 21:46:09,341 Epoch[35] Batch [22150-22200] Speed: 243.38 samples/sec accuracy=0.971562 2020-04-16 21:46:35,657 Epoch[35] Batch [22200-22250] Speed: 243.20 samples/sec accuracy=0.974219 2020-04-16 21:47:01,954 Epoch[35] Batch [22250-22300] Speed: 243.37 samples/sec accuracy=0.970625 2020-04-16 21:47:28,293 Epoch[35] Batch [22300-22350] Speed: 242.98 samples/sec accuracy=0.970313 2020-04-16 21:47:54,523 Epoch[35] Batch [22350-22400] Speed: 244.00 samples/sec accuracy=0.969531 2020-04-16 21:48:20,790 Epoch[35] Batch [22400-22450] Speed: 243.65 samples/sec accuracy=0.971406 2020-04-16 21:48:47,154 Epoch[35] Batch [22450-22500] Speed: 242.76 samples/sec accuracy=0.972187 2020-04-16 21:49:13,511 Epoch[35] Batch [22500-22550] Speed: 242.83 samples/sec accuracy=0.969375 2020-04-16 21:49:39,883 Epoch[35] Batch [22550-22600] Speed: 242.68 samples/sec accuracy=0.968125 2020-04-16 21:50:06,185 Epoch[35] Batch [22600-22650] Speed: 243.33 samples/sec accuracy=0.970156 2020-04-16 21:50:32,489 Epoch[35] Batch [22650-22700] Speed: 243.31 samples/sec accuracy=0.970313 2020-04-16 21:50:58,851 Epoch[35] Batch [22700-22750] Speed: 242.78 samples/sec accuracy=0.969063 2020-04-16 21:51:25,133 Epoch[35] Batch [22750-22800] Speed: 243.51 samples/sec accuracy=0.973594 2020-04-16 21:51:51,491 Epoch[35] Batch [22800-22850] Speed: 242.82 samples/sec accuracy=0.970313 2020-04-16 21:52:17,760 Epoch[35] Batch [22850-22900] Speed: 243.64 samples/sec accuracy=0.973906 2020-04-16 21:52:44,020 Epoch[35] Batch [22900-22950] Speed: 243.71 samples/sec accuracy=0.973281 2020-04-16 21:53:10,268 Epoch[35] Batch [22950-23000] Speed: 243.84 samples/sec accuracy=0.969063 2020-04-16 21:53:36,906 Epoch[35] Batch [23000-23050] Speed: 240.26 samples/sec accuracy=0.969063 2020-04-16 21:54:03,278 Epoch[35] Batch [23050-23100] Speed: 242.68 samples/sec accuracy=0.966719 2020-04-16 21:54:29,530 Epoch[35] Batch [23100-23150] Speed: 243.80 samples/sec accuracy=0.972344 2020-04-16 21:54:55,824 Epoch[35] Batch [23150-23200] Speed: 243.40 samples/sec accuracy=0.969844 2020-04-16 21:55:22,085 Epoch[35] Batch [23200-23250] Speed: 243.71 samples/sec accuracy=0.973750 2020-04-16 21:55:48,358 Epoch[35] Batch [23250-23300] Speed: 243.60 samples/sec accuracy=0.971406 2020-04-16 21:56:14,607 Epoch[35] Batch [23300-23350] Speed: 243.82 samples/sec accuracy=0.973281 2020-04-16 21:56:40,898 Epoch[35] Batch [23350-23400] Speed: 243.44 samples/sec accuracy=0.971562 2020-04-16 21:57:07,126 Epoch[35] Batch [23400-23450] Speed: 244.01 samples/sec accuracy=0.969219 2020-04-16 21:57:33,444 Epoch[35] Batch [23450-23500] Speed: 243.18 samples/sec accuracy=0.975469 2020-04-16 21:57:59,770 Epoch[35] Batch [23500-23550] Speed: 243.10 samples/sec accuracy=0.969531 2020-04-16 21:58:26,026 Epoch[35] Batch [23550-23600] Speed: 243.76 samples/sec accuracy=0.970469 2020-04-16 21:58:52,229 Epoch[35] Batch [23600-23650] Speed: 244.25 samples/sec accuracy=0.971094 2020-04-16 21:59:18,525 Epoch[35] Batch [23650-23700] Speed: 243.38 samples/sec accuracy=0.970000 2020-04-16 21:59:44,782 Epoch[35] Batch [23700-23750] Speed: 243.75 samples/sec accuracy=0.970938 2020-04-16 22:00:11,091 Epoch[35] Batch [23750-23800] Speed: 243.26 samples/sec accuracy=0.971562 2020-04-16 22:00:37,549 Epoch[35] Batch [23800-23850] Speed: 241.90 samples/sec accuracy=0.972656 2020-04-16 22:01:04,004 Epoch[35] Batch [23850-23900] Speed: 241.92 samples/sec accuracy=0.971094 2020-04-16 22:01:30,315 Epoch[35] Batch [23900-23950] Speed: 243.24 samples/sec accuracy=0.968750 2020-04-16 22:01:56,611 Epoch[35] Batch [23950-24000] Speed: 243.39 samples/sec accuracy=0.973906 2020-04-16 22:02:22,867 Epoch[35] Batch [24000-24050] Speed: 243.75 samples/sec accuracy=0.971875 2020-04-16 22:02:49,214 Epoch[35] Batch [24050-24100] Speed: 242.91 samples/sec accuracy=0.970313 2020-04-16 22:03:15,604 Epoch[35] Batch [24100-24150] Speed: 242.52 samples/sec accuracy=0.971875 2020-04-16 22:03:41,852 Epoch[35] Batch [24150-24200] Speed: 243.82 samples/sec accuracy=0.970625 2020-04-16 22:04:08,158 Epoch[35] Batch [24200-24250] Speed: 243.30 samples/sec accuracy=0.970625 2020-04-16 22:04:34,435 Epoch[35] Batch [24250-24300] Speed: 243.56 samples/sec accuracy=0.972812 2020-04-16 22:05:00,747 Epoch[35] Batch [24300-24350] Speed: 243.24 samples/sec accuracy=0.971562 2020-04-16 22:05:27,079 Epoch[35] Batch [24350-24400] Speed: 243.05 samples/sec accuracy=0.973594 2020-04-16 22:05:53,321 Epoch[35] Batch [24400-24450] Speed: 243.89 samples/sec accuracy=0.970781 2020-04-16 22:06:19,576 Epoch[35] Batch [24450-24500] Speed: 243.76 samples/sec accuracy=0.972500 2020-04-16 22:06:45,811 Epoch[35] Batch [24500-24550] Speed: 243.95 samples/sec accuracy=0.973906 2020-04-16 22:07:12,050 Epoch[35] Batch [24550-24600] Speed: 243.92 samples/sec accuracy=0.972187 2020-04-16 22:07:38,747 Epoch[35] Batch [24600-24650] Speed: 239.73 samples/sec accuracy=0.970469 2020-04-16 22:08:05,076 Epoch[35] Batch [24650-24700] Speed: 243.08 samples/sec accuracy=0.973906 2020-04-16 22:08:31,331 Epoch[35] Batch [24700-24750] Speed: 243.77 samples/sec accuracy=0.973281 2020-04-16 22:08:57,583 Epoch[35] Batch [24750-24800] Speed: 243.79 samples/sec accuracy=0.972187 2020-04-16 22:09:23,839 Epoch[35] Batch [24800-24850] Speed: 243.75 samples/sec accuracy=0.970938 2020-04-16 22:09:50,119 Epoch[35] Batch [24850-24900] Speed: 243.53 samples/sec accuracy=0.970469 2020-04-16 22:10:16,386 Epoch[35] Batch [24900-24950] Speed: 243.65 samples/sec accuracy=0.975313 2020-04-16 22:10:42,657 Epoch[35] Batch [24950-25000] Speed: 243.62 samples/sec accuracy=0.969063 2020-04-16 22:11:08,983 Epoch[35] Batch [25000-25050] Speed: 243.11 samples/sec accuracy=0.971719 2020-04-16 22:11:35,210 Epoch[35] Batch [25050-25100] Speed: 244.03 samples/sec accuracy=0.966719 2020-04-16 22:12:01,604 Epoch[35] Batch [25100-25150] Speed: 242.48 samples/sec accuracy=0.970625 2020-04-16 22:12:27,903 Epoch[35] Batch [25150-25200] Speed: 243.36 samples/sec accuracy=0.969531 2020-04-16 22:12:54,165 Epoch[35] Batch [25200-25250] Speed: 243.70 samples/sec accuracy=0.968281 2020-04-16 22:13:20,441 Epoch[35] Batch [25250-25300] Speed: 243.57 samples/sec accuracy=0.970313 2020-04-16 22:13:46,871 Epoch[35] Batch [25300-25350] Speed: 242.15 samples/sec accuracy=0.971094 2020-04-16 22:14:13,106 Epoch[35] Batch [25350-25400] Speed: 243.94 samples/sec accuracy=0.970000 2020-04-16 22:14:39,360 Epoch[35] Batch [25400-25450] Speed: 243.78 samples/sec accuracy=0.971250 2020-04-16 22:15:05,651 Epoch[35] Batch [25450-25500] Speed: 243.44 samples/sec accuracy=0.972656 2020-04-16 22:15:31,991 Epoch[35] Batch [25500-25550] Speed: 242.98 samples/sec accuracy=0.969219 2020-04-16 22:15:58,407 Epoch[35] Batch [25550-25600] Speed: 242.28 samples/sec accuracy=0.971719 2020-04-16 22:16:24,722 Epoch[35] Batch [25600-25650] Speed: 243.21 samples/sec accuracy=0.966875 2020-04-16 22:16:50,934 Epoch[35] Batch [25650-25700] Speed: 244.16 samples/sec accuracy=0.970781 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Epoch[35] Time cost=14867.117 2020-04-16 22:39:08,667 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0036.params" 2020-04-16 23:06:02,346 Epoch[35] Validation-accuracy=0.985804 2020-04-16 23:06:38,128 Epoch[36] Batch [0-50] Speed: 231.27 samples/sec accuracy=0.970588 2020-04-16 23:07:04,750 Epoch[36] Batch [50-100] Speed: 240.41 samples/sec accuracy=0.976094 2020-04-16 23:07:31,188 Epoch[36] Batch [100-150] Speed: 242.07 samples/sec accuracy=0.969531 2020-04-16 23:07:57,609 Epoch[36] Batch [150-200] Speed: 242.24 samples/sec accuracy=0.970000 2020-04-16 23:08:24,047 Epoch[36] Batch [200-250] Speed: 242.08 samples/sec accuracy=0.973906 2020-04-16 23:08:50,319 Epoch[36] Batch [250-300] Speed: 243.61 samples/sec accuracy=0.968750 2020-04-16 23:09:16,675 Epoch[36] Batch [300-350] Speed: 242.83 samples/sec accuracy=0.968750 2020-04-16 23:09:42,906 Epoch[36] Batch [350-400] Speed: 243.99 samples/sec accuracy=0.967031 2020-04-16 23:10:09,195 Epoch[36] Batch [400-450] 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accuracy=0.973594 2020-04-16 23:24:11,164 Epoch[36] Batch [2000-2050] Speed: 243.46 samples/sec accuracy=0.970313 2020-04-16 23:24:37,507 Epoch[36] Batch [2050-2100] Speed: 242.95 samples/sec accuracy=0.968594 2020-04-16 23:25:03,812 Epoch[36] Batch [2100-2150] Speed: 243.31 samples/sec accuracy=0.972969 2020-04-16 23:25:30,120 Epoch[36] Batch [2150-2200] Speed: 243.27 samples/sec accuracy=0.968594 2020-04-16 23:25:56,575 Epoch[36] Batch [2200-2250] Speed: 241.92 samples/sec accuracy=0.968125 2020-04-16 23:26:22,792 Epoch[36] Batch [2250-2300] Speed: 244.12 samples/sec accuracy=0.973281 2020-04-16 23:26:49,026 Epoch[36] Batch [2300-2350] Speed: 243.96 samples/sec accuracy=0.971094 2020-04-16 23:27:15,398 Epoch[36] Batch [2350-2400] Speed: 242.68 samples/sec accuracy=0.970469 2020-04-16 23:27:41,700 Epoch[36] Batch [2400-2450] Speed: 243.34 samples/sec accuracy=0.969219 2020-04-16 23:28:08,020 Epoch[36] Batch [2450-2500] Speed: 243.16 samples/sec accuracy=0.970000 2020-04-16 23:28:34,878 Epoch[36] Batch [2500-2550] Speed: 238.29 samples/sec accuracy=0.969063 2020-04-16 23:29:01,185 Epoch[36] Batch [2550-2600] Speed: 243.29 samples/sec accuracy=0.972500 2020-04-16 23:29:27,484 Epoch[36] Batch [2600-2650] Speed: 243.35 samples/sec accuracy=0.970000 2020-04-16 23:29:54,282 Epoch[36] Batch [2650-2700] Speed: 238.83 samples/sec accuracy=0.969688 2020-04-16 23:30:22,288 Epoch[36] Batch [2700-2750] Speed: 228.52 samples/sec accuracy=0.966562 2020-04-16 23:30:49,416 Epoch[36] Batch [2750-2800] Speed: 235.92 samples/sec accuracy=0.970156 2020-04-16 23:31:15,751 Epoch[36] Batch [2800-2850] Speed: 243.02 samples/sec accuracy=0.975156 2020-04-16 23:31:42,053 Epoch[36] Batch [2850-2900] Speed: 243.33 samples/sec accuracy=0.975781 2020-04-16 23:32:08,447 Epoch[36] Batch [2900-2950] Speed: 242.48 samples/sec accuracy=0.970469 2020-04-16 23:32:34,717 Epoch[36] Batch [2950-3000] Speed: 243.63 samples/sec accuracy=0.972344 2020-04-16 23:33:00,935 Epoch[36] Batch [3000-3050] 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accuracy=0.968437 2020-04-16 23:37:49,893 Epoch[36] Batch [3550-3600] Speed: 244.17 samples/sec accuracy=0.969531 2020-04-16 23:38:16,127 Epoch[36] Batch [3600-3650] Speed: 243.95 samples/sec accuracy=0.975313 2020-04-16 23:38:42,405 Epoch[36] Batch [3650-3700] Speed: 243.56 samples/sec accuracy=0.971875 2020-04-16 23:39:08,655 Epoch[36] Batch [3700-3750] Speed: 243.81 samples/sec accuracy=0.971094 2020-04-16 23:39:34,835 Epoch[36] Batch [3750-3800] Speed: 244.46 samples/sec accuracy=0.972500 2020-04-16 23:40:01,141 Epoch[36] Batch [3800-3850] Speed: 243.29 samples/sec accuracy=0.970000 2020-04-16 23:40:27,397 Epoch[36] Batch [3850-3900] Speed: 243.76 samples/sec accuracy=0.970781 2020-04-16 23:40:53,692 Epoch[36] Batch [3900-3950] Speed: 243.40 samples/sec accuracy=0.972812 2020-04-16 23:41:19,985 Epoch[36] Batch [3950-4000] Speed: 243.41 samples/sec accuracy=0.969844 2020-04-16 23:41:46,519 Epoch[36] Batch [4000-4050] Speed: 241.20 samples/sec accuracy=0.971094 2020-04-16 23:42:12,874 Epoch[36] Batch [4050-4100] Speed: 242.84 samples/sec accuracy=0.971094 2020-04-16 23:42:39,106 Epoch[36] Batch [4100-4150] Speed: 243.98 samples/sec accuracy=0.970781 2020-04-16 23:43:05,357 Epoch[36] Batch [4150-4200] Speed: 243.80 samples/sec accuracy=0.968906 2020-04-16 23:43:31,930 Epoch[36] Batch [4200-4250] Speed: 240.84 samples/sec accuracy=0.971875 2020-04-16 23:43:58,194 Epoch[36] Batch [4250-4300] Speed: 243.69 samples/sec accuracy=0.972344 2020-04-16 23:44:24,421 Epoch[36] Batch [4300-4350] Speed: 244.03 samples/sec accuracy=0.972031 2020-04-16 23:44:50,720 Epoch[36] Batch [4350-4400] Speed: 243.35 samples/sec accuracy=0.973906 2020-04-16 23:45:16,990 Epoch[36] Batch [4400-4450] Speed: 243.63 samples/sec accuracy=0.968125 2020-04-16 23:45:43,270 Epoch[36] Batch [4450-4500] Speed: 243.54 samples/sec accuracy=0.974063 2020-04-16 23:46:09,543 Epoch[36] Batch [4500-4550] Speed: 243.60 samples/sec accuracy=0.970000 2020-04-16 23:46:35,765 Epoch[36] Batch [4550-4600] 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accuracy=0.971875 2020-04-16 23:51:25,114 Epoch[36] Batch [5100-5150] Speed: 242.36 samples/sec accuracy=0.970781 2020-04-16 23:51:51,630 Epoch[36] Batch [5150-5200] Speed: 241.36 samples/sec accuracy=0.971406 2020-04-16 23:52:17,856 Epoch[36] Batch [5200-5250] Speed: 244.03 samples/sec accuracy=0.974844 2020-04-16 23:52:44,222 Epoch[36] Batch [5250-5300] Speed: 242.74 samples/sec accuracy=0.974531 2020-04-16 23:53:10,578 Epoch[36] Batch [5300-5350] Speed: 242.83 samples/sec accuracy=0.969844 2020-04-16 23:53:36,898 Epoch[36] Batch [5350-5400] Speed: 243.16 samples/sec accuracy=0.973594 2020-04-16 23:54:03,255 Epoch[36] Batch [5400-5450] Speed: 242.82 samples/sec accuracy=0.967344 2020-04-16 23:54:29,602 Epoch[36] Batch [5450-5500] Speed: 242.91 samples/sec accuracy=0.974375 2020-04-16 23:54:55,870 Epoch[36] Batch [5500-5550] Speed: 243.65 samples/sec accuracy=0.971875 2020-04-16 23:55:22,168 Epoch[36] Batch [5550-5600] Speed: 243.36 samples/sec accuracy=0.972969 2020-04-16 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accuracy=0.973437 2020-04-17 00:05:00,646 Epoch[36] Batch [6650-6700] Speed: 243.93 samples/sec accuracy=0.970313 2020-04-17 00:05:26,939 Epoch[36] Batch [6700-6750] Speed: 243.41 samples/sec accuracy=0.974063 2020-04-17 00:05:53,233 Epoch[36] Batch [6750-6800] Speed: 243.41 samples/sec accuracy=0.971406 2020-04-17 00:06:19,542 Epoch[36] Batch [6800-6850] Speed: 243.27 samples/sec accuracy=0.973906 2020-04-17 00:06:45,794 Epoch[36] Batch [6850-6900] Speed: 243.79 samples/sec accuracy=0.970000 2020-04-17 00:07:12,057 Epoch[36] Batch [6900-6950] Speed: 243.69 samples/sec accuracy=0.972812 2020-04-17 00:07:38,311 Epoch[36] Batch [6950-7000] Speed: 243.77 samples/sec accuracy=0.972500 2020-04-17 00:08:04,602 Epoch[36] Batch [7000-7050] Speed: 243.43 samples/sec accuracy=0.972969 2020-04-17 00:08:30,809 Epoch[36] Batch [7050-7100] Speed: 244.21 samples/sec accuracy=0.971094 2020-04-17 00:08:57,074 Epoch[36] Batch [7100-7150] Speed: 243.67 samples/sec accuracy=0.972344 2020-04-17 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accuracy=0.970625 2020-04-17 00:18:35,991 Epoch[36] Batch [8200-8250] Speed: 241.82 samples/sec accuracy=0.974688 2020-04-17 00:19:03,081 Epoch[36] Batch [8250-8300] Speed: 236.25 samples/sec accuracy=0.977344 2020-04-17 00:19:29,467 Epoch[36] Batch [8300-8350] Speed: 242.55 samples/sec accuracy=0.970938 2020-04-17 00:19:55,806 Epoch[36] Batch [8350-8400] Speed: 242.99 samples/sec accuracy=0.971719 2020-04-17 00:20:22,043 Epoch[36] Batch [8400-8450] Speed: 243.93 samples/sec accuracy=0.973125 2020-04-17 00:20:48,369 Epoch[36] Batch [8450-8500] Speed: 243.11 samples/sec accuracy=0.969531 2020-04-17 00:21:14,602 Epoch[36] Batch [8500-8550] Speed: 243.97 samples/sec accuracy=0.972031 2020-04-17 00:21:40,979 Epoch[36] Batch [8550-8600] Speed: 242.64 samples/sec accuracy=0.975000 2020-04-17 00:22:07,240 Epoch[36] Batch [8600-8650] Speed: 243.71 samples/sec accuracy=0.969844 2020-04-17 00:22:33,764 Epoch[36] Batch [8650-8700] Speed: 241.30 samples/sec accuracy=0.968906 2020-04-17 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accuracy=0.970938 2020-04-17 00:32:13,003 Epoch[36] Batch [9750-9800] Speed: 242.59 samples/sec accuracy=0.969844 2020-04-17 00:32:39,237 Epoch[36] Batch [9800-9850] Speed: 243.96 samples/sec accuracy=0.973281 2020-04-17 00:33:05,451 Epoch[36] Batch [9850-9900] Speed: 244.14 samples/sec accuracy=0.970000 2020-04-17 00:33:31,746 Epoch[36] Batch [9900-9950] Speed: 243.39 samples/sec accuracy=0.974375 2020-04-17 00:33:57,960 Epoch[36] Batch [9950-10000] Speed: 244.15 samples/sec accuracy=0.972187 2020-04-17 00:34:24,208 Epoch[36] Batch [10000-10050] Speed: 243.83 samples/sec accuracy=0.972187 2020-04-17 00:34:50,579 Epoch[36] Batch [10050-10100] Speed: 242.69 samples/sec accuracy=0.973594 2020-04-17 00:35:16,842 Epoch[36] Batch [10100-10150] Speed: 243.69 samples/sec accuracy=0.973906 2020-04-17 00:35:43,181 Epoch[36] Batch [10150-10200] Speed: 242.98 samples/sec accuracy=0.968281 2020-04-17 00:36:09,432 Epoch[36] Batch [10200-10250] Speed: 243.80 samples/sec accuracy=0.970781 2020-04-17 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[11250-11300] Speed: 243.59 samples/sec accuracy=0.970156 2020-04-17 00:45:47,664 Epoch[36] Batch [11300-11350] Speed: 243.77 samples/sec accuracy=0.971406 2020-04-17 00:46:13,974 Epoch[36] Batch [11350-11400] Speed: 243.26 samples/sec accuracy=0.975781 2020-04-17 00:46:40,423 Epoch[36] Batch [11400-11450] Speed: 241.97 samples/sec accuracy=0.971719 2020-04-17 00:47:06,652 Epoch[36] Batch [11450-11500] Speed: 244.01 samples/sec accuracy=0.973906 2020-04-17 00:47:32,959 Epoch[36] Batch [11500-11550] Speed: 243.28 samples/sec accuracy=0.973281 2020-04-17 00:47:59,196 Epoch[36] Batch [11550-11600] Speed: 243.93 samples/sec accuracy=0.972187 2020-04-17 00:48:25,419 Epoch[36] Batch [11600-11650] Speed: 244.06 samples/sec accuracy=0.971406 2020-04-17 00:48:51,733 Epoch[36] Batch [11650-11700] Speed: 243.22 samples/sec accuracy=0.975313 2020-04-17 00:49:18,020 Epoch[36] Batch [11700-11750] Speed: 243.46 samples/sec accuracy=0.972812 2020-04-17 00:49:44,268 Epoch[36] Batch [11750-11800] Speed: 243.83 samples/sec accuracy=0.972656 2020-04-17 00:50:10,905 Epoch[36] Batch [11800-11850] Speed: 240.27 samples/sec accuracy=0.970156 2020-04-17 00:50:37,200 Epoch[36] Batch [11850-11900] Speed: 243.40 samples/sec accuracy=0.972031 2020-04-17 00:51:03,532 Epoch[36] Batch [11900-11950] Speed: 243.05 samples/sec accuracy=0.970000 2020-04-17 00:51:29,775 Epoch[36] Batch [11950-12000] Speed: 243.88 samples/sec accuracy=0.974688 2020-04-17 00:51:55,988 Epoch[36] Batch [12000-12050] Speed: 244.15 samples/sec accuracy=0.975625 2020-04-17 00:52:22,192 Epoch[36] Batch [12050-12100] Speed: 244.24 samples/sec accuracy=0.972812 2020-04-17 00:52:48,433 Epoch[36] Batch [12100-12150] Speed: 243.90 samples/sec accuracy=0.971875 2020-04-17 00:53:14,714 Epoch[36] Batch [12150-12200] Speed: 243.52 samples/sec accuracy=0.970625 2020-04-17 00:53:40,976 Epoch[36] Batch [12200-12250] Speed: 243.70 samples/sec accuracy=0.969219 2020-04-17 00:54:07,322 Epoch[36] Batch [12250-12300] Speed: 242.92 samples/sec accuracy=0.974219 2020-04-17 00:54:33,603 Epoch[36] Batch [12300-12350] Speed: 243.53 samples/sec accuracy=0.969219 2020-04-17 00:54:59,871 Epoch[36] Batch [12350-12400] Speed: 243.65 samples/sec accuracy=0.969219 2020-04-17 00:55:26,185 Epoch[36] Batch [12400-12450] Speed: 243.21 samples/sec accuracy=0.968594 2020-04-17 00:55:52,439 Epoch[36] Batch [12450-12500] Speed: 243.77 samples/sec accuracy=0.968906 2020-04-17 00:56:18,768 Epoch[36] Batch [12500-12550] Speed: 243.08 samples/sec accuracy=0.976406 2020-04-17 00:56:45,196 Epoch[36] Batch [12550-12600] Speed: 242.17 samples/sec accuracy=0.969219 2020-04-17 00:57:11,664 Epoch[36] Batch [12600-12650] Speed: 241.80 samples/sec accuracy=0.974219 2020-04-17 00:57:38,051 Epoch[36] Batch [12650-12700] Speed: 242.54 samples/sec accuracy=0.970938 2020-04-17 00:58:04,294 Epoch[36] Batch [12700-12750] Speed: 243.88 samples/sec accuracy=0.973125 2020-04-17 00:58:30,466 Epoch[36] Batch [12750-12800] Speed: 244.54 samples/sec accuracy=0.968906 2020-04-17 00:58:56,699 Epoch[36] Batch [12800-12850] Speed: 243.96 samples/sec accuracy=0.973594 2020-04-17 00:59:23,054 Epoch[36] Batch [12850-12900] Speed: 242.84 samples/sec accuracy=0.974375 2020-04-17 00:59:49,335 Epoch[36] Batch [12900-12950] Speed: 243.52 samples/sec accuracy=0.968437 2020-04-17 01:00:15,666 Epoch[36] Batch [12950-13000] Speed: 243.06 samples/sec accuracy=0.970313 2020-04-17 01:00:41,877 Epoch[36] Batch [13000-13050] Speed: 244.18 samples/sec accuracy=0.974688 2020-04-17 01:01:08,126 Epoch[36] Batch [13050-13100] Speed: 243.82 samples/sec accuracy=0.970781 2020-04-17 01:01:34,707 Epoch[36] Batch [13100-13150] Speed: 240.77 samples/sec accuracy=0.971406 2020-04-17 01:02:01,104 Epoch[36] Batch [13150-13200] Speed: 242.45 samples/sec accuracy=0.971562 2020-04-17 01:02:27,307 Epoch[36] Batch [13200-13250] Speed: 244.25 samples/sec accuracy=0.973125 2020-04-17 01:02:53,510 Epoch[36] Batch [13250-13300] Speed: 244.26 samples/sec accuracy=0.971406 2020-04-17 01:03:19,744 Epoch[36] Batch [13300-13350] Speed: 243.96 samples/sec accuracy=0.969375 2020-04-17 01:03:45,939 Epoch[36] Batch [13350-13400] Speed: 244.32 samples/sec accuracy=0.968125 2020-04-17 01:04:12,229 Epoch[36] Batch [13400-13450] Speed: 243.45 samples/sec accuracy=0.972031 2020-04-17 01:04:38,473 Epoch[36] Batch [13450-13500] Speed: 243.87 samples/sec accuracy=0.971094 2020-04-17 01:05:04,672 Epoch[36] Batch [13500-13550] Speed: 244.28 samples/sec accuracy=0.973281 2020-04-17 01:05:30,896 Epoch[36] Batch [13550-13600] Speed: 244.05 samples/sec accuracy=0.970625 2020-04-17 01:05:57,098 Epoch[36] Batch [13600-13650] Speed: 244.26 samples/sec accuracy=0.969844 2020-04-17 01:06:23,329 Epoch[36] Batch [13650-13700] Speed: 243.99 samples/sec accuracy=0.970625 2020-04-17 01:06:49,539 Epoch[36] Batch [13700-13750] Speed: 244.18 samples/sec accuracy=0.975156 2020-04-17 01:07:15,678 Epoch[36] Batch [13750-13800] Speed: 244.85 samples/sec accuracy=0.971250 2020-04-17 01:07:41,936 Epoch[36] Batch [13800-13850] Speed: 243.73 samples/sec accuracy=0.970000 2020-04-17 01:08:08,148 Epoch[36] Batch [13850-13900] Speed: 244.17 samples/sec accuracy=0.972969 2020-04-17 01:08:34,329 Epoch[36] Batch [13900-13950] Speed: 244.45 samples/sec accuracy=0.974688 2020-04-17 01:09:00,557 Epoch[36] Batch [13950-14000] Speed: 244.01 samples/sec accuracy=0.970781 2020-04-17 01:09:26,818 Epoch[36] Batch [14000-14050] Speed: 243.71 samples/sec accuracy=0.970938 2020-04-17 01:09:53,056 Epoch[36] Batch [14050-14100] Speed: 243.92 samples/sec accuracy=0.974688 2020-04-17 01:10:19,295 Epoch[36] Batch [14100-14150] Speed: 243.92 samples/sec accuracy=0.971562 2020-04-17 01:10:45,507 Epoch[36] Batch [14150-14200] Speed: 244.16 samples/sec accuracy=0.970625 2020-04-17 01:11:11,737 Epoch[36] Batch [14200-14250] Speed: 244.00 samples/sec accuracy=0.969844 2020-04-17 01:11:38,028 Epoch[36] Batch [14250-14300] Speed: 243.43 samples/sec accuracy=0.969844 2020-04-17 01:12:04,260 Epoch[36] Batch [14300-14350] Speed: 243.97 samples/sec accuracy=0.969844 2020-04-17 01:12:30,611 Epoch[36] Batch [14350-14400] Speed: 242.88 samples/sec accuracy=0.969844 2020-04-17 01:12:56,905 Epoch[36] Batch [14400-14450] Speed: 243.40 samples/sec accuracy=0.974688 2020-04-17 01:13:23,157 Epoch[36] Batch [14450-14500] Speed: 243.80 samples/sec accuracy=0.967969 2020-04-17 01:13:49,394 Epoch[36] Batch [14500-14550] Speed: 243.93 samples/sec accuracy=0.972969 2020-04-17 01:14:15,611 Epoch[36] Batch [14550-14600] Speed: 244.12 samples/sec accuracy=0.972344 2020-04-17 01:14:42,417 Epoch[36] Batch [14600-14650] Speed: 238.75 samples/sec accuracy=0.968281 2020-04-17 01:15:08,699 Epoch[36] Batch [14650-14700] Speed: 243.52 samples/sec accuracy=0.972969 2020-04-17 01:15:35,260 Epoch[36] Batch [14700-14750] Speed: 240.96 samples/sec accuracy=0.975156 2020-04-17 01:16:01,514 Epoch[36] Batch [14750-14800] Speed: 243.77 samples/sec accuracy=0.967656 2020-04-17 01:16:27,705 Epoch[36] Batch [14800-14850] Speed: 244.36 samples/sec accuracy=0.969375 2020-04-17 01:16:53,941 Epoch[36] Batch [14850-14900] Speed: 243.94 samples/sec accuracy=0.970156 2020-04-17 01:17:20,430 Epoch[36] Batch [14900-14950] Speed: 241.61 samples/sec accuracy=0.970625 2020-04-17 01:17:48,088 Epoch[36] Batch [14950-15000] Speed: 231.39 samples/sec accuracy=0.973594 2020-04-17 01:18:14,417 Epoch[36] Batch [15000-15050] Speed: 243.08 samples/sec accuracy=0.969219 2020-04-17 01:18:40,758 Epoch[36] Batch [15050-15100] Speed: 242.96 samples/sec accuracy=0.972187 2020-04-17 01:19:07,118 Epoch[36] Batch [15100-15150] Speed: 242.80 samples/sec accuracy=0.971562 2020-04-17 01:19:33,461 Epoch[36] Batch [15150-15200] Speed: 242.96 samples/sec accuracy=0.969688 2020-04-17 01:19:59,924 Epoch[36] Batch [15200-15250] Speed: 241.84 samples/sec accuracy=0.971875 2020-04-17 01:20:26,297 Epoch[36] Batch [15250-15300] Speed: 242.68 samples/sec accuracy=0.971875 2020-04-17 01:20:52,612 Epoch[36] Batch [15300-15350] Speed: 243.20 samples/sec accuracy=0.966250 2020-04-17 01:21:18,879 Epoch[36] Batch [15350-15400] Speed: 243.65 samples/sec accuracy=0.974375 2020-04-17 01:21:45,187 Epoch[36] Batch [15400-15450] Speed: 243.28 samples/sec accuracy=0.974063 2020-04-17 01:22:11,449 Epoch[36] Batch [15450-15500] Speed: 243.70 samples/sec accuracy=0.969688 2020-04-17 01:22:37,706 Epoch[36] Batch [15500-15550] Speed: 243.75 samples/sec accuracy=0.972031 2020-04-17 01:23:03,900 Epoch[36] Batch [15550-15600] Speed: 244.34 samples/sec accuracy=0.973125 2020-04-17 01:23:30,231 Epoch[36] Batch [15600-15650] Speed: 243.06 samples/sec accuracy=0.969375 2020-04-17 01:23:56,449 Epoch[36] Batch [15650-15700] Speed: 244.11 samples/sec accuracy=0.970625 2020-04-17 01:24:22,711 Epoch[36] Batch [15700-15750] Speed: 243.70 samples/sec accuracy=0.972031 2020-04-17 01:24:49,008 Epoch[36] Batch [15750-15800] Speed: 243.38 samples/sec accuracy=0.967344 2020-04-17 01:25:15,265 Epoch[36] Batch [15800-15850] Speed: 243.75 samples/sec accuracy=0.968594 2020-04-17 01:25:41,476 Epoch[36] Batch [15850-15900] Speed: 244.17 samples/sec accuracy=0.973437 2020-04-17 01:26:07,794 Epoch[36] Batch [15900-15950] Speed: 243.18 samples/sec accuracy=0.966250 2020-04-17 01:26:34,108 Epoch[36] Batch [15950-16000] Speed: 243.22 samples/sec accuracy=0.972812 2020-04-17 01:27:00,424 Epoch[36] Batch [16000-16050] Speed: 243.19 samples/sec accuracy=0.972187 2020-04-17 01:27:26,703 Epoch[36] Batch [16050-16100] Speed: 243.54 samples/sec accuracy=0.969844 2020-04-17 01:27:52,932 Epoch[36] Batch [16100-16150] Speed: 244.02 samples/sec accuracy=0.971250 2020-04-17 01:28:19,191 Epoch[36] Batch [16150-16200] Speed: 243.72 samples/sec accuracy=0.969375 2020-04-17 01:28:45,835 Epoch[36] Batch [16200-16250] Speed: 240.21 samples/sec accuracy=0.967187 2020-04-17 01:29:12,100 Epoch[36] Batch [16250-16300] Speed: 243.67 samples/sec accuracy=0.967031 2020-04-17 01:29:38,422 Epoch[36] Batch [16300-16350] Speed: 243.15 samples/sec accuracy=0.973906 2020-04-17 01:30:04,612 Epoch[36] Batch [16350-16400] Speed: 244.37 samples/sec accuracy=0.968437 2020-04-17 01:30:30,827 Epoch[36] Batch [16400-16450] Speed: 244.14 samples/sec accuracy=0.969844 2020-04-17 01:30:57,017 Epoch[36] Batch [16450-16500] Speed: 244.37 samples/sec accuracy=0.969844 2020-04-17 01:31:23,329 Epoch[36] Batch [16500-16550] Speed: 243.23 samples/sec accuracy=0.971250 2020-04-17 01:31:49,606 Epoch[36] Batch [16550-16600] Speed: 243.56 samples/sec accuracy=0.967812 2020-04-17 01:32:15,858 Epoch[36] Batch [16600-16650] Speed: 243.79 samples/sec accuracy=0.971094 2020-04-17 01:32:42,038 Epoch[36] Batch [16650-16700] Speed: 244.46 samples/sec accuracy=0.972187 2020-04-17 01:33:08,300 Epoch[36] Batch [16700-16750] Speed: 243.71 samples/sec accuracy=0.972187 2020-04-17 01:33:34,624 Epoch[36] Batch [16750-16800] Speed: 243.12 samples/sec accuracy=0.972344 2020-04-17 01:34:00,873 Epoch[36] Batch [16800-16850] Speed: 243.82 samples/sec accuracy=0.975938 2020-04-17 01:34:27,168 Epoch[36] Batch [16850-16900] Speed: 243.39 samples/sec accuracy=0.976094 2020-04-17 01:34:53,388 Epoch[36] Batch [16900-16950] Speed: 244.09 samples/sec accuracy=0.970938 2020-04-17 01:35:19,668 Epoch[36] Batch [16950-17000] Speed: 243.53 samples/sec accuracy=0.965156 2020-04-17 01:35:46,016 Epoch[36] Batch [17000-17050] Speed: 242.90 samples/sec accuracy=0.968437 2020-04-17 01:36:12,441 Epoch[36] Batch [17050-17100] Speed: 242.20 samples/sec accuracy=0.968906 2020-04-17 01:36:38,669 Epoch[36] Batch [17100-17150] Speed: 244.01 samples/sec accuracy=0.971094 2020-04-17 01:37:05,001 Epoch[36] Batch [17150-17200] Speed: 243.05 samples/sec accuracy=0.972187 2020-04-17 01:37:31,298 Epoch[36] Batch [17200-17250] Speed: 243.38 samples/sec accuracy=0.971562 2020-04-17 01:37:57,601 Epoch[36] Batch [17250-17300] Speed: 243.32 samples/sec accuracy=0.974219 2020-04-17 01:38:23,865 Epoch[36] Batch [17300-17350] Speed: 243.68 samples/sec accuracy=0.970156 2020-04-17 01:38:50,220 Epoch[36] Batch [17350-17400] Speed: 242.84 samples/sec accuracy=0.975156 2020-04-17 01:39:16,458 Epoch[36] Batch [17400-17450] Speed: 243.92 samples/sec accuracy=0.971719 2020-04-17 01:39:42,744 Epoch[36] Batch [17450-17500] Speed: 243.47 samples/sec accuracy=0.970156 2020-04-17 01:40:09,128 Epoch[36] Batch [17500-17550] Speed: 242.58 samples/sec accuracy=0.971406 2020-04-17 01:40:35,476 Epoch[36] Batch [17550-17600] Speed: 242.90 samples/sec accuracy=0.972031 2020-04-17 01:41:01,784 Epoch[36] Batch [17600-17650] Speed: 243.28 samples/sec accuracy=0.970781 2020-04-17 01:41:28,147 Epoch[36] Batch [17650-17700] Speed: 242.77 samples/sec accuracy=0.975156 2020-04-17 01:41:55,040 Epoch[36] Batch [17700-17750] Speed: 237.98 samples/sec accuracy=0.971875 2020-04-17 01:42:21,258 Epoch[36] Batch [17750-17800] Speed: 244.11 samples/sec accuracy=0.968125 2020-04-17 01:42:47,701 Epoch[36] Batch [17800-17850] Speed: 242.03 samples/sec accuracy=0.970938 2020-04-17 01:43:13,972 Epoch[36] Batch [17850-17900] Speed: 243.62 samples/sec accuracy=0.975000 2020-04-17 01:43:40,185 Epoch[36] Batch [17900-17950] Speed: 244.15 samples/sec accuracy=0.969688 2020-04-17 01:44:06,461 Epoch[36] Batch [17950-18000] Speed: 243.57 samples/sec accuracy=0.973125 2020-04-17 01:44:32,680 Epoch[36] Batch [18000-18050] Speed: 244.10 samples/sec accuracy=0.971406 2020-04-17 01:44:59,068 Epoch[36] Batch [18050-18100] Speed: 242.54 samples/sec accuracy=0.971562 2020-04-17 01:45:25,351 Epoch[36] Batch [18100-18150] Speed: 243.51 samples/sec accuracy=0.970938 2020-04-17 01:45:51,660 Epoch[36] Batch [18150-18200] Speed: 243.26 samples/sec accuracy=0.971250 2020-04-17 01:46:18,011 Epoch[36] Batch [18200-18250] Speed: 242.88 samples/sec accuracy=0.970313 2020-04-17 01:46:44,260 Epoch[36] Batch [18250-18300] Speed: 243.81 samples/sec accuracy=0.972187 2020-04-17 01:47:10,533 Epoch[36] Batch [18300-18350] Speed: 243.60 samples/sec accuracy=0.971562 2020-04-17 01:47:36,824 Epoch[36] Batch [18350-18400] Speed: 243.43 samples/sec accuracy=0.969375 2020-04-17 01:48:03,073 Epoch[36] Batch [18400-18450] Speed: 243.83 samples/sec accuracy=0.972031 2020-04-17 01:48:29,457 Epoch[36] Batch [18450-18500] Speed: 242.57 samples/sec accuracy=0.974375 2020-04-17 01:48:55,692 Epoch[36] Batch [18500-18550] Speed: 243.95 samples/sec accuracy=0.974063 2020-04-17 01:49:21,930 Epoch[36] Batch [18550-18600] Speed: 243.92 samples/sec accuracy=0.974219 2020-04-17 01:49:48,232 Epoch[36] Batch [18600-18650] Speed: 243.33 samples/sec accuracy=0.968594 2020-04-17 01:50:14,550 Epoch[36] Batch [18650-18700] Speed: 243.18 samples/sec accuracy=0.969531 2020-04-17 01:50:40,934 Epoch[36] Batch [18700-18750] Speed: 242.57 samples/sec accuracy=0.971719 2020-04-17 01:51:07,179 Epoch[36] Batch [18750-18800] Speed: 243.86 samples/sec accuracy=0.970938 2020-04-17 01:51:33,412 Epoch[36] Batch [18800-18850] Speed: 243.97 samples/sec accuracy=0.969375 2020-04-17 01:51:59,775 Epoch[36] Batch [18850-18900] Speed: 242.76 samples/sec accuracy=0.973594 2020-04-17 01:52:25,994 Epoch[36] Batch [18900-18950] Speed: 244.10 samples/sec accuracy=0.970781 2020-04-17 01:52:52,240 Epoch[36] Batch [18950-19000] Speed: 243.85 samples/sec accuracy=0.972812 2020-04-17 01:53:18,509 Epoch[36] Batch [19000-19050] Speed: 243.63 samples/sec accuracy=0.970000 2020-04-17 01:53:44,821 Epoch[36] Batch [19050-19100] Speed: 243.24 samples/sec accuracy=0.971719 2020-04-17 01:54:11,115 Epoch[36] Batch [19100-19150] Speed: 243.41 samples/sec accuracy=0.971406 2020-04-17 01:54:37,795 Epoch[36] Batch [19150-19200] Speed: 239.88 samples/sec accuracy=0.973281 2020-04-17 01:55:04,121 Epoch[36] Batch [19200-19250] Speed: 243.11 samples/sec accuracy=0.971094 2020-04-17 01:55:30,393 Epoch[36] Batch [19250-19300] Speed: 243.61 samples/sec accuracy=0.970469 2020-04-17 01:55:56,888 Epoch[36] Batch [19300-19350] Speed: 241.56 samples/sec accuracy=0.975313 2020-04-17 01:56:23,105 Epoch[36] Batch [19350-19400] Speed: 244.12 samples/sec accuracy=0.970938 2020-04-17 01:56:49,287 Epoch[36] Batch [19400-19450] Speed: 244.44 samples/sec accuracy=0.970000 2020-04-17 01:57:15,518 Epoch[36] Batch [19450-19500] Speed: 243.99 samples/sec accuracy=0.967344 2020-04-17 01:57:41,718 Epoch[36] Batch [19500-19550] Speed: 244.28 samples/sec accuracy=0.971562 2020-04-17 01:58:07,918 Epoch[36] Batch [19550-19600] Speed: 244.27 samples/sec accuracy=0.974063 2020-04-17 01:58:34,128 Epoch[36] Batch [19600-19650] Speed: 244.18 samples/sec accuracy=0.975000 2020-04-17 01:59:00,300 Epoch[36] Batch [19650-19700] Speed: 244.54 samples/sec accuracy=0.970938 2020-04-17 01:59:26,523 Epoch[36] Batch [19700-19750] Speed: 244.06 samples/sec accuracy=0.970781 2020-04-17 01:59:52,795 Epoch[36] Batch [19750-19800] Speed: 243.60 samples/sec accuracy=0.970156 2020-04-17 02:00:19,005 Epoch[36] Batch [19800-19850] Speed: 244.19 samples/sec accuracy=0.970000 2020-04-17 02:00:45,306 Epoch[36] Batch [19850-19900] Speed: 243.34 samples/sec accuracy=0.971250 2020-04-17 02:01:11,528 Epoch[36] Batch [19900-19950] Speed: 244.07 samples/sec accuracy=0.970313 2020-04-17 02:01:37,816 Epoch[36] Batch [19950-20000] Speed: 243.46 samples/sec accuracy=0.968906 2020-04-17 02:02:04,148 Epoch[36] Batch [20000-20050] Speed: 243.05 samples/sec accuracy=0.970938 2020-04-17 02:02:30,378 Epoch[36] Batch [20050-20100] Speed: 244.00 samples/sec accuracy=0.967500 2020-04-17 02:02:56,586 Epoch[36] Batch [20100-20150] Speed: 244.20 samples/sec accuracy=0.973906 2020-04-17 02:03:22,848 Epoch[36] Batch [20150-20200] Speed: 243.70 samples/sec accuracy=0.973281 2020-04-17 02:03:49,138 Epoch[36] Batch [20200-20250] Speed: 243.44 samples/sec accuracy=0.970313 2020-04-17 02:04:15,346 Epoch[36] Batch [20250-20300] Speed: 244.20 samples/sec accuracy=0.971250 2020-04-17 02:04:41,652 Epoch[36] Batch [20300-20350] Speed: 243.30 samples/sec accuracy=0.969063 2020-04-17 02:05:07,926 Epoch[36] Batch [20350-20400] Speed: 243.58 samples/sec accuracy=0.971094 2020-04-17 02:05:34,185 Epoch[36] Batch [20400-20450] Speed: 243.73 samples/sec accuracy=0.968281 2020-04-17 02:06:00,455 Epoch[36] Batch [20450-20500] Speed: 243.62 samples/sec accuracy=0.966250 2020-04-17 02:06:26,803 Epoch[36] Batch [20500-20550] Speed: 242.91 samples/sec accuracy=0.969219 2020-04-17 02:06:53,100 Epoch[36] Batch [20550-20600] Speed: 243.38 samples/sec accuracy=0.970469 2020-04-17 02:07:19,330 Epoch[36] Batch [20600-20650] Speed: 243.99 samples/sec accuracy=0.968437 2020-04-17 02:07:45,713 Epoch[36] Batch [20650-20700] Speed: 242.59 samples/sec accuracy=0.968906 2020-04-17 02:08:12,431 Epoch[36] Batch [20700-20750] Speed: 239.54 samples/sec accuracy=0.973594 2020-04-17 02:08:38,753 Epoch[36] Batch [20750-20800] Speed: 243.14 samples/sec accuracy=0.973750 2020-04-17 02:09:05,026 Epoch[36] Batch [20800-20850] Speed: 243.61 samples/sec accuracy=0.971562 2020-04-17 02:09:31,235 Epoch[36] Batch [20850-20900] Speed: 244.19 samples/sec accuracy=0.969688 2020-04-17 02:09:57,503 Epoch[36] Batch [20900-20950] Speed: 243.65 samples/sec accuracy=0.973594 2020-04-17 02:10:23,710 Epoch[36] Batch [20950-21000] Speed: 244.21 samples/sec accuracy=0.970781 2020-04-17 02:10:49,897 Epoch[36] Batch [21000-21050] Speed: 244.40 samples/sec accuracy=0.973750 2020-04-17 02:11:16,095 Epoch[36] Batch [21050-21100] Speed: 244.29 samples/sec accuracy=0.971719 2020-04-17 02:11:42,285 Epoch[36] Batch [21100-21150] Speed: 244.37 samples/sec accuracy=0.969219 2020-04-17 02:12:08,511 Epoch[36] Batch [21150-21200] Speed: 244.03 samples/sec accuracy=0.972031 2020-04-17 02:12:34,843 Epoch[36] Batch [21200-21250] Speed: 243.05 samples/sec accuracy=0.969844 2020-04-17 02:13:01,055 Epoch[36] Batch [21250-21300] Speed: 244.17 samples/sec accuracy=0.971406 2020-04-17 02:13:27,412 Epoch[36] Batch [21300-21350] Speed: 242.82 samples/sec accuracy=0.971406 2020-04-17 02:13:53,647 Epoch[36] Batch [21350-21400] Speed: 243.94 samples/sec accuracy=0.973750 2020-04-17 02:14:19,948 Epoch[36] Batch [21400-21450] Speed: 243.34 samples/sec accuracy=0.970469 2020-04-17 02:14:46,495 Epoch[36] Batch [21450-21500] Speed: 241.08 samples/sec accuracy=0.970156 2020-04-17 02:15:12,833 Epoch[36] Batch [21500-21550] Speed: 243.00 samples/sec accuracy=0.969531 2020-04-17 02:15:39,030 Epoch[36] Batch [21550-21600] Speed: 244.31 samples/sec accuracy=0.973281 2020-04-17 02:16:05,373 Epoch[36] Batch [21600-21650] Speed: 242.96 samples/sec accuracy=0.970625 2020-04-17 02:16:31,824 Epoch[36] Batch [21650-21700] Speed: 241.96 samples/sec accuracy=0.971562 2020-04-17 02:16:58,104 Epoch[36] Batch [21700-21750] Speed: 243.53 samples/sec accuracy=0.970156 2020-04-17 02:17:24,426 Epoch[36] Batch [21750-21800] Speed: 243.14 samples/sec accuracy=0.972031 2020-04-17 02:17:50,644 Epoch[36] Batch [21800-21850] Speed: 244.11 samples/sec accuracy=0.973125 2020-04-17 02:18:16,975 Epoch[36] Batch [21850-21900] Speed: 243.07 samples/sec accuracy=0.973594 2020-04-17 02:18:43,162 Epoch[36] Batch [21900-21950] Speed: 244.40 samples/sec accuracy=0.971250 2020-04-17 02:19:09,485 Epoch[36] Batch [21950-22000] Speed: 243.14 samples/sec accuracy=0.967344 2020-04-17 02:19:35,703 Epoch[36] Batch [22000-22050] Speed: 244.11 samples/sec accuracy=0.969844 2020-04-17 02:20:01,938 Epoch[36] Batch [22050-22100] Speed: 243.95 samples/sec accuracy=0.970469 2020-04-17 02:20:28,138 Epoch[36] Batch [22100-22150] Speed: 244.27 samples/sec accuracy=0.968750 2020-04-17 02:20:54,350 Epoch[36] Batch [22150-22200] Speed: 244.17 samples/sec accuracy=0.972969 2020-04-17 02:21:20,574 Epoch[36] Batch [22200-22250] Speed: 244.06 samples/sec accuracy=0.975000 2020-04-17 02:21:46,863 Epoch[36] Batch [22250-22300] Speed: 243.45 samples/sec accuracy=0.970313 2020-04-17 02:22:13,544 Epoch[36] Batch [22300-22350] Speed: 239.87 samples/sec accuracy=0.971406 2020-04-17 02:22:39,830 Epoch[36] Batch [22350-22400] Speed: 243.48 samples/sec accuracy=0.970781 2020-04-17 02:23:06,079 Epoch[36] Batch [22400-22450] Speed: 243.82 samples/sec accuracy=0.972344 2020-04-17 02:23:32,321 Epoch[36] Batch [22450-22500] Speed: 243.89 samples/sec accuracy=0.972187 2020-04-17 02:23:58,547 Epoch[36] Batch [22500-22550] Speed: 244.04 samples/sec accuracy=0.967187 2020-04-17 02:24:24,858 Epoch[36] Batch [22550-22600] Speed: 243.24 samples/sec accuracy=0.972656 2020-04-17 02:24:51,169 Epoch[36] Batch [22600-22650] Speed: 243.25 samples/sec accuracy=0.974063 2020-04-17 02:25:17,481 Epoch[36] Batch [22650-22700] Speed: 243.23 samples/sec accuracy=0.972500 2020-04-17 02:25:43,753 Epoch[36] Batch [22700-22750] Speed: 243.61 samples/sec accuracy=0.971406 2020-04-17 02:26:10,030 Epoch[36] Batch [22750-22800] Speed: 243.57 samples/sec accuracy=0.971875 2020-04-17 02:26:36,383 Epoch[36] Batch [22800-22850] Speed: 242.86 samples/sec accuracy=0.972187 2020-04-17 02:27:02,682 Epoch[36] Batch [22850-22900] Speed: 243.35 samples/sec accuracy=0.975313 2020-04-17 02:27:29,065 Epoch[36] Batch [22900-22950] Speed: 242.59 samples/sec accuracy=0.971875 2020-04-17 02:27:55,256 Epoch[36] Batch [22950-23000] Speed: 244.36 samples/sec accuracy=0.970156 2020-04-17 02:28:21,711 Epoch[36] Batch [23000-23050] Speed: 241.92 samples/sec accuracy=0.970938 2020-04-17 02:28:48,128 Epoch[36] Batch [23050-23100] Speed: 242.27 samples/sec accuracy=0.972344 2020-04-17 02:29:14,427 Epoch[36] Batch [23100-23150] Speed: 243.36 samples/sec accuracy=0.970625 2020-04-17 02:29:40,745 Epoch[36] Batch [23150-23200] Speed: 243.18 samples/sec accuracy=0.972656 2020-04-17 02:30:06,997 Epoch[36] Batch [23200-23250] Speed: 243.80 samples/sec accuracy=0.971562 2020-04-17 02:30:33,307 Epoch[36] Batch [23250-23300] Speed: 243.26 samples/sec accuracy=0.973281 2020-04-17 02:30:59,627 Epoch[36] Batch [23300-23350] Speed: 243.16 samples/sec accuracy=0.973437 2020-04-17 02:31:25,893 Epoch[36] Batch [23350-23400] Speed: 243.67 samples/sec accuracy=0.971250 2020-04-17 02:31:52,155 Epoch[36] Batch [23400-23450] Speed: 243.69 samples/sec accuracy=0.970938 2020-04-17 02:32:18,444 Epoch[36] Batch 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accuracy=0.971562 2020-04-17 02:41:31,204 Epoch[36] Batch [24500-24550] Speed: 243.01 samples/sec accuracy=0.971562 2020-04-17 02:41:57,457 Epoch[36] Batch [24550-24600] Speed: 243.79 samples/sec accuracy=0.971094 2020-04-17 02:42:23,778 Epoch[36] Batch [24600-24650] Speed: 243.15 samples/sec accuracy=0.970781 2020-04-17 02:42:49,988 Epoch[36] Batch [24650-24700] Speed: 244.18 samples/sec accuracy=0.972656 2020-04-17 02:43:16,254 Epoch[36] Batch [24700-24750] Speed: 243.67 samples/sec accuracy=0.972031 2020-04-17 02:43:42,553 Epoch[36] Batch [24750-24800] Speed: 243.35 samples/sec accuracy=0.968594 2020-04-17 02:44:08,763 Epoch[36] Batch [24800-24850] Speed: 244.19 samples/sec accuracy=0.974219 2020-04-17 02:44:35,038 Epoch[36] Batch [24850-24900] Speed: 243.58 samples/sec accuracy=0.975938 2020-04-17 02:45:01,343 Epoch[36] Batch [24900-24950] Speed: 243.30 samples/sec accuracy=0.970313 2020-04-17 02:45:27,548 Epoch[36] Batch [24950-25000] Speed: 244.23 samples/sec accuracy=0.970469 2020-04-17 02:45:53,794 Epoch[36] Batch [25000-25050] Speed: 243.85 samples/sec accuracy=0.971875 2020-04-17 02:46:19,952 Epoch[36] Batch [25050-25100] Speed: 244.67 samples/sec accuracy=0.970625 2020-04-17 02:46:46,209 Epoch[36] Batch [25100-25150] Speed: 243.74 samples/sec accuracy=0.973437 2020-04-17 02:47:12,526 Epoch[36] Batch [25150-25200] Speed: 243.19 samples/sec accuracy=0.969688 2020-04-17 02:47:38,797 Epoch[36] Batch [25200-25250] Speed: 243.62 samples/sec accuracy=0.972031 2020-04-17 02:48:05,487 Epoch[36] Batch [25250-25300] Speed: 239.79 samples/sec accuracy=0.970156 2020-04-17 02:48:32,335 Epoch[36] Batch [25300-25350] Speed: 238.38 samples/sec accuracy=0.971406 2020-04-17 02:48:58,580 Epoch[36] Batch [25350-25400] Speed: 243.86 samples/sec accuracy=0.970156 2020-04-17 02:49:24,847 Epoch[36] Batch [25400-25450] Speed: 243.66 samples/sec accuracy=0.970469 2020-04-17 02:49:51,146 Epoch[36] Batch [25450-25500] Speed: 243.35 samples/sec accuracy=0.973125 2020-04-17 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[26500-26550] Speed: 243.06 samples/sec accuracy=0.967344 2020-04-17 02:59:30,192 Epoch[36] Batch [26550-26600] Speed: 243.68 samples/sec accuracy=0.975156 2020-04-17 02:59:56,501 Epoch[36] Batch [26600-26650] Speed: 243.27 samples/sec accuracy=0.970156 2020-04-17 03:00:22,757 Epoch[36] Batch [26650-26700] Speed: 243.76 samples/sec accuracy=0.974688 2020-04-17 03:00:49,057 Epoch[36] Batch [26700-26750] Speed: 243.35 samples/sec accuracy=0.971406 2020-04-17 03:01:15,883 Epoch[36] Batch [26750-26800] Speed: 238.58 samples/sec accuracy=0.970469 2020-04-17 03:01:42,244 Epoch[36] Batch [26800-26850] Speed: 242.79 samples/sec accuracy=0.970156 2020-04-17 03:02:08,471 Epoch[36] Batch [26850-26900] Speed: 244.02 samples/sec accuracy=0.974531 2020-04-17 03:02:34,736 Epoch[36] Batch [26900-26950] Speed: 243.68 samples/sec accuracy=0.972812 2020-04-17 03:03:00,972 Epoch[36] Batch [26950-27000] Speed: 243.94 samples/sec accuracy=0.974688 2020-04-17 03:03:27,195 Epoch[36] Batch [27000-27050] Speed: 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accuracy=0.971094 2020-04-17 03:08:16,910 Epoch[36] Batch [27550-27600] Speed: 243.55 samples/sec accuracy=0.969375 2020-04-17 03:08:43,165 Epoch[36] Batch [27600-27650] Speed: 243.76 samples/sec accuracy=0.970156 2020-04-17 03:09:09,437 Epoch[36] Batch [27650-27700] Speed: 243.61 samples/sec accuracy=0.970469 2020-04-17 03:09:35,792 Epoch[36] Batch [27700-27750] Speed: 242.84 samples/sec accuracy=0.970000 2020-04-17 03:10:02,182 Epoch[36] Batch [27750-27800] Speed: 242.51 samples/sec accuracy=0.969688 2020-04-17 03:10:28,437 Epoch[36] Batch [27800-27850] Speed: 243.76 samples/sec accuracy=0.973125 2020-04-17 03:10:54,703 Epoch[36] Batch [27850-27900] Speed: 243.66 samples/sec accuracy=0.975000 2020-04-17 03:11:21,014 Epoch[36] Batch [27900-27950] Speed: 243.25 samples/sec accuracy=0.971094 2020-04-17 03:11:47,395 Epoch[36] Batch [27950-28000] Speed: 242.60 samples/sec accuracy=0.970469 2020-04-17 03:12:13,647 Epoch[36] Batch [28000-28050] Speed: 243.79 samples/sec accuracy=0.969531 2020-04-17 03:12:40,243 Epoch[36] Batch [28050-28100] Speed: 240.63 samples/sec accuracy=0.971250 2020-04-17 03:13:06,510 Epoch[36] Batch [28100-28150] Speed: 243.66 samples/sec accuracy=0.972187 2020-04-17 03:13:32,929 Epoch[36] Batch [28150-28200] Speed: 242.25 samples/sec accuracy=0.974688 2020-04-17 03:13:53,338 Epoch[36] Train-accuracy=0.971393 2020-04-17 03:13:53,338 Epoch[36] Time cost=14863.934 2020-04-17 03:13:53,387 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0037.params" 2020-04-17 03:40:40,884 Epoch[36] Validation-accuracy=0.985794 2020-04-17 03:41:15,451 Epoch[37] Batch [0-50] Speed: 241.03 samples/sec accuracy=0.970588 2020-04-17 03:41:41,797 Epoch[37] Batch [50-100] Speed: 242.92 samples/sec accuracy=0.967031 2020-04-17 03:42:08,162 Epoch[37] Batch [100-150] Speed: 242.75 samples/sec accuracy=0.972031 2020-04-17 03:42:34,440 Epoch[37] Batch [150-200] Speed: 243.56 samples/sec accuracy=0.970000 2020-04-17 03:43:00,747 Epoch[37] Batch [200-250] 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03:47:50,177 Epoch[37] Batch [750-800] Speed: 243.29 samples/sec accuracy=0.971406 2020-04-17 03:48:16,514 Epoch[37] Batch [800-850] Speed: 243.00 samples/sec accuracy=0.973125 2020-04-17 03:48:42,799 Epoch[37] Batch [850-900] Speed: 243.48 samples/sec accuracy=0.972187 2020-04-17 03:49:09,108 Epoch[37] Batch [900-950] Speed: 243.27 samples/sec accuracy=0.969219 2020-04-17 03:49:35,484 Epoch[37] Batch [950-1000] Speed: 242.64 samples/sec accuracy=0.971406 2020-04-17 03:50:01,713 Epoch[37] Batch [1000-1050] Speed: 244.01 samples/sec accuracy=0.972031 2020-04-17 03:50:27,959 Epoch[37] Batch [1050-1100] Speed: 243.85 samples/sec accuracy=0.974531 2020-04-17 03:50:54,242 Epoch[37] Batch [1100-1150] Speed: 243.50 samples/sec accuracy=0.973750 2020-04-17 03:51:20,454 Epoch[37] Batch [1150-1200] Speed: 244.16 samples/sec accuracy=0.973594 2020-04-17 03:51:46,717 Epoch[37] Batch [1200-1250] Speed: 243.69 samples/sec accuracy=0.976562 2020-04-17 03:52:12,961 Epoch[37] Batch [1250-1300] Speed: 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2020-04-17 03:57:01,946 Epoch[37] Batch [1800-1850] Speed: 243.24 samples/sec accuracy=0.971406 2020-04-17 03:57:28,628 Epoch[37] Batch [1850-1900] Speed: 239.86 samples/sec accuracy=0.972969 2020-04-17 03:57:54,920 Epoch[37] Batch [1900-1950] Speed: 243.42 samples/sec accuracy=0.972344 2020-04-17 03:58:21,151 Epoch[37] Batch [1950-2000] Speed: 243.99 samples/sec accuracy=0.972812 2020-04-17 03:58:47,447 Epoch[37] Batch [2000-2050] Speed: 243.39 samples/sec accuracy=0.970625 2020-04-17 03:59:13,649 Epoch[37] Batch [2050-2100] Speed: 244.26 samples/sec accuracy=0.972969 2020-04-17 03:59:39,918 Epoch[37] Batch [2100-2150] Speed: 243.63 samples/sec accuracy=0.972812 2020-04-17 04:00:06,251 Epoch[37] Batch [2150-2200] Speed: 243.04 samples/sec accuracy=0.972656 2020-04-17 04:00:32,522 Epoch[37] Batch [2200-2250] Speed: 243.61 samples/sec accuracy=0.970313 2020-04-17 04:00:58,788 Epoch[37] Batch [2250-2300] Speed: 243.67 samples/sec accuracy=0.971094 2020-04-17 04:01:25,042 Epoch[37] Batch [2300-2350] Speed: 243.77 samples/sec accuracy=0.970000 2020-04-17 04:01:51,381 Epoch[37] Batch [2350-2400] Speed: 242.99 samples/sec accuracy=0.970313 2020-04-17 04:02:17,651 Epoch[37] Batch [2400-2450] Speed: 243.62 samples/sec accuracy=0.972656 2020-04-17 04:02:44,078 Epoch[37] Batch [2450-2500] Speed: 242.18 samples/sec accuracy=0.970156 2020-04-17 04:03:10,303 Epoch[37] Batch [2500-2550] Speed: 244.04 samples/sec accuracy=0.970625 2020-04-17 04:03:36,658 Epoch[37] Batch [2550-2600] Speed: 242.84 samples/sec accuracy=0.971406 2020-04-17 04:04:03,043 Epoch[37] Batch [2600-2650] Speed: 242.56 samples/sec accuracy=0.970469 2020-04-17 04:04:29,286 Epoch[37] Batch [2650-2700] Speed: 243.88 samples/sec accuracy=0.972656 2020-04-17 04:04:55,601 Epoch[37] Batch [2700-2750] Speed: 243.21 samples/sec accuracy=0.973750 2020-04-17 04:05:21,950 Epoch[37] Batch [2750-2800] Speed: 242.89 samples/sec accuracy=0.974531 2020-04-17 04:05:48,146 Epoch[37] Batch [2800-2850] Speed: 244.32 samples/sec accuracy=0.969063 2020-04-17 04:06:14,422 Epoch[37] Batch [2850-2900] Speed: 243.57 samples/sec accuracy=0.972500 2020-04-17 04:06:40,833 Epoch[37] Batch [2900-2950] Speed: 242.32 samples/sec accuracy=0.966875 2020-04-17 04:07:07,036 Epoch[37] Batch [2950-3000] Speed: 244.24 samples/sec accuracy=0.971562 2020-04-17 04:07:33,266 Epoch[37] Batch [3000-3050] Speed: 244.00 samples/sec accuracy=0.968125 2020-04-17 04:07:59,536 Epoch[37] Batch [3050-3100] Speed: 243.62 samples/sec accuracy=0.972812 2020-04-17 04:08:25,825 Epoch[37] Batch [3100-3150] Speed: 243.45 samples/sec accuracy=0.968594 2020-04-17 04:08:52,146 Epoch[37] Batch [3150-3200] Speed: 243.16 samples/sec accuracy=0.970313 2020-04-17 04:09:18,466 Epoch[37] Batch [3200-3250] Speed: 243.16 samples/sec accuracy=0.973594 2020-04-17 04:09:44,756 Epoch[37] Batch [3250-3300] Speed: 243.44 samples/sec accuracy=0.968281 2020-04-17 04:10:11,006 Epoch[37] Batch [3300-3350] Speed: 243.81 samples/sec accuracy=0.974688 2020-04-17 04:10:37,824 Epoch[37] Batch [3350-3400] Speed: 238.65 samples/sec accuracy=0.971250 2020-04-17 04:11:04,043 Epoch[37] Batch [3400-3450] Speed: 244.10 samples/sec accuracy=0.968594 2020-04-17 04:11:30,245 Epoch[37] Batch [3450-3500] Speed: 244.26 samples/sec accuracy=0.968281 2020-04-17 04:11:56,499 Epoch[37] Batch [3500-3550] Speed: 243.78 samples/sec accuracy=0.972344 2020-04-17 04:12:22,773 Epoch[37] Batch [3550-3600] Speed: 243.59 samples/sec accuracy=0.973125 2020-04-17 04:12:49,068 Epoch[37] Batch [3600-3650] Speed: 243.39 samples/sec accuracy=0.974375 2020-04-17 04:13:15,463 Epoch[37] Batch [3650-3700] Speed: 242.47 samples/sec accuracy=0.972500 2020-04-17 04:13:41,658 Epoch[37] Batch [3700-3750] Speed: 244.32 samples/sec accuracy=0.973594 2020-04-17 04:14:07,933 Epoch[37] Batch [3750-3800] Speed: 243.58 samples/sec accuracy=0.975156 2020-04-17 04:14:34,219 Epoch[37] Batch [3800-3850] Speed: 243.48 samples/sec accuracy=0.972187 2020-04-17 04:15:00,633 Epoch[37] Batch [3850-3900] 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accuracy=0.970313 2020-04-17 04:19:50,034 Epoch[37] Batch [4400-4450] Speed: 242.76 samples/sec accuracy=0.974375 2020-04-17 04:20:16,389 Epoch[37] Batch [4450-4500] Speed: 242.84 samples/sec accuracy=0.971719 2020-04-17 04:20:42,635 Epoch[37] Batch [4500-4550] Speed: 243.85 samples/sec accuracy=0.971562 2020-04-17 04:21:08,877 Epoch[37] Batch [4550-4600] Speed: 243.88 samples/sec accuracy=0.972969 2020-04-17 04:21:35,188 Epoch[37] Batch [4600-4650] Speed: 243.25 samples/sec accuracy=0.970156 2020-04-17 04:22:01,433 Epoch[37] Batch [4650-4700] Speed: 243.86 samples/sec accuracy=0.967031 2020-04-17 04:22:27,643 Epoch[37] Batch [4700-4750] Speed: 244.18 samples/sec accuracy=0.974219 2020-04-17 04:22:53,942 Epoch[37] Batch [4750-4800] Speed: 243.36 samples/sec accuracy=0.968437 2020-04-17 04:23:20,383 Epoch[37] Batch [4800-4850] Speed: 242.05 samples/sec accuracy=0.968594 2020-04-17 04:23:46,700 Epoch[37] Batch [4850-4900] Speed: 243.19 samples/sec accuracy=0.969219 2020-04-17 04:24:13,523 Epoch[37] Batch [4900-4950] Speed: 238.61 samples/sec accuracy=0.969844 2020-04-17 04:24:39,777 Epoch[37] Batch [4950-5000] Speed: 243.77 samples/sec accuracy=0.971719 2020-04-17 04:25:05,981 Epoch[37] Batch [5000-5050] Speed: 244.24 samples/sec accuracy=0.973437 2020-04-17 04:25:32,198 Epoch[37] Batch [5050-5100] Speed: 244.12 samples/sec accuracy=0.971562 2020-04-17 04:25:58,511 Epoch[37] Batch [5100-5150] Speed: 243.23 samples/sec accuracy=0.970781 2020-04-17 04:26:24,733 Epoch[37] Batch [5150-5200] Speed: 244.07 samples/sec accuracy=0.968281 2020-04-17 04:26:51,127 Epoch[37] Batch [5200-5250] Speed: 242.48 samples/sec accuracy=0.969063 2020-04-17 04:27:17,403 Epoch[37] Batch [5250-5300] Speed: 243.57 samples/sec accuracy=0.974375 2020-04-17 04:27:43,720 Epoch[37] Batch [5300-5350] Speed: 243.19 samples/sec accuracy=0.972031 2020-04-17 04:28:10,068 Epoch[37] Batch [5350-5400] Speed: 242.91 samples/sec accuracy=0.966406 2020-04-17 04:28:36,369 Epoch[37] Batch [5400-5450] 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accuracy=0.968906 2020-04-17 04:33:26,068 Epoch[37] Batch [5950-6000] Speed: 244.02 samples/sec accuracy=0.973906 2020-04-17 04:33:52,350 Epoch[37] Batch [6000-6050] Speed: 243.51 samples/sec accuracy=0.970469 2020-04-17 04:34:18,758 Epoch[37] Batch [6050-6100] Speed: 242.35 samples/sec accuracy=0.973437 2020-04-17 04:34:45,134 Epoch[37] Batch [6100-6150] Speed: 242.64 samples/sec accuracy=0.974844 2020-04-17 04:35:11,586 Epoch[37] Batch [6150-6200] Speed: 241.95 samples/sec accuracy=0.973594 2020-04-17 04:35:37,774 Epoch[37] Batch [6200-6250] Speed: 244.38 samples/sec accuracy=0.971719 2020-04-17 04:36:04,035 Epoch[37] Batch [6250-6300] Speed: 243.72 samples/sec accuracy=0.970156 2020-04-17 04:36:30,381 Epoch[37] Batch [6300-6350] Speed: 242.92 samples/sec accuracy=0.969375 2020-04-17 04:36:56,769 Epoch[37] Batch [6350-6400] Speed: 242.53 samples/sec accuracy=0.969219 2020-04-17 04:37:23,517 Epoch[37] Batch [6400-6450] Speed: 239.27 samples/sec accuracy=0.971719 2020-04-17 04:37:49,756 Epoch[37] Batch [6450-6500] Speed: 243.92 samples/sec accuracy=0.970313 2020-04-17 04:38:16,016 Epoch[37] Batch [6500-6550] Speed: 243.72 samples/sec accuracy=0.973281 2020-04-17 04:38:42,220 Epoch[37] Batch [6550-6600] Speed: 244.23 samples/sec accuracy=0.972656 2020-04-17 04:39:08,493 Epoch[37] Batch [6600-6650] Speed: 243.60 samples/sec accuracy=0.973594 2020-04-17 04:39:34,782 Epoch[37] Batch [6650-6700] Speed: 243.45 samples/sec accuracy=0.974219 2020-04-17 04:40:01,018 Epoch[37] Batch [6700-6750] Speed: 243.94 samples/sec accuracy=0.970469 2020-04-17 04:40:27,210 Epoch[37] Batch [6750-6800] Speed: 244.35 samples/sec accuracy=0.969844 2020-04-17 04:40:53,487 Epoch[37] Batch [6800-6850] Speed: 243.56 samples/sec accuracy=0.970156 2020-04-17 04:41:19,770 Epoch[37] Batch [6850-6900] Speed: 243.51 samples/sec accuracy=0.968437 2020-04-17 04:41:46,056 Epoch[37] Batch [6900-6950] Speed: 243.48 samples/sec accuracy=0.967812 2020-04-17 04:42:12,449 Epoch[37] Batch [6950-7000] 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accuracy=0.968281 2020-04-17 04:47:01,610 Epoch[37] Batch [7500-7550] Speed: 243.38 samples/sec accuracy=0.970469 2020-04-17 04:47:27,918 Epoch[37] Batch [7550-7600] Speed: 243.27 samples/sec accuracy=0.974531 2020-04-17 04:47:54,437 Epoch[37] Batch [7600-7650] Speed: 241.34 samples/sec accuracy=0.973281 2020-04-17 04:48:20,732 Epoch[37] Batch [7650-7700] Speed: 243.40 samples/sec accuracy=0.970000 2020-04-17 04:48:47,038 Epoch[37] Batch [7700-7750] Speed: 243.29 samples/sec accuracy=0.971719 2020-04-17 04:49:13,337 Epoch[37] Batch [7750-7800] Speed: 243.35 samples/sec accuracy=0.975000 2020-04-17 04:49:39,648 Epoch[37] Batch [7800-7850] Speed: 243.25 samples/sec accuracy=0.969688 2020-04-17 04:50:05,974 Epoch[37] Batch [7850-7900] Speed: 243.11 samples/sec accuracy=0.970781 2020-04-17 04:50:32,223 Epoch[37] Batch [7900-7950] Speed: 243.82 samples/sec accuracy=0.973906 2020-04-17 04:50:58,851 Epoch[37] Batch [7950-8000] Speed: 240.35 samples/sec accuracy=0.970313 2020-04-17 04:51:25,129 Epoch[37] Batch [8000-8050] Speed: 243.56 samples/sec accuracy=0.973281 2020-04-17 04:51:51,430 Epoch[37] Batch [8050-8100] Speed: 243.34 samples/sec accuracy=0.972969 2020-04-17 04:52:17,909 Epoch[37] Batch [8100-8150] Speed: 241.70 samples/sec accuracy=0.972969 2020-04-17 04:52:44,265 Epoch[37] Batch [8150-8200] Speed: 242.84 samples/sec accuracy=0.971406 2020-04-17 04:53:10,520 Epoch[37] Batch [8200-8250] Speed: 243.76 samples/sec accuracy=0.971875 2020-04-17 04:53:36,847 Epoch[37] Batch [8250-8300] Speed: 243.10 samples/sec accuracy=0.975781 2020-04-17 04:54:03,125 Epoch[37] Batch [8300-8350] Speed: 243.56 samples/sec accuracy=0.971562 2020-04-17 04:54:29,467 Epoch[37] Batch [8350-8400] Speed: 242.96 samples/sec accuracy=0.972812 2020-04-17 04:54:55,806 Epoch[37] Batch [8400-8450] Speed: 242.98 samples/sec accuracy=0.964688 2020-04-17 04:55:22,210 Epoch[37] Batch [8450-8500] Speed: 242.39 samples/sec accuracy=0.971719 2020-04-17 04:55:48,443 Epoch[37] Batch [8500-8550] 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accuracy=0.971250 2020-04-17 05:00:37,757 Epoch[37] Batch [9050-9100] Speed: 242.95 samples/sec accuracy=0.973281 2020-04-17 05:01:04,060 Epoch[37] Batch [9100-9150] Speed: 243.32 samples/sec accuracy=0.971250 2020-04-17 05:01:30,401 Epoch[37] Batch [9150-9200] Speed: 242.96 samples/sec accuracy=0.972344 2020-04-17 05:01:56,693 Epoch[37] Batch [9200-9250] Speed: 243.43 samples/sec accuracy=0.971094 2020-04-17 05:02:22,955 Epoch[37] Batch [9250-9300] Speed: 243.70 samples/sec accuracy=0.972344 2020-04-17 05:02:49,272 Epoch[37] Batch [9300-9350] Speed: 243.19 samples/sec accuracy=0.968750 2020-04-17 05:03:15,520 Epoch[37] Batch [9350-9400] Speed: 243.82 samples/sec accuracy=0.966719 2020-04-17 05:03:41,736 Epoch[37] Batch [9400-9450] Speed: 244.13 samples/sec accuracy=0.969688 2020-04-17 05:04:08,345 Epoch[37] Batch [9450-9500] Speed: 240.53 samples/sec accuracy=0.970000 2020-04-17 05:04:34,843 Epoch[37] Batch [9500-9550] Speed: 241.53 samples/sec accuracy=0.972187 2020-04-17 05:05:01,472 Epoch[37] Batch [9550-9600] Speed: 240.34 samples/sec accuracy=0.973594 2020-04-17 05:05:27,660 Epoch[37] Batch [9600-9650] Speed: 244.39 samples/sec accuracy=0.972031 2020-04-17 05:05:53,964 Epoch[37] Batch [9650-9700] Speed: 243.31 samples/sec accuracy=0.976250 2020-04-17 05:06:20,223 Epoch[37] Batch [9700-9750] Speed: 243.73 samples/sec accuracy=0.972969 2020-04-17 05:06:46,667 Epoch[37] Batch [9750-9800] Speed: 242.02 samples/sec accuracy=0.970469 2020-04-17 05:07:12,985 Epoch[37] Batch [9800-9850] Speed: 243.19 samples/sec accuracy=0.973437 2020-04-17 05:07:39,294 Epoch[37] Batch [9850-9900] Speed: 243.27 samples/sec accuracy=0.971250 2020-04-17 05:08:05,581 Epoch[37] Batch [9900-9950] Speed: 243.47 samples/sec accuracy=0.971094 2020-04-17 05:08:31,944 Epoch[37] Batch [9950-10000] Speed: 242.76 samples/sec accuracy=0.970781 2020-04-17 05:08:58,177 Epoch[37] Batch [10000-10050] Speed: 243.97 samples/sec accuracy=0.973594 2020-04-17 05:09:24,403 Epoch[37] Batch [10050-10100] Speed: 244.03 samples/sec accuracy=0.975469 2020-04-17 05:09:50,660 Epoch[37] Batch [10100-10150] Speed: 243.75 samples/sec accuracy=0.970313 2020-04-17 05:10:17,021 Epoch[37] Batch [10150-10200] Speed: 242.79 samples/sec accuracy=0.971406 2020-04-17 05:10:43,519 Epoch[37] Batch [10200-10250] Speed: 241.52 samples/sec accuracy=0.971094 2020-04-17 05:11:09,742 Epoch[37] Batch [10250-10300] Speed: 244.07 samples/sec accuracy=0.973750 2020-04-17 05:11:36,109 Epoch[37] Batch [10300-10350] Speed: 242.73 samples/sec accuracy=0.972187 2020-04-17 05:12:02,412 Epoch[37] Batch [10350-10400] Speed: 243.32 samples/sec accuracy=0.973906 2020-04-17 05:12:28,636 Epoch[37] Batch [10400-10450] Speed: 244.05 samples/sec accuracy=0.967187 2020-04-17 05:12:55,007 Epoch[37] Batch [10450-10500] Speed: 242.69 samples/sec accuracy=0.969375 2020-04-17 05:13:21,258 Epoch[37] Batch [10500-10550] Speed: 243.80 samples/sec accuracy=0.969531 2020-04-17 05:13:47,520 Epoch[37] Batch [10550-10600] Speed: 243.70 samples/sec accuracy=0.971719 2020-04-17 05:14:13,767 Epoch[37] Batch [10600-10650] Speed: 243.83 samples/sec accuracy=0.970313 2020-04-17 05:14:40,071 Epoch[37] Batch [10650-10700] Speed: 243.32 samples/sec accuracy=0.975469 2020-04-17 05:15:06,374 Epoch[37] Batch [10700-10750] Speed: 243.32 samples/sec accuracy=0.969844 2020-04-17 05:15:32,712 Epoch[37] Batch [10750-10800] Speed: 242.99 samples/sec accuracy=0.971719 2020-04-17 05:15:59,057 Epoch[37] Batch [10800-10850] Speed: 242.94 samples/sec accuracy=0.970313 2020-04-17 05:16:25,331 Epoch[37] Batch [10850-10900] Speed: 243.58 samples/sec accuracy=0.970625 2020-04-17 05:16:51,602 Epoch[37] Batch [10900-10950] Speed: 243.62 samples/sec accuracy=0.971562 2020-04-17 05:17:17,917 Epoch[37] Batch [10950-11000] Speed: 243.21 samples/sec accuracy=0.968594 2020-04-17 05:17:44,685 Epoch[37] Batch [11000-11050] Speed: 239.10 samples/sec accuracy=0.970938 2020-04-17 05:18:11,039 Epoch[37] Batch [11050-11100] Speed: 242.85 samples/sec accuracy=0.970781 2020-04-17 05:18:37,308 Epoch[37] Batch [11100-11150] Speed: 243.64 samples/sec accuracy=0.972187 2020-04-17 05:19:03,534 Epoch[37] Batch [11150-11200] Speed: 244.03 samples/sec accuracy=0.970313 2020-04-17 05:19:29,834 Epoch[37] Batch [11200-11250] Speed: 243.35 samples/sec accuracy=0.969844 2020-04-17 05:19:56,112 Epoch[37] Batch [11250-11300] Speed: 243.55 samples/sec accuracy=0.974219 2020-04-17 05:20:22,481 Epoch[37] Batch [11300-11350] Speed: 242.71 samples/sec accuracy=0.971562 2020-04-17 05:20:48,754 Epoch[37] Batch [11350-11400] Speed: 243.60 samples/sec accuracy=0.975000 2020-04-17 05:21:15,054 Epoch[37] Batch [11400-11450] Speed: 243.34 samples/sec accuracy=0.971250 2020-04-17 05:21:41,367 Epoch[37] Batch [11450-11500] Speed: 243.23 samples/sec accuracy=0.970469 2020-04-17 05:22:07,781 Epoch[37] Batch [11500-11550] Speed: 242.29 samples/sec accuracy=0.972187 2020-04-17 05:22:34,271 Epoch[37] Batch [11550-11600] Speed: 241.61 samples/sec accuracy=0.971719 2020-04-17 05:23:00,597 Epoch[37] Batch [11600-11650] Speed: 243.11 samples/sec accuracy=0.970469 2020-04-17 05:23:26,980 Epoch[37] Batch [11650-11700] Speed: 242.58 samples/sec accuracy=0.972344 2020-04-17 05:23:53,264 Epoch[37] Batch [11700-11750] Speed: 243.50 samples/sec accuracy=0.970000 2020-04-17 05:24:19,580 Epoch[37] Batch [11750-11800] Speed: 243.20 samples/sec accuracy=0.971875 2020-04-17 05:24:45,895 Epoch[37] Batch [11800-11850] Speed: 243.21 samples/sec accuracy=0.973125 2020-04-17 05:25:12,154 Epoch[37] Batch [11850-11900] Speed: 243.72 samples/sec accuracy=0.971250 2020-04-17 05:25:38,547 Epoch[37] Batch [11900-11950] Speed: 242.49 samples/sec accuracy=0.970313 2020-04-17 05:26:04,791 Epoch[37] Batch [11950-12000] Speed: 243.87 samples/sec accuracy=0.972969 2020-04-17 05:26:31,189 Epoch[37] Batch [12000-12050] Speed: 242.44 samples/sec accuracy=0.973906 2020-04-17 05:26:57,617 Epoch[37] Batch [12050-12100] Speed: 242.17 samples/sec accuracy=0.973281 2020-04-17 05:27:23,871 Epoch[37] Batch [12100-12150] Speed: 243.78 samples/sec accuracy=0.973906 2020-04-17 05:27:50,160 Epoch[37] Batch [12150-12200] Speed: 243.44 samples/sec accuracy=0.971875 2020-04-17 05:28:16,431 Epoch[37] Batch [12200-12250] Speed: 243.62 samples/sec accuracy=0.971875 2020-04-17 05:28:42,699 Epoch[37] Batch [12250-12300] Speed: 243.65 samples/sec accuracy=0.972031 2020-04-17 05:29:09,029 Epoch[37] Batch [12300-12350] Speed: 243.07 samples/sec accuracy=0.973125 2020-04-17 05:29:35,316 Epoch[37] Batch [12350-12400] Speed: 243.47 samples/sec accuracy=0.972031 2020-04-17 05:30:01,521 Epoch[37] Batch [12400-12450] Speed: 244.23 samples/sec accuracy=0.966875 2020-04-17 05:30:28,021 Epoch[37] Batch [12450-12500] Speed: 241.51 samples/sec accuracy=0.968437 2020-04-17 05:30:54,430 Epoch[37] Batch [12500-12550] Speed: 242.34 samples/sec accuracy=0.972187 2020-04-17 05:31:21,295 Epoch[37] Batch [12550-12600] Speed: 238.23 samples/sec accuracy=0.965469 2020-04-17 05:31:47,657 Epoch[37] Batch [12600-12650] Speed: 242.78 samples/sec accuracy=0.971562 2020-04-17 05:32:13,995 Epoch[37] Batch [12650-12700] Speed: 242.99 samples/sec accuracy=0.972031 2020-04-17 05:32:40,265 Epoch[37] Batch [12700-12750] Speed: 243.63 samples/sec accuracy=0.968594 2020-04-17 05:33:06,523 Epoch[37] Batch [12750-12800] Speed: 243.74 samples/sec accuracy=0.971406 2020-04-17 05:33:32,877 Epoch[37] Batch [12800-12850] Speed: 242.85 samples/sec accuracy=0.971250 2020-04-17 05:33:59,238 Epoch[37] Batch [12850-12900] Speed: 242.79 samples/sec accuracy=0.969844 2020-04-17 05:34:25,504 Epoch[37] Batch [12900-12950] Speed: 243.66 samples/sec accuracy=0.971094 2020-04-17 05:34:51,795 Epoch[37] Batch [12950-13000] Speed: 243.44 samples/sec accuracy=0.970469 2020-04-17 05:35:18,162 Epoch[37] Batch [13000-13050] Speed: 242.72 samples/sec accuracy=0.975000 2020-04-17 05:35:44,616 Epoch[37] Batch [13050-13100] Speed: 241.93 samples/sec accuracy=0.970156 2020-04-17 05:36:10,855 Epoch[37] Batch [13100-13150] Speed: 243.92 samples/sec accuracy=0.969375 2020-04-17 05:36:37,136 Epoch[37] Batch [13150-13200] Speed: 243.52 samples/sec accuracy=0.974844 2020-04-17 05:37:03,419 Epoch[37] Batch [13200-13250] Speed: 243.50 samples/sec accuracy=0.965469 2020-04-17 05:37:29,659 Epoch[37] Batch [13250-13300] Speed: 243.91 samples/sec accuracy=0.973437 2020-04-17 05:37:55,977 Epoch[37] Batch [13300-13350] Speed: 243.18 samples/sec accuracy=0.972500 2020-04-17 05:38:22,274 Epoch[37] Batch [13350-13400] Speed: 243.38 samples/sec accuracy=0.967656 2020-04-17 05:38:48,545 Epoch[37] Batch [13400-13450] Speed: 243.61 samples/sec accuracy=0.970000 2020-04-17 05:39:14,800 Epoch[37] Batch [13450-13500] Speed: 243.76 samples/sec accuracy=0.970469 2020-04-17 05:39:41,107 Epoch[37] Batch [13500-13550] Speed: 243.28 samples/sec accuracy=0.973125 2020-04-17 05:40:07,518 Epoch[37] Batch [13550-13600] Speed: 242.32 samples/sec accuracy=0.972031 2020-04-17 05:40:33,907 Epoch[37] Batch [13600-13650] Speed: 242.53 samples/sec accuracy=0.967969 2020-04-17 05:41:00,343 Epoch[37] Batch [13650-13700] Speed: 242.09 samples/sec accuracy=0.969219 2020-04-17 05:41:26,844 Epoch[37] Batch [13700-13750] Speed: 241.51 samples/sec accuracy=0.971094 2020-04-17 05:41:53,098 Epoch[37] Batch [13750-13800] Speed: 243.77 samples/sec accuracy=0.972969 2020-04-17 05:42:19,508 Epoch[37] Batch [13800-13850] Speed: 242.34 samples/sec accuracy=0.968437 2020-04-17 05:42:45,734 Epoch[37] Batch [13850-13900] Speed: 244.04 samples/sec accuracy=0.968281 2020-04-17 05:43:12,107 Epoch[37] Batch [13900-13950] Speed: 242.67 samples/sec accuracy=0.969219 2020-04-17 05:43:38,579 Epoch[37] Batch [13950-14000] Speed: 241.76 samples/sec accuracy=0.974063 2020-04-17 05:44:05,289 Epoch[37] Batch [14000-14050] Speed: 239.62 samples/sec accuracy=0.972187 2020-04-17 05:44:31,594 Epoch[37] Batch [14050-14100] Speed: 243.30 samples/sec accuracy=0.973906 2020-04-17 05:44:57,907 Epoch[37] Batch [14100-14150] Speed: 243.23 samples/sec accuracy=0.974844 2020-04-17 05:45:24,250 Epoch[37] Batch [14150-14200] Speed: 242.94 samples/sec accuracy=0.973125 2020-04-17 05:45:50,573 Epoch[37] Batch [14200-14250] Speed: 243.14 samples/sec accuracy=0.974375 2020-04-17 05:46:16,966 Epoch[37] Batch [14250-14300] Speed: 242.48 samples/sec accuracy=0.971094 2020-04-17 05:46:43,305 Epoch[37] Batch [14300-14350] Speed: 242.99 samples/sec accuracy=0.973594 2020-04-17 05:47:09,578 Epoch[37] Batch [14350-14400] Speed: 243.60 samples/sec accuracy=0.971250 2020-04-17 05:47:35,869 Epoch[37] Batch [14400-14450] Speed: 243.43 samples/sec accuracy=0.968594 2020-04-17 05:48:02,205 Epoch[37] Batch [14450-14500] Speed: 243.02 samples/sec accuracy=0.970000 2020-04-17 05:48:28,495 Epoch[37] Batch [14500-14550] Speed: 243.44 samples/sec accuracy=0.972812 2020-04-17 05:48:54,752 Epoch[37] Batch [14550-14600] Speed: 243.74 samples/sec accuracy=0.968594 2020-04-17 05:49:21,077 Epoch[37] Batch [14600-14650] Speed: 243.12 samples/sec accuracy=0.967656 2020-04-17 05:49:47,405 Epoch[37] Batch [14650-14700] Speed: 243.09 samples/sec accuracy=0.968594 2020-04-17 05:50:13,731 Epoch[37] Batch [14700-14750] Speed: 243.11 samples/sec accuracy=0.970938 2020-04-17 05:50:40,015 Epoch[37] Batch [14750-14800] Speed: 243.49 samples/sec accuracy=0.970625 2020-04-17 05:51:06,383 Epoch[37] Batch [14800-14850] Speed: 242.72 samples/sec accuracy=0.969844 2020-04-17 05:51:32,736 Epoch[37] Batch [14850-14900] Speed: 242.86 samples/sec accuracy=0.970938 2020-04-17 05:51:59,075 Epoch[37] Batch [14900-14950] Speed: 242.99 samples/sec accuracy=0.973125 2020-04-17 05:52:25,422 Epoch[37] Batch [14950-15000] Speed: 242.91 samples/sec accuracy=0.970781 2020-04-17 05:52:51,797 Epoch[37] Batch [15000-15050] Speed: 242.65 samples/sec accuracy=0.975938 2020-04-17 05:53:18,087 Epoch[37] Batch [15050-15100] Speed: 243.45 samples/sec accuracy=0.971250 2020-04-17 05:53:44,458 Epoch[37] Batch [15100-15150] Speed: 242.68 samples/sec accuracy=0.971250 2020-04-17 05:54:10,789 Epoch[37] Batch [15150-15200] Speed: 243.06 samples/sec accuracy=0.972031 2020-04-17 05:54:37,130 Epoch[37] Batch [15200-15250] Speed: 242.97 samples/sec accuracy=0.972187 2020-04-17 05:55:03,452 Epoch[37] Batch [15250-15300] Speed: 243.15 samples/sec accuracy=0.974375 2020-04-17 05:55:30,118 Epoch[37] Batch [15300-15350] Speed: 240.00 samples/sec accuracy=0.968437 2020-04-17 05:55:56,607 Epoch[37] Batch [15350-15400] Speed: 241.62 samples/sec accuracy=0.971562 2020-04-17 05:56:22,865 Epoch[37] Batch [15400-15450] Speed: 243.73 samples/sec accuracy=0.969219 2020-04-17 05:56:49,078 Epoch[37] Batch [15450-15500] Speed: 244.16 samples/sec accuracy=0.975781 2020-04-17 05:57:15,307 Epoch[37] Batch [15500-15550] Speed: 244.00 samples/sec accuracy=0.971250 2020-04-17 05:57:41,620 Epoch[37] Batch [15550-15600] Speed: 243.23 samples/sec accuracy=0.970781 2020-04-17 05:58:07,754 Epoch[37] Batch [15600-15650] Speed: 244.89 samples/sec accuracy=0.969219 2020-04-17 05:58:33,965 Epoch[37] Batch [15650-15700] Speed: 244.18 samples/sec accuracy=0.972344 2020-04-17 05:59:00,280 Epoch[37] Batch [15700-15750] Speed: 243.21 samples/sec accuracy=0.971406 2020-04-17 05:59:26,644 Epoch[37] Batch [15750-15800] Speed: 242.76 samples/sec accuracy=0.970781 2020-04-17 05:59:52,895 Epoch[37] Batch [15800-15850] Speed: 243.80 samples/sec accuracy=0.971406 2020-04-17 06:00:19,186 Epoch[37] Batch [15850-15900] Speed: 243.43 samples/sec accuracy=0.970938 2020-04-17 06:00:45,470 Epoch[37] Batch [15900-15950] Speed: 243.50 samples/sec accuracy=0.972031 2020-04-17 06:01:11,675 Epoch[37] Batch [15950-16000] Speed: 244.22 samples/sec accuracy=0.972344 2020-04-17 06:01:37,913 Epoch[37] Batch [16000-16050] Speed: 243.92 samples/sec accuracy=0.972344 2020-04-17 06:02:04,219 Epoch[37] Batch [16050-16100] Speed: 243.30 samples/sec accuracy=0.968281 2020-04-17 06:02:30,495 Epoch[37] Batch [16100-16150] Speed: 243.57 samples/sec accuracy=0.971094 2020-04-17 06:02:56,828 Epoch[37] Batch [16150-16200] Speed: 243.04 samples/sec accuracy=0.971875 2020-04-17 06:03:23,082 Epoch[37] Batch [16200-16250] Speed: 243.77 samples/sec accuracy=0.973125 2020-04-17 06:03:49,382 Epoch[37] Batch [16250-16300] Speed: 243.35 samples/sec accuracy=0.973750 2020-04-17 06:04:15,666 Epoch[37] Batch [16300-16350] Speed: 243.49 samples/sec accuracy=0.971094 2020-04-17 06:04:41,907 Epoch[37] Batch [16350-16400] Speed: 243.90 samples/sec accuracy=0.971562 2020-04-17 06:05:08,180 Epoch[37] Batch [16400-16450] Speed: 243.59 samples/sec accuracy=0.970938 2020-04-17 06:05:34,470 Epoch[37] Batch [16450-16500] Speed: 243.45 samples/sec accuracy=0.974844 2020-04-17 06:06:00,682 Epoch[37] Batch [16500-16550] Speed: 244.16 samples/sec accuracy=0.972500 2020-04-17 06:06:27,108 Epoch[37] Batch [16550-16600] Speed: 242.18 samples/sec accuracy=0.968594 2020-04-17 06:06:53,474 Epoch[37] Batch [16600-16650] Speed: 242.74 samples/sec accuracy=0.972969 2020-04-17 06:07:19,731 Epoch[37] Batch [16650-16700] Speed: 243.74 samples/sec accuracy=0.972656 2020-04-17 06:07:46,023 Epoch[37] Batch [16700-16750] Speed: 243.42 samples/sec accuracy=0.972187 2020-04-17 06:08:12,224 Epoch[37] Batch [16750-16800] Speed: 244.27 samples/sec accuracy=0.975469 2020-04-17 06:08:38,653 Epoch[37] Batch [16800-16850] Speed: 242.16 samples/sec accuracy=0.968437 2020-04-17 06:09:04,958 Epoch[37] Batch [16850-16900] Speed: 243.30 samples/sec accuracy=0.974375 2020-04-17 06:09:31,571 Epoch[37] Batch [16900-16950] Speed: 240.49 samples/sec accuracy=0.972031 2020-04-17 06:09:57,886 Epoch[37] Batch [16950-17000] Speed: 243.21 samples/sec accuracy=0.972656 2020-04-17 06:10:24,138 Epoch[37] Batch [17000-17050] Speed: 243.79 samples/sec accuracy=0.969688 2020-04-17 06:10:50,476 Epoch[37] Batch [17050-17100] Speed: 243.00 samples/sec accuracy=0.969844 2020-04-17 06:11:16,726 Epoch[37] Batch [17100-17150] Speed: 243.81 samples/sec accuracy=0.972812 2020-04-17 06:11:42,947 Epoch[37] Batch [17150-17200] Speed: 244.08 samples/sec accuracy=0.975156 2020-04-17 06:12:09,224 Epoch[37] Batch [17200-17250] Speed: 243.56 samples/sec accuracy=0.970156 2020-04-17 06:12:35,585 Epoch[37] Batch [17250-17300] Speed: 242.79 samples/sec accuracy=0.968750 2020-04-17 06:13:01,933 Epoch[37] Batch [17300-17350] Speed: 242.90 samples/sec accuracy=0.969688 2020-04-17 06:13:28,202 Epoch[37] Batch [17350-17400] Speed: 243.63 samples/sec accuracy=0.970156 2020-04-17 06:13:54,468 Epoch[37] Batch [17400-17450] Speed: 243.66 samples/sec accuracy=0.970625 2020-04-17 06:14:20,703 Epoch[37] Batch [17450-17500] Speed: 243.95 samples/sec accuracy=0.969219 2020-04-17 06:14:46,944 Epoch[37] Batch [17500-17550] Speed: 243.90 samples/sec accuracy=0.970156 2020-04-17 06:15:13,239 Epoch[37] Batch [17550-17600] Speed: 243.39 samples/sec accuracy=0.969375 2020-04-17 06:15:39,522 Epoch[37] Batch [17600-17650] Speed: 243.50 samples/sec accuracy=0.969688 2020-04-17 06:16:05,783 Epoch[37] Batch [17650-17700] Speed: 243.71 samples/sec accuracy=0.972344 2020-04-17 06:16:32,035 Epoch[37] Batch [17700-17750] Speed: 243.79 samples/sec accuracy=0.973125 2020-04-17 06:16:58,224 Epoch[37] Batch [17750-17800] Speed: 244.38 samples/sec accuracy=0.967969 2020-04-17 06:17:24,482 Epoch[37] Batch [17800-17850] Speed: 243.74 samples/sec accuracy=0.967812 2020-04-17 06:17:50,728 Epoch[37] Batch [17850-17900] Speed: 243.85 samples/sec accuracy=0.968750 2020-04-17 06:18:17,003 Epoch[37] Batch [17900-17950] Speed: 243.59 samples/sec accuracy=0.970156 2020-04-17 06:18:43,257 Epoch[37] Batch [17950-18000] Speed: 243.77 samples/sec accuracy=0.971094 2020-04-17 06:19:09,579 Epoch[37] Batch [18000-18050] Speed: 243.14 samples/sec accuracy=0.974531 2020-04-17 06:19:36,040 Epoch[37] Batch [18050-18100] Speed: 241.87 samples/sec accuracy=0.968437 2020-04-17 06:20:02,285 Epoch[37] Batch [18100-18150] Speed: 243.85 samples/sec accuracy=0.970313 2020-04-17 06:20:28,593 Epoch[37] Batch [18150-18200] Speed: 243.27 samples/sec accuracy=0.969375 2020-04-17 06:20:54,925 Epoch[37] Batch [18200-18250] Speed: 243.06 samples/sec accuracy=0.971875 2020-04-17 06:21:21,189 Epoch[37] Batch [18250-18300] Speed: 243.69 samples/sec accuracy=0.973750 2020-04-17 06:21:47,465 Epoch[37] Batch [18300-18350] Speed: 243.57 samples/sec accuracy=0.975625 2020-04-17 06:22:13,758 Epoch[37] Batch [18350-18400] Speed: 243.41 samples/sec accuracy=0.972969 2020-04-17 06:22:40,425 Epoch[37] Batch [18400-18450] Speed: 240.00 samples/sec accuracy=0.972812 2020-04-17 06:23:06,709 Epoch[37] Batch [18450-18500] Speed: 243.50 samples/sec accuracy=0.969063 2020-04-17 06:23:32,959 Epoch[37] Batch [18500-18550] Speed: 243.81 samples/sec accuracy=0.970938 2020-04-17 06:23:59,222 Epoch[37] Batch [18550-18600] Speed: 243.69 samples/sec accuracy=0.972500 2020-04-17 06:24:25,421 Epoch[37] Batch [18600-18650] Speed: 244.29 samples/sec accuracy=0.970156 2020-04-17 06:24:51,707 Epoch[37] Batch [18650-18700] Speed: 243.48 samples/sec accuracy=0.970000 2020-04-17 06:25:18,015 Epoch[37] Batch [18700-18750] Speed: 243.28 samples/sec accuracy=0.973437 2020-04-17 06:25:44,323 Epoch[37] Batch [18750-18800] Speed: 243.27 samples/sec accuracy=0.972656 2020-04-17 06:26:10,667 Epoch[37] Batch [18800-18850] Speed: 242.94 samples/sec accuracy=0.971406 2020-04-17 06:26:37,096 Epoch[37] Batch [18850-18900] Speed: 242.16 samples/sec accuracy=0.969844 2020-04-17 06:27:03,368 Epoch[37] Batch [18900-18950] Speed: 243.60 samples/sec accuracy=0.969531 2020-04-17 06:27:29,623 Epoch[37] Batch [18950-19000] Speed: 243.77 samples/sec accuracy=0.969688 2020-04-17 06:27:55,889 Epoch[37] Batch [19000-19050] Speed: 243.66 samples/sec accuracy=0.971562 2020-04-17 06:28:22,133 Epoch[37] Batch [19050-19100] Speed: 243.87 samples/sec accuracy=0.974531 2020-04-17 06:28:48,360 Epoch[37] Batch [19100-19150] Speed: 244.02 samples/sec accuracy=0.968437 2020-04-17 06:29:14,636 Epoch[37] Batch [19150-19200] Speed: 243.57 samples/sec accuracy=0.972812 2020-04-17 06:29:40,946 Epoch[37] Batch [19200-19250] Speed: 243.25 samples/sec accuracy=0.972969 2020-04-17 06:30:07,288 Epoch[37] Batch [19250-19300] Speed: 242.96 samples/sec accuracy=0.970469 2020-04-17 06:30:33,743 Epoch[37] Batch [19300-19350] Speed: 241.92 samples/sec accuracy=0.973437 2020-04-17 06:31:00,057 Epoch[37] Batch [19350-19400] Speed: 243.22 samples/sec accuracy=0.968906 2020-04-17 06:31:26,332 Epoch[37] Batch [19400-19450] Speed: 243.58 samples/sec accuracy=0.971562 2020-04-17 06:31:52,683 Epoch[37] Batch [19450-19500] Speed: 242.88 samples/sec accuracy=0.973594 2020-04-17 06:32:19,072 Epoch[37] Batch [19500-19550] Speed: 242.52 samples/sec accuracy=0.972031 2020-04-17 06:32:45,351 Epoch[37] Batch [19550-19600] Speed: 243.54 samples/sec accuracy=0.973906 2020-04-17 06:33:11,624 Epoch[37] Batch [19600-19650] Speed: 243.60 samples/sec accuracy=0.967500 2020-04-17 06:33:38,058 Epoch[37] Batch [19650-19700] Speed: 242.11 samples/sec accuracy=0.970625 2020-04-17 06:34:04,293 Epoch[37] Batch [19700-19750] Speed: 243.96 samples/sec accuracy=0.972187 2020-04-17 06:34:30,508 Epoch[37] Batch [19750-19800] Speed: 244.14 samples/sec accuracy=0.974844 2020-04-17 06:34:56,778 Epoch[37] Batch [19800-19850] Speed: 243.62 samples/sec accuracy=0.968906 2020-04-17 06:35:23,150 Epoch[37] Batch [19850-19900] Speed: 242.68 samples/sec accuracy=0.970781 2020-04-17 06:35:50,007 Epoch[37] Batch [19900-19950] Speed: 238.30 samples/sec accuracy=0.969844 2020-04-17 06:36:16,266 Epoch[37] Batch [19950-20000] Speed: 243.73 samples/sec accuracy=0.972500 2020-04-17 06:36:42,508 Epoch[37] Batch [20000-20050] Speed: 243.89 samples/sec accuracy=0.973594 2020-04-17 06:37:08,795 Epoch[37] Batch [20050-20100] Speed: 243.46 samples/sec accuracy=0.969219 2020-04-17 06:37:35,069 Epoch[37] Batch [20100-20150] Speed: 243.59 samples/sec accuracy=0.967812 2020-04-17 06:38:01,362 Epoch[37] Batch [20150-20200] Speed: 243.41 samples/sec accuracy=0.974531 2020-04-17 06:38:27,702 Epoch[37] Batch [20200-20250] Speed: 242.97 samples/sec accuracy=0.970781 2020-04-17 06:38:53,993 Epoch[37] Batch [20250-20300] Speed: 243.44 samples/sec accuracy=0.974219 2020-04-17 06:39:20,285 Epoch[37] Batch [20300-20350] Speed: 243.42 samples/sec accuracy=0.973594 2020-04-17 06:39:46,648 Epoch[37] Batch [20350-20400] Speed: 242.76 samples/sec accuracy=0.971562 2020-04-17 06:40:12,987 Epoch[37] Batch [20400-20450] Speed: 242.98 samples/sec accuracy=0.973750 2020-04-17 06:40:39,366 Epoch[37] Batch [20450-20500] Speed: 242.62 samples/sec accuracy=0.974219 2020-04-17 06:41:05,656 Epoch[37] Batch [20500-20550] Speed: 243.44 samples/sec accuracy=0.972031 2020-04-17 06:41:32,015 Epoch[37] Batch [20550-20600] Speed: 242.80 samples/sec accuracy=0.970469 2020-04-17 06:41:58,319 Epoch[37] Batch [20600-20650] Speed: 243.31 samples/sec accuracy=0.969688 2020-04-17 06:42:24,556 Epoch[37] Batch [20650-20700] Speed: 243.93 samples/sec accuracy=0.967812 2020-04-17 06:42:50,924 Epoch[37] Batch [20700-20750] Speed: 242.72 samples/sec accuracy=0.972187 2020-04-17 06:43:17,235 Epoch[37] Batch [20750-20800] Speed: 243.25 samples/sec accuracy=0.971250 2020-04-17 06:43:43,503 Epoch[37] Batch [20800-20850] Speed: 243.64 samples/sec accuracy=0.975313 2020-04-17 06:44:09,835 Epoch[37] Batch [20850-20900] Speed: 243.05 samples/sec accuracy=0.972344 2020-04-17 06:44:36,132 Epoch[37] Batch [20900-20950] Speed: 243.37 samples/sec accuracy=0.972656 2020-04-17 06:45:02,437 Epoch[37] Batch [20950-21000] Speed: 243.30 samples/sec accuracy=0.969219 2020-04-17 06:45:28,723 Epoch[37] Batch [21000-21050] Speed: 243.48 samples/sec accuracy=0.970469 2020-04-17 06:45:55,145 Epoch[37] Batch [21050-21100] Speed: 242.22 samples/sec accuracy=0.972344 2020-04-17 06:46:21,478 Epoch[37] Batch [21100-21150] Speed: 243.05 samples/sec accuracy=0.970781 2020-04-17 06:46:47,818 Epoch[37] Batch [21150-21200] Speed: 242.98 samples/sec accuracy=0.971875 2020-04-17 06:47:14,272 Epoch[37] Batch [21200-21250] Speed: 241.93 samples/sec accuracy=0.972500 2020-04-17 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accuracy=0.971562 2020-04-17 07:05:39,661 Epoch[37] Batch [23300-23350] Speed: 243.88 samples/sec accuracy=0.971250 2020-04-17 07:06:05,984 Epoch[37] Batch [23350-23400] Speed: 243.14 samples/sec accuracy=0.970000 2020-04-17 07:06:32,228 Epoch[37] Batch [23400-23450] Speed: 243.87 samples/sec accuracy=0.971094 2020-04-17 07:06:58,665 Epoch[37] Batch [23450-23500] Speed: 242.08 samples/sec accuracy=0.975156 2020-04-17 07:07:24,930 Epoch[37] Batch [23500-23550] Speed: 243.67 samples/sec accuracy=0.968125 2020-04-17 07:07:51,200 Epoch[37] Batch [23550-23600] Speed: 243.63 samples/sec accuracy=0.971719 2020-04-17 07:08:17,494 Epoch[37] Batch [23600-23650] Speed: 243.40 samples/sec accuracy=0.973281 2020-04-17 07:08:43,744 Epoch[37] Batch [23650-23700] Speed: 243.81 samples/sec accuracy=0.970625 2020-04-17 07:09:10,044 Epoch[37] Batch [23700-23750] Speed: 243.34 samples/sec accuracy=0.973750 2020-04-17 07:09:36,417 Epoch[37] Batch [23750-23800] Speed: 242.68 samples/sec accuracy=0.971094 2020-04-17 07:10:02,784 Epoch[37] Batch [23800-23850] Speed: 242.73 samples/sec accuracy=0.969531 2020-04-17 07:10:29,124 Epoch[37] Batch [23850-23900] Speed: 242.98 samples/sec accuracy=0.976250 2020-04-17 07:10:55,362 Epoch[37] Batch [23900-23950] Speed: 243.92 samples/sec accuracy=0.969375 2020-04-17 07:11:21,733 Epoch[37] Batch [23950-24000] Speed: 242.69 samples/sec accuracy=0.972031 2020-04-17 07:11:48,065 Epoch[37] Batch [24000-24050] Speed: 243.06 samples/sec accuracy=0.971719 2020-04-17 07:12:14,482 Epoch[37] Batch [24050-24100] Speed: 242.27 samples/sec accuracy=0.974531 2020-04-17 07:12:40,951 Epoch[37] Batch [24100-24150] Speed: 241.80 samples/sec accuracy=0.968125 2020-04-17 07:13:07,207 Epoch[37] Batch [24150-24200] Speed: 243.76 samples/sec accuracy=0.970313 2020-04-17 07:13:33,487 Epoch[37] Batch [24200-24250] Speed: 243.53 samples/sec accuracy=0.971875 2020-04-17 07:13:59,793 Epoch[37] Batch [24250-24300] Speed: 243.30 samples/sec accuracy=0.970313 2020-04-17 07:14:26,155 Epoch[37] Batch [24300-24350] Speed: 242.77 samples/sec accuracy=0.969531 2020-04-17 07:14:52,538 Epoch[37] Batch [24350-24400] Speed: 242.59 samples/sec accuracy=0.972656 2020-04-17 07:15:18,785 Epoch[37] Batch [24400-24450] Speed: 243.83 samples/sec accuracy=0.972344 2020-04-17 07:15:45,059 Epoch[37] Batch [24450-24500] Speed: 243.59 samples/sec accuracy=0.972187 2020-04-17 07:16:11,807 Epoch[37] Batch [24500-24550] Speed: 239.27 samples/sec accuracy=0.967187 2020-04-17 07:16:38,113 Epoch[37] Batch [24550-24600] Speed: 243.29 samples/sec accuracy=0.972031 2020-04-17 07:17:04,412 Epoch[37] Batch [24600-24650] Speed: 243.36 samples/sec accuracy=0.974688 2020-04-17 07:17:30,700 Epoch[37] Batch [24650-24700] Speed: 243.46 samples/sec accuracy=0.969531 2020-04-17 07:17:57,024 Epoch[37] Batch [24700-24750] Speed: 243.12 samples/sec accuracy=0.975313 2020-04-17 07:18:23,324 Epoch[37] Batch [24750-24800] Speed: 243.35 samples/sec accuracy=0.970313 2020-04-17 07:18:49,605 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[25300-25350] Speed: 242.38 samples/sec accuracy=0.970938 2020-04-17 07:23:39,001 Epoch[37] Batch [25350-25400] Speed: 243.10 samples/sec accuracy=0.969063 2020-04-17 07:24:05,401 Epoch[37] Batch [25400-25450] Speed: 242.42 samples/sec accuracy=0.970625 2020-04-17 07:24:31,777 Epoch[37] Batch [25450-25500] Speed: 242.65 samples/sec accuracy=0.970313 2020-04-17 07:24:58,012 Epoch[37] Batch [25500-25550] Speed: 243.95 samples/sec accuracy=0.975938 2020-04-17 07:25:24,350 Epoch[37] Batch [25550-25600] Speed: 243.00 samples/sec accuracy=0.973594 2020-04-17 07:25:50,617 Epoch[37] Batch [25600-25650] Speed: 243.65 samples/sec accuracy=0.974531 2020-04-17 07:26:16,856 Epoch[37] Batch [25650-25700] Speed: 243.91 samples/sec accuracy=0.971094 2020-04-17 07:26:43,093 Epoch[37] Batch [25700-25750] Speed: 243.93 samples/sec accuracy=0.974219 2020-04-17 07:27:09,444 Epoch[37] Batch [25750-25800] Speed: 242.88 samples/sec accuracy=0.971562 2020-04-17 07:27:35,725 Epoch[37] Batch [25800-25850] Speed: 243.52 samples/sec accuracy=0.968594 2020-04-17 07:28:02,029 Epoch[37] Batch [25850-25900] Speed: 243.31 samples/sec accuracy=0.974844 2020-04-17 07:28:28,319 Epoch[37] Batch [25900-25950] Speed: 243.45 samples/sec accuracy=0.970313 2020-04-17 07:28:55,252 Epoch[37] Batch [25950-26000] Speed: 237.62 samples/sec accuracy=0.972031 2020-04-17 07:29:21,696 Epoch[37] Batch [26000-26050] Speed: 242.02 samples/sec accuracy=0.973281 2020-04-17 07:29:48,004 Epoch[37] Batch [26050-26100] Speed: 243.28 samples/sec accuracy=0.971719 2020-04-17 07:30:14,309 Epoch[37] Batch [26100-26150] Speed: 243.30 samples/sec accuracy=0.971719 2020-04-17 07:30:40,699 Epoch[37] Batch [26150-26200] Speed: 242.52 samples/sec accuracy=0.973125 2020-04-17 07:31:06,916 Epoch[37] Batch [26200-26250] Speed: 244.12 samples/sec accuracy=0.970313 2020-04-17 07:31:33,150 Epoch[37] Batch [26250-26300] Speed: 243.96 samples/sec accuracy=0.974844 2020-04-17 07:31:59,421 Epoch[37] Batch [26300-26350] Speed: 243.62 samples/sec accuracy=0.970156 2020-04-17 07:32:25,641 Epoch[37] Batch [26350-26400] Speed: 244.09 samples/sec accuracy=0.973906 2020-04-17 07:32:51,905 Epoch[37] Batch [26400-26450] Speed: 243.69 samples/sec accuracy=0.970781 2020-04-17 07:33:18,126 Epoch[37] Batch [26450-26500] Speed: 244.08 samples/sec accuracy=0.968437 2020-04-17 07:33:44,479 Epoch[37] Batch [26500-26550] Speed: 242.87 samples/sec accuracy=0.972187 2020-04-17 07:34:10,733 Epoch[37] Batch [26550-26600] Speed: 243.77 samples/sec accuracy=0.971719 2020-04-17 07:34:37,090 Epoch[37] Batch [26600-26650] Speed: 242.83 samples/sec accuracy=0.972969 2020-04-17 07:35:03,375 Epoch[37] Batch [26650-26700] Speed: 243.49 samples/sec accuracy=0.968437 2020-04-17 07:35:30,159 Epoch[37] Batch [26700-26750] Speed: 238.95 samples/sec accuracy=0.970625 2020-04-17 07:35:56,621 Epoch[37] Batch [26750-26800] Speed: 241.86 samples/sec accuracy=0.968750 2020-04-17 07:36:22,940 Epoch[37] Batch [26800-26850] Speed: 243.18 samples/sec accuracy=0.969531 2020-04-17 07:36:49,296 Epoch[37] Batch [26850-26900] Speed: 242.83 samples/sec accuracy=0.974531 2020-04-17 07:37:15,593 Epoch[37] Batch [26900-26950] Speed: 243.37 samples/sec accuracy=0.972969 2020-04-17 07:37:41,850 Epoch[37] Batch [26950-27000] Speed: 243.75 samples/sec accuracy=0.976406 2020-04-17 07:38:08,091 Epoch[37] Batch [27000-27050] Speed: 243.90 samples/sec accuracy=0.971094 2020-04-17 07:38:34,340 Epoch[37] Batch [27050-27100] Speed: 243.82 samples/sec accuracy=0.970313 2020-04-17 07:39:00,566 Epoch[37] Batch [27100-27150] Speed: 244.03 samples/sec accuracy=0.972656 2020-04-17 07:39:26,862 Epoch[37] Batch [27150-27200] Speed: 243.39 samples/sec accuracy=0.972969 2020-04-17 07:39:53,195 Epoch[37] Batch [27200-27250] Speed: 243.04 samples/sec accuracy=0.973281 2020-04-17 07:40:19,432 Epoch[37] Batch [27250-27300] Speed: 243.94 samples/sec accuracy=0.967500 2020-04-17 07:40:45,672 Epoch[37] Batch [27300-27350] Speed: 243.91 samples/sec accuracy=0.969688 2020-04-17 07:41:12,032 Epoch[37] Batch [27350-27400] Speed: 242.79 samples/sec accuracy=0.972656 2020-04-17 07:41:38,427 Epoch[37] Batch [27400-27450] Speed: 242.47 samples/sec accuracy=0.969531 2020-04-17 07:42:04,861 Epoch[37] Batch [27450-27500] Speed: 242.12 samples/sec accuracy=0.973281 2020-04-17 07:42:31,699 Epoch[37] Batch [27500-27550] Speed: 238.47 samples/sec accuracy=0.970000 2020-04-17 07:42:57,924 Epoch[37] Batch [27550-27600] Speed: 244.05 samples/sec accuracy=0.973281 2020-04-17 07:43:24,198 Epoch[37] Batch [27600-27650] Speed: 243.59 samples/sec accuracy=0.971094 2020-04-17 07:43:50,573 Epoch[37] Batch [27650-27700] Speed: 242.65 samples/sec accuracy=0.968281 2020-04-17 07:44:16,859 Epoch[37] Batch [27700-27750] Speed: 243.48 samples/sec accuracy=0.972187 2020-04-17 07:44:43,283 Epoch[37] Batch [27750-27800] Speed: 242.21 samples/sec accuracy=0.973594 2020-04-17 07:45:09,582 Epoch[37] Batch [27800-27850] Speed: 243.36 samples/sec accuracy=0.972031 2020-04-17 07:45:35,883 Epoch[37] Batch [27850-27900] Speed: 243.34 samples/sec accuracy=0.966406 2020-04-17 07:46:02,155 Epoch[37] Batch [27900-27950] Speed: 243.61 samples/sec accuracy=0.969844 2020-04-17 07:46:28,558 Epoch[37] Batch [27950-28000] Speed: 242.40 samples/sec accuracy=0.969375 2020-04-17 07:46:54,785 Epoch[37] Batch [28000-28050] Speed: 244.03 samples/sec accuracy=0.973437 2020-04-17 07:47:21,126 Epoch[37] Batch [28050-28100] Speed: 242.97 samples/sec accuracy=0.972344 2020-04-17 07:47:47,452 Epoch[37] Batch [28100-28150] Speed: 243.11 samples/sec accuracy=0.972031 2020-04-17 07:48:13,693 Epoch[37] Batch [28150-28200] Speed: 243.90 samples/sec accuracy=0.975000 2020-04-17 07:48:33,932 Epoch[37] Train-accuracy=0.971459 2020-04-17 07:48:33,932 Epoch[37] Time cost=14866.031 2020-04-17 07:48:33,980 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0038.params" 2020-04-17 08:15:25,336 Epoch[37] Validation-accuracy=0.985752 2020-04-17 08:15:59,516 Epoch[38] Batch [0-50] Speed: 243.31 samples/sec accuracy=0.968137 2020-04-17 08:16:25,832 Epoch[38] Batch [50-100] Speed: 243.20 samples/sec accuracy=0.972812 2020-04-17 08:16:52,120 Epoch[38] Batch [100-150] Speed: 243.47 samples/sec accuracy=0.973906 2020-04-17 08:17:18,360 Epoch[38] Batch [150-200] Speed: 243.90 samples/sec accuracy=0.970313 2020-04-17 08:17:44,706 Epoch[38] Batch [200-250] Speed: 242.93 samples/sec accuracy=0.973906 2020-04-17 08:18:10,911 Epoch[38] Batch [250-300] Speed: 244.23 samples/sec accuracy=0.968906 2020-04-17 08:18:37,186 Epoch[38] Batch [300-350] Speed: 243.58 samples/sec accuracy=0.970781 2020-04-17 08:19:03,479 Epoch[38] Batch [350-400] Speed: 243.41 samples/sec accuracy=0.972187 2020-04-17 08:19:29,792 Epoch[38] Batch [400-450] Speed: 243.23 samples/sec accuracy=0.971562 2020-04-17 08:19:56,194 Epoch[38] Batch [450-500] Speed: 242.41 samples/sec accuracy=0.973125 2020-04-17 08:20:22,572 Epoch[38] Batch [500-550] Speed: 242.62 samples/sec accuracy=0.969688 2020-04-17 08:20:48,847 Epoch[38] Batch [550-600] Speed: 243.58 samples/sec accuracy=0.972031 2020-04-17 08:21:15,244 Epoch[38] Batch [600-650] Speed: 242.46 samples/sec accuracy=0.969688 2020-04-17 08:21:41,543 Epoch[38] Batch [650-700] Speed: 243.36 samples/sec accuracy=0.969844 2020-04-17 08:22:07,907 Epoch[38] Batch [700-750] Speed: 242.76 samples/sec accuracy=0.968281 2020-04-17 08:22:34,327 Epoch[38] Batch [750-800] Speed: 242.24 samples/sec accuracy=0.970938 2020-04-17 08:23:00,540 Epoch[38] Batch [800-850] Speed: 244.15 samples/sec accuracy=0.969063 2020-04-17 08:23:26,923 Epoch[38] Batch [850-900] Speed: 242.58 samples/sec accuracy=0.971719 2020-04-17 08:23:53,263 Epoch[38] Batch [900-950] Speed: 242.98 samples/sec accuracy=0.970625 2020-04-17 08:24:19,616 Epoch[38] Batch [950-1000] Speed: 242.86 samples/sec accuracy=0.972500 2020-04-17 08:24:45,839 Epoch[38] Batch [1000-1050] Speed: 244.06 samples/sec accuracy=0.970313 2020-04-17 08:25:12,215 Epoch[38] Batch [1050-1100] Speed: 242.65 samples/sec accuracy=0.969688 2020-04-17 08:25:38,632 Epoch[38] Batch [1100-1150] Speed: 242.27 samples/sec accuracy=0.970938 2020-04-17 08:26:05,119 Epoch[38] Batch [1150-1200] Speed: 241.63 samples/sec accuracy=0.972812 2020-04-17 08:26:31,638 Epoch[38] Batch [1200-1250] Speed: 241.33 samples/sec accuracy=0.968281 2020-04-17 08:26:58,237 Epoch[38] Batch [1250-1300] Speed: 240.61 samples/sec accuracy=0.967812 2020-04-17 08:27:24,610 Epoch[38] Batch [1300-1350] Speed: 242.68 samples/sec accuracy=0.967500 2020-04-17 08:27:50,842 Epoch[38] Batch [1350-1400] Speed: 243.97 samples/sec accuracy=0.970781 2020-04-17 08:28:17,032 Epoch[38] Batch [1400-1450] Speed: 244.37 samples/sec accuracy=0.967500 2020-04-17 08:28:43,405 Epoch[38] Batch [1450-1500] Speed: 242.68 samples/sec accuracy=0.972031 2020-04-17 08:29:09,696 Epoch[38] Batch [1500-1550] Speed: 243.43 samples/sec accuracy=0.969844 2020-04-17 08:29:35,918 Epoch[38] Batch [1550-1600] Speed: 244.07 samples/sec accuracy=0.971562 2020-04-17 08:30:02,220 Epoch[38] Batch [1600-1650] Speed: 243.33 samples/sec accuracy=0.973906 2020-04-17 08:30:28,456 Epoch[38] Batch [1650-1700] Speed: 243.94 samples/sec accuracy=0.971719 2020-04-17 08:30:54,729 Epoch[38] Batch [1700-1750] Speed: 243.61 samples/sec accuracy=0.972969 2020-04-17 08:31:21,059 Epoch[38] Batch [1750-1800] Speed: 243.07 samples/sec accuracy=0.968594 2020-04-17 08:31:47,329 Epoch[38] Batch [1800-1850] Speed: 243.63 samples/sec accuracy=0.969219 2020-04-17 08:32:13,574 Epoch[38] Batch [1850-1900] Speed: 243.85 samples/sec accuracy=0.968750 2020-04-17 08:32:39,769 Epoch[38] Batch [1900-1950] Speed: 244.32 samples/sec accuracy=0.974219 2020-04-17 08:33:06,007 Epoch[38] Batch [1950-2000] Speed: 243.92 samples/sec accuracy=0.972656 2020-04-17 08:33:32,294 Epoch[38] Batch [2000-2050] Speed: 243.47 samples/sec accuracy=0.970313 2020-04-17 08:33:58,515 Epoch[38] Batch [2050-2100] Speed: 244.09 samples/sec accuracy=0.971562 2020-04-17 08:34:24,755 Epoch[38] Batch [2100-2150] Speed: 243.90 samples/sec accuracy=0.972031 2020-04-17 08:34:51,025 Epoch[38] Batch [2150-2200] Speed: 243.63 samples/sec accuracy=0.970781 2020-04-17 08:35:17,343 Epoch[38] Batch [2200-2250] Speed: 243.18 samples/sec accuracy=0.969688 2020-04-17 08:35:43,630 Epoch[38] Batch [2250-2300] Speed: 243.46 samples/sec accuracy=0.973125 2020-04-17 08:36:09,923 Epoch[38] Batch [2300-2350] Speed: 243.41 samples/sec accuracy=0.970938 2020-04-17 08:36:36,166 Epoch[38] Batch [2350-2400] Speed: 243.87 samples/sec accuracy=0.970938 2020-04-17 08:37:02,442 Epoch[38] Batch [2400-2450] Speed: 243.57 samples/sec accuracy=0.972812 2020-04-17 08:37:28,674 Epoch[38] Batch [2450-2500] Speed: 243.99 samples/sec accuracy=0.974219 2020-04-17 08:37:54,866 Epoch[38] Batch [2500-2550] Speed: 244.35 samples/sec accuracy=0.971875 2020-04-17 08:38:21,389 Epoch[38] Batch [2550-2600] Speed: 241.30 samples/sec accuracy=0.970313 2020-04-17 08:38:47,639 Epoch[38] Batch [2600-2650] Speed: 243.81 samples/sec accuracy=0.971250 2020-04-17 08:39:13,910 Epoch[38] Batch [2650-2700] Speed: 243.62 samples/sec accuracy=0.973906 2020-04-17 08:39:40,256 Epoch[38] Batch [2700-2750] Speed: 242.92 samples/sec accuracy=0.975781 2020-04-17 08:40:06,665 Epoch[38] Batch [2750-2800] Speed: 242.34 samples/sec accuracy=0.969688 2020-04-17 08:40:32,901 Epoch[38] Batch [2800-2850] Speed: 243.94 samples/sec accuracy=0.969688 2020-04-17 08:40:59,540 Epoch[38] Batch [2850-2900] Speed: 240.25 samples/sec accuracy=0.972344 2020-04-17 08:41:25,832 Epoch[38] Batch [2900-2950] Speed: 243.43 samples/sec accuracy=0.971562 2020-04-17 08:41:52,116 Epoch[38] Batch [2950-3000] Speed: 243.50 samples/sec accuracy=0.971875 2020-04-17 08:42:18,442 Epoch[38] Batch [3000-3050] Speed: 243.11 samples/sec accuracy=0.974531 2020-04-17 08:42:44,678 Epoch[38] Batch [3050-3100] Speed: 243.94 samples/sec accuracy=0.969375 2020-04-17 08:43:10,978 Epoch[38] Batch [3100-3150] Speed: 243.35 samples/sec accuracy=0.966719 2020-04-17 08:43:37,204 Epoch[38] Batch [3150-3200] Speed: 244.03 samples/sec accuracy=0.973437 2020-04-17 08:44:03,470 Epoch[38] Batch [3200-3250] Speed: 243.67 samples/sec accuracy=0.968437 2020-04-17 08:44:29,818 Epoch[38] Batch [3250-3300] Speed: 242.90 samples/sec accuracy=0.973437 2020-04-17 08:44:56,077 Epoch[38] Batch [3300-3350] Speed: 243.73 samples/sec accuracy=0.972187 2020-04-17 08:45:22,424 Epoch[38] Batch [3350-3400] Speed: 242.91 samples/sec accuracy=0.972812 2020-04-17 08:45:48,690 Epoch[38] Batch [3400-3450] Speed: 243.66 samples/sec accuracy=0.974688 2020-04-17 08:46:14,990 Epoch[38] Batch [3450-3500] Speed: 243.35 samples/sec accuracy=0.974844 2020-04-17 08:46:41,311 Epoch[38] Batch [3500-3550] Speed: 243.15 samples/sec accuracy=0.967500 2020-04-17 08:47:07,609 Epoch[38] Batch [3550-3600] Speed: 243.37 samples/sec accuracy=0.974219 2020-04-17 08:47:33,886 Epoch[38] Batch [3600-3650] Speed: 243.56 samples/sec accuracy=0.969375 2020-04-17 08:48:00,193 Epoch[38] Batch [3650-3700] Speed: 243.28 samples/sec accuracy=0.973594 2020-04-17 08:48:26,516 Epoch[38] Batch [3700-3750] Speed: 243.13 samples/sec accuracy=0.971406 2020-04-17 08:48:52,739 Epoch[38] Batch [3750-3800] Speed: 244.06 samples/sec accuracy=0.972031 2020-04-17 08:49:19,036 Epoch[38] Batch [3800-3850] Speed: 243.38 samples/sec accuracy=0.972031 2020-04-17 08:49:45,347 Epoch[38] Batch [3850-3900] Speed: 243.24 samples/sec accuracy=0.972656 2020-04-17 08:50:11,647 Epoch[38] Batch [3900-3950] Speed: 243.35 samples/sec accuracy=0.972812 2020-04-17 08:50:37,893 Epoch[38] Batch [3950-4000] Speed: 243.85 samples/sec accuracy=0.970938 2020-04-17 08:51:04,226 Epoch[38] Batch [4000-4050] Speed: 243.05 samples/sec accuracy=0.972969 2020-04-17 08:51:30,585 Epoch[38] Batch [4050-4100] Speed: 242.81 samples/sec accuracy=0.973125 2020-04-17 08:51:56,844 Epoch[38] Batch [4100-4150] Speed: 243.73 samples/sec accuracy=0.973125 2020-04-17 08:52:23,144 Epoch[38] Batch [4150-4200] Speed: 243.34 samples/sec accuracy=0.969063 2020-04-17 08:52:49,380 Epoch[38] Batch [4200-4250] Speed: 243.94 samples/sec accuracy=0.971562 2020-04-17 08:53:15,679 Epoch[38] Batch [4250-4300] Speed: 243.36 samples/sec accuracy=0.972187 2020-04-17 08:53:42,468 Epoch[38] Batch [4300-4350] Speed: 238.91 samples/sec accuracy=0.968594 2020-04-17 08:54:10,049 Epoch[38] Batch [4350-4400] Speed: 232.05 samples/sec accuracy=0.970625 2020-04-17 08:54:37,671 Epoch[38] Batch [4400-4450] Speed: 231.70 samples/sec accuracy=0.971562 2020-04-17 08:55:04,815 Epoch[38] Batch [4450-4500] Speed: 235.78 samples/sec accuracy=0.974063 2020-04-17 08:55:31,067 Epoch[38] Batch [4500-4550] Speed: 243.79 samples/sec accuracy=0.970313 2020-04-17 08:55:57,323 Epoch[38] Batch [4550-4600] Speed: 243.76 samples/sec accuracy=0.966250 2020-04-17 08:56:23,705 Epoch[38] Batch [4600-4650] Speed: 242.59 samples/sec accuracy=0.966875 2020-04-17 08:56:49,951 Epoch[38] Batch [4650-4700] Speed: 243.85 samples/sec accuracy=0.970469 2020-04-17 08:57:16,235 Epoch[38] Batch [4700-4750] Speed: 243.49 samples/sec accuracy=0.973594 2020-04-17 08:57:42,518 Epoch[38] Batch [4750-4800] Speed: 243.51 samples/sec accuracy=0.974531 2020-04-17 08:58:08,766 Epoch[38] Batch [4800-4850] Speed: 243.83 samples/sec accuracy=0.975000 2020-04-17 08:58:35,019 Epoch[38] Batch [4850-4900] Speed: 243.79 samples/sec accuracy=0.971406 2020-04-17 08:59:01,350 Epoch[38] Batch [4900-4950] Speed: 243.06 samples/sec accuracy=0.970469 2020-04-17 08:59:27,722 Epoch[38] Batch [4950-5000] Speed: 242.69 samples/sec accuracy=0.974688 2020-04-17 08:59:53,978 Epoch[38] Batch [5000-5050] Speed: 243.76 samples/sec accuracy=0.966406 2020-04-17 09:00:20,252 Epoch[38] Batch [5050-5100] Speed: 243.58 samples/sec accuracy=0.970781 2020-04-17 09:00:46,553 Epoch[38] Batch [5100-5150] Speed: 243.34 samples/sec accuracy=0.971562 2020-04-17 09:01:12,989 Epoch[38] Batch [5150-5200] Speed: 242.10 samples/sec accuracy=0.974844 2020-04-17 09:01:39,199 Epoch[38] Batch [5200-5250] Speed: 244.18 samples/sec accuracy=0.971562 2020-04-17 09:02:05,412 Epoch[38] Batch [5250-5300] Speed: 244.16 samples/sec accuracy=0.971094 2020-04-17 09:02:31,718 Epoch[38] Batch [5300-5350] Speed: 243.29 samples/sec accuracy=0.973594 2020-04-17 09:02:58,037 Epoch[38] Batch [5350-5400] Speed: 243.17 samples/sec accuracy=0.972187 2020-04-17 09:03:24,268 Epoch[38] Batch [5400-5450] Speed: 243.99 samples/sec accuracy=0.973437 2020-04-17 09:03:50,647 Epoch[38] Batch [5450-5500] Speed: 242.62 samples/sec accuracy=0.972187 2020-04-17 09:04:16,982 Epoch[38] Batch [5500-5550] Speed: 243.02 samples/sec accuracy=0.972969 2020-04-17 09:04:43,339 Epoch[38] Batch [5550-5600] Speed: 242.83 samples/sec accuracy=0.969844 2020-04-17 09:05:09,644 Epoch[38] Batch [5600-5650] Speed: 243.30 samples/sec accuracy=0.972812 2020-04-17 09:05:35,963 Epoch[38] Batch [5650-5700] Speed: 243.17 samples/sec accuracy=0.974688 2020-04-17 09:06:02,348 Epoch[38] Batch [5700-5750] Speed: 242.57 samples/sec accuracy=0.972969 2020-04-17 09:06:28,539 Epoch[38] Batch [5750-5800] Speed: 244.36 samples/sec accuracy=0.973750 2020-04-17 09:06:54,910 Epoch[38] Batch [5800-5850] Speed: 242.69 samples/sec accuracy=0.974844 2020-04-17 09:07:21,767 Epoch[38] Batch [5850-5900] Speed: 238.30 samples/sec accuracy=0.970625 2020-04-17 09:07:48,139 Epoch[38] Batch [5900-5950] Speed: 242.69 samples/sec accuracy=0.967344 2020-04-17 09:08:14,341 Epoch[38] Batch [5950-6000] Speed: 244.26 samples/sec accuracy=0.974844 2020-04-17 09:08:40,545 Epoch[38] Batch [6000-6050] Speed: 244.23 samples/sec accuracy=0.972500 2020-04-17 09:09:06,710 Epoch[38] Batch [6050-6100] Speed: 244.61 samples/sec accuracy=0.972031 2020-04-17 09:09:32,985 Epoch[38] Batch [6100-6150] Speed: 243.58 samples/sec accuracy=0.970625 2020-04-17 09:09:59,269 Epoch[38] Batch [6150-6200] Speed: 243.49 samples/sec accuracy=0.971406 2020-04-17 09:10:25,595 Epoch[38] Batch [6200-6250] Speed: 243.11 samples/sec accuracy=0.970313 2020-04-17 09:10:51,924 Epoch[38] Batch [6250-6300] Speed: 243.08 samples/sec accuracy=0.970469 2020-04-17 09:11:18,192 Epoch[38] Batch [6300-6350] Speed: 243.65 samples/sec accuracy=0.973125 2020-04-17 09:11:44,420 Epoch[38] Batch [6350-6400] Speed: 244.02 samples/sec accuracy=0.975313 2020-04-17 09:12:10,739 Epoch[38] Batch [6400-6450] Speed: 243.17 samples/sec accuracy=0.968750 2020-04-17 09:12:37,033 Epoch[38] Batch [6450-6500] Speed: 243.40 samples/sec accuracy=0.972969 2020-04-17 09:13:03,321 Epoch[38] Batch [6500-6550] Speed: 243.46 samples/sec accuracy=0.972187 2020-04-17 09:13:29,767 Epoch[38] Batch [6550-6600] Speed: 242.00 samples/sec accuracy=0.972344 2020-04-17 09:13:56,083 Epoch[38] Batch [6600-6650] Speed: 243.20 samples/sec accuracy=0.967656 2020-04-17 09:14:22,366 Epoch[38] Batch [6650-6700] Speed: 243.51 samples/sec accuracy=0.972031 2020-04-17 09:14:48,609 Epoch[38] Batch [6700-6750] Speed: 243.88 samples/sec accuracy=0.967187 2020-04-17 09:15:14,883 Epoch[38] Batch [6750-6800] Speed: 243.58 samples/sec accuracy=0.971250 2020-04-17 09:15:41,229 Epoch[38] Batch [6800-6850] Speed: 242.93 samples/sec accuracy=0.972187 2020-04-17 09:16:07,481 Epoch[38] Batch [6850-6900] Speed: 243.79 samples/sec accuracy=0.973594 2020-04-17 09:16:33,799 Epoch[38] Batch [6900-6950] Speed: 243.18 samples/sec accuracy=0.970469 2020-04-17 09:17:00,122 Epoch[38] Batch [6950-7000] Speed: 243.14 samples/sec accuracy=0.970313 2020-04-17 09:17:26,370 Epoch[38] Batch [7000-7050] Speed: 243.83 samples/sec accuracy=0.968125 2020-04-17 09:17:52,626 Epoch[38] Batch [7050-7100] Speed: 243.75 samples/sec accuracy=0.970313 2020-04-17 09:18:18,899 Epoch[38] Batch [7100-7150] Speed: 243.60 samples/sec accuracy=0.969844 2020-04-17 09:18:45,169 Epoch[38] Batch [7150-7200] Speed: 243.63 samples/sec accuracy=0.970000 2020-04-17 09:19:11,478 Epoch[38] Batch [7200-7250] Speed: 243.27 samples/sec accuracy=0.971719 2020-04-17 09:19:37,838 Epoch[38] Batch [7250-7300] Speed: 242.79 samples/sec accuracy=0.974531 2020-04-17 09:20:04,472 Epoch[38] Batch [7300-7350] Speed: 240.30 samples/sec accuracy=0.973125 2020-04-17 09:20:30,739 Epoch[38] Batch [7350-7400] Speed: 243.65 samples/sec accuracy=0.970938 2020-04-17 09:20:57,023 Epoch[38] Batch [7400-7450] Speed: 243.50 samples/sec accuracy=0.974688 2020-04-17 09:21:23,411 Epoch[38] Batch [7450-7500] Speed: 242.53 samples/sec accuracy=0.974063 2020-04-17 09:21:49,805 Epoch[38] Batch [7500-7550] Speed: 242.48 samples/sec accuracy=0.972344 2020-04-17 09:22:16,033 Epoch[38] Batch [7550-7600] Speed: 244.01 samples/sec accuracy=0.970313 2020-04-17 09:22:42,277 Epoch[38] Batch [7600-7650] Speed: 243.87 samples/sec accuracy=0.972500 2020-04-17 09:23:08,502 Epoch[38] Batch [7650-7700] Speed: 244.04 samples/sec accuracy=0.972500 2020-04-17 09:23:34,729 Epoch[38] Batch [7700-7750] Speed: 244.03 samples/sec accuracy=0.972500 2020-04-17 09:24:01,058 Epoch[38] Batch [7750-7800] Speed: 243.08 samples/sec accuracy=0.972812 2020-04-17 09:24:27,351 Epoch[38] Batch [7800-7850] Speed: 243.41 samples/sec accuracy=0.972500 2020-04-17 09:24:53,622 Epoch[38] Batch [7850-7900] Speed: 243.61 samples/sec accuracy=0.969844 2020-04-17 09:25:19,847 Epoch[38] Batch [7900-7950] Speed: 244.04 samples/sec accuracy=0.971719 2020-04-17 09:25:46,135 Epoch[38] Batch [7950-8000] Speed: 243.46 samples/sec accuracy=0.970781 2020-04-17 09:26:12,455 Epoch[38] Batch [8000-8050] Speed: 243.17 samples/sec accuracy=0.967812 2020-04-17 09:26:38,770 Epoch[38] Batch [8050-8100] Speed: 243.21 samples/sec accuracy=0.972187 2020-04-17 09:27:05,062 Epoch[38] Batch [8100-8150] Speed: 243.42 samples/sec accuracy=0.972500 2020-04-17 09:27:31,402 Epoch[38] Batch [8150-8200] Speed: 242.98 samples/sec accuracy=0.973437 2020-04-17 09:27:57,675 Epoch[38] Batch [8200-8250] Speed: 243.60 samples/sec accuracy=0.971406 2020-04-17 09:28:24,031 Epoch[38] Batch [8250-8300] Speed: 242.83 samples/sec accuracy=0.968750 2020-04-17 09:28:50,417 Epoch[38] Batch [8300-8350] Speed: 242.55 samples/sec accuracy=0.970156 2020-04-17 09:29:16,690 Epoch[38] Batch [8350-8400] Speed: 243.60 samples/sec accuracy=0.972656 2020-04-17 09:29:42,937 Epoch[38] Batch [8400-8450] Speed: 243.84 samples/sec accuracy=0.970313 2020-04-17 09:30:09,338 Epoch[38] Batch [8450-8500] Speed: 242.42 samples/sec accuracy=0.969063 2020-04-17 09:30:35,634 Epoch[38] Batch [8500-8550] Speed: 243.38 samples/sec accuracy=0.971562 2020-04-17 09:31:01,882 Epoch[38] Batch [8550-8600] Speed: 243.83 samples/sec accuracy=0.970625 2020-04-17 09:31:28,483 Epoch[38] Batch [8600-8650] Speed: 240.59 samples/sec accuracy=0.971719 2020-04-17 09:31:54,792 Epoch[38] Batch [8650-8700] Speed: 243.27 samples/sec accuracy=0.965938 2020-04-17 09:32:21,020 Epoch[38] Batch [8700-8750] Speed: 244.01 samples/sec accuracy=0.968594 2020-04-17 09:32:47,305 Epoch[38] Batch [8750-8800] Speed: 243.48 samples/sec accuracy=0.970781 2020-04-17 09:33:13,515 Epoch[38] Batch [8800-8850] Speed: 244.19 samples/sec accuracy=0.966875 2020-04-17 09:33:39,736 Epoch[38] Batch [8850-8900] Speed: 244.08 samples/sec accuracy=0.972656 2020-04-17 09:34:06,045 Epoch[38] Batch [8900-8950] Speed: 243.26 samples/sec accuracy=0.970313 2020-04-17 09:34:32,483 Epoch[38] Batch [8950-9000] Speed: 242.08 samples/sec accuracy=0.969063 2020-04-17 09:34:58,739 Epoch[38] Batch [9000-9050] Speed: 243.75 samples/sec accuracy=0.969688 2020-04-17 09:35:24,975 Epoch[38] Batch [9050-9100] Speed: 243.94 samples/sec accuracy=0.970938 2020-04-17 09:35:51,224 Epoch[38] Batch [9100-9150] Speed: 243.83 samples/sec accuracy=0.970156 2020-04-17 09:36:17,575 Epoch[38] Batch [9150-9200] Speed: 242.87 samples/sec accuracy=0.970625 2020-04-17 09:36:43,851 Epoch[38] Batch [9200-9250] Speed: 243.57 samples/sec accuracy=0.973125 2020-04-17 09:37:10,036 Epoch[38] Batch [9250-9300] Speed: 244.42 samples/sec accuracy=0.975156 2020-04-17 09:37:36,242 Epoch[38] Batch [9300-9350] Speed: 244.22 samples/sec accuracy=0.974219 2020-04-17 09:38:02,550 Epoch[38] Batch [9350-9400] Speed: 243.28 samples/sec accuracy=0.973281 2020-04-17 09:38:28,733 Epoch[38] Batch [9400-9450] Speed: 244.43 samples/sec accuracy=0.975781 2020-04-17 09:38:54,949 Epoch[38] Batch [9450-9500] Speed: 244.12 samples/sec accuracy=0.969375 2020-04-17 09:39:21,162 Epoch[38] Batch [9500-9550] Speed: 244.16 samples/sec accuracy=0.972500 2020-04-17 09:39:47,525 Epoch[38] Batch [9550-9600] Speed: 242.77 samples/sec accuracy=0.971562 2020-04-17 09:40:13,785 Epoch[38] Batch [9600-9650] Speed: 243.72 samples/sec accuracy=0.970781 2020-04-17 09:40:40,075 Epoch[38] Batch [9650-9700] Speed: 243.44 samples/sec accuracy=0.971250 2020-04-17 09:41:06,365 Epoch[38] Batch [9700-9750] Speed: 243.44 samples/sec accuracy=0.974375 2020-04-17 09:41:32,760 Epoch[38] Batch [9750-9800] Speed: 242.48 samples/sec accuracy=0.975781 2020-04-17 09:41:59,008 Epoch[38] Batch [9800-9850] Speed: 243.83 samples/sec accuracy=0.970781 2020-04-17 09:42:25,290 Epoch[38] Batch [9850-9900] Speed: 243.51 samples/sec accuracy=0.971406 2020-04-17 09:42:51,527 Epoch[38] Batch [9900-9950] Speed: 243.93 samples/sec accuracy=0.971562 2020-04-17 09:43:17,779 Epoch[38] Batch [9950-10000] Speed: 243.80 samples/sec accuracy=0.975469 2020-04-17 09:43:44,109 Epoch[38] Batch [10000-10050] Speed: 243.07 samples/sec accuracy=0.971094 2020-04-17 09:44:10,301 Epoch[38] Batch [10050-10100] Speed: 244.35 samples/sec accuracy=0.971562 2020-04-17 09:44:36,620 Epoch[38] Batch [10100-10150] Speed: 243.18 samples/sec accuracy=0.972656 2020-04-17 09:45:02,838 Epoch[38] Batch [10150-10200] Speed: 244.11 samples/sec accuracy=0.972187 2020-04-17 09:45:29,514 Epoch[38] Batch [10200-10250] Speed: 239.92 samples/sec accuracy=0.969688 2020-04-17 09:45:55,831 Epoch[38] Batch [10250-10300] Speed: 243.19 samples/sec accuracy=0.972812 2020-04-17 09:46:22,136 Epoch[38] Batch [10300-10350] Speed: 243.31 samples/sec accuracy=0.971719 2020-04-17 09:46:48,422 Epoch[38] Batch [10350-10400] Speed: 243.47 samples/sec accuracy=0.971562 2020-04-17 09:47:14,613 Epoch[38] Batch [10400-10450] Speed: 244.36 samples/sec accuracy=0.969063 2020-04-17 09:47:40,949 Epoch[38] Batch [10450-10500] Speed: 243.02 samples/sec accuracy=0.975938 2020-04-17 09:48:07,364 Epoch[38] Batch [10500-10550] Speed: 242.29 samples/sec accuracy=0.972500 2020-04-17 09:48:33,820 Epoch[38] Batch [10550-10600] Speed: 241.92 samples/sec accuracy=0.973437 2020-04-17 09:49:00,111 Epoch[38] Batch [10600-10650] Speed: 243.43 samples/sec accuracy=0.971250 2020-04-17 09:49:26,373 Epoch[38] Batch [10650-10700] Speed: 243.70 samples/sec accuracy=0.965469 2020-04-17 09:49:52,638 Epoch[38] Batch [10700-10750] Speed: 243.67 samples/sec accuracy=0.973906 2020-04-17 09:50:18,917 Epoch[38] Batch [10750-10800] Speed: 243.55 samples/sec accuracy=0.967031 2020-04-17 09:50:45,521 Epoch[38] Batch [10800-10850] Speed: 240.57 samples/sec accuracy=0.972344 2020-04-17 09:51:11,922 Epoch[38] Batch [10850-10900] Speed: 242.41 samples/sec accuracy=0.973437 2020-04-17 09:51:38,338 Epoch[38] Batch [10900-10950] Speed: 242.28 samples/sec accuracy=0.970938 2020-04-17 09:52:04,609 Epoch[38] Batch [10950-11000] Speed: 243.62 samples/sec accuracy=0.971875 2020-04-17 09:52:30,862 Epoch[38] Batch [11000-11050] Speed: 243.79 samples/sec accuracy=0.972187 2020-04-17 09:52:57,114 Epoch[38] Batch [11050-11100] Speed: 243.79 samples/sec accuracy=0.971719 2020-04-17 09:53:23,399 Epoch[38] Batch [11100-11150] Speed: 243.48 samples/sec accuracy=0.970781 2020-04-17 09:53:49,778 Epoch[38] Batch [11150-11200] Speed: 242.62 samples/sec accuracy=0.972812 2020-04-17 09:54:16,114 Epoch[38] Batch [11200-11250] Speed: 243.02 samples/sec accuracy=0.970469 2020-04-17 09:54:42,479 Epoch[38] Batch [11250-11300] Speed: 242.75 samples/sec accuracy=0.972031 2020-04-17 09:55:08,743 Epoch[38] Batch [11300-11350] Speed: 243.67 samples/sec accuracy=0.970781 2020-04-17 09:55:35,052 Epoch[38] Batch [11350-11400] Speed: 243.27 samples/sec accuracy=0.974844 2020-04-17 09:56:01,362 Epoch[38] Batch [11400-11450] Speed: 243.26 samples/sec accuracy=0.973437 2020-04-17 09:56:27,657 Epoch[38] Batch [11450-11500] Speed: 243.40 samples/sec accuracy=0.973750 2020-04-17 09:56:53,936 Epoch[38] Batch [11500-11550] Speed: 243.54 samples/sec accuracy=0.972344 2020-04-17 09:57:20,183 Epoch[38] Batch [11550-11600] Speed: 243.83 samples/sec accuracy=0.970469 2020-04-17 09:57:46,481 Epoch[38] Batch [11600-11650] Speed: 243.37 samples/sec accuracy=0.973750 2020-04-17 09:58:12,893 Epoch[38] Batch [11650-11700] Speed: 242.31 samples/sec accuracy=0.967187 2020-04-17 09:58:39,866 Epoch[38] Batch [11700-11750] Speed: 237.28 samples/sec accuracy=0.968594 2020-04-17 09:59:06,427 Epoch[38] Batch [11750-11800] Speed: 240.96 samples/sec accuracy=0.970313 2020-04-17 09:59:32,858 Epoch[38] Batch [11800-11850] Speed: 242.14 samples/sec accuracy=0.973906 2020-04-17 09:59:59,267 Epoch[38] Batch [11850-11900] Speed: 242.34 samples/sec accuracy=0.968750 2020-04-17 10:00:25,606 Epoch[38] Batch [11900-11950] Speed: 242.99 samples/sec accuracy=0.975000 2020-04-17 10:00:51,882 Epoch[38] Batch [11950-12000] Speed: 243.57 samples/sec accuracy=0.974375 2020-04-17 10:01:18,178 Epoch[38] Batch [12000-12050] Speed: 243.39 samples/sec accuracy=0.971250 2020-04-17 10:01:44,616 Epoch[38] Batch [12050-12100] Speed: 242.08 samples/sec accuracy=0.970625 2020-04-17 10:02:10,853 Epoch[38] Batch [12100-12150] Speed: 243.93 samples/sec accuracy=0.971562 2020-04-17 10:02:37,139 Epoch[38] Batch [12150-12200] Speed: 243.48 samples/sec accuracy=0.970000 2020-04-17 10:03:03,351 Epoch[38] Batch [12200-12250] Speed: 244.16 samples/sec accuracy=0.973437 2020-04-17 10:03:29,737 Epoch[38] Batch [12250-12300] Speed: 242.56 samples/sec accuracy=0.968750 2020-04-17 10:03:56,020 Epoch[38] Batch [12300-12350] Speed: 243.50 samples/sec accuracy=0.972812 2020-04-17 10:04:22,277 Epoch[38] Batch [12350-12400] Speed: 243.75 samples/sec accuracy=0.968750 2020-04-17 10:04:48,492 Epoch[38] Batch [12400-12450] Speed: 244.13 samples/sec accuracy=0.967344 2020-04-17 10:05:14,686 Epoch[38] Batch [12450-12500] Speed: 244.33 samples/sec accuracy=0.970469 2020-04-17 10:05:40,930 Epoch[38] Batch [12500-12550] Speed: 243.87 samples/sec accuracy=0.973281 2020-04-17 10:06:07,265 Epoch[38] Batch [12550-12600] Speed: 243.02 samples/sec accuracy=0.968437 2020-04-17 10:06:33,692 Epoch[38] Batch [12600-12650] Speed: 242.18 samples/sec accuracy=0.969844 2020-04-17 10:06:59,960 Epoch[38] Batch [12650-12700] Speed: 243.64 samples/sec accuracy=0.970469 2020-04-17 10:07:26,145 Epoch[38] Batch [12700-12750] Speed: 244.42 samples/sec accuracy=0.974688 2020-04-17 10:07:52,367 Epoch[38] Batch [12750-12800] Speed: 244.07 samples/sec accuracy=0.972344 2020-04-17 10:08:18,598 Epoch[38] Batch [12800-12850] Speed: 243.99 samples/sec accuracy=0.975156 2020-04-17 10:08:44,861 Epoch[38] Batch [12850-12900] Speed: 243.69 samples/sec accuracy=0.971719 2020-04-17 10:09:11,084 Epoch[38] Batch [12900-12950] Speed: 244.06 samples/sec accuracy=0.974688 2020-04-17 10:09:37,433 Epoch[38] Batch [12950-13000] Speed: 242.89 samples/sec accuracy=0.972187 2020-04-17 10:10:03,810 Epoch[38] Batch [13000-13050] Speed: 242.64 samples/sec accuracy=0.973594 2020-04-17 10:10:30,019 Epoch[38] Batch [13050-13100] Speed: 244.19 samples/sec accuracy=0.974375 2020-04-17 10:10:56,291 Epoch[38] Batch [13100-13150] Speed: 243.60 samples/sec accuracy=0.970000 2020-04-17 10:11:22,539 Epoch[38] Batch [13150-13200] Speed: 243.83 samples/sec accuracy=0.970625 2020-04-17 10:11:49,503 Epoch[38] Batch [13200-13250] Speed: 237.35 samples/sec accuracy=0.971406 2020-04-17 10:12:16,024 Epoch[38] Batch [13250-13300] Speed: 241.32 samples/sec accuracy=0.974063 2020-04-17 10:12:42,352 Epoch[38] Batch [13300-13350] Speed: 243.09 samples/sec accuracy=0.969219 2020-04-17 10:13:08,595 Epoch[38] Batch [13350-13400] Speed: 243.88 samples/sec accuracy=0.972969 2020-04-17 10:13:34,818 Epoch[38] Batch [13400-13450] Speed: 244.06 samples/sec accuracy=0.971250 2020-04-17 10:14:01,061 Epoch[38] Batch [13450-13500] Speed: 243.88 samples/sec accuracy=0.971094 2020-04-17 10:14:27,413 Epoch[38] Batch [13500-13550] Speed: 242.87 samples/sec accuracy=0.972031 2020-04-17 10:14:53,811 Epoch[38] Batch [13550-13600] Speed: 242.44 samples/sec accuracy=0.975469 2020-04-17 10:15:19,999 Epoch[38] Batch [13600-13650] Speed: 244.38 samples/sec accuracy=0.974531 2020-04-17 10:15:46,237 Epoch[38] Batch [13650-13700] Speed: 243.93 samples/sec accuracy=0.975625 2020-04-17 10:16:12,500 Epoch[38] Batch [13700-13750] Speed: 243.69 samples/sec accuracy=0.972344 2020-04-17 10:16:38,814 Epoch[38] Batch [13750-13800] Speed: 243.21 samples/sec accuracy=0.970625 2020-04-17 10:17:05,269 Epoch[38] Batch [13800-13850] Speed: 241.93 samples/sec accuracy=0.972656 2020-04-17 10:17:31,497 Epoch[38] Batch [13850-13900] Speed: 244.01 samples/sec accuracy=0.968750 2020-04-17 10:17:57,737 Epoch[38] Batch [13900-13950] Speed: 243.91 samples/sec accuracy=0.973437 2020-04-17 10:18:24,033 Epoch[38] Batch [13950-14000] Speed: 243.39 samples/sec accuracy=0.975469 2020-04-17 10:18:50,374 Epoch[38] Batch [14000-14050] Speed: 242.97 samples/sec accuracy=0.974531 2020-04-17 10:19:16,669 Epoch[38] Batch [14050-14100] Speed: 243.39 samples/sec accuracy=0.973125 2020-04-17 10:19:42,942 Epoch[38] Batch [14100-14150] Speed: 243.60 samples/sec accuracy=0.971562 2020-04-17 10:20:09,381 Epoch[38] Batch [14150-14200] Speed: 242.07 samples/sec accuracy=0.966562 2020-04-17 10:20:35,641 Epoch[38] Batch [14200-14250] Speed: 243.72 samples/sec accuracy=0.976562 2020-04-17 10:21:01,959 Epoch[38] Batch [14250-14300] Speed: 243.18 samples/sec accuracy=0.976094 2020-04-17 10:21:28,277 Epoch[38] Batch [14300-14350] Speed: 243.18 samples/sec accuracy=0.972812 2020-04-17 10:21:54,564 Epoch[38] Batch [14350-14400] Speed: 243.47 samples/sec accuracy=0.971719 2020-04-17 10:22:20,837 Epoch[38] Batch [14400-14450] Speed: 243.60 samples/sec accuracy=0.967656 2020-04-17 10:22:47,057 Epoch[38] Batch [14450-14500] Speed: 244.09 samples/sec accuracy=0.971562 2020-04-17 10:23:13,358 Epoch[38] Batch [14500-14550] Speed: 243.34 samples/sec accuracy=0.969219 2020-04-17 10:23:39,636 Epoch[38] Batch [14550-14600] Speed: 243.56 samples/sec accuracy=0.973281 2020-04-17 10:24:05,943 Epoch[38] Batch [14600-14650] Speed: 243.28 samples/sec accuracy=0.970781 2020-04-17 10:24:32,550 Epoch[38] Batch [14650-14700] Speed: 240.54 samples/sec accuracy=0.971250 2020-04-17 10:24:58,835 Epoch[38] Batch [14700-14750] Speed: 243.48 samples/sec accuracy=0.972187 2020-04-17 10:25:25,025 Epoch[38] Batch [14750-14800] Speed: 244.37 samples/sec accuracy=0.971562 2020-04-17 10:25:51,238 Epoch[38] Batch [14800-14850] Speed: 244.16 samples/sec accuracy=0.969375 2020-04-17 10:26:17,442 Epoch[38] Batch [14850-14900] Speed: 244.24 samples/sec accuracy=0.969375 2020-04-17 10:26:43,764 Epoch[38] Batch [14900-14950] Speed: 243.14 samples/sec accuracy=0.974219 2020-04-17 10:27:10,042 Epoch[38] Batch [14950-15000] Speed: 243.54 samples/sec accuracy=0.967969 2020-04-17 10:27:36,334 Epoch[38] Batch [15000-15050] Speed: 243.42 samples/sec accuracy=0.972969 2020-04-17 10:28:02,610 Epoch[38] Batch [15050-15100] Speed: 243.57 samples/sec accuracy=0.973125 2020-04-17 10:28:28,842 Epoch[38] Batch [15100-15150] Speed: 243.98 samples/sec accuracy=0.970781 2020-04-17 10:28:55,103 Epoch[38] Batch [15150-15200] Speed: 243.71 samples/sec accuracy=0.970313 2020-04-17 10:29:21,513 Epoch[38] Batch [15200-15250] Speed: 242.33 samples/sec accuracy=0.972187 2020-04-17 10:29:47,849 Epoch[38] Batch [15250-15300] Speed: 243.01 samples/sec accuracy=0.975469 2020-04-17 10:30:14,228 Epoch[38] Batch [15300-15350] Speed: 242.63 samples/sec accuracy=0.971719 2020-04-17 10:30:40,571 Epoch[38] Batch [15350-15400] Speed: 242.95 samples/sec accuracy=0.972969 2020-04-17 10:31:06,913 Epoch[38] Batch [15400-15450] Speed: 242.96 samples/sec accuracy=0.972969 2020-04-17 10:31:33,287 Epoch[38] Batch [15450-15500] Speed: 242.67 samples/sec accuracy=0.969219 2020-04-17 10:31:59,607 Epoch[38] Batch [15500-15550] Speed: 243.16 samples/sec accuracy=0.971250 2020-04-17 10:32:25,909 Epoch[38] Batch [15550-15600] Speed: 243.33 samples/sec accuracy=0.972812 2020-04-17 10:32:52,160 Epoch[38] Batch [15600-15650] Speed: 243.80 samples/sec accuracy=0.970156 2020-04-17 10:33:18,495 Epoch[38] Batch [15650-15700] Speed: 243.03 samples/sec accuracy=0.973125 2020-04-17 10:33:44,802 Epoch[38] Batch [15700-15750] Speed: 243.28 samples/sec accuracy=0.970000 2020-04-17 10:34:11,008 Epoch[38] Batch [15750-15800] Speed: 244.22 samples/sec accuracy=0.970000 2020-04-17 10:34:37,274 Epoch[38] Batch [15800-15850] Speed: 243.66 samples/sec accuracy=0.974375 2020-04-17 10:35:03,590 Epoch[38] Batch [15850-15900] Speed: 243.20 samples/sec accuracy=0.972656 2020-04-17 10:35:29,929 Epoch[38] Batch [15900-15950] Speed: 242.99 samples/sec accuracy=0.974063 2020-04-17 10:35:56,196 Epoch[38] Batch [15950-16000] Speed: 243.66 samples/sec accuracy=0.969688 2020-04-17 10:36:22,418 Epoch[38] Batch [16000-16050] Speed: 244.07 samples/sec accuracy=0.970000 2020-04-17 10:36:48,621 Epoch[38] Batch [16050-16100] Speed: 244.25 samples/sec accuracy=0.971250 2020-04-17 10:37:14,885 Epoch[38] Batch [16100-16150] Speed: 243.69 samples/sec accuracy=0.970313 2020-04-17 10:37:41,255 Epoch[38] Batch [16150-16200] Speed: 242.69 samples/sec accuracy=0.971719 2020-04-17 10:38:08,005 Epoch[38] Batch [16200-16250] Speed: 239.26 samples/sec accuracy=0.971250 2020-04-17 10:38:34,234 Epoch[38] Batch [16250-16300] Speed: 244.00 samples/sec accuracy=0.975313 2020-04-17 10:39:00,527 Epoch[38] Batch [16300-16350] Speed: 243.41 samples/sec accuracy=0.969844 2020-04-17 10:39:26,796 Epoch[38] Batch [16350-16400] Speed: 243.64 samples/sec accuracy=0.970781 2020-04-17 10:39:53,006 Epoch[38] Batch [16400-16450] Speed: 244.18 samples/sec accuracy=0.971562 2020-04-17 10:40:19,334 Epoch[38] Batch [16450-16500] Speed: 243.08 samples/sec accuracy=0.972344 2020-04-17 10:40:45,604 Epoch[38] Batch [16500-16550] Speed: 243.63 samples/sec accuracy=0.975156 2020-04-17 10:41:11,870 Epoch[38] Batch [16550-16600] Speed: 243.66 samples/sec accuracy=0.969219 2020-04-17 10:41:38,162 Epoch[38] Batch [16600-16650] Speed: 243.42 samples/sec accuracy=0.972812 2020-04-17 10:42:04,450 Epoch[38] Batch [16650-16700] Speed: 243.46 samples/sec accuracy=0.967344 2020-04-17 10:42:30,731 Epoch[38] Batch [16700-16750] Speed: 243.52 samples/sec accuracy=0.967031 2020-04-17 10:42:56,957 Epoch[38] Batch [16750-16800] Speed: 244.03 samples/sec accuracy=0.970469 2020-04-17 10:43:23,216 Epoch[38] Batch [16800-16850] Speed: 243.73 samples/sec accuracy=0.970313 2020-04-17 10:43:49,475 Epoch[38] Batch [16850-16900] Speed: 243.73 samples/sec accuracy=0.972500 2020-04-17 10:44:15,779 Epoch[38] Batch [16900-16950] Speed: 243.31 samples/sec accuracy=0.973281 2020-04-17 10:44:42,094 Epoch[38] Batch [16950-17000] Speed: 243.21 samples/sec accuracy=0.970313 2020-04-17 10:45:08,345 Epoch[38] Batch [17000-17050] Speed: 243.80 samples/sec accuracy=0.968906 2020-04-17 10:45:34,578 Epoch[38] Batch [17050-17100] Speed: 243.97 samples/sec accuracy=0.969063 2020-04-17 10:46:00,841 Epoch[38] Batch [17100-17150] Speed: 243.69 samples/sec accuracy=0.975156 2020-04-17 10:46:27,118 Epoch[38] Batch [17150-17200] Speed: 243.57 samples/sec accuracy=0.970938 2020-04-17 10:46:53,363 Epoch[38] Batch [17200-17250] Speed: 243.85 samples/sec accuracy=0.970469 2020-04-17 10:47:19,579 Epoch[38] Batch [17250-17300] Speed: 244.12 samples/sec accuracy=0.968281 2020-04-17 10:47:45,918 Epoch[38] Batch [17300-17350] Speed: 242.99 samples/sec accuracy=0.972187 2020-04-17 10:48:12,186 Epoch[38] Batch [17350-17400] Speed: 243.64 samples/sec accuracy=0.968906 2020-04-17 10:48:38,621 Epoch[38] Batch [17400-17450] Speed: 242.11 samples/sec accuracy=0.972344 2020-04-17 10:49:04,854 Epoch[38] Batch [17450-17500] Speed: 243.97 samples/sec accuracy=0.968281 2020-04-17 10:49:31,416 Epoch[38] Batch [17500-17550] Speed: 240.94 samples/sec accuracy=0.969219 2020-04-17 10:49:57,793 Epoch[38] Batch [17550-17600] Speed: 242.64 samples/sec accuracy=0.967812 2020-04-17 10:50:24,309 Epoch[38] Batch [17600-17650] Speed: 241.36 samples/sec accuracy=0.972969 2020-04-17 10:50:50,599 Epoch[38] Batch [17650-17700] Speed: 243.43 samples/sec accuracy=0.970625 2020-04-17 10:51:16,953 Epoch[38] Batch [17700-17750] Speed: 242.85 samples/sec accuracy=0.972187 2020-04-17 10:51:43,344 Epoch[38] Batch [17750-17800] Speed: 242.52 samples/sec accuracy=0.971250 2020-04-17 10:52:10,033 Epoch[38] Batch [17800-17850] Speed: 239.80 samples/sec accuracy=0.967500 2020-04-17 10:52:36,373 Epoch[38] Batch [17850-17900] Speed: 242.98 samples/sec accuracy=0.971719 2020-04-17 10:53:02,645 Epoch[38] Batch [17900-17950] Speed: 243.61 samples/sec accuracy=0.972500 2020-04-17 10:53:28,967 Epoch[38] Batch [17950-18000] Speed: 243.15 samples/sec accuracy=0.974219 2020-04-17 10:53:55,262 Epoch[38] Batch [18000-18050] Speed: 243.40 samples/sec accuracy=0.974219 2020-04-17 10:54:21,572 Epoch[38] Batch [18050-18100] Speed: 243.25 samples/sec accuracy=0.971719 2020-04-17 10:54:47,856 Epoch[38] Batch [18100-18150] Speed: 243.50 samples/sec accuracy=0.972656 2020-04-17 10:55:14,110 Epoch[38] Batch [18150-18200] Speed: 243.77 samples/sec accuracy=0.973750 2020-04-17 10:55:40,401 Epoch[38] Batch [18200-18250] Speed: 243.43 samples/sec accuracy=0.971562 2020-04-17 10:56:06,623 Epoch[38] Batch [18250-18300] Speed: 244.07 samples/sec accuracy=0.972031 2020-04-17 10:56:32,853 Epoch[38] Batch [18300-18350] Speed: 244.00 samples/sec accuracy=0.972187 2020-04-17 10:56:59,132 Epoch[38] Batch [18350-18400] Speed: 243.54 samples/sec accuracy=0.972187 2020-04-17 10:57:25,393 Epoch[38] Batch [18400-18450] Speed: 243.71 samples/sec accuracy=0.969375 2020-04-17 10:57:51,698 Epoch[38] Batch [18450-18500] Speed: 243.30 samples/sec accuracy=0.971250 2020-04-17 10:58:18,026 Epoch[38] Batch [18500-18550] Speed: 243.10 samples/sec accuracy=0.971406 2020-04-17 10:58:44,400 Epoch[38] Batch [18550-18600] Speed: 242.66 samples/sec accuracy=0.972969 2020-04-17 10:59:10,714 Epoch[38] Batch [18600-18650] Speed: 243.21 samples/sec accuracy=0.963594 2020-04-17 10:59:37,020 Epoch[38] Batch [18650-18700] Speed: 243.30 samples/sec accuracy=0.971562 2020-04-17 11:00:03,357 Epoch[38] Batch [18700-18750] Speed: 243.00 samples/sec accuracy=0.973750 2020-04-17 11:00:29,645 Epoch[38] Batch [18750-18800] Speed: 243.46 samples/sec accuracy=0.968125 2020-04-17 11:00:55,941 Epoch[38] Batch [18800-18850] Speed: 243.39 samples/sec accuracy=0.972969 2020-04-17 11:01:22,380 Epoch[38] Batch [18850-18900] Speed: 242.07 samples/sec accuracy=0.969063 2020-04-17 11:01:48,694 Epoch[38] Batch [18900-18950] Speed: 243.22 samples/sec accuracy=0.975000 2020-04-17 11:02:15,010 Epoch[38] Batch [18950-19000] Speed: 243.20 samples/sec accuracy=0.969844 2020-04-17 11:02:41,397 Epoch[38] Batch [19000-19050] Speed: 242.55 samples/sec accuracy=0.970000 2020-04-17 11:03:07,749 Epoch[38] Batch [19050-19100] Speed: 242.86 samples/sec accuracy=0.969688 2020-04-17 11:03:34,022 Epoch[38] Batch [19100-19150] Speed: 243.60 samples/sec accuracy=0.972344 2020-04-17 11:04:00,226 Epoch[38] Batch [19150-19200] Speed: 244.24 samples/sec accuracy=0.970625 2020-04-17 11:04:26,659 Epoch[38] Batch [19200-19250] Speed: 242.12 samples/sec accuracy=0.968125 2020-04-17 11:04:53,506 Epoch[38] Batch [19250-19300] Speed: 238.39 samples/sec accuracy=0.972187 2020-04-17 11:05:19,757 Epoch[38] Batch [19300-19350] Speed: 243.80 samples/sec accuracy=0.973750 2020-04-17 11:05:45,952 Epoch[38] Batch [19350-19400] Speed: 244.32 samples/sec accuracy=0.971250 2020-04-17 11:06:12,183 Epoch[38] Batch [19400-19450] Speed: 244.00 samples/sec accuracy=0.968906 2020-04-17 11:06:38,515 Epoch[38] Batch [19450-19500] Speed: 243.05 samples/sec accuracy=0.972500 2020-04-17 11:07:04,720 Epoch[38] Batch [19500-19550] Speed: 244.23 samples/sec accuracy=0.970469 2020-04-17 11:07:30,994 Epoch[38] Batch [19550-19600] Speed: 243.59 samples/sec accuracy=0.967969 2020-04-17 11:07:57,257 Epoch[38] Batch [19600-19650] Speed: 243.69 samples/sec accuracy=0.968906 2020-04-17 11:08:23,496 Epoch[38] Batch [19650-19700] Speed: 243.92 samples/sec accuracy=0.974688 2020-04-17 11:08:49,722 Epoch[38] Batch [19700-19750] Speed: 244.04 samples/sec accuracy=0.972500 2020-04-17 11:09:16,049 Epoch[38] Batch [19750-19800] Speed: 243.09 samples/sec accuracy=0.969219 2020-04-17 11:09:42,254 Epoch[38] Batch [19800-19850] Speed: 244.23 samples/sec accuracy=0.969844 2020-04-17 11:10:08,523 Epoch[38] Batch [19850-19900] Speed: 243.63 samples/sec accuracy=0.974063 2020-04-17 11:10:34,851 Epoch[38] Batch [19900-19950] Speed: 243.09 samples/sec accuracy=0.974063 2020-04-17 11:11:01,078 Epoch[38] Batch [19950-20000] Speed: 244.03 samples/sec accuracy=0.969688 2020-04-17 11:11:27,343 Epoch[38] Batch [20000-20050] Speed: 243.67 samples/sec accuracy=0.972656 2020-04-17 11:11:53,791 Epoch[38] Batch [20050-20100] Speed: 241.99 samples/sec accuracy=0.967656 2020-04-17 11:12:20,075 Epoch[38] Batch [20100-20150] Speed: 243.50 samples/sec accuracy=0.968125 2020-04-17 11:12:46,362 Epoch[38] Batch [20150-20200] Speed: 243.47 samples/sec accuracy=0.972656 2020-04-17 11:13:12,702 Epoch[38] Batch [20200-20250] Speed: 242.98 samples/sec accuracy=0.974063 2020-04-17 11:13:39,126 Epoch[38] Batch [20250-20300] Speed: 242.21 samples/sec accuracy=0.967344 2020-04-17 11:14:05,585 Epoch[38] Batch [20300-20350] Speed: 241.88 samples/sec accuracy=0.970781 2020-04-17 11:14:31,877 Epoch[38] Batch [20350-20400] Speed: 243.43 samples/sec accuracy=0.974063 2020-04-17 11:14:58,179 Epoch[38] Batch [20400-20450] Speed: 243.33 samples/sec accuracy=0.974688 2020-04-17 11:15:24,480 Epoch[38] Batch [20450-20500] Speed: 243.33 samples/sec accuracy=0.971406 2020-04-17 11:15:50,776 Epoch[38] Batch [20500-20550] Speed: 243.39 samples/sec accuracy=0.973437 2020-04-17 11:16:17,123 Epoch[38] Batch [20550-20600] Speed: 242.92 samples/sec accuracy=0.971719 2020-04-17 11:16:43,397 Epoch[38] Batch [20600-20650] Speed: 243.58 samples/sec accuracy=0.971094 2020-04-17 11:17:09,620 Epoch[38] Batch [20650-20700] Speed: 244.06 samples/sec accuracy=0.974531 2020-04-17 11:17:35,883 Epoch[38] Batch [20700-20750] Speed: 243.69 samples/sec accuracy=0.975625 2020-04-17 11:18:02,218 Epoch[38] Batch [20750-20800] Speed: 243.03 samples/sec accuracy=0.970000 2020-04-17 11:18:29,145 Epoch[38] Batch [20800-20850] Speed: 237.67 samples/sec accuracy=0.970469 2020-04-17 11:18:55,402 Epoch[38] Batch [20850-20900] Speed: 243.75 samples/sec accuracy=0.970625 2020-04-17 11:19:21,680 Epoch[38] Batch [20900-20950] Speed: 243.55 samples/sec accuracy=0.970313 2020-04-17 11:19:48,032 Epoch[38] Batch [20950-21000] Speed: 242.87 samples/sec accuracy=0.974063 2020-04-17 11:20:14,284 Epoch[38] Batch [21000-21050] Speed: 243.80 samples/sec accuracy=0.971250 2020-04-17 11:20:40,577 Epoch[38] Batch [21050-21100] Speed: 243.41 samples/sec accuracy=0.970313 2020-04-17 11:21:06,908 Epoch[38] Batch [21100-21150] Speed: 243.06 samples/sec accuracy=0.972344 2020-04-17 11:21:33,111 Epoch[38] Batch [21150-21200] Speed: 244.25 samples/sec accuracy=0.973906 2020-04-17 11:21:59,313 Epoch[38] Batch [21200-21250] Speed: 244.26 samples/sec accuracy=0.965469 2020-04-17 11:22:25,569 Epoch[38] Batch [21250-21300] Speed: 243.75 samples/sec accuracy=0.974219 2020-04-17 11:22:51,853 Epoch[38] Batch [21300-21350] Speed: 243.50 samples/sec accuracy=0.966719 2020-04-17 11:23:18,223 Epoch[38] Batch [21350-21400] Speed: 242.70 samples/sec accuracy=0.970313 2020-04-17 11:23:44,488 Epoch[38] Batch [21400-21450] Speed: 243.68 samples/sec accuracy=0.969219 2020-04-17 11:24:10,743 Epoch[38] Batch [21450-21500] Speed: 243.76 samples/sec accuracy=0.974531 2020-04-17 11:24:37,064 Epoch[38] Batch [21500-21550] Speed: 243.15 samples/sec accuracy=0.971719 2020-04-17 11:25:03,230 Epoch[38] Batch [21550-21600] Speed: 244.59 samples/sec accuracy=0.971875 2020-04-17 11:25:29,488 Epoch[38] Batch [21600-21650] Speed: 243.74 samples/sec accuracy=0.970000 2020-04-17 11:25:55,788 Epoch[38] Batch [21650-21700] Speed: 243.34 samples/sec accuracy=0.972969 2020-04-17 11:26:22,162 Epoch[38] Batch [21700-21750] Speed: 242.67 samples/sec accuracy=0.975938 2020-04-17 11:26:48,502 Epoch[38] Batch [21750-21800] Speed: 242.98 samples/sec accuracy=0.970156 2020-04-17 11:27:14,845 Epoch[38] Batch [21800-21850] Speed: 242.96 samples/sec accuracy=0.971562 2020-04-17 11:27:41,132 Epoch[38] Batch [21850-21900] Speed: 243.46 samples/sec accuracy=0.968750 2020-04-17 11:28:07,375 Epoch[38] Batch [21900-21950] Speed: 243.88 samples/sec accuracy=0.970781 2020-04-17 11:28:33,625 Epoch[38] Batch [21950-22000] Speed: 243.81 samples/sec accuracy=0.972656 2020-04-17 11:28:59,953 Epoch[38] Batch [22000-22050] Speed: 243.09 samples/sec accuracy=0.969531 2020-04-17 11:29:26,226 Epoch[38] Batch [22050-22100] Speed: 243.60 samples/sec accuracy=0.973437 2020-04-17 11:29:52,557 Epoch[38] Batch [22100-22150] Speed: 243.06 samples/sec accuracy=0.970938 2020-04-17 11:30:18,830 Epoch[38] Batch [22150-22200] Speed: 243.60 samples/sec accuracy=0.972344 2020-04-17 11:30:45,065 Epoch[38] Batch [22200-22250] Speed: 243.95 samples/sec accuracy=0.972812 2020-04-17 11:31:11,795 Epoch[38] Batch [22250-22300] Speed: 239.43 samples/sec accuracy=0.972656 2020-04-17 11:31:38,287 Epoch[38] Batch [22300-22350] Speed: 241.59 samples/sec accuracy=0.975625 2020-04-17 11:32:04,805 Epoch[38] Batch [22350-22400] Speed: 241.34 samples/sec accuracy=0.969688 2020-04-17 11:32:31,226 Epoch[38] Batch [22400-22450] Speed: 242.24 samples/sec accuracy=0.970156 2020-04-17 11:32:57,423 Epoch[38] Batch [22450-22500] Speed: 244.30 samples/sec accuracy=0.972500 2020-04-17 11:33:23,779 Epoch[38] Batch [22500-22550] Speed: 242.83 samples/sec accuracy=0.973594 2020-04-17 11:33:50,023 Epoch[38] Batch [22550-22600] Speed: 243.86 samples/sec accuracy=0.971406 2020-04-17 11:34:16,335 Epoch[38] Batch [22600-22650] Speed: 243.24 samples/sec accuracy=0.971250 2020-04-17 11:34:42,668 Epoch[38] Batch [22650-22700] Speed: 243.05 samples/sec accuracy=0.971562 2020-04-17 11:35:08,914 Epoch[38] Batch [22700-22750] Speed: 243.85 samples/sec accuracy=0.971875 2020-04-17 11:35:35,261 Epoch[38] Batch [22750-22800] Speed: 242.91 samples/sec accuracy=0.971875 2020-04-17 11:36:01,593 Epoch[38] Batch [22800-22850] Speed: 243.05 samples/sec accuracy=0.970469 2020-04-17 11:36:27,874 Epoch[38] Batch [22850-22900] Speed: 243.52 samples/sec accuracy=0.967187 2020-04-17 11:36:54,108 Epoch[38] Batch [22900-22950] Speed: 243.96 samples/sec accuracy=0.972500 2020-04-17 11:37:20,447 Epoch[38] Batch [22950-23000] Speed: 242.98 samples/sec accuracy=0.970781 2020-04-17 11:37:46,772 Epoch[38] Batch [23000-23050] Speed: 243.12 samples/sec accuracy=0.974531 2020-04-17 11:38:13,020 Epoch[38] Batch [23050-23100] Speed: 243.83 samples/sec accuracy=0.969375 2020-04-17 11:38:39,345 Epoch[38] Batch [23100-23150] Speed: 243.12 samples/sec accuracy=0.971875 2020-04-17 11:39:05,656 Epoch[38] Batch [23150-23200] Speed: 243.24 samples/sec accuracy=0.970000 2020-04-17 11:39:32,024 Epoch[38] Batch [23200-23250] Speed: 242.72 samples/sec accuracy=0.973437 2020-04-17 11:39:58,358 Epoch[38] Batch [23250-23300] Speed: 243.04 samples/sec accuracy=0.972500 2020-04-17 11:40:24,676 Epoch[38] Batch [23300-23350] Speed: 243.18 samples/sec accuracy=0.970156 2020-04-17 11:40:51,070 Epoch[38] Batch [23350-23400] Speed: 242.48 samples/sec accuracy=0.974688 2020-04-17 11:41:17,429 Epoch[38] Batch [23400-23450] Speed: 242.81 samples/sec accuracy=0.969844 2020-04-17 11:41:43,767 Epoch[38] Batch [23450-23500] Speed: 243.00 samples/sec accuracy=0.971094 2020-04-17 11:42:09,997 Epoch[38] Batch [23500-23550] Speed: 244.00 samples/sec accuracy=0.974219 2020-04-17 11:42:36,803 Epoch[38] Batch [23550-23600] Speed: 238.75 samples/sec accuracy=0.970469 2020-04-17 11:43:03,029 Epoch[38] Batch [23600-23650] Speed: 244.03 samples/sec accuracy=0.970625 2020-04-17 11:43:29,308 Epoch[38] Batch [23650-23700] Speed: 243.55 samples/sec accuracy=0.972500 2020-04-17 11:43:55,613 Epoch[38] Batch [23700-23750] Speed: 243.30 samples/sec accuracy=0.968594 2020-04-17 11:44:21,888 Epoch[38] Batch [23750-23800] Speed: 243.59 samples/sec accuracy=0.972031 2020-04-17 11:44:48,222 Epoch[38] Batch [23800-23850] Speed: 243.03 samples/sec accuracy=0.970469 2020-04-17 11:45:14,810 Epoch[38] Batch [23850-23900] Speed: 240.71 samples/sec accuracy=0.975000 2020-04-17 11:45:41,138 Epoch[38] Batch [23900-23950] Speed: 243.09 samples/sec accuracy=0.974688 2020-04-17 11:46:07,340 Epoch[38] Batch [23950-24000] Speed: 244.26 samples/sec accuracy=0.972031 2020-04-17 11:46:33,525 Epoch[38] Batch [24000-24050] Speed: 244.41 samples/sec accuracy=0.970625 2020-04-17 11:46:59,907 Epoch[38] Batch [24050-24100] Speed: 242.60 samples/sec accuracy=0.971250 2020-04-17 11:47:26,290 Epoch[38] Batch [24100-24150] Speed: 242.58 samples/sec accuracy=0.969063 2020-04-17 11:47:52,564 Epoch[38] Batch [24150-24200] Speed: 243.59 samples/sec accuracy=0.971406 2020-04-17 11:48:18,803 Epoch[38] Batch [24200-24250] Speed: 243.92 samples/sec accuracy=0.969688 2020-04-17 11:48:45,077 Epoch[38] Batch [24250-24300] Speed: 243.59 samples/sec accuracy=0.967500 2020-04-17 11:49:11,427 Epoch[38] Batch [24300-24350] Speed: 242.88 samples/sec accuracy=0.974531 2020-04-17 11:49:37,656 Epoch[38] Batch [24350-24400] Speed: 244.01 samples/sec accuracy=0.970469 2020-04-17 11:50:03,881 Epoch[38] Batch [24400-24450] Speed: 244.04 samples/sec accuracy=0.972812 2020-04-17 11:50:30,155 Epoch[38] Batch [24450-24500] Speed: 243.58 samples/sec accuracy=0.973594 2020-04-17 11:50:56,454 Epoch[38] Batch [24500-24550] Speed: 243.36 samples/sec accuracy=0.971250 2020-04-17 11:51:22,827 Epoch[38] Batch [24550-24600] Speed: 242.68 samples/sec accuracy=0.970625 2020-04-17 11:51:49,229 Epoch[38] Batch [24600-24650] Speed: 242.41 samples/sec accuracy=0.972187 2020-04-17 11:52:15,517 Epoch[38] Batch [24650-24700] Speed: 243.46 samples/sec accuracy=0.970938 2020-04-17 11:52:41,799 Epoch[38] Batch [24700-24750] Speed: 243.51 samples/sec accuracy=0.971250 2020-04-17 11:53:08,079 Epoch[38] Batch [24750-24800] Speed: 243.53 samples/sec accuracy=0.972031 2020-04-17 11:53:34,384 Epoch[38] Batch [24800-24850] Speed: 243.31 samples/sec accuracy=0.970781 2020-04-17 11:54:00,672 Epoch[38] Batch [24850-24900] Speed: 243.46 samples/sec accuracy=0.973125 2020-04-17 11:54:26,972 Epoch[38] Batch [24900-24950] Speed: 243.34 samples/sec accuracy=0.968906 2020-04-17 11:54:53,234 Epoch[38] Batch [24950-25000] Speed: 243.71 samples/sec accuracy=0.974844 2020-04-17 11:55:21,124 Epoch[38] Batch [25000-25050] Speed: 229.47 samples/sec accuracy=0.970000 2020-04-17 11:55:47,584 Epoch[38] Batch [25050-25100] Speed: 241.88 samples/sec accuracy=0.973594 2020-04-17 11:56:13,790 Epoch[38] Batch [25100-25150] Speed: 244.21 samples/sec accuracy=0.973906 2020-04-17 11:56:40,537 Epoch[38] Batch [25150-25200] Speed: 239.29 samples/sec accuracy=0.967344 2020-04-17 11:57:06,892 Epoch[38] Batch [25200-25250] Speed: 242.84 samples/sec accuracy=0.971562 2020-04-17 11:57:33,101 Epoch[38] Batch [25250-25300] Speed: 244.19 samples/sec accuracy=0.969219 2020-04-17 11:57:59,358 Epoch[38] Batch [25300-25350] Speed: 243.75 samples/sec accuracy=0.971250 2020-04-17 11:58:25,618 Epoch[38] Batch [25350-25400] Speed: 243.72 samples/sec accuracy=0.971875 2020-04-17 11:58:51,855 Epoch[38] Batch [25400-25450] Speed: 243.93 samples/sec accuracy=0.970156 2020-04-17 11:59:18,679 Epoch[38] Batch [25450-25500] Speed: 238.59 samples/sec accuracy=0.973594 2020-04-17 11:59:46,462 Epoch[38] Batch [25500-25550] Speed: 230.36 samples/sec accuracy=0.972500 2020-04-17 12:00:12,795 Epoch[38] Batch [25550-25600] Speed: 243.04 samples/sec accuracy=0.973750 2020-04-17 12:00:39,259 Epoch[38] Batch [25600-25650] Speed: 241.83 samples/sec accuracy=0.973125 2020-04-17 12:01:05,551 Epoch[38] Batch [25650-25700] Speed: 243.42 samples/sec accuracy=0.971250 2020-04-17 12:01:31,949 Epoch[38] Batch [25700-25750] Speed: 242.45 samples/sec accuracy=0.972344 2020-04-17 12:01:58,342 Epoch[38] Batch [25750-25800] Speed: 242.48 samples/sec accuracy=0.972656 2020-04-17 12:02:28,958 Epoch[38] Batch [25800-25850] Speed: 209.04 samples/sec accuracy=0.970000 2020-04-17 12:03:02,819 Epoch[38] Batch [25850-25900] Speed: 189.01 samples/sec accuracy=0.968437 2020-04-17 12:03:31,581 Epoch[38] Batch [25900-25950] Speed: 222.52 samples/sec accuracy=0.968125 2020-04-17 12:03:57,888 Epoch[38] Batch [25950-26000] Speed: 243.28 samples/sec accuracy=0.972656 2020-04-17 12:04:24,232 Epoch[38] Batch [26000-26050] Speed: 242.94 samples/sec accuracy=0.975000 2020-04-17 12:04:50,710 Epoch[38] Batch [26050-26100] Speed: 241.71 samples/sec accuracy=0.971406 2020-04-17 12:05:16,995 Epoch[38] Batch [26100-26150] Speed: 243.49 samples/sec accuracy=0.966094 2020-04-17 12:05:43,256 Epoch[38] Batch [26150-26200] Speed: 243.70 samples/sec accuracy=0.967656 2020-04-17 12:06:09,515 Epoch[38] Batch [26200-26250] Speed: 243.73 samples/sec accuracy=0.974219 2020-04-17 12:06:35,774 Epoch[38] Batch [26250-26300] Speed: 243.73 samples/sec accuracy=0.970156 2020-04-17 12:07:02,008 Epoch[38] Batch [26300-26350] Speed: 243.96 samples/sec accuracy=0.971406 2020-04-17 12:07:28,422 Epoch[38] Batch [26350-26400] Speed: 242.29 samples/sec accuracy=0.973594 2020-04-17 12:07:54,696 Epoch[38] Batch [26400-26450] Speed: 243.59 samples/sec accuracy=0.971562 2020-04-17 12:08:21,025 Epoch[38] Batch [26450-26500] Speed: 243.08 samples/sec accuracy=0.969531 2020-04-17 12:08:47,343 Epoch[38] Batch [26500-26550] Speed: 243.18 samples/sec accuracy=0.973125 2020-04-17 12:09:13,652 Epoch[38] Batch [26550-26600] Speed: 243.27 samples/sec accuracy=0.971562 2020-04-17 12:09:39,906 Epoch[38] Batch [26600-26650] Speed: 243.78 samples/sec accuracy=0.971562 2020-04-17 12:10:06,735 Epoch[38] Batch [26650-26700] Speed: 238.55 samples/sec accuracy=0.972500 2020-04-17 12:10:33,012 Epoch[38] Batch [26700-26750] Speed: 243.56 samples/sec accuracy=0.970625 2020-04-17 12:10:59,303 Epoch[38] Batch [26750-26800] Speed: 243.43 samples/sec accuracy=0.970781 2020-04-17 12:11:25,562 Epoch[38] Batch [26800-26850] Speed: 243.73 samples/sec accuracy=0.970000 2020-04-17 12:11:51,865 Epoch[38] Batch [26850-26900] Speed: 243.32 samples/sec accuracy=0.967969 2020-04-17 12:12:18,103 Epoch[38] Batch [26900-26950] Speed: 243.93 samples/sec accuracy=0.970156 2020-04-17 12:12:44,337 Epoch[38] Batch [26950-27000] Speed: 243.96 samples/sec accuracy=0.969688 2020-04-17 12:13:10,636 Epoch[38] Batch [27000-27050] Speed: 243.36 samples/sec accuracy=0.973125 2020-04-17 12:13:36,883 Epoch[38] Batch [27050-27100] Speed: 243.83 samples/sec accuracy=0.970156 2020-04-17 12:14:03,164 Epoch[38] Batch [27100-27150] Speed: 243.53 samples/sec accuracy=0.972031 2020-04-17 12:14:29,477 Epoch[38] Batch [27150-27200] Speed: 243.23 samples/sec accuracy=0.970000 2020-04-17 12:14:55,803 Epoch[38] Batch [27200-27250] Speed: 243.11 samples/sec accuracy=0.972812 2020-04-17 12:15:22,133 Epoch[38] Batch [27250-27300] Speed: 243.07 samples/sec accuracy=0.971094 2020-04-17 12:15:48,406 Epoch[38] Batch [27300-27350] Speed: 243.60 samples/sec accuracy=0.966250 2020-04-17 12:16:14,670 Epoch[38] Batch [27350-27400] Speed: 243.68 samples/sec accuracy=0.973281 2020-04-17 12:16:41,006 Epoch[38] Batch [27400-27450] Speed: 243.01 samples/sec accuracy=0.970781 2020-04-17 12:17:07,382 Epoch[38] Batch [27450-27500] Speed: 242.65 samples/sec accuracy=0.972500 2020-04-17 12:17:33,635 Epoch[38] Batch [27500-27550] Speed: 243.78 samples/sec accuracy=0.970781 2020-04-17 12:18:00,025 Epoch[38] Batch [27550-27600] Speed: 242.52 samples/sec accuracy=0.971094 2020-04-17 12:18:26,279 Epoch[38] Batch [27600-27650] Speed: 243.78 samples/sec accuracy=0.971875 2020-04-17 12:18:52,642 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[28150-28200] Speed: 237.93 samples/sec accuracy=0.970469 2020-04-17 12:23:36,884 Epoch[38] Train-accuracy=0.971463 2020-04-17 12:23:36,884 Epoch[38] Time cost=14884.688 2020-04-17 12:23:36,932 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0039.params" 2020-04-17 12:50:27,741 Epoch[38] Validation-accuracy=0.985694 2020-04-17 12:51:01,826 Epoch[39] Batch [0-50] Speed: 243.26 samples/sec accuracy=0.969516 2020-04-17 12:51:28,091 Epoch[39] Batch [50-100] Speed: 243.68 samples/sec accuracy=0.972187 2020-04-17 12:51:54,471 Epoch[39] Batch [100-150] Speed: 242.60 samples/sec accuracy=0.970469 2020-04-17 12:52:20,839 Epoch[39] Batch [150-200] Speed: 242.73 samples/sec accuracy=0.972031 2020-04-17 12:52:47,147 Epoch[39] Batch [200-250] Speed: 243.27 samples/sec accuracy=0.974375 2020-04-17 12:53:13,819 Epoch[39] Batch [250-300] Speed: 239.95 samples/sec accuracy=0.966406 2020-04-17 12:53:40,170 Epoch[39] Batch [300-350] Speed: 242.88 samples/sec accuracy=0.974688 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accuracy=0.973125 2020-04-17 13:54:28,751 Epoch[39] Batch [7100-7150] Speed: 242.87 samples/sec accuracy=0.967969 2020-04-17 13:54:55,051 Epoch[39] Batch [7150-7200] Speed: 243.35 samples/sec accuracy=0.971875 2020-04-17 13:55:21,271 Epoch[39] Batch [7200-7250] Speed: 244.09 samples/sec accuracy=0.971250 2020-04-17 13:55:47,502 Epoch[39] Batch [7250-7300] Speed: 243.99 samples/sec accuracy=0.972812 2020-04-17 13:56:13,899 Epoch[39] Batch [7300-7350] Speed: 242.46 samples/sec accuracy=0.971562 2020-04-17 13:56:40,314 Epoch[39] Batch [7350-7400] Speed: 242.29 samples/sec accuracy=0.968594 2020-04-17 13:57:06,647 Epoch[39] Batch [7400-7450] Speed: 243.04 samples/sec accuracy=0.974063 2020-04-17 13:57:32,934 Epoch[39] Batch [7450-7500] Speed: 243.47 samples/sec accuracy=0.974219 2020-04-17 13:57:59,208 Epoch[39] Batch [7500-7550] Speed: 243.59 samples/sec accuracy=0.971094 2020-04-17 13:58:25,593 Epoch[39] Batch [7550-7600] Speed: 242.56 samples/sec accuracy=0.973750 2020-04-17 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accuracy=0.972187 2020-04-17 14:08:04,959 Epoch[39] Batch [8650-8700] Speed: 243.23 samples/sec accuracy=0.970000 2020-04-17 14:08:31,289 Epoch[39] Batch [8700-8750] Speed: 243.07 samples/sec accuracy=0.970469 2020-04-17 14:08:57,663 Epoch[39] Batch [8750-8800] Speed: 242.67 samples/sec accuracy=0.975469 2020-04-17 14:09:23,914 Epoch[39] Batch [8800-8850] Speed: 243.80 samples/sec accuracy=0.970781 2020-04-17 14:09:50,274 Epoch[39] Batch [8850-8900] Speed: 242.79 samples/sec accuracy=0.969375 2020-04-17 14:10:16,561 Epoch[39] Batch [8900-8950] Speed: 243.47 samples/sec accuracy=0.972656 2020-04-17 14:10:42,890 Epoch[39] Batch [8950-9000] Speed: 243.08 samples/sec accuracy=0.971562 2020-04-17 14:11:09,207 Epoch[39] Batch [9000-9050] Speed: 243.19 samples/sec accuracy=0.974219 2020-04-17 14:11:35,519 Epoch[39] Batch [9050-9100] Speed: 243.24 samples/sec accuracy=0.975938 2020-04-17 14:12:01,757 Epoch[39] Batch [9100-9150] Speed: 243.92 samples/sec accuracy=0.972656 2020-04-17 14:12:28,152 Epoch[39] Batch [9150-9200] Speed: 242.48 samples/sec accuracy=0.972187 2020-04-17 14:12:54,895 Epoch[39] Batch [9200-9250] Speed: 239.31 samples/sec accuracy=0.972031 2020-04-17 14:13:21,256 Epoch[39] Batch [9250-9300] Speed: 242.78 samples/sec accuracy=0.968906 2020-04-17 14:13:47,555 Epoch[39] Batch [9300-9350] Speed: 243.36 samples/sec accuracy=0.972031 2020-04-17 14:14:13,809 Epoch[39] Batch [9350-9400] Speed: 243.77 samples/sec accuracy=0.972187 2020-04-17 14:14:40,030 Epoch[39] Batch [9400-9450] Speed: 244.08 samples/sec accuracy=0.970313 2020-04-17 14:15:06,295 Epoch[39] Batch [9450-9500] Speed: 243.67 samples/sec accuracy=0.970000 2020-04-17 14:15:32,625 Epoch[39] Batch [9500-9550] Speed: 243.08 samples/sec accuracy=0.969844 2020-04-17 14:15:58,940 Epoch[39] Batch [9550-9600] Speed: 243.21 samples/sec accuracy=0.969531 2020-04-17 14:16:25,192 Epoch[39] Batch [9600-9650] Speed: 243.79 samples/sec accuracy=0.970938 2020-04-17 14:16:51,638 Epoch[39] Batch [9650-9700] 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accuracy=0.969219 2020-04-17 14:21:41,174 Epoch[39] Batch [10200-10250] Speed: 243.71 samples/sec accuracy=0.972031 2020-04-17 14:22:07,493 Epoch[39] Batch [10250-10300] Speed: 243.18 samples/sec accuracy=0.970625 2020-04-17 14:22:33,834 Epoch[39] Batch [10300-10350] Speed: 242.96 samples/sec accuracy=0.972969 2020-04-17 14:23:00,070 Epoch[39] Batch [10350-10400] Speed: 243.94 samples/sec accuracy=0.970781 2020-04-17 14:23:26,482 Epoch[39] Batch [10400-10450] Speed: 242.32 samples/sec accuracy=0.972812 2020-04-17 14:23:52,904 Epoch[39] Batch [10450-10500] Speed: 242.23 samples/sec accuracy=0.973437 2020-04-17 14:24:19,230 Epoch[39] Batch [10500-10550] Speed: 243.11 samples/sec accuracy=0.972031 2020-04-17 14:24:45,562 Epoch[39] Batch [10550-10600] Speed: 243.05 samples/sec accuracy=0.966406 2020-04-17 14:25:11,903 Epoch[39] Batch [10600-10650] Speed: 242.97 samples/sec accuracy=0.971250 2020-04-17 14:25:38,170 Epoch[39] Batch [10650-10700] Speed: 243.66 samples/sec accuracy=0.973594 2020-04-17 14:26:04,450 Epoch[39] Batch [10700-10750] Speed: 243.53 samples/sec accuracy=0.972344 2020-04-17 14:26:31,129 Epoch[39] Batch [10750-10800] Speed: 239.89 samples/sec accuracy=0.970938 2020-04-17 14:26:57,385 Epoch[39] Batch [10800-10850] Speed: 243.76 samples/sec accuracy=0.968750 2020-04-17 14:27:23,689 Epoch[39] Batch [10850-10900] Speed: 243.31 samples/sec accuracy=0.971562 2020-04-17 14:27:50,016 Epoch[39] Batch [10900-10950] Speed: 243.10 samples/sec accuracy=0.971250 2020-04-17 14:28:16,351 Epoch[39] Batch [10950-11000] Speed: 243.03 samples/sec accuracy=0.971094 2020-04-17 14:28:42,700 Epoch[39] Batch [11000-11050] Speed: 242.90 samples/sec accuracy=0.974531 2020-04-17 14:29:09,042 Epoch[39] Batch [11050-11100] Speed: 242.95 samples/sec accuracy=0.972187 2020-04-17 14:29:35,278 Epoch[39] Batch [11100-11150] Speed: 243.94 samples/sec accuracy=0.974688 2020-04-17 14:30:01,496 Epoch[39] Batch [11150-11200] Speed: 244.10 samples/sec accuracy=0.968281 2020-04-17 14:30:27,829 Epoch[39] Batch [11200-11250] Speed: 243.04 samples/sec accuracy=0.970938 2020-04-17 14:30:54,083 Epoch[39] Batch [11250-11300] Speed: 243.78 samples/sec accuracy=0.974531 2020-04-17 14:31:20,297 Epoch[39] Batch [11300-11350] Speed: 244.14 samples/sec accuracy=0.970000 2020-04-17 14:31:46,500 Epoch[39] Batch [11350-11400] Speed: 244.25 samples/sec accuracy=0.970313 2020-04-17 14:32:12,731 Epoch[39] Batch [11400-11450] Speed: 243.99 samples/sec accuracy=0.972656 2020-04-17 14:32:39,076 Epoch[39] Batch [11450-11500] Speed: 242.93 samples/sec accuracy=0.973750 2020-04-17 14:33:05,499 Epoch[39] Batch [11500-11550] Speed: 242.22 samples/sec accuracy=0.975469 2020-04-17 14:33:31,779 Epoch[39] Batch [11550-11600] Speed: 243.53 samples/sec accuracy=0.969844 2020-04-17 14:33:58,045 Epoch[39] Batch [11600-11650] Speed: 243.67 samples/sec accuracy=0.970469 2020-04-17 14:34:24,354 Epoch[39] Batch [11650-11700] Speed: 243.27 samples/sec accuracy=0.974688 2020-04-17 14:34:50,863 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[12200-12250] Speed: 243.03 samples/sec accuracy=0.970000 2020-04-17 14:39:40,802 Epoch[39] Batch [12250-12300] Speed: 243.00 samples/sec accuracy=0.974219 2020-04-17 14:40:07,125 Epoch[39] Batch [12300-12350] Speed: 243.13 samples/sec accuracy=0.971406 2020-04-17 14:40:33,462 Epoch[39] Batch [12350-12400] Speed: 243.00 samples/sec accuracy=0.973281 2020-04-17 14:40:59,775 Epoch[39] Batch [12400-12450] Speed: 243.23 samples/sec accuracy=0.970156 2020-04-17 14:41:26,090 Epoch[39] Batch [12450-12500] Speed: 243.21 samples/sec accuracy=0.971719 2020-04-17 14:41:52,318 Epoch[39] Batch [12500-12550] Speed: 244.02 samples/sec accuracy=0.973125 2020-04-17 14:42:18,593 Epoch[39] Batch [12550-12600] Speed: 243.58 samples/sec accuracy=0.969063 2020-04-17 14:42:44,966 Epoch[39] Batch [12600-12650] Speed: 242.68 samples/sec accuracy=0.969531 2020-04-17 14:43:11,391 Epoch[39] Batch [12650-12700] Speed: 242.19 samples/sec accuracy=0.970469 2020-04-17 14:43:37,692 Epoch[39] Batch [12700-12750] Speed: 243.34 samples/sec accuracy=0.973125 2020-04-17 14:44:04,053 Epoch[39] Batch [12750-12800] Speed: 242.79 samples/sec accuracy=0.966719 2020-04-17 14:44:30,400 Epoch[39] Batch [12800-12850] Speed: 242.92 samples/sec accuracy=0.967969 2020-04-17 14:44:56,701 Epoch[39] Batch [12850-12900] Speed: 243.34 samples/sec accuracy=0.973437 2020-04-17 14:45:23,097 Epoch[39] Batch [12900-12950] Speed: 242.46 samples/sec accuracy=0.972187 2020-04-17 14:45:49,542 Epoch[39] Batch [12950-13000] Speed: 242.02 samples/sec accuracy=0.971250 2020-04-17 14:46:15,816 Epoch[39] Batch [13000-13050] Speed: 243.58 samples/sec accuracy=0.974219 2020-04-17 14:46:42,124 Epoch[39] Batch [13050-13100] Speed: 243.28 samples/sec accuracy=0.972031 2020-04-17 14:47:08,404 Epoch[39] Batch [13100-13150] Speed: 243.53 samples/sec accuracy=0.970313 2020-04-17 14:47:34,869 Epoch[39] Batch [13150-13200] Speed: 241.84 samples/sec accuracy=0.970781 2020-04-17 14:48:01,194 Epoch[39] Batch [13200-13250] Speed: 243.12 samples/sec accuracy=0.972187 2020-04-17 14:48:27,513 Epoch[39] Batch [13250-13300] Speed: 243.17 samples/sec accuracy=0.972187 2020-04-17 14:48:53,801 Epoch[39] Batch [13300-13350] Speed: 243.46 samples/sec accuracy=0.968906 2020-04-17 14:49:20,046 Epoch[39] Batch [13350-13400] Speed: 243.86 samples/sec accuracy=0.974688 2020-04-17 14:49:46,357 Epoch[39] Batch [13400-13450] Speed: 243.25 samples/sec accuracy=0.965938 2020-04-17 14:50:12,651 Epoch[39] Batch [13450-13500] Speed: 243.40 samples/sec accuracy=0.971875 2020-04-17 14:50:39,466 Epoch[39] Batch [13500-13550] Speed: 238.68 samples/sec accuracy=0.967344 2020-04-17 14:51:05,736 Epoch[39] Batch [13550-13600] Speed: 243.62 samples/sec accuracy=0.970938 2020-04-17 14:51:32,075 Epoch[39] Batch [13600-13650] Speed: 242.99 samples/sec accuracy=0.968906 2020-04-17 14:51:58,336 Epoch[39] Batch [13650-13700] Speed: 243.71 samples/sec accuracy=0.973281 2020-04-17 14:52:24,625 Epoch[39] Batch [13700-13750] Speed: 243.45 samples/sec accuracy=0.972656 2020-04-17 14:52:50,896 Epoch[39] Batch [13750-13800] Speed: 243.61 samples/sec accuracy=0.971562 2020-04-17 14:53:17,208 Epoch[39] Batch [13800-13850] Speed: 243.24 samples/sec accuracy=0.973437 2020-04-17 14:53:43,517 Epoch[39] Batch [13850-13900] Speed: 243.27 samples/sec accuracy=0.972344 2020-04-17 14:54:09,891 Epoch[39] Batch [13900-13950] Speed: 242.66 samples/sec accuracy=0.972500 2020-04-17 14:54:36,317 Epoch[39] Batch [13950-14000] Speed: 242.19 samples/sec accuracy=0.972031 2020-04-17 14:55:02,645 Epoch[39] Batch [14000-14050] Speed: 243.09 samples/sec accuracy=0.969219 2020-04-17 14:55:29,057 Epoch[39] Batch [14050-14100] Speed: 242.31 samples/sec accuracy=0.972344 2020-04-17 14:55:55,635 Epoch[39] Batch [14100-14150] Speed: 240.80 samples/sec accuracy=0.972969 2020-04-17 14:56:21,914 Epoch[39] Batch [14150-14200] Speed: 243.54 samples/sec accuracy=0.974844 2020-04-17 14:56:48,252 Epoch[39] Batch [14200-14250] Speed: 242.99 samples/sec accuracy=0.968281 2020-04-17 14:57:14,574 Epoch[39] Batch [14250-14300] Speed: 243.15 samples/sec accuracy=0.970156 2020-04-17 14:57:40,995 Epoch[39] Batch [14300-14350] Speed: 242.23 samples/sec accuracy=0.969531 2020-04-17 14:58:07,326 Epoch[39] Batch [14350-14400] Speed: 243.06 samples/sec accuracy=0.971562 2020-04-17 14:58:33,660 Epoch[39] Batch [14400-14450] Speed: 243.04 samples/sec accuracy=0.970469 2020-04-17 14:58:59,945 Epoch[39] Batch [14450-14500] Speed: 243.48 samples/sec accuracy=0.971875 2020-04-17 14:59:26,357 Epoch[39] Batch [14500-14550] Speed: 242.32 samples/sec accuracy=0.976250 2020-04-17 14:59:52,658 Epoch[39] Batch [14550-14600] Speed: 243.33 samples/sec accuracy=0.971719 2020-04-17 15:00:19,014 Epoch[39] Batch [14600-14650] Speed: 242.83 samples/sec accuracy=0.973594 2020-04-17 15:00:45,446 Epoch[39] Batch [14650-14700] Speed: 242.13 samples/sec accuracy=0.972812 2020-04-17 15:01:11,811 Epoch[39] Batch [14700-14750] Speed: 242.75 samples/sec accuracy=0.972031 2020-04-17 15:01:38,146 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[15250-15300] Speed: 243.29 samples/sec accuracy=0.967344 2020-04-17 15:06:28,259 Epoch[39] Batch [15300-15350] Speed: 243.58 samples/sec accuracy=0.973281 2020-04-17 15:06:54,578 Epoch[39] Batch [15350-15400] Speed: 243.17 samples/sec accuracy=0.972812 2020-04-17 15:07:20,865 Epoch[39] Batch [15400-15450] Speed: 243.47 samples/sec accuracy=0.970156 2020-04-17 15:07:47,269 Epoch[39] Batch [15450-15500] Speed: 242.39 samples/sec accuracy=0.971875 2020-04-17 15:08:13,689 Epoch[39] Batch [15500-15550] Speed: 242.24 samples/sec accuracy=0.970625 2020-04-17 15:08:40,173 Epoch[39] Batch [15550-15600] Speed: 241.66 samples/sec accuracy=0.974219 2020-04-17 15:09:06,438 Epoch[39] Batch [15600-15650] Speed: 243.67 samples/sec accuracy=0.973750 2020-04-17 15:09:32,710 Epoch[39] Batch [15650-15700] Speed: 243.61 samples/sec accuracy=0.971719 2020-04-17 15:09:59,011 Epoch[39] Batch [15700-15750] Speed: 243.34 samples/sec accuracy=0.973125 2020-04-17 15:10:25,330 Epoch[39] Batch [15750-15800] Speed: 243.17 samples/sec accuracy=0.966562 2020-04-17 15:10:51,837 Epoch[39] Batch [15800-15850] Speed: 241.45 samples/sec accuracy=0.972187 2020-04-17 15:11:18,167 Epoch[39] Batch [15850-15900] Speed: 243.07 samples/sec accuracy=0.975313 2020-04-17 15:11:44,515 Epoch[39] Batch [15900-15950] Speed: 242.91 samples/sec accuracy=0.968750 2020-04-17 15:12:10,846 Epoch[39] Batch [15950-16000] Speed: 243.06 samples/sec accuracy=0.972500 2020-04-17 15:12:37,188 Epoch[39] Batch [16000-16050] Speed: 242.96 samples/sec accuracy=0.974688 2020-04-17 15:13:03,625 Epoch[39] Batch [16050-16100] Speed: 242.08 samples/sec accuracy=0.973437 2020-04-17 15:13:29,948 Epoch[39] Batch [16100-16150] Speed: 243.14 samples/sec accuracy=0.973594 2020-04-17 15:13:56,309 Epoch[39] Batch [16150-16200] Speed: 242.78 samples/sec accuracy=0.973750 2020-04-17 15:14:22,691 Epoch[39] Batch [16200-16250] Speed: 242.60 samples/sec accuracy=0.970625 2020-04-17 15:14:49,168 Epoch[39] Batch [16250-16300] Speed: 241.72 samples/sec accuracy=0.972969 2020-04-17 15:15:15,448 Epoch[39] Batch [16300-16350] Speed: 243.53 samples/sec accuracy=0.972969 2020-04-17 15:15:41,773 Epoch[39] Batch [16350-16400] Speed: 243.11 samples/sec accuracy=0.972656 2020-04-17 15:16:08,110 Epoch[39] Batch [16400-16450] Speed: 243.01 samples/sec accuracy=0.971719 2020-04-17 15:16:34,404 Epoch[39] Batch [16450-16500] Speed: 243.40 samples/sec accuracy=0.967969 2020-04-17 15:17:00,800 Epoch[39] Batch [16500-16550] Speed: 242.47 samples/sec accuracy=0.972187 2020-04-17 15:17:27,577 Epoch[39] Batch [16550-16600] Speed: 239.01 samples/sec accuracy=0.972031 2020-04-17 15:17:53,892 Epoch[39] Batch [16600-16650] Speed: 243.20 samples/sec accuracy=0.968906 2020-04-17 15:18:20,275 Epoch[39] Batch [16650-16700] Speed: 242.59 samples/sec accuracy=0.973594 2020-04-17 15:18:46,589 Epoch[39] Batch [16700-16750] Speed: 243.21 samples/sec accuracy=0.974063 2020-04-17 15:19:12,934 Epoch[39] Batch [16750-16800] Speed: 242.94 samples/sec accuracy=0.969063 2020-04-17 15:19:39,158 Epoch[39] Batch [16800-16850] Speed: 244.05 samples/sec accuracy=0.970156 2020-04-17 15:20:05,510 Epoch[39] Batch [16850-16900] Speed: 242.86 samples/sec accuracy=0.972500 2020-04-17 15:20:31,766 Epoch[39] Batch [16900-16950] Speed: 243.76 samples/sec accuracy=0.971406 2020-04-17 15:20:58,062 Epoch[39] Batch [16950-17000] Speed: 243.39 samples/sec accuracy=0.969688 2020-04-17 15:21:24,383 Epoch[39] Batch [17000-17050] Speed: 243.15 samples/sec accuracy=0.974844 2020-04-17 15:21:50,641 Epoch[39] Batch [17050-17100] Speed: 243.74 samples/sec accuracy=0.973437 2020-04-17 15:22:16,951 Epoch[39] Batch [17100-17150] Speed: 243.26 samples/sec accuracy=0.970156 2020-04-17 15:22:43,336 Epoch[39] Batch [17150-17200] Speed: 242.56 samples/sec accuracy=0.973281 2020-04-17 15:23:09,572 Epoch[39] Batch [17200-17250] Speed: 243.94 samples/sec accuracy=0.968594 2020-04-17 15:23:35,951 Epoch[39] Batch [17250-17300] Speed: 242.62 samples/sec accuracy=0.968281 2020-04-17 15:24:02,227 Epoch[39] Batch [17300-17350] Speed: 243.57 samples/sec accuracy=0.970000 2020-04-17 15:24:28,517 Epoch[39] Batch [17350-17400] Speed: 243.44 samples/sec accuracy=0.972812 2020-04-17 15:24:54,824 Epoch[39] Batch [17400-17450] Speed: 243.29 samples/sec accuracy=0.973750 2020-04-17 15:25:21,205 Epoch[39] Batch [17450-17500] Speed: 242.60 samples/sec accuracy=0.971562 2020-04-17 15:25:47,498 Epoch[39] Batch [17500-17550] Speed: 243.41 samples/sec accuracy=0.967031 2020-04-17 15:26:13,857 Epoch[39] Batch [17550-17600] Speed: 242.81 samples/sec accuracy=0.971875 2020-04-17 15:26:40,100 Epoch[39] Batch [17600-17650] Speed: 243.87 samples/sec accuracy=0.971719 2020-04-17 15:27:06,444 Epoch[39] Batch [17650-17700] Speed: 242.94 samples/sec accuracy=0.974375 2020-04-17 15:27:32,812 Epoch[39] Batch [17700-17750] Speed: 242.72 samples/sec accuracy=0.970938 2020-04-17 15:27:59,058 Epoch[39] Batch [17750-17800] Speed: 243.85 samples/sec accuracy=0.970000 2020-04-17 15:28:25,361 Epoch[39] Batch [17800-17850] Speed: 243.32 samples/sec accuracy=0.971719 2020-04-17 15:28:51,756 Epoch[39] Batch [17850-17900] Speed: 242.47 samples/sec accuracy=0.970625 2020-04-17 15:29:18,052 Epoch[39] Batch [17900-17950] Speed: 243.38 samples/sec accuracy=0.975469 2020-04-17 15:29:44,353 Epoch[39] Batch [17950-18000] Speed: 243.34 samples/sec accuracy=0.975938 2020-04-17 15:30:10,684 Epoch[39] Batch [18000-18050] Speed: 243.06 samples/sec accuracy=0.968437 2020-04-17 15:30:37,020 Epoch[39] Batch [18050-18100] Speed: 243.01 samples/sec accuracy=0.976094 2020-04-17 15:31:03,639 Epoch[39] Batch [18100-18150] Speed: 240.44 samples/sec accuracy=0.973906 2020-04-17 15:31:29,830 Epoch[39] Batch [18150-18200] Speed: 244.36 samples/sec accuracy=0.970781 2020-04-17 15:31:56,093 Epoch[39] Batch [18200-18250] Speed: 243.69 samples/sec accuracy=0.968594 2020-04-17 15:32:22,353 Epoch[39] Batch [18250-18300] Speed: 243.72 samples/sec accuracy=0.972656 2020-04-17 15:32:48,722 Epoch[39] Batch [18300-18350] Speed: 242.71 samples/sec accuracy=0.970781 2020-04-17 15:33:14,982 Epoch[39] Batch [18350-18400] Speed: 243.72 samples/sec accuracy=0.972344 2020-04-17 15:33:41,287 Epoch[39] Batch [18400-18450] Speed: 243.30 samples/sec accuracy=0.971875 2020-04-17 15:34:07,591 Epoch[39] Batch [18450-18500] Speed: 243.31 samples/sec accuracy=0.969375 2020-04-17 15:34:33,876 Epoch[39] Batch [18500-18550] Speed: 243.49 samples/sec accuracy=0.972500 2020-04-17 15:35:00,245 Epoch[39] Batch [18550-18600] Speed: 242.71 samples/sec accuracy=0.969531 2020-04-17 15:35:26,586 Epoch[39] Batch [18600-18650] Speed: 242.96 samples/sec accuracy=0.968750 2020-04-17 15:35:52,835 Epoch[39] Batch [18650-18700] Speed: 243.83 samples/sec accuracy=0.974375 2020-04-17 15:36:19,169 Epoch[39] Batch [18700-18750] Speed: 243.03 samples/sec accuracy=0.973594 2020-04-17 15:36:45,603 Epoch[39] Batch [18750-18800] Speed: 242.12 samples/sec accuracy=0.972656 2020-04-17 15:37:12,758 Epoch[39] Batch [18800-18850] Speed: 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accuracy=0.971250 2020-04-17 15:42:02,059 Epoch[39] Batch [19350-19400] Speed: 243.83 samples/sec accuracy=0.968437 2020-04-17 15:42:28,396 Epoch[39] Batch [19400-19450] Speed: 243.00 samples/sec accuracy=0.974688 2020-04-17 15:42:54,795 Epoch[39] Batch [19450-19500] Speed: 242.44 samples/sec accuracy=0.975313 2020-04-17 15:43:21,107 Epoch[39] Batch [19500-19550] Speed: 243.23 samples/sec accuracy=0.969531 2020-04-17 15:43:47,940 Epoch[39] Batch [19550-19600] Speed: 238.52 samples/sec accuracy=0.974688 2020-04-17 15:44:14,275 Epoch[39] Batch [19600-19650] Speed: 243.02 samples/sec accuracy=0.975156 2020-04-17 15:44:40,541 Epoch[39] Batch [19650-19700] Speed: 243.66 samples/sec accuracy=0.966094 2020-04-17 15:45:06,849 Epoch[39] Batch [19700-19750] Speed: 243.27 samples/sec accuracy=0.973906 2020-04-17 15:45:33,248 Epoch[39] Batch [19750-19800] Speed: 242.44 samples/sec accuracy=0.973125 2020-04-17 15:45:59,579 Epoch[39] Batch [19800-19850] Speed: 243.06 samples/sec accuracy=0.970781 2020-04-17 15:46:25,940 Epoch[39] Batch [19850-19900] Speed: 242.79 samples/sec accuracy=0.971875 2020-04-17 15:46:52,287 Epoch[39] Batch [19900-19950] Speed: 242.91 samples/sec accuracy=0.974844 2020-04-17 15:47:18,796 Epoch[39] Batch [19950-20000] Speed: 241.42 samples/sec accuracy=0.970625 2020-04-17 15:47:45,284 Epoch[39] Batch [20000-20050] Speed: 241.62 samples/sec accuracy=0.971875 2020-04-17 15:48:11,759 Epoch[39] Batch [20050-20100] Speed: 241.74 samples/sec accuracy=0.971250 2020-04-17 15:48:38,124 Epoch[39] Batch [20100-20150] Speed: 242.75 samples/sec accuracy=0.972656 2020-04-17 15:49:04,883 Epoch[39] Batch [20150-20200] Speed: 239.17 samples/sec accuracy=0.971406 2020-04-17 15:49:31,263 Epoch[39] Batch [20200-20250] Speed: 242.62 samples/sec accuracy=0.972656 2020-04-17 15:49:57,483 Epoch[39] Batch [20250-20300] Speed: 244.08 samples/sec accuracy=0.970469 2020-04-17 15:50:23,841 Epoch[39] Batch [20300-20350] Speed: 242.82 samples/sec accuracy=0.971094 2020-04-17 15:50:50,137 Epoch[39] Batch [20350-20400] Speed: 243.38 samples/sec accuracy=0.972031 2020-04-17 15:51:16,409 Epoch[39] Batch [20400-20450] Speed: 243.60 samples/sec accuracy=0.970156 2020-04-17 15:51:42,803 Epoch[39] Batch [20450-20500] Speed: 242.49 samples/sec accuracy=0.970000 2020-04-17 15:52:09,118 Epoch[39] Batch [20500-20550] Speed: 243.21 samples/sec accuracy=0.972344 2020-04-17 15:52:35,416 Epoch[39] Batch [20550-20600] Speed: 243.36 samples/sec accuracy=0.965625 2020-04-17 15:53:01,655 Epoch[39] Batch [20600-20650] Speed: 243.92 samples/sec accuracy=0.972969 2020-04-17 15:53:28,053 Epoch[39] Batch [20650-20700] Speed: 242.44 samples/sec accuracy=0.972187 2020-04-17 15:53:54,366 Epoch[39] Batch [20700-20750] Speed: 243.23 samples/sec accuracy=0.967500 2020-04-17 15:54:20,754 Epoch[39] Batch [20750-20800] Speed: 242.54 samples/sec accuracy=0.968281 2020-04-17 15:54:47,014 Epoch[39] Batch [20800-20850] Speed: 243.72 samples/sec accuracy=0.972812 2020-04-17 15:55:13,662 Epoch[39] Batch [20850-20900] Speed: 240.17 samples/sec accuracy=0.970938 2020-04-17 15:55:40,030 Epoch[39] Batch [20900-20950] Speed: 242.72 samples/sec accuracy=0.969844 2020-04-17 15:56:06,273 Epoch[39] Batch [20950-21000] Speed: 243.88 samples/sec accuracy=0.971250 2020-04-17 15:56:32,538 Epoch[39] Batch [21000-21050] Speed: 243.68 samples/sec accuracy=0.975938 2020-04-17 15:56:58,844 Epoch[39] Batch [21050-21100] Speed: 243.29 samples/sec accuracy=0.971562 2020-04-17 15:57:25,217 Epoch[39] Batch [21100-21150] Speed: 242.68 samples/sec accuracy=0.969375 2020-04-17 15:57:51,572 Epoch[39] Batch [21150-21200] Speed: 242.83 samples/sec accuracy=0.970781 2020-04-17 15:58:17,785 Epoch[39] Batch [21200-21250] Speed: 244.16 samples/sec accuracy=0.973125 2020-04-17 15:58:43,985 Epoch[39] Batch [21250-21300] Speed: 244.27 samples/sec accuracy=0.971562 2020-04-17 15:59:10,267 Epoch[39] Batch [21300-21350] Speed: 243.51 samples/sec accuracy=0.969531 2020-04-17 15:59:36,520 Epoch[39] Batch [21350-21400] Speed: 243.79 samples/sec accuracy=0.975156 2020-04-17 16:00:02,769 Epoch[39] Batch [21400-21450] Speed: 243.82 samples/sec accuracy=0.968437 2020-04-17 16:00:29,074 Epoch[39] Batch [21450-21500] Speed: 243.29 samples/sec accuracy=0.973125 2020-04-17 16:00:55,324 Epoch[39] Batch [21500-21550] Speed: 243.81 samples/sec accuracy=0.970469 2020-04-17 16:01:21,679 Epoch[39] Batch [21550-21600] Speed: 242.84 samples/sec accuracy=0.968125 2020-04-17 16:01:47,960 Epoch[39] Batch [21600-21650] Speed: 243.52 samples/sec accuracy=0.974531 2020-04-17 16:02:14,270 Epoch[39] Batch [21650-21700] Speed: 243.26 samples/sec accuracy=0.972187 2020-04-17 16:02:40,598 Epoch[39] Batch [21700-21750] Speed: 243.09 samples/sec accuracy=0.972031 2020-04-17 16:03:06,869 Epoch[39] Batch [21750-21800] Speed: 243.61 samples/sec accuracy=0.970000 2020-04-17 16:03:33,146 Epoch[39] Batch [21800-21850] Speed: 243.57 samples/sec accuracy=0.975625 2020-04-17 16:03:59,463 Epoch[39] Batch [21850-21900] Speed: 243.19 samples/sec accuracy=0.967969 2020-04-17 16:04:25,778 Epoch[39] Batch [21900-21950] Speed: 243.21 samples/sec accuracy=0.969219 2020-04-17 16:04:52,108 Epoch[39] Batch [21950-22000] Speed: 243.06 samples/sec accuracy=0.972031 2020-04-17 16:05:18,480 Epoch[39] Batch [22000-22050] Speed: 242.68 samples/sec accuracy=0.970313 2020-04-17 16:05:44,782 Epoch[39] Batch [22050-22100] Speed: 243.33 samples/sec accuracy=0.970938 2020-04-17 16:06:11,059 Epoch[39] Batch [22100-22150] Speed: 243.56 samples/sec accuracy=0.974219 2020-04-17 16:06:37,364 Epoch[39] Batch [22150-22200] Speed: 243.30 samples/sec accuracy=0.971250 2020-04-17 16:07:03,753 Epoch[39] Batch [22200-22250] Speed: 242.53 samples/sec accuracy=0.969844 2020-04-17 16:07:30,100 Epoch[39] Batch [22250-22300] Speed: 242.91 samples/sec accuracy=0.973750 2020-04-17 16:07:56,427 Epoch[39] Batch [22300-22350] Speed: 243.11 samples/sec accuracy=0.966719 2020-04-17 16:08:22,983 Epoch[39] Batch [22350-22400] Speed: 241.00 samples/sec accuracy=0.967031 2020-04-17 16:08:49,399 Epoch[39] Batch [22400-22450] Speed: 242.28 samples/sec accuracy=0.969844 2020-04-17 16:09:16,139 Epoch[39] Batch [22450-22500] Speed: 239.34 samples/sec accuracy=0.972344 2020-04-17 16:09:42,352 Epoch[39] Batch [22500-22550] Speed: 244.15 samples/sec accuracy=0.974844 2020-04-17 16:10:08,612 Epoch[39] Batch [22550-22600] Speed: 243.71 samples/sec accuracy=0.972344 2020-04-17 16:10:34,802 Epoch[39] Batch [22600-22650] Speed: 244.37 samples/sec accuracy=0.968906 2020-04-17 16:11:01,036 Epoch[39] Batch [22650-22700] Speed: 243.96 samples/sec accuracy=0.974844 2020-04-17 16:11:27,475 Epoch[39] Batch [22700-22750] Speed: 242.06 samples/sec accuracy=0.975625 2020-04-17 16:11:53,805 Epoch[39] Batch [22750-22800] Speed: 243.08 samples/sec accuracy=0.975781 2020-04-17 16:12:20,103 Epoch[39] Batch [22800-22850] Speed: 243.36 samples/sec accuracy=0.969531 2020-04-17 16:12:46,434 Epoch[39] Batch [22850-22900] Speed: 243.07 samples/sec accuracy=0.973125 2020-04-17 16:13:12,849 Epoch[39] Batch [22900-22950] Speed: 242.28 samples/sec accuracy=0.972344 2020-04-17 16:13:39,277 Epoch[39] Batch [22950-23000] Speed: 242.17 samples/sec accuracy=0.973594 2020-04-17 16:14:05,721 Epoch[39] Batch [23000-23050] Speed: 242.02 samples/sec accuracy=0.968125 2020-04-17 16:14:32,111 Epoch[39] Batch [23050-23100] Speed: 242.52 samples/sec accuracy=0.972969 2020-04-17 16:14:58,529 Epoch[39] Batch [23100-23150] Speed: 242.26 samples/sec accuracy=0.968281 2020-04-17 16:15:24,969 Epoch[39] Batch [23150-23200] Speed: 242.06 samples/sec accuracy=0.969844 2020-04-17 16:15:51,475 Epoch[39] Batch [23200-23250] Speed: 241.46 samples/sec accuracy=0.971875 2020-04-17 16:16:17,849 Epoch[39] Batch [23250-23300] Speed: 242.66 samples/sec accuracy=0.971719 2020-04-17 16:16:44,131 Epoch[39] Batch [23300-23350] Speed: 243.52 samples/sec accuracy=0.973750 2020-04-17 16:17:10,375 Epoch[39] Batch [23350-23400] Speed: 243.86 samples/sec accuracy=0.971094 2020-04-17 16:17:36,734 Epoch[39] Batch [23400-23450] Speed: 242.81 samples/sec accuracy=0.973125 2020-04-17 16:18:03,050 Epoch[39] Batch [23450-23500] Speed: 243.20 samples/sec accuracy=0.970313 2020-04-17 16:18:29,344 Epoch[39] Batch [23500-23550] Speed: 243.41 samples/sec accuracy=0.970625 2020-04-17 16:18:55,692 Epoch[39] Batch [23550-23600] Speed: 242.91 samples/sec accuracy=0.972187 2020-04-17 16:19:21,957 Epoch[39] Batch [23600-23650] Speed: 243.67 samples/sec accuracy=0.970938 2020-04-17 16:19:48,259 Epoch[39] Batch [23650-23700] Speed: 243.33 samples/sec accuracy=0.970469 2020-04-17 16:20:14,616 Epoch[39] Batch [23700-23750] Speed: 242.82 samples/sec accuracy=0.972812 2020-04-17 16:20:40,960 Epoch[39] Batch [23750-23800] Speed: 242.94 samples/sec accuracy=0.970781 2020-04-17 16:21:07,261 Epoch[39] Batch [23800-23850] Speed: 243.34 samples/sec accuracy=0.969219 2020-04-17 16:21:33,556 Epoch[39] Batch [23850-23900] Speed: 243.40 samples/sec accuracy=0.975156 2020-04-17 16:21:59,806 Epoch[39] Batch [23900-23950] Speed: 243.81 samples/sec accuracy=0.970156 2020-04-17 16:22:26,522 Epoch[39] Batch [23950-24000] Speed: 239.56 samples/sec accuracy=0.969844 2020-04-17 16:22:52,821 Epoch[39] Batch [24000-24050] Speed: 243.35 samples/sec accuracy=0.969531 2020-04-17 16:23:19,122 Epoch[39] Batch [24050-24100] Speed: 243.34 samples/sec accuracy=0.970625 2020-04-17 16:23:45,369 Epoch[39] Batch [24100-24150] Speed: 243.84 samples/sec accuracy=0.971406 2020-04-17 16:24:11,557 Epoch[39] Batch [24150-24200] Speed: 244.39 samples/sec accuracy=0.973437 2020-04-17 16:24:37,802 Epoch[39] Batch [24200-24250] Speed: 243.86 samples/sec accuracy=0.970469 2020-04-17 16:25:04,066 Epoch[39] Batch [24250-24300] Speed: 243.68 samples/sec accuracy=0.967031 2020-04-17 16:25:30,350 Epoch[39] Batch [24300-24350] Speed: 243.50 samples/sec accuracy=0.972344 2020-04-17 16:25:56,732 Epoch[39] Batch [24350-24400] Speed: 242.59 samples/sec accuracy=0.972656 2020-04-17 16:26:22,972 Epoch[39] Batch 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accuracy=0.973125 2020-04-17 16:35:36,016 Epoch[39] Batch [25450-25500] Speed: 239.28 samples/sec accuracy=0.971406 2020-04-17 16:36:02,298 Epoch[39] Batch [25500-25550] Speed: 243.51 samples/sec accuracy=0.971719 2020-04-17 16:36:28,468 Epoch[39] Batch [25550-25600] Speed: 244.55 samples/sec accuracy=0.974531 2020-04-17 16:36:54,844 Epoch[39] Batch [25600-25650] Speed: 242.65 samples/sec accuracy=0.969063 2020-04-17 16:37:21,170 Epoch[39] Batch [25650-25700] Speed: 243.11 samples/sec accuracy=0.974531 2020-04-17 16:37:47,458 Epoch[39] Batch [25700-25750] Speed: 243.46 samples/sec accuracy=0.969531 2020-04-17 16:38:13,660 Epoch[39] Batch [25750-25800] Speed: 244.26 samples/sec accuracy=0.970156 2020-04-17 16:38:39,875 Epoch[39] Batch [25800-25850] Speed: 244.13 samples/sec accuracy=0.967187 2020-04-17 16:39:06,200 Epoch[39] Batch [25850-25900] Speed: 243.12 samples/sec accuracy=0.969063 2020-04-17 16:39:32,477 Epoch[39] Batch [25900-25950] Speed: 243.57 samples/sec accuracy=0.972969 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accuracy=0.969844 2020-04-17 17:46:45,078 Epoch[40] Batch [2250-2300] Speed: 242.89 samples/sec accuracy=0.972187 2020-04-17 17:47:11,393 Epoch[40] Batch [2300-2350] Speed: 243.21 samples/sec accuracy=0.969844 2020-04-17 17:47:37,737 Epoch[40] Batch [2350-2400] Speed: 242.94 samples/sec accuracy=0.973125 2020-04-17 17:48:04,095 Epoch[40] Batch [2400-2450] Speed: 242.82 samples/sec accuracy=0.972187 2020-04-17 17:48:30,402 Epoch[40] Batch [2450-2500] Speed: 243.28 samples/sec accuracy=0.972656 2020-04-17 17:48:56,689 Epoch[40] Batch [2500-2550] Speed: 243.47 samples/sec accuracy=0.970938 2020-04-17 17:49:23,021 Epoch[40] Batch [2550-2600] Speed: 243.06 samples/sec accuracy=0.970313 2020-04-17 17:49:49,485 Epoch[40] Batch [2600-2650] Speed: 241.84 samples/sec accuracy=0.970000 2020-04-17 17:50:16,222 Epoch[40] Batch [2650-2700] Speed: 239.37 samples/sec accuracy=0.973125 2020-04-17 17:50:42,564 Epoch[40] Batch [2700-2750] Speed: 242.95 samples/sec accuracy=0.972187 2020-04-17 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accuracy=0.970000 2020-04-17 18:00:21,955 Epoch[40] Batch [3800-3850] Speed: 243.20 samples/sec accuracy=0.972656 2020-04-17 18:00:48,315 Epoch[40] Batch [3850-3900] Speed: 242.79 samples/sec accuracy=0.970625 2020-04-17 18:01:14,709 Epoch[40] Batch [3900-3950] Speed: 242.48 samples/sec accuracy=0.972812 2020-04-17 18:01:40,968 Epoch[40] Batch [3950-4000] Speed: 243.73 samples/sec accuracy=0.972969 2020-04-17 18:02:07,263 Epoch[40] Batch [4000-4050] Speed: 243.39 samples/sec accuracy=0.972812 2020-04-17 18:02:33,554 Epoch[40] Batch [4050-4100] Speed: 243.43 samples/sec accuracy=0.971875 2020-04-17 18:02:59,869 Epoch[40] Batch [4100-4150] Speed: 243.21 samples/sec accuracy=0.967500 2020-04-17 18:03:26,138 Epoch[40] Batch [4150-4200] Speed: 243.63 samples/sec accuracy=0.972656 2020-04-17 18:03:52,412 Epoch[40] Batch [4200-4250] Speed: 243.59 samples/sec accuracy=0.973594 2020-04-17 18:04:18,797 Epoch[40] Batch [4250-4300] Speed: 242.56 samples/sec accuracy=0.971250 2020-04-17 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accuracy=0.974844 2020-04-17 18:13:59,818 Epoch[40] Batch [5350-5400] Speed: 242.84 samples/sec accuracy=0.972031 2020-04-17 18:14:26,276 Epoch[40] Batch [5400-5450] Speed: 241.89 samples/sec accuracy=0.973125 2020-04-17 18:14:52,536 Epoch[40] Batch [5450-5500] Speed: 243.73 samples/sec accuracy=0.975469 2020-04-17 18:15:18,856 Epoch[40] Batch [5500-5550] Speed: 243.15 samples/sec accuracy=0.974063 2020-04-17 18:15:45,112 Epoch[40] Batch [5550-5600] Speed: 243.76 samples/sec accuracy=0.974219 2020-04-17 18:16:11,439 Epoch[40] Batch [5600-5650] Speed: 243.10 samples/sec accuracy=0.970781 2020-04-17 18:16:37,833 Epoch[40] Batch [5650-5700] Speed: 242.48 samples/sec accuracy=0.971406 2020-04-17 18:17:04,139 Epoch[40] Batch [5700-5750] Speed: 243.29 samples/sec accuracy=0.972500 2020-04-17 18:17:30,516 Epoch[40] Batch [5750-5800] Speed: 242.64 samples/sec accuracy=0.967969 2020-04-17 18:17:56,835 Epoch[40] Batch [5800-5850] Speed: 243.17 samples/sec accuracy=0.972187 2020-04-17 18:18:23,145 Epoch[40] Batch [5850-5900] Speed: 243.25 samples/sec accuracy=0.972969 2020-04-17 18:18:49,460 Epoch[40] Batch [5900-5950] Speed: 243.21 samples/sec accuracy=0.970781 2020-04-17 18:19:15,731 Epoch[40] Batch [5950-6000] Speed: 243.62 samples/sec accuracy=0.974219 2020-04-17 18:19:42,176 Epoch[40] Batch [6000-6050] Speed: 242.02 samples/sec accuracy=0.972031 2020-04-17 18:20:08,496 Epoch[40] Batch [6050-6100] Speed: 243.16 samples/sec accuracy=0.970156 2020-04-17 18:20:35,234 Epoch[40] Batch [6100-6150] Speed: 239.36 samples/sec accuracy=0.973437 2020-04-17 18:21:01,551 Epoch[40] Batch [6150-6200] Speed: 243.18 samples/sec accuracy=0.970313 2020-04-17 18:21:27,864 Epoch[40] Batch [6200-6250] Speed: 243.23 samples/sec accuracy=0.971719 2020-04-17 18:21:54,237 Epoch[40] Batch [6250-6300] Speed: 242.68 samples/sec accuracy=0.971250 2020-04-17 18:22:20,530 Epoch[40] Batch [6300-6350] Speed: 243.41 samples/sec accuracy=0.972656 2020-04-17 18:22:46,730 Epoch[40] Batch [6350-6400] Speed: 244.28 samples/sec accuracy=0.972344 2020-04-17 18:23:12,973 Epoch[40] Batch [6400-6450] Speed: 243.87 samples/sec accuracy=0.968750 2020-04-17 18:23:39,287 Epoch[40] Batch [6450-6500] Speed: 243.22 samples/sec accuracy=0.970625 2020-04-17 18:24:05,590 Epoch[40] Batch [6500-6550] Speed: 243.32 samples/sec accuracy=0.967812 2020-04-17 18:24:31,919 Epoch[40] Batch [6550-6600] Speed: 243.07 samples/sec accuracy=0.970781 2020-04-17 18:24:58,102 Epoch[40] Batch [6600-6650] Speed: 244.43 samples/sec accuracy=0.968281 2020-04-17 18:25:24,293 Epoch[40] Batch [6650-6700] Speed: 244.36 samples/sec accuracy=0.971250 2020-04-17 18:25:50,474 Epoch[40] Batch [6700-6750] Speed: 244.45 samples/sec accuracy=0.972344 2020-04-17 18:26:16,800 Epoch[40] Batch [6750-6800] Speed: 243.12 samples/sec accuracy=0.969219 2020-04-17 18:26:43,056 Epoch[40] Batch [6800-6850] Speed: 243.75 samples/sec accuracy=0.971094 2020-04-17 18:27:09,415 Epoch[40] Batch [6850-6900] Speed: 242.80 samples/sec accuracy=0.970938 2020-04-17 18:27:35,679 Epoch[40] Batch [6900-6950] Speed: 243.69 samples/sec accuracy=0.969688 2020-04-17 18:28:01,945 Epoch[40] Batch [6950-7000] Speed: 243.66 samples/sec accuracy=0.975781 2020-04-17 18:28:28,331 Epoch[40] Batch [7000-7050] Speed: 242.56 samples/sec accuracy=0.969688 2020-04-17 18:28:54,611 Epoch[40] Batch [7050-7100] Speed: 243.53 samples/sec accuracy=0.969844 2020-04-17 18:29:20,920 Epoch[40] Batch [7100-7150] Speed: 243.26 samples/sec accuracy=0.970938 2020-04-17 18:29:47,249 Epoch[40] Batch [7150-7200] Speed: 243.08 samples/sec accuracy=0.973750 2020-04-17 18:30:13,439 Epoch[40] Batch [7200-7250] Speed: 244.37 samples/sec accuracy=0.974531 2020-04-17 18:30:39,698 Epoch[40] Batch [7250-7300] Speed: 243.73 samples/sec accuracy=0.970625 2020-04-17 18:31:05,972 Epoch[40] Batch [7300-7350] Speed: 243.59 samples/sec accuracy=0.972969 2020-04-17 18:31:32,290 Epoch[40] Batch [7350-7400] Speed: 243.18 samples/sec accuracy=0.974688 2020-04-17 18:31:58,501 Epoch[40] Batch [7400-7450] Speed: 244.17 samples/sec accuracy=0.971406 2020-04-17 18:32:24,705 Epoch[40] Batch [7450-7500] Speed: 244.24 samples/sec accuracy=0.973906 2020-04-17 18:32:50,889 Epoch[40] Batch [7500-7550] Speed: 244.43 samples/sec accuracy=0.968906 2020-04-17 18:33:17,260 Epoch[40] Batch [7550-7600] Speed: 242.69 samples/sec accuracy=0.969063 2020-04-17 18:33:43,498 Epoch[40] Batch [7600-7650] Speed: 243.92 samples/sec accuracy=0.974063 2020-04-17 18:34:10,274 Epoch[40] Batch [7650-7700] Speed: 239.02 samples/sec accuracy=0.972031 2020-04-17 18:34:36,539 Epoch[40] Batch [7700-7750] Speed: 243.67 samples/sec accuracy=0.971875 2020-04-17 18:35:02,807 Epoch[40] Batch [7750-7800] Speed: 243.65 samples/sec accuracy=0.970938 2020-04-17 18:35:29,024 Epoch[40] Batch [7800-7850] Speed: 244.11 samples/sec accuracy=0.974844 2020-04-17 18:35:55,306 Epoch[40] Batch [7850-7900] Speed: 243.51 samples/sec accuracy=0.971406 2020-04-17 18:36:21,600 Epoch[40] Batch [7900-7950] Speed: 243.41 samples/sec accuracy=0.972812 2020-04-17 18:36:47,928 Epoch[40] Batch [7950-8000] Speed: 243.09 samples/sec accuracy=0.974531 2020-04-17 18:37:14,171 Epoch[40] Batch [8000-8050] Speed: 243.88 samples/sec accuracy=0.970156 2020-04-17 18:37:40,462 Epoch[40] Batch [8050-8100] Speed: 243.43 samples/sec accuracy=0.971875 2020-04-17 18:38:06,812 Epoch[40] Batch [8100-8150] Speed: 242.88 samples/sec accuracy=0.969375 2020-04-17 18:38:33,128 Epoch[40] Batch [8150-8200] Speed: 243.21 samples/sec accuracy=0.969688 2020-04-17 18:38:59,525 Epoch[40] Batch [8200-8250] Speed: 242.45 samples/sec accuracy=0.971562 2020-04-17 18:39:25,775 Epoch[40] Batch [8250-8300] Speed: 243.81 samples/sec accuracy=0.971562 2020-04-17 18:39:52,119 Epoch[40] Batch [8300-8350] Speed: 242.95 samples/sec accuracy=0.972187 2020-04-17 18:40:18,366 Epoch[40] Batch [8350-8400] Speed: 243.84 samples/sec accuracy=0.973281 2020-04-17 18:40:44,612 Epoch[40] Batch [8400-8450] Speed: 243.84 samples/sec accuracy=0.969531 2020-04-17 18:41:10,815 Epoch[40] Batch [8450-8500] Speed: 244.25 samples/sec accuracy=0.972344 2020-04-17 18:41:37,551 Epoch[40] Batch [8500-8550] Speed: 239.38 samples/sec accuracy=0.970938 2020-04-17 18:42:04,586 Epoch[40] Batch [8550-8600] Speed: 236.74 samples/sec accuracy=0.969531 2020-04-17 18:42:30,841 Epoch[40] Batch [8600-8650] Speed: 243.76 samples/sec accuracy=0.969531 2020-04-17 18:42:57,096 Epoch[40] Batch [8650-8700] Speed: 243.77 samples/sec accuracy=0.973594 2020-04-17 18:43:23,358 Epoch[40] Batch [8700-8750] Speed: 243.70 samples/sec accuracy=0.974531 2020-04-17 18:43:49,591 Epoch[40] Batch [8750-8800] Speed: 243.96 samples/sec accuracy=0.967344 2020-04-17 18:44:15,858 Epoch[40] Batch [8800-8850] Speed: 243.65 samples/sec accuracy=0.972500 2020-04-17 18:44:42,119 Epoch[40] Batch [8850-8900] Speed: 243.71 samples/sec accuracy=0.973594 2020-04-17 18:45:08,530 Epoch[40] Batch [8900-8950] Speed: 242.33 samples/sec accuracy=0.969375 2020-04-17 18:45:34,851 Epoch[40] Batch [8950-9000] Speed: 243.15 samples/sec accuracy=0.972031 2020-04-17 18:46:01,101 Epoch[40] Batch [9000-9050] Speed: 243.81 samples/sec accuracy=0.971875 2020-04-17 18:46:27,417 Epoch[40] Batch [9050-9100] Speed: 243.20 samples/sec accuracy=0.972500 2020-04-17 18:46:53,738 Epoch[40] Batch [9100-9150] Speed: 243.15 samples/sec accuracy=0.972812 2020-04-17 18:47:20,030 Epoch[40] Batch [9150-9200] Speed: 243.42 samples/sec accuracy=0.972500 2020-04-17 18:47:46,402 Epoch[40] Batch [9200-9250] Speed: 242.69 samples/sec accuracy=0.974375 2020-04-17 18:48:13,043 Epoch[40] Batch [9250-9300] Speed: 240.23 samples/sec accuracy=0.973750 2020-04-17 18:48:39,327 Epoch[40] Batch [9300-9350] Speed: 243.50 samples/sec accuracy=0.970625 2020-04-17 18:49:05,620 Epoch[40] Batch [9350-9400] Speed: 243.41 samples/sec accuracy=0.972812 2020-04-17 18:49:31,806 Epoch[40] Batch [9400-9450] Speed: 244.41 samples/sec accuracy=0.974531 2020-04-17 18:49:58,132 Epoch[40] Batch [9450-9500] 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accuracy=0.971562 2020-04-17 18:54:47,413 Epoch[40] Batch [10000-10050] Speed: 243.42 samples/sec accuracy=0.971094 2020-04-17 18:55:14,083 Epoch[40] Batch [10050-10100] Speed: 239.97 samples/sec accuracy=0.973906 2020-04-17 18:55:40,423 Epoch[40] Batch [10100-10150] Speed: 242.98 samples/sec accuracy=0.972812 2020-04-17 18:56:06,858 Epoch[40] Batch [10150-10200] Speed: 242.11 samples/sec accuracy=0.974063 2020-04-17 18:56:33,224 Epoch[40] Batch [10200-10250] Speed: 242.74 samples/sec accuracy=0.973906 2020-04-17 18:56:59,676 Epoch[40] Batch [10250-10300] Speed: 241.94 samples/sec accuracy=0.972187 2020-04-17 18:57:26,016 Epoch[40] Batch [10300-10350] Speed: 242.98 samples/sec accuracy=0.971719 2020-04-17 18:57:52,293 Epoch[40] Batch [10350-10400] Speed: 243.57 samples/sec accuracy=0.970313 2020-04-17 18:58:18,618 Epoch[40] Batch [10400-10450] Speed: 243.11 samples/sec accuracy=0.974375 2020-04-17 18:58:44,928 Epoch[40] Batch [10450-10500] Speed: 243.26 samples/sec accuracy=0.972344 2020-04-17 18:59:11,329 Epoch[40] Batch [10500-10550] Speed: 242.41 samples/sec accuracy=0.965469 2020-04-17 18:59:37,620 Epoch[40] Batch [10550-10600] Speed: 243.44 samples/sec accuracy=0.970156 2020-04-17 19:00:04,031 Epoch[40] Batch [10600-10650] Speed: 242.32 samples/sec accuracy=0.970156 2020-04-17 19:00:30,305 Epoch[40] Batch [10650-10700] Speed: 243.59 samples/sec accuracy=0.969531 2020-04-17 19:00:56,604 Epoch[40] Batch [10700-10750] Speed: 243.36 samples/sec accuracy=0.969688 2020-04-17 19:01:23,365 Epoch[40] Batch [10750-10800] Speed: 239.15 samples/sec accuracy=0.972187 2020-04-17 19:01:49,596 Epoch[40] Batch [10800-10850] Speed: 243.99 samples/sec accuracy=0.971250 2020-04-17 19:02:15,800 Epoch[40] Batch [10850-10900] Speed: 244.24 samples/sec accuracy=0.972500 2020-04-17 19:02:42,086 Epoch[40] Batch [10900-10950] Speed: 243.48 samples/sec accuracy=0.975938 2020-04-17 19:03:08,364 Epoch[40] Batch [10950-11000] Speed: 243.55 samples/sec accuracy=0.973437 2020-04-17 19:03:34,756 Epoch[40] Batch [11000-11050] Speed: 242.50 samples/sec accuracy=0.973594 2020-04-17 19:04:01,175 Epoch[40] Batch [11050-11100] Speed: 242.25 samples/sec accuracy=0.970781 2020-04-17 19:04:27,445 Epoch[40] Batch [11100-11150] Speed: 243.63 samples/sec accuracy=0.973281 2020-04-17 19:04:53,724 Epoch[40] Batch [11150-11200] Speed: 243.54 samples/sec accuracy=0.971719 2020-04-17 19:05:19,902 Epoch[40] Batch [11200-11250] Speed: 244.48 samples/sec accuracy=0.970625 2020-04-17 19:05:46,233 Epoch[40] Batch [11250-11300] Speed: 243.06 samples/sec accuracy=0.970625 2020-04-17 19:06:12,569 Epoch[40] Batch [11300-11350] Speed: 243.02 samples/sec accuracy=0.970156 2020-04-17 19:06:38,912 Epoch[40] Batch [11350-11400] Speed: 242.95 samples/sec accuracy=0.965313 2020-04-17 19:07:05,164 Epoch[40] Batch [11400-11450] Speed: 243.79 samples/sec accuracy=0.975000 2020-04-17 19:07:31,568 Epoch[40] Batch [11450-11500] Speed: 242.39 samples/sec accuracy=0.972500 2020-04-17 19:07:57,997 Epoch[40] Batch [11500-11550] Speed: 242.16 samples/sec accuracy=0.974219 2020-04-17 19:08:24,282 Epoch[40] Batch [11550-11600] Speed: 243.49 samples/sec accuracy=0.973125 2020-04-17 19:08:50,538 Epoch[40] Batch [11600-11650] Speed: 243.75 samples/sec accuracy=0.970156 2020-04-17 19:09:16,856 Epoch[40] Batch [11650-11700] Speed: 243.18 samples/sec accuracy=0.973594 2020-04-17 19:09:43,273 Epoch[40] Batch [11700-11750] Speed: 242.28 samples/sec accuracy=0.970781 2020-04-17 19:10:09,615 Epoch[40] Batch [11750-11800] Speed: 242.96 samples/sec accuracy=0.973125 2020-04-17 19:10:35,865 Epoch[40] Batch [11800-11850] Speed: 243.82 samples/sec accuracy=0.973750 2020-04-17 19:11:02,229 Epoch[40] Batch [11850-11900] Speed: 242.75 samples/sec accuracy=0.971562 2020-04-17 19:11:28,469 Epoch[40] Batch [11900-11950] Speed: 243.91 samples/sec accuracy=0.970469 2020-04-17 19:11:54,713 Epoch[40] Batch [11950-12000] Speed: 243.86 samples/sec accuracy=0.971094 2020-04-17 19:12:21,034 Epoch[40] Batch [12000-12050] Speed: 243.16 samples/sec accuracy=0.974219 2020-04-17 19:12:47,329 Epoch[40] Batch [12050-12100] Speed: 243.39 samples/sec accuracy=0.971719 2020-04-17 19:13:13,713 Epoch[40] Batch [12100-12150] Speed: 242.57 samples/sec accuracy=0.970156 2020-04-17 19:13:40,067 Epoch[40] Batch [12150-12200] Speed: 242.85 samples/sec accuracy=0.970313 2020-04-17 19:14:06,370 Epoch[40] Batch [12200-12250] Speed: 243.32 samples/sec accuracy=0.971875 2020-04-17 19:14:32,692 Epoch[40] Batch [12250-12300] Speed: 243.15 samples/sec accuracy=0.974063 2020-04-17 19:14:59,339 Epoch[40] Batch [12300-12350] Speed: 240.17 samples/sec accuracy=0.971250 2020-04-17 19:15:25,610 Epoch[40] Batch [12350-12400] Speed: 243.62 samples/sec accuracy=0.969844 2020-04-17 19:15:51,942 Epoch[40] Batch [12400-12450] Speed: 243.05 samples/sec accuracy=0.970156 2020-04-17 19:16:18,136 Epoch[40] Batch [12450-12500] Speed: 244.33 samples/sec accuracy=0.973906 2020-04-17 19:16:44,427 Epoch[40] Batch [12500-12550] Speed: 243.44 samples/sec accuracy=0.972812 2020-04-17 19:17:10,722 Epoch[40] Batch [12550-12600] Speed: 243.39 samples/sec accuracy=0.973125 2020-04-17 19:17:37,014 Epoch[40] Batch [12600-12650] Speed: 243.42 samples/sec accuracy=0.971250 2020-04-17 19:18:03,295 Epoch[40] Batch [12650-12700] Speed: 243.53 samples/sec accuracy=0.969531 2020-04-17 19:18:29,490 Epoch[40] Batch [12700-12750] Speed: 244.32 samples/sec accuracy=0.972656 2020-04-17 19:18:55,785 Epoch[40] Batch [12750-12800] Speed: 243.40 samples/sec accuracy=0.971094 2020-04-17 19:19:22,045 Epoch[40] Batch [12800-12850] Speed: 243.72 samples/sec accuracy=0.974219 2020-04-17 19:19:48,351 Epoch[40] Batch [12850-12900] Speed: 243.30 samples/sec accuracy=0.972500 2020-04-17 19:20:14,782 Epoch[40] Batch [12900-12950] Speed: 242.14 samples/sec accuracy=0.970781 2020-04-17 19:20:41,102 Epoch[40] Batch [12950-13000] Speed: 243.16 samples/sec accuracy=0.968281 2020-04-17 19:21:07,459 Epoch[40] Batch [13000-13050] Speed: 242.82 samples/sec accuracy=0.969844 2020-04-17 19:21:33,741 Epoch[40] Batch [13050-13100] Speed: 243.51 samples/sec accuracy=0.975313 2020-04-17 19:22:00,158 Epoch[40] Batch [13100-13150] Speed: 242.27 samples/sec accuracy=0.972812 2020-04-17 19:22:26,516 Epoch[40] Batch [13150-13200] Speed: 242.81 samples/sec accuracy=0.972500 2020-04-17 19:22:52,757 Epoch[40] Batch [13200-13250] Speed: 243.90 samples/sec accuracy=0.972812 2020-04-17 19:23:19,068 Epoch[40] Batch [13250-13300] Speed: 243.24 samples/sec accuracy=0.974219 2020-04-17 19:23:45,380 Epoch[40] Batch [13300-13350] Speed: 243.24 samples/sec accuracy=0.971875 2020-04-17 19:24:11,643 Epoch[40] Batch [13350-13400] Speed: 243.69 samples/sec accuracy=0.970313 2020-04-17 19:24:38,064 Epoch[40] Batch [13400-13450] Speed: 242.24 samples/sec accuracy=0.967344 2020-04-17 19:25:04,425 Epoch[40] Batch [13450-13500] Speed: 242.78 samples/sec accuracy=0.971094 2020-04-17 19:25:30,722 Epoch[40] Batch [13500-13550] Speed: 243.37 samples/sec accuracy=0.969219 2020-04-17 19:25:57,048 Epoch[40] Batch [13550-13600] Speed: 243.11 samples/sec accuracy=0.971250 2020-04-17 19:26:23,470 Epoch[40] Batch [13600-13650] Speed: 242.23 samples/sec accuracy=0.972344 2020-04-17 19:26:49,762 Epoch[40] Batch [13650-13700] Speed: 243.42 samples/sec accuracy=0.972187 2020-04-17 19:27:16,162 Epoch[40] Batch [13700-13750] Speed: 242.42 samples/sec accuracy=0.971250 2020-04-17 19:27:42,944 Epoch[40] Batch [13750-13800] Speed: 238.97 samples/sec accuracy=0.970313 2020-04-17 19:28:09,193 Epoch[40] Batch [13800-13850] Speed: 243.82 samples/sec accuracy=0.975313 2020-04-17 19:28:35,513 Epoch[40] Batch [13850-13900] Speed: 243.16 samples/sec accuracy=0.970625 2020-04-17 19:29:01,848 Epoch[40] Batch [13900-13950] Speed: 243.03 samples/sec accuracy=0.970000 2020-04-17 19:29:28,745 Epoch[40] Batch [13950-14000] Speed: 237.94 samples/sec accuracy=0.969063 2020-04-17 19:29:56,304 Epoch[40] Batch [14000-14050] Speed: 232.23 samples/sec accuracy=0.969531 2020-04-17 19:30:22,715 Epoch[40] Batch [14050-14100] Speed: 242.33 samples/sec accuracy=0.969219 2020-04-17 19:30:48,968 Epoch[40] Batch [14100-14150] Speed: 243.78 samples/sec accuracy=0.971250 2020-04-17 19:31:15,369 Epoch[40] Batch [14150-14200] Speed: 242.42 samples/sec accuracy=0.971094 2020-04-17 19:31:41,775 Epoch[40] Batch [14200-14250] Speed: 242.38 samples/sec accuracy=0.969688 2020-04-17 19:32:08,078 Epoch[40] Batch [14250-14300] Speed: 243.32 samples/sec accuracy=0.971719 2020-04-17 19:32:34,429 Epoch[40] Batch [14300-14350] Speed: 242.88 samples/sec accuracy=0.967969 2020-04-17 19:33:00,710 Epoch[40] Batch [14350-14400] Speed: 243.52 samples/sec accuracy=0.971406 2020-04-17 19:33:27,020 Epoch[40] Batch [14400-14450] Speed: 243.26 samples/sec accuracy=0.969531 2020-04-17 19:33:53,360 Epoch[40] Batch [14450-14500] Speed: 242.98 samples/sec accuracy=0.971562 2020-04-17 19:34:19,652 Epoch[40] Batch [14500-14550] Speed: 243.42 samples/sec accuracy=0.970469 2020-04-17 19:34:45,995 Epoch[40] Batch [14550-14600] Speed: 242.95 samples/sec accuracy=0.972656 2020-04-17 19:35:12,275 Epoch[40] Batch [14600-14650] Speed: 243.53 samples/sec accuracy=0.972031 2020-04-17 19:35:38,558 Epoch[40] Batch [14650-14700] Speed: 243.51 samples/sec accuracy=0.972656 2020-04-17 19:36:04,866 Epoch[40] Batch [14700-14750] Speed: 243.27 samples/sec accuracy=0.974375 2020-04-17 19:36:31,147 Epoch[40] Batch [14750-14800] Speed: 243.52 samples/sec accuracy=0.970156 2020-04-17 19:36:57,362 Epoch[40] Batch [14800-14850] Speed: 244.14 samples/sec accuracy=0.972500 2020-04-17 19:37:23,681 Epoch[40] Batch [14850-14900] Speed: 243.17 samples/sec accuracy=0.969063 2020-04-17 19:37:49,916 Epoch[40] Batch [14900-14950] Speed: 243.95 samples/sec accuracy=0.971406 2020-04-17 19:38:16,225 Epoch[40] Batch [14950-15000] Speed: 243.27 samples/sec accuracy=0.970625 2020-04-17 19:38:42,503 Epoch[40] Batch [15000-15050] Speed: 243.55 samples/sec accuracy=0.973750 2020-04-17 19:39:09,163 Epoch[40] Batch [15050-15100] Speed: 240.07 samples/sec accuracy=0.969531 2020-04-17 19:39:35,445 Epoch[40] Batch [15100-15150] Speed: 243.51 samples/sec accuracy=0.974375 2020-04-17 19:40:01,738 Epoch[40] Batch [15150-15200] Speed: 243.41 samples/sec accuracy=0.969531 2020-04-17 19:40:28,080 Epoch[40] Batch [15200-15250] Speed: 242.96 samples/sec accuracy=0.971719 2020-04-17 19:40:54,328 Epoch[40] Batch [15250-15300] Speed: 243.83 samples/sec accuracy=0.972656 2020-04-17 19:41:20,666 Epoch[40] Batch [15300-15350] Speed: 242.99 samples/sec accuracy=0.974688 2020-04-17 19:41:46,934 Epoch[40] Batch [15350-15400] Speed: 243.65 samples/sec accuracy=0.974531 2020-04-17 19:42:13,166 Epoch[40] Batch [15400-15450] Speed: 243.98 samples/sec accuracy=0.970781 2020-04-17 19:42:39,440 Epoch[40] Batch [15450-15500] Speed: 243.59 samples/sec accuracy=0.975000 2020-04-17 19:43:05,648 Epoch[40] Batch [15500-15550] Speed: 244.20 samples/sec accuracy=0.972656 2020-04-17 19:43:31,923 Epoch[40] Batch [15550-15600] Speed: 243.58 samples/sec accuracy=0.969688 2020-04-17 19:43:58,231 Epoch[40] Batch [15600-15650] Speed: 243.27 samples/sec accuracy=0.971562 2020-04-17 19:44:24,456 Epoch[40] Batch [15650-15700] Speed: 244.05 samples/sec accuracy=0.971562 2020-04-17 19:44:50,698 Epoch[40] Batch [15700-15750] Speed: 243.88 samples/sec accuracy=0.967031 2020-04-17 19:45:16,943 Epoch[40] Batch [15750-15800] Speed: 243.86 samples/sec accuracy=0.970938 2020-04-17 19:45:43,223 Epoch[40] Batch [15800-15850] Speed: 243.52 samples/sec accuracy=0.967812 2020-04-17 19:46:09,448 Epoch[40] Batch [15850-15900] Speed: 244.05 samples/sec accuracy=0.968125 2020-04-17 19:46:35,858 Epoch[40] Batch [15900-15950] Speed: 242.33 samples/sec accuracy=0.970156 2020-04-17 19:47:02,148 Epoch[40] Batch [15950-16000] Speed: 243.45 samples/sec accuracy=0.973281 2020-04-17 19:47:28,522 Epoch[40] Batch [16000-16050] Speed: 242.67 samples/sec accuracy=0.968594 2020-04-17 19:47:54,799 Epoch[40] Batch [16050-16100] Speed: 243.55 samples/sec accuracy=0.972187 2020-04-17 19:48:20,998 Epoch[40] Batch [16100-16150] Speed: 244.29 samples/sec accuracy=0.972500 2020-04-17 19:48:47,253 Epoch[40] Batch [16150-16200] Speed: 243.77 samples/sec accuracy=0.973125 2020-04-17 19:49:13,512 Epoch[40] Batch [16200-16250] Speed: 243.73 samples/sec accuracy=0.970625 2020-04-17 19:49:39,754 Epoch[40] Batch [16250-16300] Speed: 243.88 samples/sec accuracy=0.969375 2020-04-17 19:50:06,129 Epoch[40] Batch [16300-16350] Speed: 242.66 samples/sec accuracy=0.969219 2020-04-17 19:50:32,409 Epoch[40] Batch [16350-16400] Speed: 243.53 samples/sec accuracy=0.972344 2020-04-17 19:50:58,765 Epoch[40] Batch [16400-16450] Speed: 242.83 samples/sec accuracy=0.968750 2020-04-17 19:51:25,096 Epoch[40] Batch [16450-16500] Speed: 243.06 samples/sec accuracy=0.969063 2020-04-17 19:51:51,464 Epoch[40] Batch [16500-16550] Speed: 242.72 samples/sec accuracy=0.968906 2020-04-17 19:52:17,917 Epoch[40] Batch [16550-16600] Speed: 241.94 samples/sec accuracy=0.970938 2020-04-17 19:52:44,256 Epoch[40] Batch [16600-16650] Speed: 242.99 samples/sec accuracy=0.969063 2020-04-17 19:53:10,926 Epoch[40] Batch [16650-16700] Speed: 239.97 samples/sec accuracy=0.967812 2020-04-17 19:53:37,139 Epoch[40] Batch [16700-16750] Speed: 244.15 samples/sec accuracy=0.972656 2020-04-17 19:54:03,354 Epoch[40] Batch [16750-16800] Speed: 244.14 samples/sec accuracy=0.971562 2020-04-17 19:54:29,687 Epoch[40] Batch [16800-16850] Speed: 243.04 samples/sec accuracy=0.969531 2020-04-17 19:54:55,985 Epoch[40] Batch [16850-16900] Speed: 243.37 samples/sec accuracy=0.975000 2020-04-17 19:55:22,310 Epoch[40] Batch [16900-16950] Speed: 243.11 samples/sec accuracy=0.967969 2020-04-17 19:55:48,521 Epoch[40] Batch [16950-17000] Speed: 244.17 samples/sec accuracy=0.969844 2020-04-17 19:56:14,778 Epoch[40] Batch [17000-17050] Speed: 243.74 samples/sec accuracy=0.972187 2020-04-17 19:56:41,083 Epoch[40] Batch [17050-17100] Speed: 243.31 samples/sec accuracy=0.972500 2020-04-17 19:57:07,333 Epoch[40] Batch [17100-17150] Speed: 243.81 samples/sec accuracy=0.973594 2020-04-17 19:57:33,649 Epoch[40] Batch [17150-17200] Speed: 243.20 samples/sec accuracy=0.975000 2020-04-17 19:57:59,937 Epoch[40] Batch [17200-17250] Speed: 243.46 samples/sec accuracy=0.967187 2020-04-17 19:58:26,296 Epoch[40] Batch [17250-17300] Speed: 242.80 samples/sec accuracy=0.974219 2020-04-17 19:58:52,622 Epoch[40] Batch [17300-17350] Speed: 243.11 samples/sec accuracy=0.969531 2020-04-17 19:59:19,012 Epoch[40] Batch [17350-17400] Speed: 242.53 samples/sec accuracy=0.970469 2020-04-17 19:59:45,297 Epoch[40] Batch [17400-17450] Speed: 243.48 samples/sec accuracy=0.970938 2020-04-17 20:00:11,597 Epoch[40] Batch [17450-17500] Speed: 243.35 samples/sec accuracy=0.968594 2020-04-17 20:00:37,976 Epoch[40] Batch [17500-17550] Speed: 242.62 samples/sec accuracy=0.968906 2020-04-17 20:01:04,299 Epoch[40] Batch [17550-17600] Speed: 243.13 samples/sec accuracy=0.974219 2020-04-17 20:01:30,709 Epoch[40] Batch [17600-17650] Speed: 242.34 samples/sec accuracy=0.970625 2020-04-17 20:01:56,972 Epoch[40] Batch [17650-17700] Speed: 243.69 samples/sec accuracy=0.970938 2020-04-17 20:02:23,257 Epoch[40] Batch [17700-17750] Speed: 243.48 samples/sec accuracy=0.971875 2020-04-17 20:02:49,689 Epoch[40] Batch [17750-17800] Speed: 242.14 samples/sec accuracy=0.973906 2020-04-17 20:03:15,947 Epoch[40] Batch [17800-17850] Speed: 243.73 samples/sec accuracy=0.970000 2020-04-17 20:03:42,201 Epoch[40] Batch [17850-17900] Speed: 243.78 samples/sec accuracy=0.973594 2020-04-17 20:04:08,492 Epoch[40] Batch [17900-17950] Speed: 243.43 samples/sec accuracy=0.970313 2020-04-17 20:04:34,850 Epoch[40] Batch [17950-18000] Speed: 242.82 samples/sec accuracy=0.969375 2020-04-17 20:05:01,174 Epoch[40] Batch [18000-18050] Speed: 243.12 samples/sec accuracy=0.969844 2020-04-17 20:05:27,459 Epoch[40] Batch [18050-18100] Speed: 243.48 samples/sec accuracy=0.972187 2020-04-17 20:05:54,137 Epoch[40] Batch [18100-18150] Speed: 239.90 samples/sec accuracy=0.971250 2020-04-17 20:06:20,499 Epoch[40] Batch [18150-18200] Speed: 242.77 samples/sec accuracy=0.970156 2020-04-17 20:06:46,785 Epoch[40] Batch [18200-18250] Speed: 243.48 samples/sec accuracy=0.972969 2020-04-17 20:07:13,082 Epoch[40] Batch [18250-18300] Speed: 243.38 samples/sec accuracy=0.970625 2020-04-17 20:07:39,452 Epoch[40] Batch [18300-18350] Speed: 242.70 samples/sec accuracy=0.972500 2020-04-17 20:08:05,847 Epoch[40] Batch [18350-18400] Speed: 242.47 samples/sec accuracy=0.972969 2020-04-17 20:08:32,123 Epoch[40] Batch [18400-18450] Speed: 243.57 samples/sec accuracy=0.969375 2020-04-17 20:08:58,438 Epoch[40] Batch [18450-18500] Speed: 243.21 samples/sec accuracy=0.969063 2020-04-17 20:09:24,742 Epoch[40] Batch [18500-18550] Speed: 243.31 samples/sec accuracy=0.970625 2020-04-17 20:09:51,030 Epoch[40] Batch [18550-18600] Speed: 243.46 samples/sec accuracy=0.973281 2020-04-17 20:10:17,284 Epoch[40] Batch [18600-18650] Speed: 243.78 samples/sec accuracy=0.969531 2020-04-17 20:10:43,524 Epoch[40] Batch [18650-18700] Speed: 243.90 samples/sec accuracy=0.970156 2020-04-17 20:11:09,816 Epoch[40] Batch [18700-18750] Speed: 243.43 samples/sec accuracy=0.975781 2020-04-17 20:11:36,116 Epoch[40] Batch [18750-18800] Speed: 243.35 samples/sec accuracy=0.973750 2020-04-17 20:12:02,369 Epoch[40] Batch [18800-18850] Speed: 243.78 samples/sec accuracy=0.973906 2020-04-17 20:12:28,666 Epoch[40] Batch [18850-18900] Speed: 243.38 samples/sec accuracy=0.973125 2020-04-17 20:12:54,921 Epoch[40] Batch [18900-18950] Speed: 243.76 samples/sec accuracy=0.972656 2020-04-17 20:13:21,202 Epoch[40] Batch [18950-19000] Speed: 243.52 samples/sec accuracy=0.971562 2020-04-17 20:13:47,581 Epoch[40] Batch [19000-19050] Speed: 242.62 samples/sec accuracy=0.972656 2020-04-17 20:14:13,944 Epoch[40] Batch [19050-19100] Speed: 242.77 samples/sec accuracy=0.973750 2020-04-17 20:14:40,195 Epoch[40] Batch [19100-19150] Speed: 243.80 samples/sec accuracy=0.973281 2020-04-17 20:15:06,462 Epoch[40] Batch [19150-19200] Speed: 243.66 samples/sec accuracy=0.971719 2020-04-17 20:15:32,731 Epoch[40] Batch [19200-19250] Speed: 243.63 samples/sec accuracy=0.973281 2020-04-17 20:15:58,917 Epoch[40] Batch [19250-19300] Speed: 244.41 samples/sec accuracy=0.972031 2020-04-17 20:16:25,356 Epoch[40] Batch [19300-19350] Speed: 242.07 samples/sec accuracy=0.972969 2020-04-17 20:16:51,714 Epoch[40] Batch [19350-19400] Speed: 242.81 samples/sec accuracy=0.970625 2020-04-17 20:17:18,099 Epoch[40] Batch [19400-19450] Speed: 242.57 samples/sec accuracy=0.973125 2020-04-17 20:17:44,441 Epoch[40] Batch [19450-19500] Speed: 242.96 samples/sec accuracy=0.971250 2020-04-17 20:18:10,868 Epoch[40] Batch [19500-19550] Speed: 242.18 samples/sec accuracy=0.969688 2020-04-17 20:18:37,201 Epoch[40] Batch [19550-19600] Speed: 243.04 samples/sec accuracy=0.973281 2020-04-17 20:19:03,527 Epoch[40] Batch [19600-19650] Speed: 243.11 samples/sec accuracy=0.968437 2020-04-17 20:19:30,217 Epoch[40] Batch [19650-19700] Speed: 239.80 samples/sec accuracy=0.972344 2020-04-17 20:19:56,483 Epoch[40] Batch [19700-19750] Speed: 243.66 samples/sec accuracy=0.974531 2020-04-17 20:20:22,776 Epoch[40] Batch [19750-19800] Speed: 243.42 samples/sec accuracy=0.969531 2020-04-17 20:20:49,079 Epoch[40] Batch [19800-19850] Speed: 243.32 samples/sec accuracy=0.973281 2020-04-17 20:21:15,320 Epoch[40] Batch [19850-19900] Speed: 243.90 samples/sec accuracy=0.971562 2020-04-17 20:21:41,672 Epoch[40] Batch [19900-19950] Speed: 242.87 samples/sec accuracy=0.967344 2020-04-17 20:22:07,934 Epoch[40] Batch [19950-20000] Speed: 243.70 samples/sec accuracy=0.971094 2020-04-17 20:22:34,206 Epoch[40] Batch [20000-20050] Speed: 243.60 samples/sec accuracy=0.970000 2020-04-17 20:23:00,478 Epoch[40] Batch [20050-20100] Speed: 243.61 samples/sec accuracy=0.968906 2020-04-17 20:23:26,864 Epoch[40] Batch [20100-20150] Speed: 242.55 samples/sec accuracy=0.973281 2020-04-17 20:23:53,289 Epoch[40] Batch [20150-20200] Speed: 242.19 samples/sec accuracy=0.970625 2020-04-17 20:24:19,694 Epoch[40] Batch [20200-20250] Speed: 242.39 samples/sec accuracy=0.970781 2020-04-17 20:24:46,030 Epoch[40] Batch [20250-20300] Speed: 243.01 samples/sec accuracy=0.969063 2020-04-17 20:25:12,391 Epoch[40] Batch [20300-20350] Speed: 242.78 samples/sec accuracy=0.970938 2020-04-17 20:25:38,661 Epoch[40] Batch [20350-20400] Speed: 243.63 samples/sec accuracy=0.971719 2020-04-17 20:26:04,871 Epoch[40] Batch [20400-20450] Speed: 244.19 samples/sec accuracy=0.969844 2020-04-17 20:26:31,302 Epoch[40] Batch [20450-20500] Speed: 242.14 samples/sec accuracy=0.970313 2020-04-17 20:26:57,519 Epoch[40] Batch [20500-20550] Speed: 244.12 samples/sec accuracy=0.972812 2020-04-17 20:27:23,864 Epoch[40] Batch [20550-20600] Speed: 242.93 samples/sec accuracy=0.973281 2020-04-17 20:27:50,096 Epoch[40] Batch [20600-20650] Speed: 243.98 samples/sec accuracy=0.972187 2020-04-17 20:28:16,410 Epoch[40] Batch [20650-20700] Speed: 243.22 samples/sec accuracy=0.971250 2020-04-17 20:28:42,882 Epoch[40] Batch [20700-20750] Speed: 241.76 samples/sec accuracy=0.974844 2020-04-17 20:29:09,138 Epoch[40] Batch [20750-20800] Speed: 243.75 samples/sec accuracy=0.971562 2020-04-17 20:29:35,449 Epoch[40] Batch [20800-20850] Speed: 243.25 samples/sec accuracy=0.972500 2020-04-17 20:30:01,862 Epoch[40] Batch [20850-20900] Speed: 242.31 samples/sec accuracy=0.970625 2020-04-17 20:30:28,149 Epoch[40] Batch [20900-20950] Speed: 243.46 samples/sec accuracy=0.973750 2020-04-17 20:30:54,490 Epoch[40] Batch [20950-21000] Speed: 242.97 samples/sec accuracy=0.968125 2020-04-17 20:31:20,776 Epoch[40] Batch [21000-21050] Speed: 243.48 samples/sec accuracy=0.972812 2020-04-17 20:31:47,082 Epoch[40] Batch [21050-21100] Speed: 243.29 samples/sec accuracy=0.971250 2020-04-17 20:32:13,857 Epoch[40] Batch [21100-21150] Speed: 239.03 samples/sec accuracy=0.975469 2020-04-17 20:32:40,139 Epoch[40] Batch [21150-21200] Speed: 243.51 samples/sec accuracy=0.973281 2020-04-17 20:33:06,527 Epoch[40] Batch [21200-21250] Speed: 242.53 samples/sec accuracy=0.975625 2020-04-17 20:33:32,905 Epoch[40] Batch [21250-21300] Speed: 242.63 samples/sec accuracy=0.971719 2020-04-17 20:33:59,340 Epoch[40] Batch [21300-21350] Speed: 242.11 samples/sec accuracy=0.972656 2020-04-17 20:34:25,626 Epoch[40] Batch [21350-21400] Speed: 243.48 samples/sec accuracy=0.969688 2020-04-17 20:34:52,144 Epoch[40] Batch [21400-21450] Speed: 241.35 samples/sec accuracy=0.974063 2020-04-17 20:35:18,508 Epoch[40] Batch [21450-21500] Speed: 242.76 samples/sec accuracy=0.972969 2020-04-17 20:35:44,847 Epoch[40] Batch [21500-21550] Speed: 242.98 samples/sec accuracy=0.973125 2020-04-17 20:36:11,197 Epoch[40] Batch [21550-21600] Speed: 242.89 samples/sec accuracy=0.973281 2020-04-17 20:36:37,476 Epoch[40] Batch [21600-21650] Speed: 243.54 samples/sec accuracy=0.973594 2020-04-17 20:37:03,754 Epoch[40] Batch [21650-21700] Speed: 243.55 samples/sec accuracy=0.969063 2020-04-17 20:37:30,065 Epoch[40] Batch [21700-21750] Speed: 243.25 samples/sec accuracy=0.971406 2020-04-17 20:37:56,362 Epoch[40] Batch [21750-21800] Speed: 243.37 samples/sec accuracy=0.970781 2020-04-17 20:38:22,803 Epoch[40] Batch [21800-21850] Speed: 242.05 samples/sec accuracy=0.970000 2020-04-17 20:38:49,128 Epoch[40] Batch [21850-21900] Speed: 243.12 samples/sec accuracy=0.971719 2020-04-17 20:39:15,509 Epoch[40] Batch [21900-21950] Speed: 242.60 samples/sec accuracy=0.967344 2020-04-17 20:39:41,818 Epoch[40] Batch [21950-22000] Speed: 243.26 samples/sec accuracy=0.970000 2020-04-17 20:40:08,212 Epoch[40] Batch [22000-22050] Speed: 242.48 samples/sec accuracy=0.969844 2020-04-17 20:40:34,609 Epoch[40] Batch [22050-22100] Speed: 242.46 samples/sec accuracy=0.969375 2020-04-17 20:41:00,962 Epoch[40] Batch [22100-22150] Speed: 242.86 samples/sec accuracy=0.970000 2020-04-17 20:41:27,225 Epoch[40] Batch [22150-22200] Speed: 243.69 samples/sec accuracy=0.969219 2020-04-17 20:41:53,480 Epoch[40] Batch [22200-22250] Speed: 243.76 samples/sec accuracy=0.967187 2020-04-17 20:42:19,855 Epoch[40] Batch [22250-22300] Speed: 242.65 samples/sec accuracy=0.969688 2020-04-17 20:42:46,205 Epoch[40] Batch [22300-22350] Speed: 242.89 samples/sec accuracy=0.971562 2020-04-17 20:43:12,759 Epoch[40] Batch [22350-22400] Speed: 241.02 samples/sec accuracy=0.967500 2020-04-17 20:43:39,544 Epoch[40] Batch [22400-22450] Speed: 238.95 samples/sec accuracy=0.972812 2020-04-17 20:44:05,894 Epoch[40] Batch [22450-22500] Speed: 242.88 samples/sec accuracy=0.972344 2020-04-17 20:44:32,200 Epoch[40] Batch [22500-22550] Speed: 243.29 samples/sec accuracy=0.971875 2020-04-17 20:44:58,428 Epoch[40] Batch [22550-22600] Speed: 244.02 samples/sec accuracy=0.976250 2020-04-17 20:45:24,748 Epoch[40] Batch [22600-22650] Speed: 243.16 samples/sec accuracy=0.966562 2020-04-17 20:45:51,037 Epoch[40] Batch [22650-22700] Speed: 243.45 samples/sec accuracy=0.974375 2020-04-17 20:46:17,359 Epoch[40] Batch [22700-22750] Speed: 243.15 samples/sec accuracy=0.972969 2020-04-17 20:46:43,622 Epoch[40] Batch [22750-22800] Speed: 243.69 samples/sec accuracy=0.973437 2020-04-17 20:47:09,884 Epoch[40] Batch [22800-22850] Speed: 243.70 samples/sec accuracy=0.973437 2020-04-17 20:47:36,247 Epoch[40] Batch [22850-22900] Speed: 242.76 samples/sec accuracy=0.969688 2020-04-17 20:48:02,617 Epoch[40] Batch [22900-22950] Speed: 242.70 samples/sec accuracy=0.973906 2020-04-17 20:48:29,130 Epoch[40] Batch [22950-23000] Speed: 241.39 samples/sec accuracy=0.971719 2020-04-17 20:48:55,442 Epoch[40] Batch [23000-23050] Speed: 243.24 samples/sec accuracy=0.973437 2020-04-17 20:49:21,889 Epoch[40] Batch [23050-23100] Speed: 242.00 samples/sec accuracy=0.973125 2020-04-17 20:49:48,293 Epoch[40] Batch [23100-23150] Speed: 242.39 samples/sec accuracy=0.973125 2020-04-17 20:50:14,751 Epoch[40] Batch [23150-23200] Speed: 241.90 samples/sec accuracy=0.970469 2020-04-17 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accuracy=0.972344 2020-04-17 21:08:41,261 Epoch[40] Batch [25250-25300] Speed: 243.43 samples/sec accuracy=0.972812 2020-04-17 21:09:07,528 Epoch[40] Batch [25300-25350] Speed: 243.65 samples/sec accuracy=0.971719 2020-04-17 21:09:33,968 Epoch[40] Batch [25350-25400] Speed: 242.06 samples/sec accuracy=0.971875 2020-04-17 21:10:00,279 Epoch[40] Batch [25400-25450] Speed: 243.24 samples/sec accuracy=0.970469 2020-04-17 21:10:26,596 Epoch[40] Batch [25450-25500] Speed: 243.19 samples/sec accuracy=0.971562 2020-04-17 21:10:53,241 Epoch[40] Batch [25500-25550] Speed: 240.20 samples/sec accuracy=0.969375 2020-04-17 21:11:19,524 Epoch[40] Batch [25550-25600] Speed: 243.51 samples/sec accuracy=0.969531 2020-04-17 21:11:46,025 Epoch[40] Batch [25600-25650] Speed: 241.50 samples/sec accuracy=0.971406 2020-04-17 21:12:12,319 Epoch[40] Batch [25650-25700] Speed: 243.41 samples/sec accuracy=0.968437 2020-04-17 21:12:38,629 Epoch[40] Batch [25700-25750] Speed: 243.26 samples/sec accuracy=0.974219 2020-04-17 21:13:04,913 Epoch[40] Batch [25750-25800] Speed: 243.49 samples/sec accuracy=0.973750 2020-04-17 21:13:31,165 Epoch[40] Batch [25800-25850] Speed: 243.79 samples/sec accuracy=0.970938 2020-04-17 21:13:57,396 Epoch[40] Batch [25850-25900] Speed: 243.99 samples/sec accuracy=0.973281 2020-04-17 21:14:23,713 Epoch[40] Batch [25900-25950] Speed: 243.19 samples/sec accuracy=0.970781 2020-04-17 21:14:49,916 Epoch[40] Batch [25950-26000] Speed: 244.25 samples/sec accuracy=0.974219 2020-04-17 21:15:16,202 Epoch[40] Batch [26000-26050] Speed: 243.48 samples/sec accuracy=0.972187 2020-04-17 21:15:42,426 Epoch[40] Batch [26050-26100] Speed: 244.06 samples/sec accuracy=0.971250 2020-04-17 21:16:08,720 Epoch[40] Batch [26100-26150] Speed: 243.40 samples/sec accuracy=0.971719 2020-04-17 21:16:35,169 Epoch[40] Batch [26150-26200] Speed: 241.98 samples/sec accuracy=0.972500 2020-04-17 21:17:01,464 Epoch[40] Batch [26200-26250] Speed: 243.40 samples/sec accuracy=0.970781 2020-04-17 21:17:27,786 Epoch[40] Batch [26250-26300] Speed: 243.14 samples/sec accuracy=0.973281 2020-04-17 21:17:54,173 Epoch[40] Batch [26300-26350] Speed: 242.54 samples/sec accuracy=0.974531 2020-04-17 21:18:20,396 Epoch[40] Batch [26350-26400] Speed: 244.07 samples/sec accuracy=0.966406 2020-04-17 21:18:46,661 Epoch[40] Batch [26400-26450] Speed: 243.67 samples/sec accuracy=0.969375 2020-04-17 21:19:12,864 Epoch[40] Batch [26450-26500] Speed: 244.25 samples/sec accuracy=0.969844 2020-04-17 21:19:39,213 Epoch[40] Batch [26500-26550] Speed: 242.89 samples/sec accuracy=0.972187 2020-04-17 21:20:05,434 Epoch[40] Batch [26550-26600] Speed: 244.08 samples/sec accuracy=0.972969 2020-04-17 21:20:31,695 Epoch[40] Batch [26600-26650] Speed: 243.71 samples/sec accuracy=0.971875 2020-04-17 21:20:58,020 Epoch[40] Batch [26650-26700] Speed: 243.11 samples/sec accuracy=0.974063 2020-04-17 21:21:24,269 Epoch[40] Batch [26700-26750] Speed: 243.83 samples/sec accuracy=0.967656 2020-04-17 21:21:50,548 Epoch[40] Batch [26750-26800] Speed: 243.54 samples/sec accuracy=0.970781 2020-04-17 21:22:16,925 Epoch[40] Batch [26800-26850] Speed: 242.64 samples/sec accuracy=0.971250 2020-04-17 21:22:43,400 Epoch[40] Batch [26850-26900] Speed: 241.74 samples/sec accuracy=0.974219 2020-04-17 21:23:09,811 Epoch[40] Batch [26900-26950] Speed: 242.32 samples/sec accuracy=0.970313 2020-04-17 21:23:36,149 Epoch[40] Batch [26950-27000] Speed: 243.00 samples/sec accuracy=0.974688 2020-04-17 21:24:02,812 Epoch[40] Batch [27000-27050] Speed: 240.03 samples/sec accuracy=0.970156 2020-04-17 21:24:29,156 Epoch[40] Batch [27050-27100] Speed: 242.94 samples/sec accuracy=0.975469 2020-04-17 21:24:55,539 Epoch[40] Batch [27100-27150] Speed: 242.59 samples/sec accuracy=0.975000 2020-04-17 21:25:21,902 Epoch[40] Batch [27150-27200] Speed: 242.76 samples/sec accuracy=0.974688 2020-04-17 21:25:48,308 Epoch[40] Batch [27200-27250] Speed: 242.37 samples/sec accuracy=0.970313 2020-04-17 21:26:14,679 Epoch[40] Batch [27250-27300] Speed: 242.69 samples/sec accuracy=0.974688 2020-04-17 21:26:41,067 Epoch[40] Batch [27300-27350] Speed: 242.54 samples/sec accuracy=0.973594 2020-04-17 21:27:07,390 Epoch[40] Batch [27350-27400] Speed: 243.14 samples/sec accuracy=0.969844 2020-04-17 21:27:33,645 Epoch[40] Batch [27400-27450] Speed: 243.77 samples/sec accuracy=0.973906 2020-04-17 21:28:00,013 Epoch[40] Batch [27450-27500] Speed: 242.72 samples/sec accuracy=0.972187 2020-04-17 21:28:26,396 Epoch[40] Batch [27500-27550] Speed: 242.59 samples/sec accuracy=0.974844 2020-04-17 21:28:52,780 Epoch[40] Batch [27550-27600] Speed: 242.57 samples/sec accuracy=0.970000 2020-04-17 21:29:19,237 Epoch[40] Batch [27600-27650] Speed: 241.91 samples/sec accuracy=0.969063 2020-04-17 21:29:45,659 Epoch[40] Batch [27650-27700] Speed: 242.22 samples/sec accuracy=0.971719 2020-04-17 21:30:12,077 Epoch[40] Batch [27700-27750] Speed: 242.26 samples/sec accuracy=0.970781 2020-04-17 21:30:38,577 Epoch[40] Batch [27750-27800] Speed: 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"/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0041.params" 2020-04-17 22:01:15,938 Epoch[40] Validation-accuracy=0.985786 2020-04-17 22:01:50,210 Epoch[41] Batch [0-50] Speed: 242.01 samples/sec accuracy=0.970129 2020-04-17 22:02:16,422 Epoch[41] Batch [50-100] Speed: 244.16 samples/sec accuracy=0.976719 2020-04-17 22:02:42,843 Epoch[41] Batch [100-150] Speed: 242.24 samples/sec accuracy=0.974375 2020-04-17 22:03:09,117 Epoch[41] Batch [150-200] Speed: 243.59 samples/sec accuracy=0.972187 2020-04-17 22:03:35,475 Epoch[41] Batch [200-250] Speed: 242.81 samples/sec accuracy=0.971094 2020-04-17 22:04:01,816 Epoch[41] Batch [250-300] Speed: 242.97 samples/sec accuracy=0.972500 2020-04-17 22:04:28,080 Epoch[41] Batch [300-350] Speed: 243.68 samples/sec accuracy=0.970469 2020-04-17 22:04:54,492 Epoch[41] Batch [350-400] Speed: 242.32 samples/sec accuracy=0.968906 2020-04-17 22:05:20,969 Epoch[41] Batch [400-450] Speed: 241.72 samples/sec accuracy=0.971406 2020-04-17 22:05:47,139 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accuracy=0.970156 2020-04-17 22:10:37,019 Epoch[41] Batch [1000-1050] Speed: 243.95 samples/sec accuracy=0.970781 2020-04-17 22:11:03,328 Epoch[41] Batch [1050-1100] Speed: 243.27 samples/sec accuracy=0.967344 2020-04-17 22:11:29,599 Epoch[41] Batch [1100-1150] Speed: 243.61 samples/sec accuracy=0.968281 2020-04-17 22:11:55,794 Epoch[41] Batch [1150-1200] Speed: 244.33 samples/sec accuracy=0.976094 2020-04-17 22:12:22,078 Epoch[41] Batch [1200-1250] Speed: 243.49 samples/sec accuracy=0.970313 2020-04-17 22:12:48,323 Epoch[41] Batch [1250-1300] Speed: 243.86 samples/sec accuracy=0.972812 2020-04-17 22:13:14,550 Epoch[41] Batch [1300-1350] Speed: 244.02 samples/sec accuracy=0.972656 2020-04-17 22:13:40,893 Epoch[41] Batch [1350-1400] Speed: 242.95 samples/sec accuracy=0.971562 2020-04-17 22:14:07,090 Epoch[41] Batch [1400-1450] Speed: 244.31 samples/sec accuracy=0.972812 2020-04-17 22:14:33,383 Epoch[41] Batch [1450-1500] Speed: 243.41 samples/sec accuracy=0.972344 2020-04-17 22:14:59,635 Epoch[41] Batch [1500-1550] Speed: 243.79 samples/sec accuracy=0.974531 2020-04-17 22:15:25,803 Epoch[41] Batch [1550-1600] Speed: 244.58 samples/sec accuracy=0.974531 2020-04-17 22:15:52,113 Epoch[41] Batch [1600-1650] Speed: 243.26 samples/sec accuracy=0.970625 2020-04-17 22:16:18,312 Epoch[41] Batch [1650-1700] Speed: 244.28 samples/sec accuracy=0.972812 2020-04-17 22:16:44,572 Epoch[41] Batch [1700-1750] Speed: 243.73 samples/sec accuracy=0.971719 2020-04-17 22:17:10,777 Epoch[41] Batch [1750-1800] Speed: 244.22 samples/sec accuracy=0.973437 2020-04-17 22:17:37,201 Epoch[41] Batch [1800-1850] Speed: 242.20 samples/sec accuracy=0.969375 2020-04-17 22:18:03,409 Epoch[41] Batch [1850-1900] Speed: 244.20 samples/sec accuracy=0.972969 2020-04-17 22:18:29,643 Epoch[41] Batch [1900-1950] Speed: 243.96 samples/sec accuracy=0.965625 2020-04-17 22:18:55,892 Epoch[41] Batch [1950-2000] Speed: 243.83 samples/sec accuracy=0.973125 2020-04-17 22:19:22,102 Epoch[41] Batch [2000-2050] 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accuracy=0.969375 2020-04-17 22:24:11,388 Epoch[41] Batch [2550-2600] Speed: 243.36 samples/sec accuracy=0.972187 2020-04-17 22:24:37,643 Epoch[41] Batch [2600-2650] Speed: 243.76 samples/sec accuracy=0.971250 2020-04-17 22:25:03,884 Epoch[41] Batch [2650-2700] Speed: 243.90 samples/sec accuracy=0.971406 2020-04-17 22:25:30,207 Epoch[41] Batch [2700-2750] Speed: 243.14 samples/sec accuracy=0.972187 2020-04-17 22:25:56,393 Epoch[41] Batch [2750-2800] Speed: 244.40 samples/sec accuracy=0.968281 2020-04-17 22:26:22,918 Epoch[41] Batch [2800-2850] Speed: 241.29 samples/sec accuracy=0.969531 2020-04-17 22:26:49,146 Epoch[41] Batch [2850-2900] Speed: 244.01 samples/sec accuracy=0.973594 2020-04-17 22:27:15,428 Epoch[41] Batch [2900-2950] Speed: 243.52 samples/sec accuracy=0.973281 2020-04-17 22:27:41,717 Epoch[41] Batch [2950-3000] Speed: 243.45 samples/sec accuracy=0.975000 2020-04-17 22:28:08,086 Epoch[41] Batch [3000-3050] Speed: 242.71 samples/sec accuracy=0.972969 2020-04-17 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accuracy=0.972656 2020-04-17 22:37:46,682 Epoch[41] Batch [4100-4150] Speed: 243.63 samples/sec accuracy=0.970156 2020-04-17 22:38:12,894 Epoch[41] Batch [4150-4200] Speed: 244.16 samples/sec accuracy=0.968437 2020-04-17 22:38:39,219 Epoch[41] Batch [4200-4250] Speed: 243.12 samples/sec accuracy=0.968125 2020-04-17 22:39:05,611 Epoch[41] Batch [4250-4300] Speed: 242.50 samples/sec accuracy=0.972500 2020-04-17 22:39:31,916 Epoch[41] Batch [4300-4350] Speed: 243.31 samples/sec accuracy=0.970469 2020-04-17 22:39:58,276 Epoch[41] Batch [4350-4400] Speed: 242.79 samples/sec accuracy=0.971562 2020-04-17 22:40:24,567 Epoch[41] Batch [4400-4450] Speed: 243.43 samples/sec accuracy=0.969063 2020-04-17 22:40:50,898 Epoch[41] Batch [4450-4500] Speed: 243.06 samples/sec accuracy=0.973281 2020-04-17 22:41:17,406 Epoch[41] Batch [4500-4550] Speed: 241.44 samples/sec accuracy=0.974063 2020-04-17 22:41:43,711 Epoch[41] Batch [4550-4600] Speed: 243.30 samples/sec accuracy=0.970938 2020-04-17 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accuracy=0.968125 2020-04-17 22:51:22,625 Epoch[41] Batch [5650-5700] Speed: 243.97 samples/sec accuracy=0.970938 2020-04-17 22:51:48,882 Epoch[41] Batch [5700-5750] Speed: 243.75 samples/sec accuracy=0.970781 2020-04-17 22:52:15,149 Epoch[41] Batch [5750-5800] Speed: 243.65 samples/sec accuracy=0.973125 2020-04-17 22:52:41,444 Epoch[41] Batch [5800-5850] Speed: 243.40 samples/sec accuracy=0.972500 2020-04-17 22:53:07,755 Epoch[41] Batch [5850-5900] Speed: 243.24 samples/sec accuracy=0.968750 2020-04-17 22:53:34,178 Epoch[41] Batch [5900-5950] Speed: 242.22 samples/sec accuracy=0.969844 2020-04-17 22:54:00,428 Epoch[41] Batch [5950-6000] Speed: 243.81 samples/sec accuracy=0.966406 2020-04-17 22:54:26,725 Epoch[41] Batch [6000-6050] Speed: 243.38 samples/sec accuracy=0.970156 2020-04-17 22:54:53,047 Epoch[41] Batch [6050-6100] Speed: 243.15 samples/sec accuracy=0.970625 2020-04-17 22:55:19,260 Epoch[41] Batch [6100-6150] Speed: 244.16 samples/sec accuracy=0.968906 2020-04-17 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accuracy=0.972969 2020-04-17 23:04:58,461 Epoch[41] Batch [7200-7250] Speed: 244.19 samples/sec accuracy=0.972344 2020-04-17 23:05:24,882 Epoch[41] Batch [7250-7300] Speed: 242.24 samples/sec accuracy=0.967969 2020-04-17 23:05:51,164 Epoch[41] Batch [7300-7350] Speed: 243.51 samples/sec accuracy=0.970625 2020-04-17 23:06:17,372 Epoch[41] Batch [7350-7400] Speed: 244.20 samples/sec accuracy=0.968125 2020-04-17 23:06:43,563 Epoch[41] Batch [7400-7450] Speed: 244.36 samples/sec accuracy=0.972969 2020-04-17 23:07:09,901 Epoch[41] Batch [7450-7500] Speed: 243.00 samples/sec accuracy=0.973125 2020-04-17 23:07:36,210 Epoch[41] Batch [7500-7550] Speed: 243.26 samples/sec accuracy=0.972812 2020-04-17 23:08:02,445 Epoch[41] Batch [7550-7600] Speed: 243.96 samples/sec accuracy=0.974531 2020-04-17 23:08:28,764 Epoch[41] Batch [7600-7650] Speed: 243.17 samples/sec accuracy=0.970156 2020-04-17 23:08:55,117 Epoch[41] Batch [7650-7700] Speed: 242.86 samples/sec accuracy=0.974375 2020-04-17 23:09:21,315 Epoch[41] Batch [7700-7750] Speed: 244.29 samples/sec accuracy=0.974063 2020-04-17 23:09:47,618 Epoch[41] Batch [7750-7800] Speed: 243.32 samples/sec accuracy=0.971562 2020-04-17 23:10:13,903 Epoch[41] Batch [7800-7850] Speed: 243.49 samples/sec accuracy=0.972500 2020-04-17 23:10:40,320 Epoch[41] Batch [7850-7900] Speed: 242.27 samples/sec accuracy=0.971875 2020-04-17 23:11:06,650 Epoch[41] Batch [7900-7950] Speed: 243.07 samples/sec accuracy=0.973281 2020-04-17 23:11:32,893 Epoch[41] Batch [7950-8000] Speed: 243.88 samples/sec accuracy=0.972969 2020-04-17 23:11:59,559 Epoch[41] Batch [8000-8050] Speed: 240.00 samples/sec accuracy=0.970938 2020-04-17 23:12:25,815 Epoch[41] Batch [8050-8100] Speed: 243.75 samples/sec accuracy=0.972656 2020-04-17 23:12:52,024 Epoch[41] Batch [8100-8150] Speed: 244.19 samples/sec accuracy=0.971094 2020-04-17 23:13:18,286 Epoch[41] Batch [8150-8200] Speed: 243.70 samples/sec accuracy=0.969844 2020-04-17 23:13:44,618 Epoch[41] Batch [8200-8250] 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accuracy=0.969219 2020-04-17 23:18:33,663 Epoch[41] Batch [8750-8800] Speed: 244.00 samples/sec accuracy=0.967812 2020-04-17 23:18:59,888 Epoch[41] Batch [8800-8850] Speed: 244.04 samples/sec accuracy=0.968125 2020-04-17 23:19:26,191 Epoch[41] Batch [8850-8900] Speed: 243.33 samples/sec accuracy=0.970781 2020-04-17 23:19:52,412 Epoch[41] Batch [8900-8950] Speed: 244.08 samples/sec accuracy=0.969063 2020-04-17 23:20:18,594 Epoch[41] Batch [8950-9000] Speed: 244.45 samples/sec accuracy=0.969375 2020-04-17 23:20:44,866 Epoch[41] Batch [9000-9050] Speed: 243.61 samples/sec accuracy=0.972344 2020-04-17 23:21:11,187 Epoch[41] Batch [9050-9100] Speed: 243.16 samples/sec accuracy=0.973906 2020-04-17 23:21:37,458 Epoch[41] Batch [9100-9150] Speed: 243.61 samples/sec accuracy=0.970781 2020-04-17 23:22:03,761 Epoch[41] Batch [9150-9200] Speed: 243.32 samples/sec accuracy=0.972187 2020-04-17 23:22:30,082 Epoch[41] Batch [9200-9250] Speed: 243.15 samples/sec accuracy=0.972812 2020-04-17 23:22:56,449 Epoch[41] Batch [9250-9300] Speed: 242.73 samples/sec accuracy=0.971250 2020-04-17 23:23:22,866 Epoch[41] Batch [9300-9350] Speed: 242.27 samples/sec accuracy=0.969531 2020-04-17 23:23:49,181 Epoch[41] Batch [9350-9400] Speed: 243.21 samples/sec accuracy=0.970781 2020-04-17 23:24:15,556 Epoch[41] Batch [9400-9450] Speed: 242.65 samples/sec accuracy=0.969219 2020-04-17 23:24:41,835 Epoch[41] Batch [9450-9500] Speed: 243.55 samples/sec accuracy=0.970781 2020-04-17 23:25:08,184 Epoch[41] Batch [9500-9550] Speed: 242.89 samples/sec accuracy=0.971719 2020-04-17 23:25:34,479 Epoch[41] Batch [9550-9600] Speed: 243.40 samples/sec accuracy=0.971562 2020-04-17 23:26:01,111 Epoch[41] Batch [9600-9650] Speed: 240.31 samples/sec accuracy=0.971094 2020-04-17 23:26:27,349 Epoch[41] Batch [9650-9700] Speed: 243.92 samples/sec accuracy=0.968437 2020-04-17 23:26:53,726 Epoch[41] Batch [9700-9750] Speed: 242.64 samples/sec accuracy=0.973750 2020-04-17 23:27:19,942 Epoch[41] Batch [9750-9800] Speed: 244.13 samples/sec accuracy=0.972500 2020-04-17 23:27:46,409 Epoch[41] Batch [9800-9850] Speed: 241.82 samples/sec accuracy=0.968906 2020-04-17 23:28:12,749 Epoch[41] Batch [9850-9900] Speed: 242.98 samples/sec accuracy=0.971562 2020-04-17 23:28:39,005 Epoch[41] Batch [9900-9950] Speed: 243.76 samples/sec accuracy=0.974219 2020-04-17 23:29:05,309 Epoch[41] Batch [9950-10000] Speed: 243.30 samples/sec accuracy=0.968906 2020-04-17 23:29:31,773 Epoch[41] Batch [10000-10050] Speed: 241.84 samples/sec accuracy=0.973437 2020-04-17 23:29:58,112 Epoch[41] Batch [10050-10100] Speed: 242.99 samples/sec accuracy=0.967969 2020-04-17 23:30:24,431 Epoch[41] Batch [10100-10150] Speed: 243.17 samples/sec accuracy=0.974063 2020-04-17 23:30:50,692 Epoch[41] Batch [10150-10200] Speed: 243.71 samples/sec accuracy=0.969219 2020-04-17 23:31:16,945 Epoch[41] Batch [10200-10250] Speed: 243.79 samples/sec accuracy=0.973906 2020-04-17 23:31:43,234 Epoch[41] Batch [10250-10300] Speed: 243.45 samples/sec accuracy=0.972500 2020-04-17 23:32:09,494 Epoch[41] Batch [10300-10350] Speed: 243.72 samples/sec accuracy=0.972812 2020-04-17 23:32:35,766 Epoch[41] Batch [10350-10400] Speed: 243.60 samples/sec accuracy=0.970156 2020-04-17 23:33:02,033 Epoch[41] Batch [10400-10450] Speed: 243.65 samples/sec accuracy=0.971250 2020-04-17 23:33:28,330 Epoch[41] Batch [10450-10500] Speed: 243.38 samples/sec accuracy=0.968437 2020-04-17 23:33:54,727 Epoch[41] Batch [10500-10550] Speed: 242.45 samples/sec accuracy=0.972344 2020-04-17 23:34:21,242 Epoch[41] Batch [10550-10600] Speed: 241.37 samples/sec accuracy=0.967969 2020-04-17 23:34:47,579 Epoch[41] Batch [10600-10650] Speed: 243.01 samples/sec accuracy=0.971250 2020-04-17 23:35:13,878 Epoch[41] Batch [10650-10700] Speed: 243.36 samples/sec accuracy=0.972031 2020-04-17 23:35:40,239 Epoch[41] Batch [10700-10750] Speed: 242.78 samples/sec accuracy=0.972031 2020-04-17 23:36:06,628 Epoch[41] Batch [10750-10800] Speed: 242.52 samples/sec accuracy=0.972187 2020-04-17 23:36:32,864 Epoch[41] Batch [10800-10850] Speed: 243.95 samples/sec accuracy=0.973906 2020-04-17 23:36:59,238 Epoch[41] Batch [10850-10900] Speed: 242.66 samples/sec accuracy=0.969219 2020-04-17 23:37:25,503 Epoch[41] Batch [10900-10950] Speed: 243.68 samples/sec accuracy=0.974688 2020-04-17 23:37:51,735 Epoch[41] Batch [10950-11000] Speed: 243.98 samples/sec accuracy=0.972031 2020-04-17 23:38:18,225 Epoch[41] Batch [11000-11050] Speed: 241.60 samples/sec accuracy=0.970781 2020-04-17 23:38:45,183 Epoch[41] Batch [11050-11100] Speed: 237.41 samples/sec accuracy=0.972812 2020-04-17 23:39:11,623 Epoch[41] Batch [11100-11150] Speed: 242.06 samples/sec accuracy=0.970469 2020-04-17 23:39:37,939 Epoch[41] Batch [11150-11200] Speed: 243.21 samples/sec accuracy=0.971406 2020-04-17 23:40:04,249 Epoch[41] Batch [11200-11250] Speed: 243.25 samples/sec accuracy=0.975469 2020-04-17 23:40:30,488 Epoch[41] Batch [11250-11300] Speed: 243.92 samples/sec accuracy=0.973281 2020-04-17 23:40:56,817 Epoch[41] Batch [11300-11350] Speed: 243.08 samples/sec accuracy=0.971562 2020-04-17 23:41:23,100 Epoch[41] Batch [11350-11400] Speed: 243.51 samples/sec accuracy=0.972656 2020-04-17 23:41:49,407 Epoch[41] Batch [11400-11450] Speed: 243.28 samples/sec accuracy=0.975313 2020-04-17 23:42:15,719 Epoch[41] Batch [11450-11500] Speed: 243.23 samples/sec accuracy=0.972500 2020-04-17 23:42:42,089 Epoch[41] Batch [11500-11550] Speed: 242.70 samples/sec accuracy=0.972187 2020-04-17 23:43:08,484 Epoch[41] Batch [11550-11600] Speed: 242.47 samples/sec accuracy=0.971562 2020-04-17 23:43:34,890 Epoch[41] Batch [11600-11650] Speed: 242.37 samples/sec accuracy=0.975156 2020-04-17 23:44:01,073 Epoch[41] Batch [11650-11700] Speed: 244.44 samples/sec accuracy=0.970000 2020-04-17 23:44:27,308 Epoch[41] Batch [11700-11750] Speed: 243.95 samples/sec accuracy=0.967969 2020-04-17 23:44:53,538 Epoch[41] Batch [11750-11800] Speed: 244.00 samples/sec accuracy=0.973281 2020-04-17 23:45:19,901 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accuracy=0.972031 2020-04-17 23:58:55,701 Epoch[41] Batch [13350-13400] Speed: 243.40 samples/sec accuracy=0.972500 2020-04-17 23:59:21,997 Epoch[41] Batch [13400-13450] Speed: 243.39 samples/sec accuracy=0.973906 2020-04-17 23:59:48,321 Epoch[41] Batch [13450-13500] Speed: 243.13 samples/sec accuracy=0.970000 2020-04-18 00:00:14,563 Epoch[41] Batch [13500-13550] Speed: 243.88 samples/sec accuracy=0.972812 2020-04-18 00:00:40,867 Epoch[41] Batch [13550-13600] Speed: 243.31 samples/sec accuracy=0.970781 2020-04-18 00:01:07,094 Epoch[41] Batch [13600-13650] Speed: 244.02 samples/sec accuracy=0.973125 2020-04-18 00:01:33,382 Epoch[41] Batch [13650-13700] Speed: 243.46 samples/sec accuracy=0.968437 2020-04-18 00:01:59,762 Epoch[41] Batch [13700-13750] Speed: 242.61 samples/sec accuracy=0.972969 2020-04-18 00:02:26,030 Epoch[41] Batch [13750-13800] Speed: 243.65 samples/sec accuracy=0.969219 2020-04-18 00:02:52,312 Epoch[41] Batch [13800-13850] Speed: 243.51 samples/sec accuracy=0.974844 2020-04-18 00:03:18,546 Epoch[41] Batch [13850-13900] Speed: 243.97 samples/sec accuracy=0.970469 2020-04-18 00:03:44,782 Epoch[41] Batch [13900-13950] Speed: 243.94 samples/sec accuracy=0.972969 2020-04-18 00:04:11,090 Epoch[41] Batch [13950-14000] Speed: 243.27 samples/sec accuracy=0.971719 2020-04-18 00:04:37,365 Epoch[41] Batch [14000-14050] Speed: 243.58 samples/sec accuracy=0.973281 2020-04-18 00:05:04,117 Epoch[41] Batch [14050-14100] Speed: 239.24 samples/sec accuracy=0.973906 2020-04-18 00:05:30,470 Epoch[41] Batch [14100-14150] Speed: 242.86 samples/sec accuracy=0.972187 2020-04-18 00:05:56,821 Epoch[41] Batch [14150-14200] Speed: 242.87 samples/sec accuracy=0.972969 2020-04-18 00:06:23,223 Epoch[41] Batch [14200-14250] Speed: 242.41 samples/sec accuracy=0.969063 2020-04-18 00:06:49,514 Epoch[41] Batch [14250-14300] Speed: 243.43 samples/sec accuracy=0.972656 2020-04-18 00:07:15,771 Epoch[41] Batch [14300-14350] Speed: 243.75 samples/sec accuracy=0.975625 2020-04-18 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[15350-15400] Speed: 238.99 samples/sec accuracy=0.967969 2020-04-18 00:16:55,842 Epoch[41] Batch [15400-15450] Speed: 243.54 samples/sec accuracy=0.973437 2020-04-18 00:17:22,179 Epoch[41] Batch [15450-15500] Speed: 243.01 samples/sec accuracy=0.972500 2020-04-18 00:17:48,360 Epoch[41] Batch [15500-15550] Speed: 244.45 samples/sec accuracy=0.967656 2020-04-18 00:18:14,615 Epoch[41] Batch [15550-15600] Speed: 243.76 samples/sec accuracy=0.970938 2020-04-18 00:18:40,852 Epoch[41] Batch [15600-15650] Speed: 243.94 samples/sec accuracy=0.970938 2020-04-18 00:19:07,191 Epoch[41] Batch [15650-15700] Speed: 242.98 samples/sec accuracy=0.972812 2020-04-18 00:19:33,353 Epoch[41] Batch [15700-15750] Speed: 244.64 samples/sec accuracy=0.976094 2020-04-18 00:19:59,710 Epoch[41] Batch [15750-15800] Speed: 242.82 samples/sec accuracy=0.974688 2020-04-18 00:20:25,965 Epoch[41] Batch [15800-15850] Speed: 243.76 samples/sec accuracy=0.972969 2020-04-18 00:20:52,290 Epoch[41] Batch [15850-15900] Speed: 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accuracy=0.972969 2020-04-18 00:25:41,350 Epoch[41] Batch [16400-16450] Speed: 243.40 samples/sec accuracy=0.973125 2020-04-18 00:26:07,639 Epoch[41] Batch [16450-16500] Speed: 243.45 samples/sec accuracy=0.973750 2020-04-18 00:26:33,916 Epoch[41] Batch [16500-16550] Speed: 243.56 samples/sec accuracy=0.969844 2020-04-18 00:27:00,170 Epoch[41] Batch [16550-16600] Speed: 243.77 samples/sec accuracy=0.968906 2020-04-18 00:27:26,424 Epoch[41] Batch [16600-16650] Speed: 243.78 samples/sec accuracy=0.968750 2020-04-18 00:27:52,709 Epoch[41] Batch [16650-16700] Speed: 243.49 samples/sec accuracy=0.970625 2020-04-18 00:28:18,908 Epoch[41] Batch [16700-16750] Speed: 244.28 samples/sec accuracy=0.969219 2020-04-18 00:28:45,195 Epoch[41] Batch [16750-16800] Speed: 243.47 samples/sec accuracy=0.972187 2020-04-18 00:29:11,411 Epoch[41] Batch [16800-16850] Speed: 244.12 samples/sec accuracy=0.969688 2020-04-18 00:29:37,844 Epoch[41] Batch [16850-16900] Speed: 242.12 samples/sec accuracy=0.971562 2020-04-18 00:30:04,145 Epoch[41] Batch [16900-16950] Speed: 243.34 samples/sec accuracy=0.972812 2020-04-18 00:30:30,827 Epoch[41] Batch [16950-17000] Speed: 239.86 samples/sec accuracy=0.972344 2020-04-18 00:30:57,069 Epoch[41] Batch [17000-17050] Speed: 243.89 samples/sec accuracy=0.970625 2020-04-18 00:31:23,271 Epoch[41] Batch [17050-17100] Speed: 244.26 samples/sec accuracy=0.970938 2020-04-18 00:31:49,527 Epoch[41] Batch [17100-17150] Speed: 243.75 samples/sec accuracy=0.968750 2020-04-18 00:32:15,688 Epoch[41] Batch [17150-17200] Speed: 244.65 samples/sec accuracy=0.974219 2020-04-18 00:32:41,939 Epoch[41] Batch [17200-17250] Speed: 243.80 samples/sec accuracy=0.972187 2020-04-18 00:33:08,163 Epoch[41] Batch [17250-17300] Speed: 244.06 samples/sec accuracy=0.973125 2020-04-18 00:33:34,560 Epoch[41] Batch [17300-17350] Speed: 242.46 samples/sec accuracy=0.971562 2020-04-18 00:34:00,815 Epoch[41] Batch [17350-17400] Speed: 243.77 samples/sec accuracy=0.969375 2020-04-18 00:34:27,130 Epoch[41] Batch [17400-17450] Speed: 243.20 samples/sec accuracy=0.973437 2020-04-18 00:34:53,534 Epoch[41] Batch [17450-17500] Speed: 242.39 samples/sec accuracy=0.973125 2020-04-18 00:35:19,898 Epoch[41] Batch [17500-17550] Speed: 242.76 samples/sec accuracy=0.970469 2020-04-18 00:35:46,135 Epoch[41] Batch [17550-17600] Speed: 243.93 samples/sec accuracy=0.967969 2020-04-18 00:36:12,484 Epoch[41] Batch [17600-17650] Speed: 242.90 samples/sec accuracy=0.972031 2020-04-18 00:36:38,765 Epoch[41] Batch [17650-17700] Speed: 243.53 samples/sec accuracy=0.968594 2020-04-18 00:37:05,109 Epoch[41] Batch [17700-17750] Speed: 242.94 samples/sec accuracy=0.972656 2020-04-18 00:37:31,368 Epoch[41] Batch [17750-17800] Speed: 243.73 samples/sec accuracy=0.969219 2020-04-18 00:37:57,695 Epoch[41] Batch [17800-17850] Speed: 243.09 samples/sec accuracy=0.974375 2020-04-18 00:38:23,977 Epoch[41] Batch [17850-17900] Speed: 243.52 samples/sec accuracy=0.971875 2020-04-18 00:38:50,417 Epoch[41] Batch [17900-17950] Speed: 242.06 samples/sec accuracy=0.970469 2020-04-18 00:39:16,747 Epoch[41] Batch [17950-18000] Speed: 243.07 samples/sec accuracy=0.975156 2020-04-18 00:39:43,193 Epoch[41] Batch [18000-18050] Speed: 242.00 samples/sec accuracy=0.970313 2020-04-18 00:40:09,459 Epoch[41] Batch [18050-18100] Speed: 243.67 samples/sec accuracy=0.970781 2020-04-18 00:40:35,699 Epoch[41] Batch [18100-18150] Speed: 243.90 samples/sec accuracy=0.969063 2020-04-18 00:41:02,016 Epoch[41] Batch [18150-18200] Speed: 243.19 samples/sec accuracy=0.970938 2020-04-18 00:41:28,350 Epoch[41] Batch [18200-18250] Speed: 243.03 samples/sec accuracy=0.970469 2020-04-18 00:41:54,664 Epoch[41] Batch [18250-18300] Speed: 243.22 samples/sec accuracy=0.974688 2020-04-18 00:42:21,044 Epoch[41] Batch [18300-18350] Speed: 242.61 samples/sec accuracy=0.973906 2020-04-18 00:42:47,370 Epoch[41] Batch [18350-18400] Speed: 243.10 samples/sec accuracy=0.971250 2020-04-18 00:43:13,604 Epoch[41] Batch [18400-18450] Speed: 243.96 samples/sec accuracy=0.969219 2020-04-18 00:43:40,288 Epoch[41] Batch [18450-18500] Speed: 239.84 samples/sec accuracy=0.970156 2020-04-18 00:44:06,673 Epoch[41] Batch [18500-18550] Speed: 242.56 samples/sec accuracy=0.973594 2020-04-18 00:44:32,954 Epoch[41] Batch [18550-18600] Speed: 243.53 samples/sec accuracy=0.971094 2020-04-18 00:44:59,267 Epoch[41] Batch [18600-18650] Speed: 243.23 samples/sec accuracy=0.970000 2020-04-18 00:45:25,515 Epoch[41] Batch [18650-18700] Speed: 243.83 samples/sec accuracy=0.969688 2020-04-18 00:45:51,868 Epoch[41] Batch [18700-18750] Speed: 242.85 samples/sec accuracy=0.970469 2020-04-18 00:46:18,231 Epoch[41] Batch [18750-18800] Speed: 242.77 samples/sec accuracy=0.969844 2020-04-18 00:46:44,517 Epoch[41] Batch [18800-18850] Speed: 243.48 samples/sec accuracy=0.975313 2020-04-18 00:47:10,732 Epoch[41] Batch [18850-18900] Speed: 244.15 samples/sec accuracy=0.972656 2020-04-18 00:47:36,970 Epoch[41] Batch [18900-18950] Speed: 243.92 samples/sec accuracy=0.972656 2020-04-18 00:48:03,237 Epoch[41] Batch [18950-19000] Speed: 243.65 samples/sec accuracy=0.970156 2020-04-18 00:48:29,535 Epoch[41] Batch [19000-19050] Speed: 243.36 samples/sec accuracy=0.970781 2020-04-18 00:48:55,909 Epoch[41] Batch [19050-19100] Speed: 242.67 samples/sec accuracy=0.971406 2020-04-18 00:49:22,204 Epoch[41] Batch [19100-19150] Speed: 243.40 samples/sec accuracy=0.972500 2020-04-18 00:49:48,580 Epoch[41] Batch [19150-19200] Speed: 242.65 samples/sec accuracy=0.972031 2020-04-18 00:50:14,905 Epoch[41] Batch [19200-19250] Speed: 243.11 samples/sec accuracy=0.972812 2020-04-18 00:50:41,208 Epoch[41] Batch [19250-19300] Speed: 243.32 samples/sec accuracy=0.974688 2020-04-18 00:51:07,514 Epoch[41] Batch [19300-19350] Speed: 243.30 samples/sec accuracy=0.971406 2020-04-18 00:51:33,913 Epoch[41] Batch [19350-19400] Speed: 242.43 samples/sec accuracy=0.967969 2020-04-18 00:52:00,172 Epoch[41] Batch [19400-19450] Speed: 243.73 samples/sec accuracy=0.971094 2020-04-18 00:52:26,480 Epoch[41] Batch [19450-19500] Speed: 243.27 samples/sec accuracy=0.969688 2020-04-18 00:52:52,775 Epoch[41] Batch [19500-19550] Speed: 243.39 samples/sec accuracy=0.971875 2020-04-18 00:53:19,053 Epoch[41] Batch [19550-19600] Speed: 243.55 samples/sec accuracy=0.970781 2020-04-18 00:53:45,529 Epoch[41] Batch [19600-19650] Speed: 241.73 samples/sec accuracy=0.973125 2020-04-18 00:54:11,927 Epoch[41] Batch [19650-19700] Speed: 242.45 samples/sec accuracy=0.970469 2020-04-18 00:54:38,160 Epoch[41] Batch [19700-19750] Speed: 243.97 samples/sec accuracy=0.970469 2020-04-18 00:55:04,498 Epoch[41] Batch [19750-19800] Speed: 243.00 samples/sec accuracy=0.974063 2020-04-18 00:55:30,822 Epoch[41] Batch [19800-19850] Speed: 243.12 samples/sec accuracy=0.970313 2020-04-18 00:55:57,155 Epoch[41] Batch [19850-19900] Speed: 243.04 samples/sec accuracy=0.972656 2020-04-18 00:56:23,446 Epoch[41] Batch [19900-19950] Speed: 243.43 samples/sec accuracy=0.975000 2020-04-18 00:56:50,129 Epoch[41] Batch [19950-20000] Speed: 239.86 samples/sec accuracy=0.970313 2020-04-18 00:57:16,321 Epoch[41] Batch [20000-20050] Speed: 244.35 samples/sec accuracy=0.971094 2020-04-18 00:57:42,577 Epoch[41] Batch [20050-20100] Speed: 243.75 samples/sec accuracy=0.972344 2020-04-18 00:58:08,866 Epoch[41] Batch [20100-20150] Speed: 243.45 samples/sec accuracy=0.969688 2020-04-18 00:58:35,187 Epoch[41] Batch [20150-20200] Speed: 243.16 samples/sec accuracy=0.970313 2020-04-18 00:59:01,554 Epoch[41] Batch [20200-20250] Speed: 242.73 samples/sec accuracy=0.972812 2020-04-18 00:59:27,773 Epoch[41] Batch [20250-20300] Speed: 244.11 samples/sec accuracy=0.971875 2020-04-18 00:59:54,054 Epoch[41] Batch [20300-20350] Speed: 243.52 samples/sec accuracy=0.969844 2020-04-18 01:00:20,375 Epoch[41] Batch [20350-20400] Speed: 243.16 samples/sec accuracy=0.971094 2020-04-18 01:00:46,627 Epoch[41] Batch [20400-20450] Speed: 243.79 samples/sec accuracy=0.968437 2020-04-18 01:01:12,963 Epoch[41] Batch [20450-20500] Speed: 243.02 samples/sec accuracy=0.970625 2020-04-18 01:01:39,280 Epoch[41] Batch [20500-20550] Speed: 243.19 samples/sec accuracy=0.971406 2020-04-18 01:02:05,516 Epoch[41] Batch [20550-20600] Speed: 243.94 samples/sec accuracy=0.974531 2020-04-18 01:02:31,772 Epoch[41] Batch [20600-20650] Speed: 243.75 samples/sec accuracy=0.971094 2020-04-18 01:02:58,018 Epoch[41] Batch [20650-20700] Speed: 243.85 samples/sec accuracy=0.970156 2020-04-18 01:03:24,287 Epoch[41] Batch [20700-20750] Speed: 243.64 samples/sec accuracy=0.971250 2020-04-18 01:03:50,542 Epoch[41] Batch [20750-20800] Speed: 243.77 samples/sec accuracy=0.967500 2020-04-18 01:04:16,778 Epoch[41] Batch [20800-20850] Speed: 243.94 samples/sec accuracy=0.972031 2020-04-18 01:04:42,998 Epoch[41] Batch [20850-20900] Speed: 244.09 samples/sec accuracy=0.974063 2020-04-18 01:05:09,348 Epoch[41] Batch [20900-20950] Speed: 242.89 samples/sec accuracy=0.970781 2020-04-18 01:05:35,632 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accuracy=0.969375 2020-04-18 01:19:11,996 Epoch[41] Batch [22500-22550] Speed: 242.53 samples/sec accuracy=0.970469 2020-04-18 01:19:38,337 Epoch[41] Batch [22550-22600] Speed: 242.97 samples/sec accuracy=0.970469 2020-04-18 01:20:04,605 Epoch[41] Batch [22600-22650] Speed: 243.64 samples/sec accuracy=0.971875 2020-04-18 01:20:30,970 Epoch[41] Batch [22650-22700] Speed: 242.74 samples/sec accuracy=0.971719 2020-04-18 01:20:57,642 Epoch[41] Batch [22700-22750] Speed: 239.96 samples/sec accuracy=0.974219 2020-04-18 01:21:23,987 Epoch[41] Batch [22750-22800] Speed: 242.93 samples/sec accuracy=0.974531 2020-04-18 01:21:50,238 Epoch[41] Batch [22800-22850] Speed: 243.81 samples/sec accuracy=0.973281 2020-04-18 01:22:16,483 Epoch[41] Batch [22850-22900] Speed: 243.86 samples/sec accuracy=0.974688 2020-04-18 01:22:42,938 Epoch[41] Batch [22900-22950] Speed: 241.91 samples/sec accuracy=0.969531 2020-04-18 01:23:09,193 Epoch[41] Batch [22950-23000] Speed: 243.77 samples/sec accuracy=0.970781 2020-04-18 01:23:35,445 Epoch[41] Batch [23000-23050] Speed: 243.79 samples/sec accuracy=0.968594 2020-04-18 01:24:01,728 Epoch[41] Batch [23050-23100] Speed: 243.50 samples/sec accuracy=0.970469 2020-04-18 01:24:27,974 Epoch[41] Batch [23100-23150] Speed: 243.86 samples/sec accuracy=0.975313 2020-04-18 01:24:54,193 Epoch[41] Batch [23150-23200] Speed: 244.10 samples/sec accuracy=0.971875 2020-04-18 01:25:20,455 Epoch[41] Batch [23200-23250] Speed: 243.69 samples/sec accuracy=0.968594 2020-04-18 01:25:46,776 Epoch[41] Batch [23250-23300] Speed: 243.16 samples/sec accuracy=0.970625 2020-04-18 01:26:13,046 Epoch[41] Batch [23300-23350] Speed: 243.62 samples/sec accuracy=0.971875 2020-04-18 01:26:39,402 Epoch[41] Batch [23350-23400] Speed: 242.83 samples/sec accuracy=0.970156 2020-04-18 01:27:05,632 Epoch[41] Batch [23400-23450] Speed: 244.00 samples/sec accuracy=0.970469 2020-04-18 01:27:31,966 Epoch[41] Batch [23450-23500] Speed: 243.03 samples/sec accuracy=0.971250 2020-04-18 01:27:58,174 Epoch[41] Batch [23500-23550] Speed: 244.21 samples/sec accuracy=0.971562 2020-04-18 01:28:24,481 Epoch[41] Batch [23550-23600] Speed: 243.28 samples/sec accuracy=0.970313 2020-04-18 01:28:50,805 Epoch[41] Batch [23600-23650] Speed: 243.13 samples/sec accuracy=0.971719 2020-04-18 01:29:17,055 Epoch[41] Batch [23650-23700] Speed: 243.81 samples/sec accuracy=0.974375 2020-04-18 01:29:43,356 Epoch[41] Batch [23700-23750] Speed: 243.34 samples/sec accuracy=0.975313 2020-04-18 01:30:09,579 Epoch[41] Batch [23750-23800] Speed: 244.06 samples/sec accuracy=0.968125 2020-04-18 01:30:35,984 Epoch[41] Batch [23800-23850] Speed: 242.38 samples/sec accuracy=0.970781 2020-04-18 01:31:02,411 Epoch[41] Batch [23850-23900] Speed: 242.18 samples/sec accuracy=0.977812 2020-04-18 01:31:28,842 Epoch[41] Batch [23900-23950] Speed: 242.14 samples/sec accuracy=0.974844 2020-04-18 01:31:55,138 Epoch[41] Batch [23950-24000] Speed: 243.39 samples/sec accuracy=0.971562 2020-04-18 01:32:21,432 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accuracy=0.971875 2020-04-18 01:45:58,097 Epoch[41] Batch [25550-25600] Speed: 242.92 samples/sec accuracy=0.972656 2020-04-18 01:46:24,409 Epoch[41] Batch [25600-25650] Speed: 243.23 samples/sec accuracy=0.968125 2020-04-18 01:46:50,682 Epoch[41] Batch [25650-25700] Speed: 243.60 samples/sec accuracy=0.971406 2020-04-18 01:47:16,906 Epoch[41] Batch [25700-25750] Speed: 244.05 samples/sec accuracy=0.972969 2020-04-18 01:47:43,229 Epoch[41] Batch [25750-25800] Speed: 243.14 samples/sec accuracy=0.967187 2020-04-18 01:48:09,964 Epoch[41] Batch [25800-25850] Speed: 239.39 samples/sec accuracy=0.972969 2020-04-18 01:48:36,472 Epoch[41] Batch [25850-25900] Speed: 241.43 samples/sec accuracy=0.973750 2020-04-18 01:49:02,760 Epoch[41] Batch [25900-25950] Speed: 243.46 samples/sec accuracy=0.968594 2020-04-18 01:49:28,925 Epoch[41] Batch [25950-26000] Speed: 244.60 samples/sec accuracy=0.973750 2020-04-18 01:49:55,201 Epoch[41] Batch [26000-26050] Speed: 243.57 samples/sec accuracy=0.973125 2020-04-18 01:50:21,552 Epoch[41] Batch [26050-26100] Speed: 242.87 samples/sec accuracy=0.972187 2020-04-18 01:50:47,843 Epoch[41] Batch [26100-26150] Speed: 243.43 samples/sec accuracy=0.970000 2020-04-18 01:51:14,306 Epoch[41] Batch [26150-26200] Speed: 241.85 samples/sec accuracy=0.973281 2020-04-18 01:51:40,635 Epoch[41] Batch [26200-26250] Speed: 243.07 samples/sec accuracy=0.977187 2020-04-18 01:52:06,973 Epoch[41] Batch [26250-26300] Speed: 243.00 samples/sec accuracy=0.968125 2020-04-18 01:52:33,286 Epoch[41] Batch [26300-26350] Speed: 243.22 samples/sec accuracy=0.975469 2020-04-18 01:52:59,569 Epoch[41] Batch [26350-26400] Speed: 243.50 samples/sec accuracy=0.974063 2020-04-18 01:53:25,831 Epoch[41] Batch [26400-26450] Speed: 243.70 samples/sec accuracy=0.968125 2020-04-18 01:53:52,166 Epoch[41] Batch [26450-26500] Speed: 243.03 samples/sec accuracy=0.975469 2020-04-18 01:54:18,451 Epoch[41] Batch [26500-26550] Speed: 243.48 samples/sec accuracy=0.975469 2020-04-18 01:54:44,665 Epoch[41] Batch [26550-26600] Speed: 244.15 samples/sec accuracy=0.970000 2020-04-18 01:55:10,883 Epoch[41] Batch [26600-26650] Speed: 244.11 samples/sec accuracy=0.970625 2020-04-18 01:55:37,143 Epoch[41] Batch [26650-26700] Speed: 243.72 samples/sec accuracy=0.972969 2020-04-18 01:56:03,336 Epoch[41] Batch [26700-26750] Speed: 244.34 samples/sec accuracy=0.971094 2020-04-18 01:56:29,596 Epoch[41] Batch [26750-26800] Speed: 243.72 samples/sec accuracy=0.971094 2020-04-18 01:56:55,887 Epoch[41] Batch [26800-26850] Speed: 243.43 samples/sec accuracy=0.975781 2020-04-18 01:57:22,147 Epoch[41] Batch [26850-26900] Speed: 243.72 samples/sec accuracy=0.974063 2020-04-18 01:57:48,325 Epoch[41] Batch [26900-26950] Speed: 244.48 samples/sec accuracy=0.974375 2020-04-18 01:58:14,632 Epoch[41] Batch [26950-27000] Speed: 243.28 samples/sec accuracy=0.967969 2020-04-18 01:58:40,927 Epoch[41] Batch [27000-27050] Speed: 243.39 samples/sec accuracy=0.973594 2020-04-18 01:59:07,194 Epoch[41] Batch [27050-27100] Speed: 243.66 samples/sec accuracy=0.967969 2020-04-18 01:59:33,428 Epoch[41] Batch [27100-27150] Speed: 243.96 samples/sec accuracy=0.971562 2020-04-18 01:59:59,563 Epoch[41] Batch [27150-27200] Speed: 244.89 samples/sec accuracy=0.972187 2020-04-18 02:00:25,872 Epoch[41] Batch [27200-27250] Speed: 243.26 samples/sec accuracy=0.970938 2020-04-18 02:00:52,119 Epoch[41] Batch [27250-27300] Speed: 243.84 samples/sec accuracy=0.970625 2020-04-18 02:01:18,592 Epoch[41] Batch [27300-27350] Speed: 241.76 samples/sec accuracy=0.970625 2020-04-18 02:01:45,296 Epoch[41] Batch [27350-27400] Speed: 239.67 samples/sec accuracy=0.968750 2020-04-18 02:02:11,547 Epoch[41] Batch [27400-27450] Speed: 243.80 samples/sec accuracy=0.971094 2020-04-18 02:02:37,805 Epoch[41] Batch [27450-27500] Speed: 243.74 samples/sec accuracy=0.969688 2020-04-18 02:03:04,115 Epoch[41] Batch [27500-27550] Speed: 243.25 samples/sec accuracy=0.974844 2020-04-18 02:03:30,347 Epoch[41] Batch [27550-27600] Speed: 243.98 samples/sec accuracy=0.973125 2020-04-18 02:03:56,696 Epoch[41] Batch [27600-27650] Speed: 242.90 samples/sec accuracy=0.973125 2020-04-18 02:04:22,969 Epoch[41] Batch [27650-27700] Speed: 243.60 samples/sec accuracy=0.969219 2020-04-18 02:04:49,189 Epoch[41] Batch [27700-27750] Speed: 244.09 samples/sec accuracy=0.970625 2020-04-18 02:05:15,544 Epoch[41] Batch [27750-27800] Speed: 242.84 samples/sec accuracy=0.970938 2020-04-18 02:05:41,814 Epoch[41] Batch [27800-27850] Speed: 243.62 samples/sec accuracy=0.974688 2020-04-18 02:06:07,998 Epoch[41] Batch [27850-27900] Speed: 244.43 samples/sec accuracy=0.972812 2020-04-18 02:06:34,341 Epoch[41] Batch [27900-27950] Speed: 242.96 samples/sec accuracy=0.970000 2020-04-18 02:07:00,690 Epoch[41] Batch [27950-28000] Speed: 242.89 samples/sec accuracy=0.970625 2020-04-18 02:07:26,988 Epoch[41] Batch [28000-28050] Speed: 243.36 samples/sec accuracy=0.970469 2020-04-18 02:07:53,271 Epoch[41] Batch [28050-28100] Speed: 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02:38:36,892 Epoch[42] Batch [250-300] Speed: 244.25 samples/sec accuracy=0.974219 2020-04-18 02:39:03,128 Epoch[42] Batch [300-350] Speed: 243.94 samples/sec accuracy=0.972187 2020-04-18 02:39:29,429 Epoch[42] Batch [350-400] Speed: 243.34 samples/sec accuracy=0.969844 2020-04-18 02:39:55,619 Epoch[42] Batch [400-450] Speed: 244.37 samples/sec accuracy=0.971250 2020-04-18 02:40:21,990 Epoch[42] Batch [450-500] Speed: 242.69 samples/sec accuracy=0.973125 2020-04-18 02:40:48,364 Epoch[42] Batch [500-550] Speed: 242.66 samples/sec accuracy=0.973594 2020-04-18 02:41:14,583 Epoch[42] Batch [550-600] Speed: 244.10 samples/sec accuracy=0.971250 2020-04-18 02:41:40,881 Epoch[42] Batch [600-650] Speed: 243.36 samples/sec accuracy=0.970781 2020-04-18 02:42:07,207 Epoch[42] Batch [650-700] Speed: 243.11 samples/sec accuracy=0.972656 2020-04-18 02:42:33,624 Epoch[42] Batch [700-750] Speed: 242.27 samples/sec accuracy=0.976406 2020-04-18 02:42:59,899 Epoch[42] Batch [750-800] Speed: 243.57 samples/sec accuracy=0.970469 2020-04-18 02:43:26,105 Epoch[42] Batch [800-850] Speed: 244.23 samples/sec accuracy=0.972344 2020-04-18 02:43:52,373 Epoch[42] Batch [850-900] Speed: 243.64 samples/sec accuracy=0.971094 2020-04-18 02:44:19,073 Epoch[42] Batch [900-950] Speed: 239.71 samples/sec accuracy=0.972969 2020-04-18 02:44:45,356 Epoch[42] Batch [950-1000] Speed: 243.50 samples/sec accuracy=0.969688 2020-04-18 02:45:11,561 Epoch[42] Batch [1000-1050] Speed: 244.24 samples/sec accuracy=0.974844 2020-04-18 02:45:37,854 Epoch[42] Batch [1050-1100] Speed: 243.41 samples/sec accuracy=0.970313 2020-04-18 02:46:04,098 Epoch[42] Batch [1100-1150] Speed: 243.87 samples/sec accuracy=0.972500 2020-04-18 02:46:30,292 Epoch[42] Batch [1150-1200] Speed: 244.33 samples/sec accuracy=0.972812 2020-04-18 02:46:56,579 Epoch[42] Batch [1200-1250] Speed: 243.48 samples/sec accuracy=0.970781 2020-04-18 02:47:22,872 Epoch[42] Batch [1250-1300] Speed: 243.41 samples/sec accuracy=0.971875 2020-04-18 02:47:49,142 Epoch[42] Batch [1300-1350] Speed: 243.62 samples/sec accuracy=0.972500 2020-04-18 02:48:15,366 Epoch[42] Batch [1350-1400] Speed: 244.05 samples/sec accuracy=0.974531 2020-04-18 02:48:41,613 Epoch[42] Batch [1400-1450] Speed: 243.84 samples/sec accuracy=0.971406 2020-04-18 02:49:07,971 Epoch[42] Batch [1450-1500] Speed: 242.81 samples/sec accuracy=0.970313 2020-04-18 02:49:34,270 Epoch[42] Batch [1500-1550] Speed: 243.37 samples/sec accuracy=0.972344 2020-04-18 02:50:00,422 Epoch[42] Batch [1550-1600] Speed: 244.72 samples/sec accuracy=0.969844 2020-04-18 02:50:26,686 Epoch[42] Batch [1600-1650] Speed: 243.68 samples/sec accuracy=0.974688 2020-04-18 02:50:52,890 Epoch[42] Batch [1650-1700] Speed: 244.24 samples/sec accuracy=0.969844 2020-04-18 02:51:19,147 Epoch[42] Batch [1700-1750] Speed: 243.75 samples/sec accuracy=0.972344 2020-04-18 02:51:45,343 Epoch[42] Batch [1750-1800] Speed: 244.31 samples/sec accuracy=0.972344 2020-04-18 02:52:11,568 Epoch[42] Batch [1800-1850] Speed: 244.05 samples/sec accuracy=0.972969 2020-04-18 02:52:37,759 Epoch[42] Batch [1850-1900] Speed: 244.36 samples/sec accuracy=0.972187 2020-04-18 02:53:04,142 Epoch[42] Batch [1900-1950] Speed: 242.58 samples/sec accuracy=0.969375 2020-04-18 02:53:30,318 Epoch[42] Batch [1950-2000] Speed: 244.50 samples/sec accuracy=0.970000 2020-04-18 02:53:56,534 Epoch[42] Batch [2000-2050] Speed: 244.13 samples/sec accuracy=0.967344 2020-04-18 02:54:22,718 Epoch[42] Batch [2050-2100] Speed: 244.42 samples/sec accuracy=0.972812 2020-04-18 02:54:48,948 Epoch[42] Batch [2100-2150] Speed: 244.00 samples/sec accuracy=0.969531 2020-04-18 02:55:15,237 Epoch[42] Batch [2150-2200] Speed: 243.45 samples/sec accuracy=0.970000 2020-04-18 02:55:41,391 Epoch[42] Batch [2200-2250] Speed: 244.70 samples/sec accuracy=0.974688 2020-04-18 02:56:07,591 Epoch[42] Batch [2250-2300] Speed: 244.28 samples/sec accuracy=0.973750 2020-04-18 02:56:33,897 Epoch[42] Batch [2300-2350] Speed: 243.29 samples/sec accuracy=0.972031 2020-04-18 02:57:00,166 Epoch[42] Batch [2350-2400] Speed: 243.64 samples/sec accuracy=0.975781 2020-04-18 02:57:26,994 Epoch[42] Batch [2400-2450] Speed: 238.56 samples/sec accuracy=0.970156 2020-04-18 02:57:53,262 Epoch[42] Batch [2450-2500] Speed: 243.64 samples/sec accuracy=0.974219 2020-04-18 02:58:19,469 Epoch[42] Batch [2500-2550] Speed: 244.21 samples/sec accuracy=0.973594 2020-04-18 02:58:45,663 Epoch[42] Batch [2550-2600] Speed: 244.33 samples/sec accuracy=0.972344 2020-04-18 02:59:11,915 Epoch[42] Batch [2600-2650] Speed: 243.79 samples/sec accuracy=0.969219 2020-04-18 02:59:38,238 Epoch[42] Batch [2650-2700] Speed: 243.13 samples/sec accuracy=0.975781 2020-04-18 03:00:04,411 Epoch[42] Batch [2700-2750] Speed: 244.53 samples/sec accuracy=0.973750 2020-04-18 03:00:30,557 Epoch[42] Batch [2750-2800] Speed: 244.78 samples/sec accuracy=0.972187 2020-04-18 03:00:56,771 Epoch[42] Batch [2800-2850] Speed: 244.15 samples/sec accuracy=0.968750 2020-04-18 03:01:22,941 Epoch[42] Batch [2850-2900] Speed: 244.55 samples/sec accuracy=0.971562 2020-04-18 03:01:49,111 Epoch[42] Batch [2900-2950] Speed: 244.56 samples/sec accuracy=0.973281 2020-04-18 03:02:15,452 Epoch[42] Batch [2950-3000] Speed: 242.96 samples/sec accuracy=0.973125 2020-04-18 03:02:41,618 Epoch[42] Batch [3000-3050] Speed: 244.60 samples/sec accuracy=0.968906 2020-04-18 03:03:07,850 Epoch[42] Batch [3050-3100] Speed: 243.98 samples/sec accuracy=0.968906 2020-04-18 03:03:34,111 Epoch[42] Batch [3100-3150] Speed: 243.70 samples/sec accuracy=0.969844 2020-04-18 03:04:00,344 Epoch[42] Batch [3150-3200] Speed: 243.97 samples/sec accuracy=0.970000 2020-04-18 03:04:26,557 Epoch[42] Batch [3200-3250] Speed: 244.16 samples/sec accuracy=0.973906 2020-04-18 03:04:52,749 Epoch[42] Batch [3250-3300] Speed: 244.36 samples/sec accuracy=0.976562 2020-04-18 03:05:19,096 Epoch[42] Batch [3300-3350] Speed: 242.91 samples/sec accuracy=0.967812 2020-04-18 03:05:45,322 Epoch[42] Batch [3350-3400] Speed: 244.03 samples/sec accuracy=0.971406 2020-04-18 03:06:11,657 Epoch[42] Batch [3400-3450] Speed: 243.03 samples/sec accuracy=0.977031 2020-04-18 03:06:38,161 Epoch[42] Batch [3450-3500] Speed: 241.47 samples/sec accuracy=0.971719 2020-04-18 03:07:04,491 Epoch[42] Batch [3500-3550] Speed: 243.07 samples/sec accuracy=0.972031 2020-04-18 03:07:30,740 Epoch[42] Batch [3550-3600] Speed: 243.82 samples/sec accuracy=0.971406 2020-04-18 03:07:57,027 Epoch[42] Batch [3600-3650] Speed: 243.46 samples/sec accuracy=0.968906 2020-04-18 03:08:23,321 Epoch[42] Batch [3650-3700] Speed: 243.40 samples/sec accuracy=0.972500 2020-04-18 03:08:49,615 Epoch[42] Batch [3700-3750] Speed: 243.41 samples/sec accuracy=0.973750 2020-04-18 03:09:15,883 Epoch[42] Batch [3750-3800] Speed: 243.64 samples/sec accuracy=0.971875 2020-04-18 03:09:42,168 Epoch[42] Batch [3800-3850] Speed: 243.49 samples/sec accuracy=0.973125 2020-04-18 03:10:08,378 Epoch[42] Batch [3850-3900] Speed: 244.19 samples/sec accuracy=0.970313 2020-04-18 03:10:34,984 Epoch[42] Batch [3900-3950] Speed: 240.54 samples/sec accuracy=0.970000 2020-04-18 03:11:01,138 Epoch[42] Batch [3950-4000] Speed: 244.71 samples/sec accuracy=0.971562 2020-04-18 03:11:27,611 Epoch[42] Batch [4000-4050] Speed: 241.75 samples/sec accuracy=0.969219 2020-04-18 03:11:53,808 Epoch[42] Batch [4050-4100] Speed: 244.31 samples/sec accuracy=0.971250 2020-04-18 03:12:20,075 Epoch[42] Batch [4100-4150] Speed: 243.65 samples/sec accuracy=0.973594 2020-04-18 03:12:46,312 Epoch[42] Batch [4150-4200] Speed: 243.93 samples/sec accuracy=0.970938 2020-04-18 03:13:12,619 Epoch[42] Batch [4200-4250] Speed: 243.29 samples/sec accuracy=0.970469 2020-04-18 03:13:38,818 Epoch[42] Batch [4250-4300] Speed: 244.28 samples/sec accuracy=0.971562 2020-04-18 03:14:04,980 Epoch[42] Batch [4300-4350] Speed: 244.63 samples/sec accuracy=0.972187 2020-04-18 03:14:31,237 Epoch[42] Batch [4350-4400] Speed: 243.75 samples/sec accuracy=0.968281 2020-04-18 03:14:57,428 Epoch[42] Batch [4400-4450] Speed: 244.36 samples/sec accuracy=0.972344 2020-04-18 03:15:23,647 Epoch[42] Batch [4450-4500] Speed: 244.10 samples/sec accuracy=0.970625 2020-04-18 03:15:49,930 Epoch[42] Batch [4500-4550] Speed: 243.50 samples/sec accuracy=0.969219 2020-04-18 03:16:16,191 Epoch[42] Batch [4550-4600] Speed: 243.71 samples/sec accuracy=0.969844 2020-04-18 03:16:42,555 Epoch[42] Batch [4600-4650] Speed: 242.76 samples/sec accuracy=0.971250 2020-04-18 03:17:08,803 Epoch[42] Batch [4650-4700] Speed: 243.83 samples/sec accuracy=0.970781 2020-04-18 03:17:35,066 Epoch[42] Batch [4700-4750] Speed: 243.69 samples/sec accuracy=0.971406 2020-04-18 03:18:01,305 Epoch[42] Batch [4750-4800] Speed: 243.91 samples/sec accuracy=0.969219 2020-04-18 03:18:27,570 Epoch[42] Batch [4800-4850] Speed: 243.68 samples/sec accuracy=0.971875 2020-04-18 03:18:53,762 Epoch[42] Batch [4850-4900] Speed: 244.35 samples/sec accuracy=0.971094 2020-04-18 03:19:20,020 Epoch[42] Batch [4900-4950] Speed: 243.74 samples/sec accuracy=0.974531 2020-04-18 03:19:46,265 Epoch[42] Batch [4950-5000] Speed: 243.85 samples/sec accuracy=0.972344 2020-04-18 03:20:12,518 Epoch[42] Batch [5000-5050] Speed: 243.78 samples/sec accuracy=0.971719 2020-04-18 03:20:39,260 Epoch[42] Batch [5050-5100] Speed: 239.33 samples/sec accuracy=0.972812 2020-04-18 03:21:05,463 Epoch[42] Batch [5100-5150] Speed: 244.25 samples/sec accuracy=0.970781 2020-04-18 03:21:31,670 Epoch[42] Batch [5150-5200] Speed: 244.21 samples/sec accuracy=0.965625 2020-04-18 03:21:57,892 Epoch[42] Batch [5200-5250] Speed: 244.07 samples/sec accuracy=0.971719 2020-04-18 03:22:24,043 Epoch[42] Batch [5250-5300] Speed: 244.74 samples/sec accuracy=0.970625 2020-04-18 03:22:50,296 Epoch[42] Batch [5300-5350] Speed: 243.78 samples/sec accuracy=0.968125 2020-04-18 03:23:16,546 Epoch[42] Batch [5350-5400] Speed: 243.81 samples/sec accuracy=0.972969 2020-04-18 03:23:42,855 Epoch[42] Batch [5400-5450] Speed: 243.27 samples/sec accuracy=0.971094 2020-04-18 03:24:09,488 Epoch[42] Batch [5450-5500] Speed: 240.30 samples/sec accuracy=0.969375 2020-04-18 03:24:35,718 Epoch[42] Batch [5500-5550] Speed: 244.00 samples/sec accuracy=0.971719 2020-04-18 03:25:01,869 Epoch[42] Batch [5550-5600] Speed: 244.73 samples/sec accuracy=0.974219 2020-04-18 03:25:28,006 Epoch[42] Batch [5600-5650] Speed: 244.87 samples/sec accuracy=0.971875 2020-04-18 03:25:54,156 Epoch[42] Batch [5650-5700] Speed: 244.74 samples/sec accuracy=0.969844 2020-04-18 03:26:20,498 Epoch[42] Batch [5700-5750] Speed: 242.96 samples/sec accuracy=0.969375 2020-04-18 03:26:46,762 Epoch[42] Batch [5750-5800] Speed: 243.67 samples/sec accuracy=0.971562 2020-04-18 03:27:13,060 Epoch[42] Batch [5800-5850] Speed: 243.37 samples/sec accuracy=0.976094 2020-04-18 03:27:39,323 Epoch[42] Batch [5850-5900] Speed: 243.69 samples/sec accuracy=0.970625 2020-04-18 03:28:05,593 Epoch[42] Batch [5900-5950] Speed: 243.63 samples/sec accuracy=0.970313 2020-04-18 03:28:31,867 Epoch[42] Batch [5950-6000] Speed: 243.59 samples/sec accuracy=0.965781 2020-04-18 03:28:58,186 Epoch[42] Batch [6000-6050] Speed: 243.17 samples/sec accuracy=0.973906 2020-04-18 03:29:24,384 Epoch[42] Batch [6050-6100] Speed: 244.30 samples/sec accuracy=0.970938 2020-04-18 03:29:50,686 Epoch[42] Batch [6100-6150] Speed: 243.33 samples/sec accuracy=0.971719 2020-04-18 03:30:16,919 Epoch[42] Batch [6150-6200] Speed: 243.97 samples/sec accuracy=0.972812 2020-04-18 03:30:43,082 Epoch[42] Batch [6200-6250] Speed: 244.62 samples/sec accuracy=0.973750 2020-04-18 03:31:09,242 Epoch[42] Batch [6250-6300] Speed: 244.65 samples/sec accuracy=0.969688 2020-04-18 03:31:35,424 Epoch[42] Batch [6300-6350] Speed: 244.45 samples/sec accuracy=0.969688 2020-04-18 03:32:01,635 Epoch[42] Batch [6350-6400] Speed: 244.17 samples/sec accuracy=0.973437 2020-04-18 03:32:27,879 Epoch[42] Batch [6400-6450] Speed: 243.87 samples/sec accuracy=0.973594 2020-04-18 03:32:54,086 Epoch[42] Batch [6450-6500] Speed: 244.21 samples/sec accuracy=0.975156 2020-04-18 03:33:20,304 Epoch[42] Batch [6500-6550] Speed: 244.11 samples/sec accuracy=0.973125 2020-04-18 03:33:46,543 Epoch[42] Batch [6550-6600] Speed: 243.91 samples/sec accuracy=0.967187 2020-04-18 03:34:12,811 Epoch[42] Batch [6600-6650] Speed: 243.65 samples/sec accuracy=0.972031 2020-04-18 03:34:39,053 Epoch[42] Batch [6650-6700] Speed: 243.88 samples/sec accuracy=0.972500 2020-04-18 03:35:05,320 Epoch[42] Batch [6700-6750] Speed: 243.65 samples/sec accuracy=0.971094 2020-04-18 03:35:31,464 Epoch[42] Batch [6750-6800] Speed: 244.80 samples/sec accuracy=0.970313 2020-04-18 03:35:57,676 Epoch[42] Batch [6800-6850] Speed: 244.17 samples/sec accuracy=0.971562 2020-04-18 03:36:23,907 Epoch[42] Batch [6850-6900] Speed: 243.99 samples/sec accuracy=0.969219 2020-04-18 03:36:50,103 Epoch[42] Batch [6900-6950] Speed: 244.31 samples/sec accuracy=0.972187 2020-04-18 03:37:16,478 Epoch[42] Batch [6950-7000] Speed: 242.65 samples/sec accuracy=0.970938 2020-04-18 03:37:42,769 Epoch[42] Batch [7000-7050] Speed: 243.43 samples/sec accuracy=0.970938 2020-04-18 03:38:09,409 Epoch[42] Batch [7050-7100] Speed: 240.25 samples/sec accuracy=0.974219 2020-04-18 03:38:35,673 Epoch[42] Batch [7100-7150] Speed: 243.68 samples/sec accuracy=0.969531 2020-04-18 03:39:01,888 Epoch[42] Batch [7150-7200] Speed: 244.14 samples/sec accuracy=0.975000 2020-04-18 03:39:28,126 Epoch[42] Batch [7200-7250] Speed: 243.92 samples/sec accuracy=0.969219 2020-04-18 03:39:54,358 Epoch[42] Batch [7250-7300] Speed: 243.98 samples/sec accuracy=0.971094 2020-04-18 03:40:20,581 Epoch[42] Batch [7300-7350] Speed: 244.06 samples/sec accuracy=0.973437 2020-04-18 03:40:46,859 Epoch[42] Batch [7350-7400] Speed: 243.55 samples/sec accuracy=0.974063 2020-04-18 03:41:13,141 Epoch[42] Batch [7400-7450] Speed: 243.52 samples/sec accuracy=0.970313 2020-04-18 03:41:39,423 Epoch[42] Batch [7450-7500] Speed: 243.51 samples/sec accuracy=0.970938 2020-04-18 03:42:05,636 Epoch[42] Batch [7500-7550] Speed: 244.15 samples/sec accuracy=0.973125 2020-04-18 03:42:31,797 Epoch[42] Batch [7550-7600] Speed: 244.65 samples/sec accuracy=0.971875 2020-04-18 03:42:58,056 Epoch[42] Batch [7600-7650] Speed: 243.73 samples/sec accuracy=0.969844 2020-04-18 03:43:24,257 Epoch[42] Batch [7650-7700] Speed: 244.26 samples/sec accuracy=0.969219 2020-04-18 03:43:50,492 Epoch[42] Batch [7700-7750] Speed: 243.96 samples/sec accuracy=0.971562 2020-04-18 03:44:16,735 Epoch[42] Batch [7750-7800] Speed: 243.87 samples/sec accuracy=0.973125 2020-04-18 03:44:42,994 Epoch[42] Batch [7800-7850] Speed: 243.73 samples/sec accuracy=0.974531 2020-04-18 03:45:09,286 Epoch[42] Batch [7850-7900] Speed: 243.42 samples/sec accuracy=0.972500 2020-04-18 03:45:35,548 Epoch[42] Batch [7900-7950] Speed: 243.69 samples/sec accuracy=0.971875 2020-04-18 03:46:01,772 Epoch[42] Batch [7950-8000] Speed: 244.05 samples/sec accuracy=0.969375 2020-04-18 03:46:28,029 Epoch[42] Batch [8000-8050] Speed: 243.75 samples/sec accuracy=0.970625 2020-04-18 03:46:54,231 Epoch[42] Batch [8050-8100] Speed: 244.25 samples/sec accuracy=0.971562 2020-04-18 03:47:20,517 Epoch[42] Batch [8100-8150] Speed: 243.48 samples/sec accuracy=0.969531 2020-04-18 03:47:46,772 Epoch[42] Batch [8150-8200] Speed: 243.76 samples/sec accuracy=0.973437 2020-04-18 03:48:13,000 Epoch[42] Batch [8200-8250] Speed: 244.02 samples/sec accuracy=0.968125 2020-04-18 03:48:39,176 Epoch[42] Batch [8250-8300] Speed: 244.50 samples/sec accuracy=0.971406 2020-04-18 03:49:05,460 Epoch[42] Batch [8300-8350] Speed: 243.50 samples/sec accuracy=0.968594 2020-04-18 03:49:31,741 Epoch[42] Batch [8350-8400] Speed: 243.52 samples/sec accuracy=0.970000 2020-04-18 03:49:57,986 Epoch[42] Batch [8400-8450] Speed: 243.85 samples/sec accuracy=0.974219 2020-04-18 03:50:24,272 Epoch[42] Batch [8450-8500] Speed: 243.47 samples/sec accuracy=0.971562 2020-04-18 03:50:50,602 Epoch[42] Batch [8500-8550] Speed: 243.07 samples/sec accuracy=0.972500 2020-04-18 03:51:17,501 Epoch[42] Batch [8550-8600] Speed: 237.93 samples/sec accuracy=0.974063 2020-04-18 03:51:43,697 Epoch[42] Batch [8600-8650] Speed: 244.32 samples/sec accuracy=0.969531 2020-04-18 03:52:09,927 Epoch[42] Batch [8650-8700] Speed: 244.00 samples/sec accuracy=0.969844 2020-04-18 03:52:36,221 Epoch[42] Batch [8700-8750] Speed: 243.40 samples/sec accuracy=0.974531 2020-04-18 03:53:02,594 Epoch[42] Batch [8750-8800] Speed: 242.68 samples/sec accuracy=0.969844 2020-04-18 03:53:28,756 Epoch[42] Batch [8800-8850] Speed: 244.62 samples/sec accuracy=0.968906 2020-04-18 03:53:55,066 Epoch[42] Batch [8850-8900] Speed: 243.26 samples/sec accuracy=0.973437 2020-04-18 03:54:21,305 Epoch[42] Batch [8900-8950] Speed: 243.91 samples/sec accuracy=0.968750 2020-04-18 03:54:47,586 Epoch[42] Batch [8950-9000] Speed: 243.53 samples/sec accuracy=0.971250 2020-04-18 03:55:13,824 Epoch[42] Batch [9000-9050] Speed: 243.92 samples/sec accuracy=0.968594 2020-04-18 03:55:40,019 Epoch[42] Batch [9050-9100] Speed: 244.33 samples/sec accuracy=0.974063 2020-04-18 03:56:06,293 Epoch[42] Batch [9100-9150] Speed: 243.58 samples/sec accuracy=0.970000 2020-04-18 03:56:32,533 Epoch[42] Batch [9150-9200] Speed: 243.91 samples/sec accuracy=0.973750 2020-04-18 03:56:58,772 Epoch[42] Batch [9200-9250] Speed: 243.91 samples/sec accuracy=0.972344 2020-04-18 03:57:25,083 Epoch[42] Batch [9250-9300] Speed: 243.25 samples/sec accuracy=0.972031 2020-04-18 03:57:51,448 Epoch[42] Batch [9300-9350] Speed: 242.75 samples/sec accuracy=0.969531 2020-04-18 03:58:17,650 Epoch[42] Batch [9350-9400] Speed: 244.26 samples/sec accuracy=0.973906 2020-04-18 03:58:43,834 Epoch[42] Batch [9400-9450] Speed: 244.42 samples/sec accuracy=0.971875 2020-04-18 03:59:10,113 Epoch[42] Batch [9450-9500] Speed: 243.55 samples/sec accuracy=0.966250 2020-04-18 03:59:36,338 Epoch[42] Batch [9500-9550] Speed: 244.04 samples/sec accuracy=0.975000 2020-04-18 04:00:02,618 Epoch[42] Batch [9550-9600] Speed: 243.53 samples/sec accuracy=0.971719 2020-04-18 04:00:28,856 Epoch[42] Batch [9600-9650] Speed: 243.92 samples/sec accuracy=0.970625 2020-04-18 04:00:55,193 Epoch[42] Batch [9650-9700] Speed: 243.00 samples/sec accuracy=0.970000 2020-04-18 04:01:21,504 Epoch[42] Batch [9700-9750] Speed: 243.25 samples/sec accuracy=0.970000 2020-04-18 04:01:47,752 Epoch[42] Batch [9750-9800] Speed: 243.83 samples/sec accuracy=0.972812 2020-04-18 04:02:14,024 Epoch[42] Batch [9800-9850] Speed: 243.60 samples/sec accuracy=0.971094 2020-04-18 04:02:40,311 Epoch[42] Batch [9850-9900] Speed: 243.47 samples/sec accuracy=0.973125 2020-04-18 04:03:06,588 Epoch[42] Batch [9900-9950] Speed: 243.56 samples/sec accuracy=0.972500 2020-04-18 04:03:32,815 Epoch[42] Batch [9950-10000] Speed: 244.02 samples/sec accuracy=0.968437 2020-04-18 04:03:59,178 Epoch[42] Batch [10000-10050] Speed: 242.77 samples/sec accuracy=0.970469 2020-04-18 04:04:26,027 Epoch[42] Batch [10050-10100] Speed: 238.37 samples/sec accuracy=0.974531 2020-04-18 04:04:52,332 Epoch[42] Batch [10100-10150] Speed: 243.30 samples/sec accuracy=0.967187 2020-04-18 04:05:18,652 Epoch[42] Batch [10150-10200] Speed: 243.16 samples/sec accuracy=0.974219 2020-04-18 04:05:44,880 Epoch[42] Batch [10200-10250] Speed: 244.02 samples/sec accuracy=0.970156 2020-04-18 04:06:11,130 Epoch[42] Batch [10250-10300] Speed: 243.81 samples/sec accuracy=0.971094 2020-04-18 04:06:37,407 Epoch[42] Batch [10300-10350] Speed: 243.56 samples/sec accuracy=0.972031 2020-04-18 04:07:03,755 Epoch[42] Batch [10350-10400] Speed: 242.90 samples/sec accuracy=0.970000 2020-04-18 04:07:30,034 Epoch[42] Batch [10400-10450] Speed: 243.54 samples/sec accuracy=0.970625 2020-04-18 04:07:56,293 Epoch[42] Batch [10450-10500] Speed: 243.72 samples/sec accuracy=0.972812 2020-04-18 04:08:22,611 Epoch[42] Batch [10500-10550] Speed: 243.19 samples/sec accuracy=0.970313 2020-04-18 04:08:48,940 Epoch[42] Batch [10550-10600] Speed: 243.08 samples/sec accuracy=0.975313 2020-04-18 04:09:15,235 Epoch[42] Batch [10600-10650] Speed: 243.40 samples/sec accuracy=0.971406 2020-04-18 04:09:41,472 Epoch[42] Batch [10650-10700] Speed: 243.93 samples/sec accuracy=0.970938 2020-04-18 04:10:07,718 Epoch[42] Batch [10700-10750] Speed: 243.85 samples/sec accuracy=0.970625 2020-04-18 04:10:34,092 Epoch[42] Batch [10750-10800] Speed: 242.66 samples/sec accuracy=0.970625 2020-04-18 04:11:00,353 Epoch[42] Batch [10800-10850] Speed: 243.71 samples/sec accuracy=0.968594 2020-04-18 04:11:26,609 Epoch[42] Batch [10850-10900] Speed: 243.76 samples/sec accuracy=0.972031 2020-04-18 04:11:52,919 Epoch[42] Batch [10900-10950] Speed: 243.25 samples/sec accuracy=0.971406 2020-04-18 04:12:19,143 Epoch[42] Batch [10950-11000] Speed: 244.05 samples/sec accuracy=0.975469 2020-04-18 04:12:45,422 Epoch[42] Batch [11000-11050] Speed: 243.54 samples/sec accuracy=0.971562 2020-04-18 04:13:11,708 Epoch[42] Batch [11050-11100] Speed: 243.48 samples/sec accuracy=0.973750 2020-04-18 04:13:37,978 Epoch[42] Batch [11100-11150] Speed: 243.62 samples/sec accuracy=0.970469 2020-04-18 04:14:04,299 Epoch[42] Batch [11150-11200] Speed: 243.15 samples/sec accuracy=0.971406 2020-04-18 04:14:30,612 Epoch[42] Batch [11200-11250] Speed: 243.23 samples/sec accuracy=0.969375 2020-04-18 04:14:56,898 Epoch[42] Batch [11250-11300] Speed: 243.48 samples/sec accuracy=0.970625 2020-04-18 04:15:23,224 Epoch[42] Batch [11300-11350] Speed: 243.11 samples/sec accuracy=0.973437 2020-04-18 04:15:49,578 Epoch[42] Batch [11350-11400] Speed: 242.85 samples/sec accuracy=0.970156 2020-04-18 04:16:15,885 Epoch[42] Batch [11400-11450] Speed: 243.28 samples/sec accuracy=0.968281 2020-04-18 04:16:42,232 Epoch[42] Batch [11450-11500] Speed: 242.91 samples/sec accuracy=0.969063 2020-04-18 04:17:08,931 Epoch[42] Batch [11500-11550] Speed: 239.72 samples/sec accuracy=0.971875 2020-04-18 04:17:35,170 Epoch[42] Batch [11550-11600] Speed: 243.91 samples/sec accuracy=0.973906 2020-04-18 04:18:01,509 Epoch[42] Batch [11600-11650] Speed: 242.99 samples/sec accuracy=0.972656 2020-04-18 04:18:27,759 Epoch[42] Batch [11650-11700] Speed: 243.81 samples/sec accuracy=0.968437 2020-04-18 04:18:53,990 Epoch[42] Batch [11700-11750] Speed: 243.98 samples/sec accuracy=0.969844 2020-04-18 04:19:20,175 Epoch[42] Batch [11750-11800] Speed: 244.42 samples/sec accuracy=0.971562 2020-04-18 04:19:46,401 Epoch[42] Batch [11800-11850] Speed: 244.04 samples/sec accuracy=0.970938 2020-04-18 04:20:12,647 Epoch[42] Batch [11850-11900] Speed: 243.85 samples/sec accuracy=0.974063 2020-04-18 04:20:38,842 Epoch[42] Batch [11900-11950] Speed: 244.32 samples/sec accuracy=0.969063 2020-04-18 04:21:05,156 Epoch[42] Batch [11950-12000] Speed: 243.22 samples/sec accuracy=0.972656 2020-04-18 04:21:31,504 Epoch[42] Batch [12000-12050] Speed: 242.90 samples/sec accuracy=0.971562 2020-04-18 04:21:57,878 Epoch[42] Batch [12050-12100] Speed: 242.67 samples/sec accuracy=0.969688 2020-04-18 04:22:24,155 Epoch[42] Batch [12100-12150] Speed: 243.56 samples/sec accuracy=0.972812 2020-04-18 04:22:50,391 Epoch[42] Batch [12150-12200] Speed: 243.94 samples/sec accuracy=0.973437 2020-04-18 04:23:16,591 Epoch[42] Batch [12200-12250] Speed: 244.28 samples/sec accuracy=0.972344 2020-04-18 04:23:42,759 Epoch[42] Batch [12250-12300] Speed: 244.58 samples/sec accuracy=0.971562 2020-04-18 04:24:09,056 Epoch[42] Batch [12300-12350] Speed: 243.37 samples/sec accuracy=0.970469 2020-04-18 04:24:35,302 Epoch[42] Batch [12350-12400] Speed: 243.85 samples/sec accuracy=0.970469 2020-04-18 04:25:01,610 Epoch[42] Batch [12400-12450] Speed: 243.28 samples/sec accuracy=0.968125 2020-04-18 04:25:27,878 Epoch[42] Batch [12450-12500] Speed: 243.64 samples/sec accuracy=0.971719 2020-04-18 04:25:54,079 Epoch[42] Batch [12500-12550] Speed: 244.27 samples/sec accuracy=0.974844 2020-04-18 04:26:20,325 Epoch[42] Batch [12550-12600] Speed: 243.85 samples/sec accuracy=0.972187 2020-04-18 04:26:46,577 Epoch[42] Batch [12600-12650] Speed: 243.79 samples/sec accuracy=0.970469 2020-04-18 04:27:12,851 Epoch[42] Batch [12650-12700] Speed: 243.59 samples/sec accuracy=0.971719 2020-04-18 04:27:39,264 Epoch[42] Batch [12700-12750] Speed: 242.31 samples/sec accuracy=0.971875 2020-04-18 04:28:05,632 Epoch[42] Batch [12750-12800] Speed: 242.72 samples/sec accuracy=0.969844 2020-04-18 04:28:31,812 Epoch[42] Batch [12800-12850] Speed: 244.46 samples/sec accuracy=0.974844 2020-04-18 04:28:58,070 Epoch[42] Batch [12850-12900] Speed: 243.74 samples/sec accuracy=0.969844 2020-04-18 04:29:24,400 Epoch[42] Batch [12900-12950] Speed: 243.07 samples/sec accuracy=0.972969 2020-04-18 04:29:50,786 Epoch[42] Batch [12950-13000] Speed: 242.55 samples/sec accuracy=0.967969 2020-04-18 04:30:17,094 Epoch[42] Batch [13000-13050] Speed: 243.28 samples/sec accuracy=0.970781 2020-04-18 04:30:43,805 Epoch[42] Batch [13050-13100] Speed: 239.60 samples/sec accuracy=0.971250 2020-04-18 04:31:10,026 Epoch[42] Batch [13100-13150] Speed: 244.08 samples/sec accuracy=0.967969 2020-04-18 04:31:36,269 Epoch[42] Batch [13150-13200] Speed: 243.87 samples/sec accuracy=0.974375 2020-04-18 04:32:02,555 Epoch[42] Batch [13200-13250] Speed: 243.48 samples/sec accuracy=0.975000 2020-04-18 04:32:28,816 Epoch[42] Batch [13250-13300] Speed: 243.71 samples/sec accuracy=0.972500 2020-04-18 04:32:55,103 Epoch[42] Batch [13300-13350] Speed: 243.47 samples/sec accuracy=0.971719 2020-04-18 04:33:21,407 Epoch[42] Batch [13350-13400] Speed: 243.31 samples/sec accuracy=0.969688 2020-04-18 04:33:48,508 Epoch[42] Batch [13400-13450] Speed: 236.16 samples/sec accuracy=0.971719 2020-04-18 04:34:15,675 Epoch[42] Batch [13450-13500] Speed: 235.58 samples/sec accuracy=0.968750 2020-04-18 04:34:42,049 Epoch[42] Batch [13500-13550] Speed: 242.66 samples/sec accuracy=0.973281 2020-04-18 04:35:08,291 Epoch[42] Batch [13550-13600] Speed: 243.89 samples/sec accuracy=0.969219 2020-04-18 04:35:34,573 Epoch[42] Batch [13600-13650] Speed: 243.52 samples/sec accuracy=0.972031 2020-04-18 04:36:00,829 Epoch[42] Batch [13650-13700] Speed: 243.75 samples/sec accuracy=0.973281 2020-04-18 04:36:27,184 Epoch[42] Batch [13700-13750] Speed: 242.84 samples/sec accuracy=0.972344 2020-04-18 04:36:53,443 Epoch[42] Batch [13750-13800] Speed: 243.72 samples/sec accuracy=0.970313 2020-04-18 04:37:19,706 Epoch[42] Batch [13800-13850] Speed: 243.69 samples/sec accuracy=0.970313 2020-04-18 04:37:45,939 Epoch[42] Batch [13850-13900] Speed: 243.97 samples/sec accuracy=0.975000 2020-04-18 04:38:12,150 Epoch[42] Batch [13900-13950] Speed: 244.17 samples/sec accuracy=0.972031 2020-04-18 04:38:38,400 Epoch[42] Batch [13950-14000] Speed: 243.82 samples/sec accuracy=0.973281 2020-04-18 04:39:04,776 Epoch[42] Batch [14000-14050] Speed: 242.64 samples/sec accuracy=0.973594 2020-04-18 04:39:31,053 Epoch[42] Batch [14050-14100] Speed: 243.56 samples/sec accuracy=0.971719 2020-04-18 04:39:57,219 Epoch[42] Batch [14100-14150] Speed: 244.60 samples/sec accuracy=0.974844 2020-04-18 04:40:23,652 Epoch[42] Batch [14150-14200] Speed: 242.13 samples/sec accuracy=0.969844 2020-04-18 04:40:49,932 Epoch[42] Batch [14200-14250] Speed: 243.53 samples/sec accuracy=0.970938 2020-04-18 04:41:16,132 Epoch[42] Batch [14250-14300] Speed: 244.28 samples/sec accuracy=0.972969 2020-04-18 04:41:42,524 Epoch[42] Batch [14300-14350] Speed: 242.50 samples/sec accuracy=0.970938 2020-04-18 04:42:08,904 Epoch[42] Batch [14350-14400] Speed: 242.61 samples/sec accuracy=0.969531 2020-04-18 04:42:35,232 Epoch[42] Batch [14400-14450] Speed: 243.09 samples/sec accuracy=0.972344 2020-04-18 04:43:01,410 Epoch[42] Batch [14450-14500] Speed: 244.48 samples/sec accuracy=0.965313 2020-04-18 04:43:27,658 Epoch[42] Batch [14500-14550] Speed: 243.83 samples/sec accuracy=0.971406 2020-04-18 04:43:53,931 Epoch[42] Batch [14550-14600] Speed: 243.60 samples/sec accuracy=0.972031 2020-04-18 04:44:20,203 Epoch[42] Batch [14600-14650] Speed: 243.61 samples/sec accuracy=0.970000 2020-04-18 04:44:46,773 Epoch[42] Batch [14650-14700] Speed: 240.87 samples/sec accuracy=0.968125 2020-04-18 04:45:12,947 Epoch[42] Batch [14700-14750] Speed: 244.52 samples/sec accuracy=0.972187 2020-04-18 04:45:39,171 Epoch[42] Batch [14750-14800] Speed: 244.05 samples/sec accuracy=0.970156 2020-04-18 04:46:05,327 Epoch[42] Batch [14800-14850] Speed: 244.70 samples/sec accuracy=0.971875 2020-04-18 04:46:31,510 Epoch[42] Batch [14850-14900] Speed: 244.43 samples/sec accuracy=0.972969 2020-04-18 04:46:57,665 Epoch[42] Batch [14900-14950] Speed: 244.70 samples/sec accuracy=0.970156 2020-04-18 04:47:23,834 Epoch[42] Batch [14950-15000] Speed: 244.57 samples/sec accuracy=0.971094 2020-04-18 04:47:50,034 Epoch[42] Batch [15000-15050] Speed: 244.27 samples/sec accuracy=0.972031 2020-04-18 04:48:16,274 Epoch[42] Batch [15050-15100] Speed: 243.90 samples/sec accuracy=0.969219 2020-04-18 04:48:42,788 Epoch[42] Batch [15100-15150] Speed: 241.39 samples/sec accuracy=0.972031 2020-04-18 04:49:10,277 Epoch[42] Batch [15150-15200] Speed: 232.82 samples/sec accuracy=0.969375 2020-04-18 04:49:36,563 Epoch[42] Batch [15200-15250] Speed: 243.47 samples/sec accuracy=0.970000 2020-04-18 04:50:02,765 Epoch[42] Batch [15250-15300] Speed: 244.26 samples/sec accuracy=0.973906 2020-04-18 04:50:29,033 Epoch[42] Batch [15300-15350] Speed: 243.65 samples/sec accuracy=0.969688 2020-04-18 04:50:55,305 Epoch[42] Batch [15350-15400] Speed: 243.60 samples/sec accuracy=0.970313 2020-04-18 04:51:21,500 Epoch[42] Batch [15400-15450] Speed: 244.33 samples/sec accuracy=0.975469 2020-04-18 04:51:47,790 Epoch[42] Batch [15450-15500] Speed: 243.44 samples/sec accuracy=0.970313 2020-04-18 04:52:14,170 Epoch[42] Batch [15500-15550] Speed: 242.61 samples/sec accuracy=0.972031 2020-04-18 04:52:40,399 Epoch[42] Batch [15550-15600] Speed: 244.00 samples/sec accuracy=0.971875 2020-04-18 04:53:06,642 Epoch[42] Batch [15600-15650] Speed: 243.88 samples/sec accuracy=0.969063 2020-04-18 04:53:32,846 Epoch[42] Batch [15650-15700] Speed: 244.24 samples/sec accuracy=0.974844 2020-04-18 04:53:59,115 Epoch[42] Batch [15700-15750] Speed: 243.64 samples/sec accuracy=0.972187 2020-04-18 04:54:25,460 Epoch[42] Batch [15750-15800] Speed: 242.93 samples/sec accuracy=0.970469 2020-04-18 04:54:51,703 Epoch[42] Batch [15800-15850] Speed: 243.88 samples/sec accuracy=0.973906 2020-04-18 04:55:17,912 Epoch[42] Batch [15850-15900] Speed: 244.19 samples/sec accuracy=0.973281 2020-04-18 04:55:44,156 Epoch[42] Batch [15900-15950] Speed: 243.86 samples/sec accuracy=0.972031 2020-04-18 04:56:10,449 Epoch[42] Batch [15950-16000] Speed: 243.42 samples/sec accuracy=0.972500 2020-04-18 04:56:36,702 Epoch[42] Batch [16000-16050] Speed: 243.78 samples/sec accuracy=0.971562 2020-04-18 04:57:02,935 Epoch[42] Batch [16050-16100] Speed: 243.97 samples/sec accuracy=0.971406 2020-04-18 04:57:29,673 Epoch[42] Batch [16100-16150] Speed: 239.35 samples/sec accuracy=0.971875 2020-04-18 04:57:55,979 Epoch[42] Batch [16150-16200] Speed: 243.29 samples/sec accuracy=0.970781 2020-04-18 04:58:22,283 Epoch[42] Batch [16200-16250] Speed: 243.31 samples/sec accuracy=0.970938 2020-04-18 04:58:48,606 Epoch[42] Batch [16250-16300] Speed: 243.13 samples/sec accuracy=0.973750 2020-04-18 04:59:15,136 Epoch[42] Batch [16300-16350] Speed: 241.24 samples/sec accuracy=0.971719 2020-04-18 04:59:41,524 Epoch[42] Batch [16350-16400] Speed: 242.53 samples/sec accuracy=0.975781 2020-04-18 05:00:07,745 Epoch[42] Batch [16400-16450] Speed: 244.09 samples/sec accuracy=0.970938 2020-04-18 05:00:34,092 Epoch[42] Batch [16450-16500] Speed: 242.91 samples/sec accuracy=0.966406 2020-04-18 05:01:00,399 Epoch[42] Batch [16500-16550] Speed: 243.28 samples/sec accuracy=0.971094 2020-04-18 05:01:26,737 Epoch[42] Batch [16550-16600] Speed: 243.00 samples/sec accuracy=0.974531 2020-04-18 05:01:53,064 Epoch[42] Batch [16600-16650] Speed: 243.10 samples/sec accuracy=0.973281 2020-04-18 05:02:19,314 Epoch[42] Batch [16650-16700] Speed: 243.81 samples/sec accuracy=0.972031 2020-04-18 05:02:45,545 Epoch[42] Batch [16700-16750] Speed: 243.99 samples/sec accuracy=0.972344 2020-04-18 05:03:11,920 Epoch[42] Batch [16750-16800] Speed: 242.65 samples/sec accuracy=0.972500 2020-04-18 05:03:38,097 Epoch[42] Batch [16800-16850] Speed: 244.50 samples/sec accuracy=0.972812 2020-04-18 05:04:04,289 Epoch[42] Batch [16850-16900] Speed: 244.35 samples/sec accuracy=0.974063 2020-04-18 05:04:30,537 Epoch[42] Batch [16900-16950] Speed: 243.83 samples/sec accuracy=0.967187 2020-04-18 05:04:56,857 Epoch[42] Batch [16950-17000] Speed: 243.16 samples/sec accuracy=0.972812 2020-04-18 05:05:23,114 Epoch[42] Batch [17000-17050] Speed: 243.74 samples/sec accuracy=0.971875 2020-04-18 05:05:49,361 Epoch[42] Batch [17050-17100] Speed: 243.84 samples/sec accuracy=0.972812 2020-04-18 05:06:15,689 Epoch[42] Batch [17100-17150] Speed: 243.09 samples/sec accuracy=0.971094 2020-04-18 05:06:41,948 Epoch[42] Batch [17150-17200] Speed: 243.73 samples/sec accuracy=0.975156 2020-04-18 05:07:08,142 Epoch[42] Batch [17200-17250] Speed: 244.34 samples/sec accuracy=0.972812 2020-04-18 05:07:34,425 Epoch[42] Batch [17250-17300] Speed: 243.50 samples/sec accuracy=0.970625 2020-04-18 05:08:00,682 Epoch[42] Batch [17300-17350] Speed: 243.75 samples/sec accuracy=0.970625 2020-04-18 05:08:26,937 Epoch[42] Batch [17350-17400] Speed: 243.76 samples/sec accuracy=0.971406 2020-04-18 05:08:53,362 Epoch[42] Batch [17400-17450] Speed: 242.19 samples/sec accuracy=0.969531 2020-04-18 05:09:19,604 Epoch[42] Batch [17450-17500] Speed: 243.89 samples/sec accuracy=0.970313 2020-04-18 05:09:45,898 Epoch[42] Batch [17500-17550] Speed: 243.41 samples/sec accuracy=0.969219 2020-04-18 05:10:12,186 Epoch[42] Batch [17550-17600] Speed: 243.45 samples/sec accuracy=0.973281 2020-04-18 05:10:38,488 Epoch[42] Batch [17600-17650] Speed: 243.33 samples/sec accuracy=0.970000 2020-04-18 05:11:05,262 Epoch[42] Batch [17650-17700] Speed: 239.03 samples/sec accuracy=0.967969 2020-04-18 05:11:31,535 Epoch[42] Batch [17700-17750] Speed: 243.60 samples/sec accuracy=0.972031 2020-04-18 05:11:57,835 Epoch[42] Batch [17750-17800] Speed: 243.36 samples/sec accuracy=0.969219 2020-04-18 05:12:24,171 Epoch[42] Batch [17800-17850] Speed: 243.01 samples/sec accuracy=0.972344 2020-04-18 05:12:50,432 Epoch[42] Batch [17850-17900] Speed: 243.70 samples/sec accuracy=0.972500 2020-04-18 05:13:16,669 Epoch[42] Batch [17900-17950] Speed: 243.93 samples/sec accuracy=0.970625 2020-04-18 05:13:42,941 Epoch[42] Batch [17950-18000] Speed: 243.61 samples/sec accuracy=0.971875 2020-04-18 05:14:09,237 Epoch[42] Batch [18000-18050] Speed: 243.38 samples/sec accuracy=0.965781 2020-04-18 05:14:35,554 Epoch[42] Batch [18050-18100] Speed: 243.19 samples/sec accuracy=0.967656 2020-04-18 05:15:01,845 Epoch[42] Batch [18100-18150] Speed: 243.43 samples/sec accuracy=0.972031 2020-04-18 05:15:28,085 Epoch[42] Batch [18150-18200] Speed: 243.90 samples/sec accuracy=0.970625 2020-04-18 05:15:54,416 Epoch[42] Batch [18200-18250] Speed: 243.06 samples/sec accuracy=0.971562 2020-04-18 05:16:20,664 Epoch[42] Batch [18250-18300] Speed: 243.83 samples/sec accuracy=0.971562 2020-04-18 05:16:46,899 Epoch[42] Batch [18300-18350] Speed: 243.94 samples/sec accuracy=0.973594 2020-04-18 05:17:13,121 Epoch[42] Batch [18350-18400] Speed: 244.07 samples/sec accuracy=0.971406 2020-04-18 05:17:39,379 Epoch[42] Batch [18400-18450] Speed: 243.74 samples/sec accuracy=0.967031 2020-04-18 05:18:05,614 Epoch[42] Batch [18450-18500] Speed: 243.96 samples/sec accuracy=0.969063 2020-04-18 05:18:31,900 Epoch[42] Batch [18500-18550] Speed: 243.47 samples/sec accuracy=0.974844 2020-04-18 05:18:58,203 Epoch[42] Batch [18550-18600] Speed: 243.32 samples/sec accuracy=0.966875 2020-04-18 05:19:24,427 Epoch[42] Batch [18600-18650] Speed: 244.06 samples/sec accuracy=0.975938 2020-04-18 05:19:50,669 Epoch[42] Batch [18650-18700] Speed: 243.88 samples/sec accuracy=0.972812 2020-04-18 05:20:16,985 Epoch[42] Batch [18700-18750] Speed: 243.21 samples/sec accuracy=0.970000 2020-04-18 05:20:43,301 Epoch[42] Batch [18750-18800] Speed: 243.20 samples/sec accuracy=0.970938 2020-04-18 05:21:09,691 Epoch[42] Batch [18800-18850] Speed: 242.51 samples/sec accuracy=0.969219 2020-04-18 05:21:35,868 Epoch[42] Batch [18850-18900] Speed: 244.49 samples/sec accuracy=0.972031 2020-04-18 05:22:02,096 Epoch[42] Batch [18900-18950] Speed: 244.02 samples/sec accuracy=0.966875 2020-04-18 05:22:28,434 Epoch[42] Batch [18950-19000] Speed: 243.00 samples/sec accuracy=0.968906 2020-04-18 05:22:54,888 Epoch[42] Batch [19000-19050] Speed: 241.93 samples/sec accuracy=0.972969 2020-04-18 05:23:21,164 Epoch[42] Batch [19050-19100] Speed: 243.57 samples/sec accuracy=0.971406 2020-04-18 05:23:47,770 Epoch[42] Batch [19100-19150] Speed: 240.55 samples/sec accuracy=0.972500 2020-04-18 05:24:14,041 Epoch[42] Batch [19150-19200] Speed: 243.62 samples/sec accuracy=0.973281 2020-04-18 05:24:40,294 Epoch[42] Batch [19200-19250] Speed: 243.78 samples/sec accuracy=0.970625 2020-04-18 05:25:06,508 Epoch[42] Batch [19250-19300] Speed: 244.15 samples/sec accuracy=0.971094 2020-04-18 05:25:32,903 Epoch[42] Batch [19300-19350] Speed: 242.47 samples/sec accuracy=0.970156 2020-04-18 05:25:59,147 Epoch[42] Batch [19350-19400] Speed: 243.87 samples/sec accuracy=0.970000 2020-04-18 05:26:25,356 Epoch[42] Batch [19400-19450] Speed: 244.19 samples/sec accuracy=0.973281 2020-04-18 05:26:51,569 Epoch[42] Batch [19450-19500] Speed: 244.16 samples/sec accuracy=0.969375 2020-04-18 05:27:17,775 Epoch[42] Batch [19500-19550] Speed: 244.22 samples/sec accuracy=0.967500 2020-04-18 05:27:44,069 Epoch[42] Batch [19550-19600] Speed: 243.40 samples/sec accuracy=0.970000 2020-04-18 05:28:10,240 Epoch[42] Batch [19600-19650] Speed: 244.55 samples/sec accuracy=0.971250 2020-04-18 05:28:36,497 Epoch[42] Batch [19650-19700] Speed: 243.75 samples/sec accuracy=0.971719 2020-04-18 05:29:02,749 Epoch[42] Batch [19700-19750] Speed: 243.79 samples/sec accuracy=0.974531 2020-04-18 05:29:28,978 Epoch[42] Batch [19750-19800] Speed: 244.01 samples/sec accuracy=0.968437 2020-04-18 05:29:55,198 Epoch[42] Batch [19800-19850] Speed: 244.09 samples/sec accuracy=0.971875 2020-04-18 05:30:21,395 Epoch[42] Batch [19850-19900] Speed: 244.30 samples/sec accuracy=0.973906 2020-04-18 05:30:47,675 Epoch[42] Batch [19900-19950] Speed: 243.53 samples/sec accuracy=0.969688 2020-04-18 05:31:13,926 Epoch[42] Batch [19950-20000] Speed: 243.81 samples/sec accuracy=0.972812 2020-04-18 05:31:40,137 Epoch[42] Batch [20000-20050] Speed: 244.17 samples/sec accuracy=0.971875 2020-04-18 05:32:06,313 Epoch[42] Batch [20050-20100] Speed: 244.51 samples/sec accuracy=0.973125 2020-04-18 05:32:32,520 Epoch[42] Batch [20100-20150] Speed: 244.21 samples/sec accuracy=0.972344 2020-04-18 05:32:58,792 Epoch[42] Batch [20150-20200] Speed: 243.61 samples/sec accuracy=0.973437 2020-04-18 05:33:24,952 Epoch[42] Batch [20200-20250] Speed: 244.65 samples/sec accuracy=0.972344 2020-04-18 05:33:51,221 Epoch[42] Batch [20250-20300] Speed: 243.63 samples/sec accuracy=0.969531 2020-04-18 05:34:17,498 Epoch[42] Batch [20300-20350] Speed: 243.56 samples/sec accuracy=0.970938 2020-04-18 05:34:43,868 Epoch[42] Batch [20350-20400] Speed: 242.70 samples/sec accuracy=0.970313 2020-04-18 05:35:10,651 Epoch[42] Batch [20400-20450] Speed: 238.96 samples/sec accuracy=0.972812 2020-04-18 05:35:36,784 Epoch[42] Batch [20450-20500] Speed: 244.90 samples/sec accuracy=0.969688 2020-04-18 05:36:02,964 Epoch[42] Batch [20500-20550] Speed: 244.46 samples/sec accuracy=0.971562 2020-04-18 05:36:29,200 Epoch[42] Batch [20550-20600] Speed: 243.94 samples/sec accuracy=0.975781 2020-04-18 05:36:55,423 Epoch[42] Batch [20600-20650] Speed: 244.07 samples/sec accuracy=0.972500 2020-04-18 05:37:21,634 Epoch[42] Batch [20650-20700] Speed: 244.17 samples/sec accuracy=0.975000 2020-04-18 05:37:47,872 Epoch[42] Batch [20700-20750] Speed: 243.93 samples/sec accuracy=0.971250 2020-04-18 05:38:14,131 Epoch[42] Batch [20750-20800] Speed: 243.73 samples/sec accuracy=0.966250 2020-04-18 05:38:40,332 Epoch[42] Batch [20800-20850] Speed: 244.27 samples/sec accuracy=0.971250 2020-04-18 05:39:06,564 Epoch[42] Batch [20850-20900] Speed: 243.98 samples/sec accuracy=0.972344 2020-04-18 05:39:32,810 Epoch[42] Batch [20900-20950] Speed: 243.85 samples/sec accuracy=0.974375 2020-04-18 05:39:59,149 Epoch[42] Batch [20950-21000] Speed: 242.99 samples/sec accuracy=0.973906 2020-04-18 05:40:25,552 Epoch[42] Batch [21000-21050] Speed: 242.40 samples/sec accuracy=0.972031 2020-04-18 05:40:51,900 Epoch[42] Batch [21050-21100] Speed: 242.90 samples/sec accuracy=0.969219 2020-04-18 05:41:18,124 Epoch[42] Batch [21100-21150] Speed: 244.06 samples/sec accuracy=0.968906 2020-04-18 05:41:44,356 Epoch[42] Batch [21150-21200] Speed: 243.98 samples/sec accuracy=0.970625 2020-04-18 05:42:10,595 Epoch[42] Batch [21200-21250] Speed: 243.92 samples/sec accuracy=0.971406 2020-04-18 05:42:36,833 Epoch[42] Batch [21250-21300] Speed: 243.92 samples/sec accuracy=0.972187 2020-04-18 05:43:02,986 Epoch[42] Batch [21300-21350] Speed: 244.72 samples/sec accuracy=0.973594 2020-04-18 05:43:29,223 Epoch[42] Batch [21350-21400] Speed: 243.94 samples/sec accuracy=0.972812 2020-04-18 05:43:55,534 Epoch[42] Batch [21400-21450] Speed: 243.24 samples/sec accuracy=0.971875 2020-04-18 05:44:21,746 Epoch[42] Batch [21450-21500] Speed: 244.17 samples/sec accuracy=0.970000 2020-04-18 05:44:47,957 Epoch[42] Batch [21500-21550] Speed: 244.18 samples/sec accuracy=0.972656 2020-04-18 05:45:14,117 Epoch[42] Batch [21550-21600] Speed: 244.65 samples/sec accuracy=0.974531 2020-04-18 05:45:40,327 Epoch[42] Batch [21600-21650] Speed: 244.18 samples/sec accuracy=0.971094 2020-04-18 05:46:06,630 Epoch[42] Batch [21650-21700] Speed: 243.32 samples/sec accuracy=0.973906 2020-04-18 05:46:32,829 Epoch[42] Batch [21700-21750] Speed: 244.29 samples/sec accuracy=0.969063 2020-04-18 05:46:59,107 Epoch[42] Batch [21750-21800] Speed: 243.56 samples/sec accuracy=0.970469 2020-04-18 05:47:25,381 Epoch[42] Batch [21800-21850] Speed: 243.59 samples/sec accuracy=0.972969 2020-04-18 05:47:51,586 Epoch[42] Batch [21850-21900] Speed: 244.22 samples/sec accuracy=0.974531 2020-04-18 05:48:18,205 Epoch[42] Batch [21900-21950] Speed: 240.43 samples/sec accuracy=0.967656 2020-04-18 05:48:44,572 Epoch[42] Batch [21950-22000] Speed: 242.73 samples/sec accuracy=0.970781 2020-04-18 05:49:11,300 Epoch[42] Batch [22000-22050] Speed: 239.45 samples/sec accuracy=0.971250 2020-04-18 05:49:37,634 Epoch[42] Batch [22050-22100] Speed: 243.03 samples/sec accuracy=0.969688 2020-04-18 05:50:03,782 Epoch[42] Batch [22100-22150] Speed: 244.77 samples/sec accuracy=0.973125 2020-04-18 05:50:29,995 Epoch[42] Batch [22150-22200] Speed: 244.16 samples/sec accuracy=0.973281 2020-04-18 05:50:56,184 Epoch[42] Batch [22200-22250] Speed: 244.38 samples/sec accuracy=0.970625 2020-04-18 05:51:22,442 Epoch[42] Batch [22250-22300] Speed: 243.73 samples/sec accuracy=0.974063 2020-04-18 05:51:48,654 Epoch[42] Batch [22300-22350] Speed: 244.16 samples/sec accuracy=0.975313 2020-04-18 05:52:14,942 Epoch[42] Batch [22350-22400] Speed: 243.46 samples/sec accuracy=0.973437 2020-04-18 05:52:41,313 Epoch[42] Batch [22400-22450] Speed: 242.69 samples/sec accuracy=0.974219 2020-04-18 05:53:07,640 Epoch[42] Batch [22450-22500] Speed: 243.10 samples/sec accuracy=0.973750 2020-04-18 05:53:34,099 Epoch[42] Batch [22500-22550] Speed: 241.88 samples/sec accuracy=0.968594 2020-04-18 05:54:00,527 Epoch[42] Batch [22550-22600] Speed: 242.17 samples/sec accuracy=0.975000 2020-04-18 05:54:26,916 Epoch[42] Batch [22600-22650] Speed: 242.52 samples/sec accuracy=0.974219 2020-04-18 05:54:53,331 Epoch[42] Batch [22650-22700] Speed: 242.29 samples/sec accuracy=0.972656 2020-04-18 05:55:19,702 Epoch[42] Batch [22700-22750] Speed: 242.69 samples/sec accuracy=0.974063 2020-04-18 05:55:46,027 Epoch[42] Batch [22750-22800] Speed: 243.11 samples/sec accuracy=0.971719 2020-04-18 05:56:12,282 Epoch[42] Batch [22800-22850] Speed: 243.77 samples/sec accuracy=0.971562 2020-04-18 05:56:38,563 Epoch[42] Batch [22850-22900] Speed: 243.52 samples/sec accuracy=0.969063 2020-04-18 05:57:04,778 Epoch[42] Batch [22900-22950] Speed: 244.14 samples/sec accuracy=0.971875 2020-04-18 05:57:31,043 Epoch[42] Batch [22950-23000] Speed: 243.67 samples/sec accuracy=0.973125 2020-04-18 05:57:57,304 Epoch[42] Batch [23000-23050] Speed: 243.71 samples/sec accuracy=0.970625 2020-04-18 05:58:23,595 Epoch[42] Batch [23050-23100] Speed: 243.43 samples/sec accuracy=0.974688 2020-04-18 05:58:49,910 Epoch[42] Batch [23100-23150] Speed: 243.21 samples/sec accuracy=0.970938 2020-04-18 05:59:16,187 Epoch[42] Batch [23150-23200] Speed: 243.56 samples/sec accuracy=0.971875 2020-04-18 05:59:42,549 Epoch[42] Batch [23200-23250] Speed: 242.77 samples/sec accuracy=0.974375 2020-04-18 06:00:08,803 Epoch[42] Batch [23250-23300] Speed: 243.78 samples/sec accuracy=0.970000 2020-04-18 06:00:35,059 Epoch[42] Batch [23300-23350] Speed: 243.76 samples/sec accuracy=0.975313 2020-04-18 06:01:01,275 Epoch[42] Batch [23350-23400] Speed: 244.12 samples/sec accuracy=0.974063 2020-04-18 06:01:27,473 Epoch[42] Batch [23400-23450] Speed: 244.30 samples/sec accuracy=0.972812 2020-04-18 06:01:53,794 Epoch[42] Batch [23450-23500] Speed: 243.16 samples/sec accuracy=0.974375 2020-04-18 06:02:20,554 Epoch[42] Batch [23500-23550] Speed: 239.16 samples/sec accuracy=0.972500 2020-04-18 06:02:46,787 Epoch[42] Batch [23550-23600] Speed: 243.96 samples/sec accuracy=0.973281 2020-04-18 06:03:13,011 Epoch[42] Batch [23600-23650] Speed: 244.06 samples/sec accuracy=0.970781 2020-04-18 06:03:39,267 Epoch[42] Batch [23650-23700] Speed: 243.75 samples/sec accuracy=0.969688 2020-04-18 06:04:05,518 Epoch[42] Batch [23700-23750] Speed: 243.81 samples/sec accuracy=0.970625 2020-04-18 06:04:31,818 Epoch[42] Batch [23750-23800] Speed: 243.35 samples/sec accuracy=0.975313 2020-04-18 06:04:58,115 Epoch[42] Batch [23800-23850] Speed: 243.38 samples/sec accuracy=0.967656 2020-04-18 06:05:24,454 Epoch[42] Batch [23850-23900] Speed: 242.98 samples/sec accuracy=0.972812 2020-04-18 06:05:50,654 Epoch[42] Batch [23900-23950] Speed: 244.28 samples/sec accuracy=0.972500 2020-04-18 06:06:16,925 Epoch[42] Batch [23950-24000] Speed: 243.61 samples/sec accuracy=0.972031 2020-04-18 06:06:43,220 Epoch[42] Batch [24000-24050] Speed: 243.40 samples/sec accuracy=0.967500 2020-04-18 06:07:09,516 Epoch[42] Batch [24050-24100] Speed: 243.38 samples/sec accuracy=0.973594 2020-04-18 06:07:35,671 Epoch[42] Batch [24100-24150] Speed: 244.70 samples/sec accuracy=0.972812 2020-04-18 06:08:01,901 Epoch[42] Batch [24150-24200] Speed: 244.00 samples/sec accuracy=0.970000 2020-04-18 06:08:28,148 Epoch[42] Batch [24200-24250] Speed: 243.84 samples/sec accuracy=0.967812 2020-04-18 06:08:54,402 Epoch[42] Batch [24250-24300] Speed: 243.77 samples/sec accuracy=0.973594 2020-04-18 06:09:20,672 Epoch[42] Batch [24300-24350] Speed: 243.63 samples/sec accuracy=0.974063 2020-04-18 06:09:47,002 Epoch[42] Batch [24350-24400] Speed: 243.07 samples/sec accuracy=0.968594 2020-04-18 06:10:13,232 Epoch[42] Batch [24400-24450] Speed: 244.00 samples/sec accuracy=0.970469 2020-04-18 06:10:39,488 Epoch[42] Batch [24450-24500] Speed: 243.76 samples/sec accuracy=0.971875 2020-04-18 06:11:05,750 Epoch[42] Batch [24500-24550] Speed: 243.70 samples/sec accuracy=0.974063 2020-04-18 06:11:32,032 Epoch[42] Batch [24550-24600] Speed: 243.51 samples/sec accuracy=0.969844 2020-04-18 06:11:58,326 Epoch[42] Batch [24600-24650] Speed: 243.41 samples/sec accuracy=0.970625 2020-04-18 06:12:24,592 Epoch[42] Batch [24650-24700] Speed: 243.66 samples/sec accuracy=0.974688 2020-04-18 06:12:50,999 Epoch[42] Batch [24700-24750] Speed: 242.36 samples/sec accuracy=0.973125 2020-04-18 06:13:17,365 Epoch[42] Batch [24750-24800] Speed: 242.74 samples/sec accuracy=0.973437 2020-04-18 06:13:43,616 Epoch[42] Batch [24800-24850] Speed: 243.80 samples/sec accuracy=0.971719 2020-04-18 06:14:09,926 Epoch[42] Batch [24850-24900] Speed: 243.26 samples/sec accuracy=0.972500 2020-04-18 06:14:36,241 Epoch[42] Batch [24900-24950] Speed: 243.21 samples/sec accuracy=0.970938 2020-04-18 06:15:02,608 Epoch[42] Batch [24950-25000] Speed: 242.73 samples/sec accuracy=0.972812 2020-04-18 06:15:29,392 Epoch[42] Batch [25000-25050] Speed: 238.95 samples/sec accuracy=0.970781 2020-04-18 06:15:55,628 Epoch[42] Batch [25050-25100] Speed: 243.93 samples/sec accuracy=0.973750 2020-04-18 06:16:21,833 Epoch[42] Batch [25100-25150] Speed: 244.23 samples/sec accuracy=0.975000 2020-04-18 06:16:48,022 Epoch[42] Batch [25150-25200] Speed: 244.38 samples/sec accuracy=0.972500 2020-04-18 06:17:14,355 Epoch[42] Batch [25200-25250] Speed: 243.04 samples/sec accuracy=0.972656 2020-04-18 06:17:40,557 Epoch[42] Batch [25250-25300] Speed: 244.26 samples/sec accuracy=0.972031 2020-04-18 06:18:06,778 Epoch[42] Batch [25300-25350] Speed: 244.09 samples/sec accuracy=0.973437 2020-04-18 06:18:32,944 Epoch[42] Batch [25350-25400] Speed: 244.59 samples/sec accuracy=0.971250 2020-04-18 06:18:59,305 Epoch[42] Batch [25400-25450] Speed: 242.79 samples/sec accuracy=0.975156 2020-04-18 06:19:25,552 Epoch[42] Batch [25450-25500] Speed: 243.84 samples/sec accuracy=0.970625 2020-04-18 06:19:51,844 Epoch[42] Batch [25500-25550] Speed: 243.42 samples/sec accuracy=0.969688 2020-04-18 06:20:18,160 Epoch[42] Batch [25550-25600] Speed: 243.20 samples/sec accuracy=0.970156 2020-04-18 06:20:44,432 Epoch[42] Batch [25600-25650] Speed: 243.61 samples/sec accuracy=0.970469 2020-04-18 06:21:10,748 Epoch[42] Batch [25650-25700] Speed: 243.20 samples/sec accuracy=0.972812 2020-04-18 06:21:37,121 Epoch[42] Batch [25700-25750] Speed: 242.67 samples/sec accuracy=0.971250 2020-04-18 06:22:03,400 Epoch[42] Batch [25750-25800] Speed: 243.55 samples/sec accuracy=0.970313 2020-04-18 06:22:29,588 Epoch[42] Batch [25800-25850] Speed: 244.39 samples/sec accuracy=0.967812 2020-04-18 06:22:55,797 Epoch[42] Batch [25850-25900] Speed: 244.19 samples/sec accuracy=0.969375 2020-04-18 06:23:21,993 Epoch[42] Batch [25900-25950] Speed: 244.32 samples/sec accuracy=0.972344 2020-04-18 06:23:48,239 Epoch[42] Batch [25950-26000] Speed: 243.85 samples/sec accuracy=0.975781 2020-04-18 06:24:14,534 Epoch[42] Batch [26000-26050] Speed: 243.39 samples/sec accuracy=0.967656 2020-04-18 06:24:40,813 Epoch[42] Batch [26050-26100] Speed: 243.54 samples/sec accuracy=0.970625 2020-04-18 06:25:07,111 Epoch[42] Batch [26100-26150] Speed: 243.37 samples/sec accuracy=0.975469 2020-04-18 06:25:33,347 Epoch[42] Batch [26150-26200] Speed: 243.95 samples/sec accuracy=0.971562 2020-04-18 06:25:59,714 Epoch[42] Batch [26200-26250] Speed: 242.73 samples/sec accuracy=0.971562 2020-04-18 06:26:26,008 Epoch[42] Batch [26250-26300] Speed: 243.40 samples/sec accuracy=0.972969 2020-04-18 06:26:52,229 Epoch[42] Batch [26300-26350] Speed: 244.08 samples/sec accuracy=0.971250 2020-04-18 06:27:18,452 Epoch[42] Batch [26350-26400] Speed: 244.07 samples/sec accuracy=0.972187 2020-04-18 06:27:44,764 Epoch[42] Batch [26400-26450] Speed: 243.24 samples/sec accuracy=0.972969 2020-04-18 06:28:11,517 Epoch[42] Batch [26450-26500] Speed: 239.23 samples/sec accuracy=0.969375 2020-04-18 06:28:37,800 Epoch[42] Batch [26500-26550] Speed: 243.51 samples/sec accuracy=0.969531 2020-04-18 06:29:04,066 Epoch[42] Batch [26550-26600] Speed: 243.67 samples/sec accuracy=0.972344 2020-04-18 06:29:30,346 Epoch[42] Batch [26600-26650] Speed: 243.53 samples/sec accuracy=0.969688 2020-04-18 06:29:56,505 Epoch[42] Batch [26650-26700] Speed: 244.66 samples/sec accuracy=0.972031 2020-04-18 06:30:22,785 Epoch[42] Batch [26700-26750] Speed: 243.54 samples/sec accuracy=0.969844 2020-04-18 06:30:49,074 Epoch[42] Batch [26750-26800] Speed: 243.44 samples/sec accuracy=0.974844 2020-04-18 06:31:15,328 Epoch[42] Batch [26800-26850] Speed: 243.78 samples/sec accuracy=0.972969 2020-04-18 06:31:41,676 Epoch[42] Batch [26850-26900] Speed: 242.91 samples/sec accuracy=0.967969 2020-04-18 06:32:08,106 Epoch[42] Batch [26900-26950] Speed: 242.15 samples/sec accuracy=0.976094 2020-04-18 06:32:34,312 Epoch[42] Batch [26950-27000] Speed: 244.22 samples/sec accuracy=0.973281 2020-04-18 06:33:00,632 Epoch[42] Batch [27000-27050] Speed: 243.16 samples/sec accuracy=0.969844 2020-04-18 06:33:26,902 Epoch[42] Batch [27050-27100] Speed: 243.63 samples/sec accuracy=0.972969 2020-04-18 06:33:53,177 Epoch[42] Batch [27100-27150] Speed: 243.58 samples/sec accuracy=0.970781 2020-04-18 06:34:19,533 Epoch[42] Batch [27150-27200] Speed: 242.83 samples/sec accuracy=0.972187 2020-04-18 06:34:45,769 Epoch[42] Batch [27200-27250] Speed: 243.94 samples/sec accuracy=0.972500 2020-04-18 06:35:11,950 Epoch[42] Batch [27250-27300] Speed: 244.46 samples/sec accuracy=0.972031 2020-04-18 06:35:38,219 Epoch[42] Batch [27300-27350] Speed: 243.64 samples/sec accuracy=0.967344 2020-04-18 06:36:04,527 Epoch[42] Batch 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2020-04-18 07:11:15,106 Epoch[43] Batch [50-100] Speed: 243.47 samples/sec accuracy=0.970313 2020-04-18 07:11:41,293 Epoch[43] Batch [100-150] Speed: 244.40 samples/sec accuracy=0.971719 2020-04-18 07:12:07,545 Epoch[43] Batch [150-200] Speed: 243.79 samples/sec accuracy=0.970781 2020-04-18 07:12:33,950 Epoch[43] Batch [200-250] Speed: 242.38 samples/sec accuracy=0.969844 2020-04-18 07:13:00,222 Epoch[43] Batch [250-300] Speed: 243.61 samples/sec accuracy=0.971406 2020-04-18 07:13:26,576 Epoch[43] Batch [300-350] Speed: 242.85 samples/sec accuracy=0.972187 2020-04-18 07:13:52,841 Epoch[43] Batch [350-400] Speed: 243.68 samples/sec accuracy=0.974063 2020-04-18 07:14:19,092 Epoch[43] Batch [400-450] Speed: 243.79 samples/sec accuracy=0.972656 2020-04-18 07:14:45,313 Epoch[43] Batch [450-500] Speed: 244.09 samples/sec accuracy=0.976562 2020-04-18 07:15:11,685 Epoch[43] Batch [500-550] Speed: 242.68 samples/sec accuracy=0.973125 2020-04-18 07:15:37,948 Epoch[43] Batch [550-600] Speed: 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07:20:27,003 Epoch[43] Batch [1100-1150] Speed: 242.78 samples/sec accuracy=0.969688 2020-04-18 07:20:53,383 Epoch[43] Batch [1150-1200] Speed: 242.60 samples/sec accuracy=0.971719 2020-04-18 07:21:19,883 Epoch[43] Batch [1200-1250] Speed: 241.52 samples/sec accuracy=0.972656 2020-04-18 07:21:46,181 Epoch[43] Batch [1250-1300] Speed: 243.36 samples/sec accuracy=0.973437 2020-04-18 07:22:12,383 Epoch[43] Batch [1300-1350] Speed: 244.26 samples/sec accuracy=0.970625 2020-04-18 07:22:38,606 Epoch[43] Batch [1350-1400] Speed: 244.06 samples/sec accuracy=0.969531 2020-04-18 07:23:04,864 Epoch[43] Batch [1400-1450] Speed: 243.74 samples/sec accuracy=0.970469 2020-04-18 07:23:31,521 Epoch[43] Batch [1450-1500] Speed: 240.09 samples/sec accuracy=0.973125 2020-04-18 07:23:57,753 Epoch[43] Batch [1500-1550] Speed: 243.98 samples/sec accuracy=0.973906 2020-04-18 07:24:24,006 Epoch[43] Batch [1550-1600] Speed: 243.78 samples/sec accuracy=0.967031 2020-04-18 07:24:50,227 Epoch[43] Batch [1600-1650] 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accuracy=0.970469 2020-04-18 07:29:39,783 Epoch[43] Batch [2150-2200] Speed: 242.76 samples/sec accuracy=0.969844 2020-04-18 07:30:06,062 Epoch[43] Batch [2200-2250] Speed: 243.54 samples/sec accuracy=0.976406 2020-04-18 07:30:32,289 Epoch[43] Batch [2250-2300] Speed: 244.03 samples/sec accuracy=0.971094 2020-04-18 07:30:58,532 Epoch[43] Batch [2300-2350] Speed: 243.88 samples/sec accuracy=0.972187 2020-04-18 07:31:24,799 Epoch[43] Batch [2350-2400] Speed: 243.64 samples/sec accuracy=0.972031 2020-04-18 07:31:51,020 Epoch[43] Batch [2400-2450] Speed: 244.08 samples/sec accuracy=0.971719 2020-04-18 07:32:17,246 Epoch[43] Batch [2450-2500] Speed: 244.04 samples/sec accuracy=0.970000 2020-04-18 07:32:43,546 Epoch[43] Batch [2500-2550] Speed: 243.35 samples/sec accuracy=0.968125 2020-04-18 07:33:09,854 Epoch[43] Batch [2550-2600] Speed: 243.28 samples/sec accuracy=0.974219 2020-04-18 07:33:36,223 Epoch[43] Batch [2600-2650] Speed: 242.71 samples/sec accuracy=0.975000 2020-04-18 07:34:02,473 Epoch[43] Batch [2650-2700] Speed: 243.81 samples/sec accuracy=0.970781 2020-04-18 07:34:28,773 Epoch[43] Batch [2700-2750] Speed: 243.36 samples/sec accuracy=0.969531 2020-04-18 07:34:55,109 Epoch[43] Batch [2750-2800] Speed: 243.01 samples/sec accuracy=0.971562 2020-04-18 07:35:21,377 Epoch[43] Batch [2800-2850] Speed: 243.65 samples/sec accuracy=0.970469 2020-04-18 07:35:47,687 Epoch[43] Batch [2850-2900] Speed: 243.25 samples/sec accuracy=0.969219 2020-04-18 07:36:13,975 Epoch[43] Batch [2900-2950] Speed: 243.46 samples/sec accuracy=0.971875 2020-04-18 07:36:40,313 Epoch[43] Batch [2950-3000] Speed: 242.99 samples/sec accuracy=0.969531 2020-04-18 07:37:06,894 Epoch[43] Batch [3000-3050] Speed: 240.78 samples/sec accuracy=0.971719 2020-04-18 07:37:33,229 Epoch[43] Batch [3050-3100] Speed: 243.03 samples/sec accuracy=0.972656 2020-04-18 07:37:59,454 Epoch[43] Batch [3100-3150] Speed: 244.04 samples/sec accuracy=0.970625 2020-04-18 07:38:25,686 Epoch[43] Batch [3150-3200] 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accuracy=0.971250 2020-04-18 07:43:14,616 Epoch[43] Batch [3700-3750] Speed: 244.02 samples/sec accuracy=0.971719 2020-04-18 07:43:40,938 Epoch[43] Batch [3750-3800] Speed: 243.14 samples/sec accuracy=0.970156 2020-04-18 07:44:07,210 Epoch[43] Batch [3800-3850] Speed: 243.60 samples/sec accuracy=0.969688 2020-04-18 07:44:33,445 Epoch[43] Batch [3850-3900] Speed: 243.96 samples/sec accuracy=0.967969 2020-04-18 07:44:59,763 Epoch[43] Batch [3900-3950] Speed: 243.18 samples/sec accuracy=0.966250 2020-04-18 07:45:26,004 Epoch[43] Batch [3950-4000] Speed: 243.89 samples/sec accuracy=0.972969 2020-04-18 07:45:52,266 Epoch[43] Batch [4000-4050] Speed: 243.71 samples/sec accuracy=0.970000 2020-04-18 07:46:18,560 Epoch[43] Batch [4050-4100] Speed: 243.40 samples/sec accuracy=0.967344 2020-04-18 07:46:44,959 Epoch[43] Batch [4100-4150] Speed: 242.44 samples/sec accuracy=0.970781 2020-04-18 07:47:11,299 Epoch[43] Batch [4150-4200] Speed: 242.98 samples/sec accuracy=0.973437 2020-04-18 07:47:37,571 Epoch[43] Batch [4200-4250] Speed: 243.61 samples/sec accuracy=0.967969 2020-04-18 07:48:03,821 Epoch[43] Batch [4250-4300] Speed: 243.81 samples/sec accuracy=0.973750 2020-04-18 07:48:30,053 Epoch[43] Batch [4300-4350] Speed: 243.98 samples/sec accuracy=0.972656 2020-04-18 07:48:56,421 Epoch[43] Batch [4350-4400] Speed: 242.73 samples/sec accuracy=0.972969 2020-04-18 07:49:22,666 Epoch[43] Batch [4400-4450] Speed: 243.85 samples/sec accuracy=0.966875 2020-04-18 07:49:48,940 Epoch[43] Batch [4450-4500] Speed: 243.60 samples/sec accuracy=0.970000 2020-04-18 07:50:15,433 Epoch[43] Batch [4500-4550] Speed: 241.57 samples/sec accuracy=0.974063 2020-04-18 07:50:41,697 Epoch[43] Batch [4550-4600] Speed: 243.68 samples/sec accuracy=0.971562 2020-04-18 07:51:08,357 Epoch[43] Batch [4600-4650] Speed: 240.07 samples/sec accuracy=0.969531 2020-04-18 07:51:34,696 Epoch[43] Batch [4650-4700] Speed: 242.98 samples/sec accuracy=0.971094 2020-04-18 07:52:00,955 Epoch[43] Batch [4700-4750] 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accuracy=0.969063 2020-04-18 07:56:50,515 Epoch[43] Batch [5250-5300] Speed: 243.05 samples/sec accuracy=0.971250 2020-04-18 07:57:16,823 Epoch[43] Batch [5300-5350] Speed: 243.28 samples/sec accuracy=0.970625 2020-04-18 07:57:43,120 Epoch[43] Batch [5350-5400] Speed: 243.37 samples/sec accuracy=0.970625 2020-04-18 07:58:09,380 Epoch[43] Batch [5400-5450] Speed: 243.73 samples/sec accuracy=0.972344 2020-04-18 07:58:35,710 Epoch[43] Batch [5450-5500] Speed: 243.07 samples/sec accuracy=0.973750 2020-04-18 07:59:02,017 Epoch[43] Batch [5500-5550] Speed: 243.28 samples/sec accuracy=0.967187 2020-04-18 07:59:28,486 Epoch[43] Batch [5550-5600] Speed: 241.79 samples/sec accuracy=0.974531 2020-04-18 07:59:54,783 Epoch[43] Batch [5600-5650] Speed: 243.38 samples/sec accuracy=0.971406 2020-04-18 08:00:21,038 Epoch[43] Batch [5650-5700] Speed: 243.76 samples/sec accuracy=0.971406 2020-04-18 08:00:47,330 Epoch[43] Batch [5700-5750] Speed: 243.42 samples/sec accuracy=0.968750 2020-04-18 08:01:13,525 Epoch[43] Batch [5750-5800] Speed: 244.32 samples/sec accuracy=0.973594 2020-04-18 08:01:39,792 Epoch[43] Batch [5800-5850] Speed: 243.66 samples/sec accuracy=0.973750 2020-04-18 08:02:06,057 Epoch[43] Batch [5850-5900] Speed: 243.67 samples/sec accuracy=0.973281 2020-04-18 08:02:32,338 Epoch[43] Batch [5900-5950] Speed: 243.52 samples/sec accuracy=0.970313 2020-04-18 08:02:58,641 Epoch[43] Batch [5950-6000] Speed: 243.32 samples/sec accuracy=0.971562 2020-04-18 08:03:24,956 Epoch[43] Batch [6000-6050] Speed: 243.21 samples/sec accuracy=0.971875 2020-04-18 08:03:51,668 Epoch[43] Batch [6050-6100] Speed: 239.59 samples/sec accuracy=0.972187 2020-04-18 08:04:17,896 Epoch[43] Batch [6100-6150] Speed: 244.02 samples/sec accuracy=0.970156 2020-04-18 08:04:44,150 Epoch[43] Batch [6150-6200] Speed: 243.77 samples/sec accuracy=0.972344 2020-04-18 08:05:10,330 Epoch[43] Batch [6200-6250] Speed: 244.46 samples/sec accuracy=0.972344 2020-04-18 08:05:36,612 Epoch[43] Batch [6250-6300] 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accuracy=0.973281 2020-04-18 08:10:25,739 Epoch[43] Batch [6800-6850] Speed: 243.21 samples/sec accuracy=0.972656 2020-04-18 08:10:52,003 Epoch[43] Batch [6850-6900] Speed: 243.68 samples/sec accuracy=0.972812 2020-04-18 08:11:18,319 Epoch[43] Batch [6900-6950] Speed: 243.19 samples/sec accuracy=0.971250 2020-04-18 08:11:44,744 Epoch[43] Batch [6950-7000] Speed: 242.20 samples/sec accuracy=0.972969 2020-04-18 08:12:11,034 Epoch[43] Batch [7000-7050] Speed: 243.44 samples/sec accuracy=0.974375 2020-04-18 08:12:37,292 Epoch[43] Batch [7050-7100] Speed: 243.74 samples/sec accuracy=0.973906 2020-04-18 08:13:03,504 Epoch[43] Batch [7100-7150] Speed: 244.16 samples/sec accuracy=0.972031 2020-04-18 08:13:29,749 Epoch[43] Batch [7150-7200] Speed: 243.86 samples/sec accuracy=0.975938 2020-04-18 08:13:56,105 Epoch[43] Batch [7200-7250] Speed: 242.83 samples/sec accuracy=0.970469 2020-04-18 08:14:22,369 Epoch[43] Batch [7250-7300] Speed: 243.68 samples/sec accuracy=0.966562 2020-04-18 08:14:48,652 Epoch[43] Batch [7300-7350] Speed: 243.51 samples/sec accuracy=0.972187 2020-04-18 08:15:15,024 Epoch[43] Batch [7350-7400] Speed: 242.68 samples/sec accuracy=0.972031 2020-04-18 08:15:41,372 Epoch[43] Batch [7400-7450] Speed: 242.90 samples/sec accuracy=0.970156 2020-04-18 08:16:07,675 Epoch[43] Batch [7450-7500] Speed: 243.32 samples/sec accuracy=0.975313 2020-04-18 08:16:33,960 Epoch[43] Batch [7500-7550] Speed: 243.49 samples/sec accuracy=0.971406 2020-04-18 08:17:00,410 Epoch[43] Batch [7550-7600] Speed: 241.96 samples/sec accuracy=0.966875 2020-04-18 08:17:27,494 Epoch[43] Batch [7600-7650] Speed: 236.30 samples/sec accuracy=0.968906 2020-04-18 08:17:53,772 Epoch[43] Batch [7650-7700] Speed: 243.55 samples/sec accuracy=0.971562 2020-04-18 08:18:20,005 Epoch[43] Batch [7700-7750] Speed: 243.97 samples/sec accuracy=0.971875 2020-04-18 08:18:46,299 Epoch[43] Batch [7750-7800] Speed: 243.41 samples/sec accuracy=0.971094 2020-04-18 08:19:12,511 Epoch[43] Batch [7800-7850] Speed: 244.16 samples/sec accuracy=0.970781 2020-04-18 08:19:38,743 Epoch[43] Batch [7850-7900] Speed: 243.98 samples/sec accuracy=0.971562 2020-04-18 08:20:04,993 Epoch[43] Batch [7900-7950] Speed: 243.81 samples/sec accuracy=0.972812 2020-04-18 08:20:31,273 Epoch[43] Batch [7950-8000] Speed: 243.54 samples/sec accuracy=0.976094 2020-04-18 08:20:57,504 Epoch[43] Batch [8000-8050] Speed: 243.99 samples/sec accuracy=0.972969 2020-04-18 08:21:23,766 Epoch[43] Batch [8050-8100] Speed: 243.70 samples/sec accuracy=0.972344 2020-04-18 08:21:49,979 Epoch[43] Batch [8100-8150] Speed: 244.15 samples/sec accuracy=0.976094 2020-04-18 08:22:16,433 Epoch[43] Batch [8150-8200] Speed: 241.93 samples/sec accuracy=0.970625 2020-04-18 08:22:42,785 Epoch[43] Batch [8200-8250] Speed: 242.87 samples/sec accuracy=0.969531 2020-04-18 08:23:08,991 Epoch[43] Batch [8250-8300] Speed: 244.22 samples/sec accuracy=0.968125 2020-04-18 08:23:35,280 Epoch[43] Batch [8300-8350] Speed: 243.45 samples/sec accuracy=0.971250 2020-04-18 08:24:01,481 Epoch[43] Batch [8350-8400] Speed: 244.27 samples/sec accuracy=0.971719 2020-04-18 08:24:27,753 Epoch[43] Batch [8400-8450] Speed: 243.61 samples/sec accuracy=0.975000 2020-04-18 08:24:54,147 Epoch[43] Batch [8450-8500] Speed: 242.48 samples/sec accuracy=0.971875 2020-04-18 08:25:20,546 Epoch[43] Batch [8500-8550] Speed: 242.44 samples/sec accuracy=0.972344 2020-04-18 08:25:46,852 Epoch[43] Batch [8550-8600] Speed: 243.30 samples/sec accuracy=0.971719 2020-04-18 08:26:13,111 Epoch[43] Batch [8600-8650] Speed: 243.72 samples/sec accuracy=0.973437 2020-04-18 08:26:39,296 Epoch[43] Batch [8650-8700] Speed: 244.42 samples/sec accuracy=0.971875 2020-04-18 08:27:05,648 Epoch[43] Batch [8700-8750] Speed: 242.86 samples/sec accuracy=0.971562 2020-04-18 08:27:31,987 Epoch[43] Batch [8750-8800] Speed: 242.98 samples/sec accuracy=0.970625 2020-04-18 08:27:58,234 Epoch[43] Batch [8800-8850] Speed: 243.84 samples/sec accuracy=0.970000 2020-04-18 08:28:24,496 Epoch[43] Batch [8850-8900] Speed: 243.70 samples/sec accuracy=0.972031 2020-04-18 08:28:50,678 Epoch[43] Batch [8900-8950] Speed: 244.44 samples/sec accuracy=0.974844 2020-04-18 08:29:17,041 Epoch[43] Batch [8950-9000] Speed: 242.77 samples/sec accuracy=0.973125 2020-04-18 08:29:43,333 Epoch[43] Batch [9000-9050] Speed: 243.42 samples/sec accuracy=0.971562 2020-04-18 08:30:09,969 Epoch[43] Batch [9050-9100] Speed: 240.27 samples/sec accuracy=0.969688 2020-04-18 08:30:36,156 Epoch[43] Batch [9100-9150] Speed: 244.40 samples/sec accuracy=0.971406 2020-04-18 08:31:02,378 Epoch[43] Batch [9150-9200] Speed: 244.08 samples/sec accuracy=0.972344 2020-04-18 08:31:28,582 Epoch[43] Batch [9200-9250] Speed: 244.23 samples/sec accuracy=0.971875 2020-04-18 08:31:54,805 Epoch[43] Batch [9250-9300] Speed: 244.06 samples/sec accuracy=0.973594 2020-04-18 08:32:21,117 Epoch[43] Batch [9300-9350] Speed: 243.24 samples/sec accuracy=0.972031 2020-04-18 08:32:47,375 Epoch[43] Batch [9350-9400] Speed: 243.74 samples/sec accuracy=0.973750 2020-04-18 08:33:13,623 Epoch[43] Batch [9400-9450] Speed: 243.83 samples/sec accuracy=0.972656 2020-04-18 08:33:39,936 Epoch[43] Batch [9450-9500] Speed: 243.23 samples/sec accuracy=0.971875 2020-04-18 08:34:06,202 Epoch[43] Batch [9500-9550] Speed: 243.66 samples/sec accuracy=0.969688 2020-04-18 08:34:32,379 Epoch[43] Batch [9550-9600] Speed: 244.49 samples/sec accuracy=0.971719 2020-04-18 08:34:58,622 Epoch[43] Batch [9600-9650] Speed: 243.88 samples/sec accuracy=0.973594 2020-04-18 08:35:24,815 Epoch[43] Batch [9650-9700] Speed: 244.34 samples/sec accuracy=0.970156 2020-04-18 08:35:51,077 Epoch[43] Batch [9700-9750] Speed: 243.70 samples/sec accuracy=0.974063 2020-04-18 08:36:17,315 Epoch[43] Batch [9750-9800] Speed: 243.92 samples/sec accuracy=0.972812 2020-04-18 08:36:43,614 Epoch[43] Batch [9800-9850] Speed: 243.36 samples/sec accuracy=0.970625 2020-04-18 08:37:09,864 Epoch[43] Batch [9850-9900] Speed: 243.81 samples/sec accuracy=0.972656 2020-04-18 08:37:36,093 Epoch[43] Batch [9900-9950] Speed: 244.01 samples/sec accuracy=0.971406 2020-04-18 08:38:02,397 Epoch[43] Batch [9950-10000] Speed: 243.31 samples/sec accuracy=0.972187 2020-04-18 08:38:28,724 Epoch[43] Batch [10000-10050] Speed: 243.09 samples/sec accuracy=0.969063 2020-04-18 08:38:54,924 Epoch[43] Batch [10050-10100] Speed: 244.28 samples/sec accuracy=0.972031 2020-04-18 08:39:21,228 Epoch[43] Batch [10100-10150] Speed: 243.31 samples/sec accuracy=0.972031 2020-04-18 08:39:47,808 Epoch[43] Batch [10150-10200] Speed: 240.78 samples/sec accuracy=0.967969 2020-04-18 08:40:14,556 Epoch[43] Batch [10200-10250] Speed: 239.28 samples/sec accuracy=0.972031 2020-04-18 08:40:41,068 Epoch[43] Batch [10250-10300] Speed: 241.40 samples/sec accuracy=0.970156 2020-04-18 08:41:07,466 Epoch[43] Batch [10300-10350] Speed: 242.44 samples/sec accuracy=0.970469 2020-04-18 08:41:34,166 Epoch[43] Batch [10350-10400] Speed: 239.71 samples/sec accuracy=0.972969 2020-04-18 08:42:00,384 Epoch[43] Batch [10400-10450] Speed: 244.11 samples/sec accuracy=0.973281 2020-04-18 08:42:26,689 Epoch[43] Batch [10450-10500] Speed: 243.30 samples/sec accuracy=0.968125 2020-04-18 08:42:53,025 Epoch[43] Batch [10500-10550] Speed: 243.01 samples/sec accuracy=0.972656 2020-04-18 08:43:19,256 Epoch[43] Batch [10550-10600] Speed: 243.99 samples/sec accuracy=0.971250 2020-04-18 08:43:45,490 Epoch[43] Batch [10600-10650] Speed: 243.96 samples/sec accuracy=0.973906 2020-04-18 08:44:11,774 Epoch[43] Batch [10650-10700] Speed: 243.50 samples/sec accuracy=0.973750 2020-04-18 08:44:38,060 Epoch[43] Batch [10700-10750] Speed: 243.47 samples/sec accuracy=0.974063 2020-04-18 08:45:04,282 Epoch[43] Batch [10750-10800] Speed: 244.08 samples/sec accuracy=0.970000 2020-04-18 08:45:30,495 Epoch[43] Batch [10800-10850] Speed: 244.15 samples/sec accuracy=0.972031 2020-04-18 08:45:56,728 Epoch[43] Batch [10850-10900] Speed: 243.97 samples/sec accuracy=0.972187 2020-04-18 08:46:22,998 Epoch[43] Batch [10900-10950] Speed: 243.62 samples/sec accuracy=0.971406 2020-04-18 08:46:49,212 Epoch[43] Batch [10950-11000] Speed: 244.15 samples/sec accuracy=0.970000 2020-04-18 08:47:15,435 Epoch[43] Batch [11000-11050] Speed: 244.07 samples/sec accuracy=0.970781 2020-04-18 08:47:41,675 Epoch[43] Batch [11050-11100] Speed: 243.90 samples/sec accuracy=0.972500 2020-04-18 08:48:07,908 Epoch[43] Batch [11100-11150] Speed: 243.98 samples/sec accuracy=0.972812 2020-04-18 08:48:34,247 Epoch[43] Batch [11150-11200] Speed: 242.99 samples/sec accuracy=0.972187 2020-04-18 08:49:00,497 Epoch[43] Batch [11200-11250] Speed: 243.81 samples/sec accuracy=0.969844 2020-04-18 08:49:26,732 Epoch[43] Batch [11250-11300] Speed: 243.95 samples/sec accuracy=0.977344 2020-04-18 08:49:53,062 Epoch[43] Batch [11300-11350] Speed: 243.07 samples/sec accuracy=0.970313 2020-04-18 08:50:19,440 Epoch[43] Batch [11350-11400] Speed: 242.63 samples/sec accuracy=0.973594 2020-04-18 08:50:45,787 Epoch[43] Batch [11400-11450] Speed: 242.92 samples/sec accuracy=0.968594 2020-04-18 08:51:12,122 Epoch[43] Batch [11450-11500] Speed: 243.03 samples/sec accuracy=0.973281 2020-04-18 08:51:38,432 Epoch[43] Batch [11500-11550] Speed: 243.26 samples/sec accuracy=0.970625 2020-04-18 08:52:04,680 Epoch[43] Batch [11550-11600] Speed: 243.82 samples/sec accuracy=0.969688 2020-04-18 08:52:31,019 Epoch[43] Batch [11600-11650] Speed: 242.99 samples/sec accuracy=0.971094 2020-04-18 08:52:57,316 Epoch[43] Batch [11650-11700] Speed: 243.37 samples/sec accuracy=0.972500 2020-04-18 08:53:23,544 Epoch[43] Batch [11700-11750] Speed: 244.01 samples/sec accuracy=0.972187 2020-04-18 08:53:49,891 Epoch[43] Batch [11750-11800] Speed: 242.91 samples/sec accuracy=0.972656 2020-04-18 08:54:16,216 Epoch[43] Batch [11800-11850] Speed: 243.12 samples/sec accuracy=0.967656 2020-04-18 08:54:42,472 Epoch[43] Batch [11850-11900] Speed: 243.76 samples/sec accuracy=0.975625 2020-04-18 08:55:08,807 Epoch[43] Batch [11900-11950] Speed: 243.03 samples/sec accuracy=0.971719 2020-04-18 08:55:35,974 Epoch[43] Batch [11950-12000] Speed: 235.58 samples/sec accuracy=0.971250 2020-04-18 08:56:02,291 Epoch[43] Batch [12000-12050] Speed: 243.19 samples/sec accuracy=0.974531 2020-04-18 08:56:28,651 Epoch[43] Batch [12050-12100] Speed: 242.79 samples/sec accuracy=0.973594 2020-04-18 08:56:54,981 Epoch[43] Batch [12100-12150] Speed: 243.07 samples/sec accuracy=0.968906 2020-04-18 08:57:21,215 Epoch[43] Batch [12150-12200] Speed: 243.97 samples/sec accuracy=0.972344 2020-04-18 08:57:47,553 Epoch[43] Batch [12200-12250] Speed: 243.00 samples/sec accuracy=0.970625 2020-04-18 08:58:14,038 Epoch[43] Batch [12250-12300] Speed: 241.65 samples/sec accuracy=0.969531 2020-04-18 08:58:40,639 Epoch[43] Batch [12300-12350] Speed: 240.59 samples/sec accuracy=0.970938 2020-04-18 08:59:07,022 Epoch[43] Batch [12350-12400] Speed: 242.58 samples/sec accuracy=0.975781 2020-04-18 08:59:33,292 Epoch[43] Batch [12400-12450] Speed: 243.62 samples/sec accuracy=0.969688 2020-04-18 08:59:59,526 Epoch[43] Batch [12450-12500] Speed: 243.96 samples/sec accuracy=0.973906 2020-04-18 09:00:25,818 Epoch[43] Batch [12500-12550] Speed: 243.42 samples/sec accuracy=0.971719 2020-04-18 09:00:52,119 Epoch[43] Batch [12550-12600] Speed: 243.34 samples/sec accuracy=0.972969 2020-04-18 09:01:18,471 Epoch[43] Batch [12600-12650] Speed: 242.87 samples/sec accuracy=0.973281 2020-04-18 09:01:44,827 Epoch[43] Batch [12650-12700] Speed: 242.83 samples/sec accuracy=0.974063 2020-04-18 09:02:11,153 Epoch[43] Batch [12700-12750] Speed: 243.11 samples/sec accuracy=0.972969 2020-04-18 09:02:37,515 Epoch[43] Batch [12750-12800] Speed: 242.77 samples/sec accuracy=0.975469 2020-04-18 09:03:03,845 Epoch[43] Batch [12800-12850] Speed: 243.07 samples/sec accuracy=0.968437 2020-04-18 09:03:30,281 Epoch[43] Batch [12850-12900] Speed: 242.10 samples/sec accuracy=0.967969 2020-04-18 09:03:56,588 Epoch[43] Batch [12900-12950] Speed: 243.28 samples/sec accuracy=0.971875 2020-04-18 09:04:22,955 Epoch[43] Batch [12950-13000] Speed: 242.73 samples/sec accuracy=0.972344 2020-04-18 09:04:49,432 Epoch[43] Batch [13000-13050] Speed: 241.72 samples/sec accuracy=0.970781 2020-04-18 09:05:15,902 Epoch[43] Batch [13050-13100] Speed: 241.78 samples/sec accuracy=0.972031 2020-04-18 09:05:42,345 Epoch[43] Batch [13100-13150] Speed: 242.04 samples/sec accuracy=0.970469 2020-04-18 09:06:08,702 Epoch[43] Batch [13150-13200] Speed: 242.82 samples/sec accuracy=0.975469 2020-04-18 09:06:35,065 Epoch[43] Batch [13200-13250] Speed: 242.77 samples/sec accuracy=0.975313 2020-04-18 09:07:01,504 Epoch[43] Batch [13250-13300] Speed: 242.06 samples/sec accuracy=0.971562 2020-04-18 09:07:27,966 Epoch[43] Batch [13300-13350] Speed: 241.86 samples/sec accuracy=0.972187 2020-04-18 09:07:54,287 Epoch[43] Batch [13350-13400] Speed: 243.16 samples/sec accuracy=0.969688 2020-04-18 09:08:20,593 Epoch[43] Batch [13400-13450] Speed: 243.29 samples/sec accuracy=0.971719 2020-04-18 09:08:47,353 Epoch[43] Batch [13450-13500] Speed: 239.16 samples/sec accuracy=0.972500 2020-04-18 09:09:13,698 Epoch[43] Batch [13500-13550] Speed: 242.93 samples/sec accuracy=0.973906 2020-04-18 09:09:39,982 Epoch[43] Batch [13550-13600] Speed: 243.50 samples/sec accuracy=0.968906 2020-04-18 09:10:06,263 Epoch[43] Batch [13600-13650] Speed: 243.52 samples/sec accuracy=0.970625 2020-04-18 09:10:32,590 Epoch[43] Batch [13650-13700] Speed: 243.10 samples/sec accuracy=0.968594 2020-04-18 09:10:59,039 Epoch[43] Batch [13700-13750] Speed: 241.98 samples/sec accuracy=0.971250 2020-04-18 09:11:25,306 Epoch[43] Batch [13750-13800] Speed: 243.65 samples/sec accuracy=0.969063 2020-04-18 09:11:51,623 Epoch[43] Batch [13800-13850] Speed: 243.19 samples/sec accuracy=0.970469 2020-04-18 09:12:17,899 Epoch[43] Batch [13850-13900] Speed: 243.58 samples/sec accuracy=0.972031 2020-04-18 09:12:44,122 Epoch[43] Batch [13900-13950] Speed: 244.06 samples/sec accuracy=0.970000 2020-04-18 09:13:10,429 Epoch[43] Batch [13950-14000] Speed: 243.28 samples/sec accuracy=0.969375 2020-04-18 09:13:36,768 Epoch[43] Batch [14000-14050] Speed: 242.98 samples/sec accuracy=0.971406 2020-04-18 09:14:03,029 Epoch[43] Batch [14050-14100] Speed: 243.71 samples/sec accuracy=0.972500 2020-04-18 09:14:29,344 Epoch[43] Batch [14100-14150] Speed: 243.21 samples/sec accuracy=0.969219 2020-04-18 09:14:55,690 Epoch[43] Batch [14150-14200] Speed: 242.92 samples/sec accuracy=0.969688 2020-04-18 09:15:22,179 Epoch[43] Batch [14200-14250] Speed: 241.62 samples/sec accuracy=0.975938 2020-04-18 09:15:48,538 Epoch[43] Batch [14250-14300] Speed: 242.81 samples/sec accuracy=0.972656 2020-04-18 09:16:14,795 Epoch[43] Batch [14300-14350] Speed: 243.75 samples/sec accuracy=0.974375 2020-04-18 09:16:40,971 Epoch[43] Batch [14350-14400] Speed: 244.50 samples/sec accuracy=0.971562 2020-04-18 09:17:07,456 Epoch[43] Batch [14400-14450] Speed: 241.65 samples/sec accuracy=0.973594 2020-04-18 09:17:33,879 Epoch[43] Batch [14450-14500] Speed: 242.21 samples/sec accuracy=0.970469 2020-04-18 09:18:00,245 Epoch[43] Batch [14500-14550] Speed: 242.74 samples/sec accuracy=0.972969 2020-04-18 09:18:26,535 Epoch[43] Batch [14550-14600] Speed: 243.43 samples/sec accuracy=0.967812 2020-04-18 09:18:52,764 Epoch[43] Batch [14600-14650] Speed: 244.01 samples/sec accuracy=0.970938 2020-04-18 09:19:19,046 Epoch[43] Batch [14650-14700] Speed: 243.51 samples/sec accuracy=0.972500 2020-04-18 09:19:45,370 Epoch[43] Batch [14700-14750] Speed: 243.13 samples/sec accuracy=0.971875 2020-04-18 09:20:11,663 Epoch[43] Batch [14750-14800] Speed: 243.41 samples/sec accuracy=0.974063 2020-04-18 09:20:37,966 Epoch[43] Batch [14800-14850] Speed: 243.32 samples/sec accuracy=0.969531 2020-04-18 09:21:04,227 Epoch[43] Batch [14850-14900] Speed: 243.71 samples/sec accuracy=0.972031 2020-04-18 09:21:30,526 Epoch[43] Batch [14900-14950] Speed: 243.36 samples/sec accuracy=0.972656 2020-04-18 09:21:57,391 Epoch[43] Batch [14950-15000] Speed: 238.23 samples/sec accuracy=0.972812 2020-04-18 09:22:23,681 Epoch[43] Batch [15000-15050] Speed: 243.44 samples/sec accuracy=0.971875 2020-04-18 09:22:49,955 Epoch[43] Batch [15050-15100] Speed: 243.59 samples/sec accuracy=0.970781 2020-04-18 09:23:16,194 Epoch[43] Batch [15100-15150] Speed: 243.91 samples/sec accuracy=0.974063 2020-04-18 09:23:42,368 Epoch[43] Batch [15150-15200] Speed: 244.53 samples/sec accuracy=0.969688 2020-04-18 09:24:08,704 Epoch[43] Batch [15200-15250] Speed: 243.01 samples/sec accuracy=0.975469 2020-04-18 09:24:35,039 Epoch[43] Batch [15250-15300] Speed: 243.03 samples/sec accuracy=0.972344 2020-04-18 09:25:01,286 Epoch[43] Batch [15300-15350] Speed: 243.84 samples/sec accuracy=0.972500 2020-04-18 09:25:27,580 Epoch[43] Batch [15350-15400] Speed: 243.40 samples/sec accuracy=0.971406 2020-04-18 09:25:53,976 Epoch[43] Batch [15400-15450] Speed: 242.46 samples/sec accuracy=0.969375 2020-04-18 09:26:20,223 Epoch[43] Batch [15450-15500] Speed: 243.84 samples/sec accuracy=0.969375 2020-04-18 09:26:46,461 Epoch[43] Batch [15500-15550] Speed: 243.93 samples/sec accuracy=0.970938 2020-04-18 09:27:12,726 Epoch[43] Batch [15550-15600] Speed: 243.67 samples/sec accuracy=0.974063 2020-04-18 09:27:39,011 Epoch[43] Batch [15600-15650] Speed: 243.49 samples/sec accuracy=0.970938 2020-04-18 09:28:05,274 Epoch[43] Batch [15650-15700] Speed: 243.69 samples/sec accuracy=0.972812 2020-04-18 09:28:31,556 Epoch[43] Batch [15700-15750] Speed: 243.51 samples/sec accuracy=0.973906 2020-04-18 09:28:57,811 Epoch[43] Batch [15750-15800] Speed: 243.77 samples/sec accuracy=0.970469 2020-04-18 09:29:24,162 Epoch[43] Batch [15800-15850] Speed: 242.88 samples/sec accuracy=0.970469 2020-04-18 09:29:50,537 Epoch[43] Batch [15850-15900] Speed: 242.65 samples/sec accuracy=0.973437 2020-04-18 09:30:16,857 Epoch[43] Batch [15900-15950] Speed: 243.17 samples/sec accuracy=0.967812 2020-04-18 09:30:43,171 Epoch[43] Batch [15950-16000] Speed: 243.22 samples/sec accuracy=0.970625 2020-04-18 09:31:09,505 Epoch[43] Batch [16000-16050] Speed: 243.03 samples/sec accuracy=0.970156 2020-04-18 09:31:35,799 Epoch[43] Batch [16050-16100] Speed: 243.40 samples/sec accuracy=0.972187 2020-04-18 09:32:02,056 Epoch[43] Batch [16100-16150] Speed: 243.75 samples/sec accuracy=0.971875 2020-04-18 09:32:28,391 Epoch[43] Batch [16150-16200] Speed: 243.02 samples/sec accuracy=0.973750 2020-04-18 09:32:54,678 Epoch[43] Batch [16200-16250] Speed: 243.47 samples/sec accuracy=0.973125 2020-04-18 09:33:20,939 Epoch[43] Batch [16250-16300] Speed: 243.70 samples/sec accuracy=0.971875 2020-04-18 09:33:47,218 Epoch[43] Batch [16300-16350] Speed: 243.54 samples/sec accuracy=0.974688 2020-04-18 09:34:13,508 Epoch[43] Batch [16350-16400] Speed: 243.44 samples/sec accuracy=0.971719 2020-04-18 09:34:40,223 Epoch[43] Batch [16400-16450] Speed: 239.56 samples/sec accuracy=0.968125 2020-04-18 09:35:06,478 Epoch[43] Batch [16450-16500] Speed: 243.77 samples/sec accuracy=0.972031 2020-04-18 09:35:32,668 Epoch[43] Batch [16500-16550] Speed: 244.37 samples/sec accuracy=0.973906 2020-04-18 09:35:58,959 Epoch[43] Batch [16550-16600] Speed: 243.43 samples/sec accuracy=0.973437 2020-04-18 09:36:25,200 Epoch[43] Batch [16600-16650] Speed: 243.89 samples/sec accuracy=0.972344 2020-04-18 09:36:51,491 Epoch[43] Batch [16650-16700] Speed: 243.43 samples/sec accuracy=0.970156 2020-04-18 09:37:17,729 Epoch[43] Batch [16700-16750] Speed: 243.92 samples/sec accuracy=0.968906 2020-04-18 09:37:44,528 Epoch[43] Batch [16750-16800] Speed: 238.81 samples/sec accuracy=0.970469 2020-04-18 09:38:10,739 Epoch[43] Batch [16800-16850] Speed: 244.18 samples/sec accuracy=0.969844 2020-04-18 09:38:37,045 Epoch[43] Batch [16850-16900] Speed: 243.29 samples/sec accuracy=0.972187 2020-04-18 09:39:03,371 Epoch[43] Batch [16900-16950] Speed: 243.11 samples/sec accuracy=0.973750 2020-04-18 09:39:29,604 Epoch[43] Batch [16950-17000] Speed: 243.96 samples/sec accuracy=0.974844 2020-04-18 09:39:55,781 Epoch[43] Batch [17000-17050] Speed: 244.49 samples/sec accuracy=0.971562 2020-04-18 09:40:22,022 Epoch[43] Batch [17050-17100] Speed: 243.90 samples/sec accuracy=0.971250 2020-04-18 09:40:48,281 Epoch[43] Batch [17100-17150] Speed: 243.73 samples/sec accuracy=0.970781 2020-04-18 09:41:14,589 Epoch[43] Batch [17150-17200] Speed: 243.28 samples/sec accuracy=0.972500 2020-04-18 09:41:40,886 Epoch[43] Batch [17200-17250] Speed: 243.38 samples/sec accuracy=0.974844 2020-04-18 09:42:07,170 Epoch[43] Batch [17250-17300] Speed: 243.49 samples/sec accuracy=0.968906 2020-04-18 09:42:33,435 Epoch[43] Batch [17300-17350] Speed: 243.67 samples/sec accuracy=0.970938 2020-04-18 09:42:59,738 Epoch[43] Batch [17350-17400] Speed: 243.32 samples/sec accuracy=0.971250 2020-04-18 09:43:26,041 Epoch[43] Batch [17400-17450] Speed: 243.32 samples/sec accuracy=0.971562 2020-04-18 09:43:52,335 Epoch[43] Batch [17450-17500] Speed: 243.40 samples/sec accuracy=0.972187 2020-04-18 09:44:18,589 Epoch[43] Batch [17500-17550] Speed: 243.78 samples/sec accuracy=0.973594 2020-04-18 09:44:44,880 Epoch[43] Batch [17550-17600] Speed: 243.43 samples/sec accuracy=0.973594 2020-04-18 09:45:11,206 Epoch[43] Batch [17600-17650] Speed: 243.10 samples/sec accuracy=0.968125 2020-04-18 09:45:37,559 Epoch[43] Batch [17650-17700] Speed: 242.86 samples/sec accuracy=0.973906 2020-04-18 09:46:03,801 Epoch[43] Batch [17700-17750] Speed: 243.89 samples/sec accuracy=0.972187 2020-04-18 09:46:30,041 Epoch[43] Batch [17750-17800] Speed: 243.91 samples/sec accuracy=0.972344 2020-04-18 09:46:56,305 Epoch[43] Batch [17800-17850] Speed: 243.68 samples/sec accuracy=0.971562 2020-04-18 09:47:22,510 Epoch[43] Batch [17850-17900] Speed: 244.23 samples/sec accuracy=0.976250 2020-04-18 09:47:48,836 Epoch[43] Batch [17900-17950] Speed: 243.11 samples/sec accuracy=0.970313 2020-04-18 09:48:15,566 Epoch[43] Batch [17950-18000] Speed: 239.44 samples/sec accuracy=0.974063 2020-04-18 09:48:41,931 Epoch[43] Batch [18000-18050] Speed: 242.75 samples/sec accuracy=0.969531 2020-04-18 09:49:08,280 Epoch[43] Batch [18050-18100] Speed: 242.89 samples/sec accuracy=0.972656 2020-04-18 09:49:34,497 Epoch[43] Batch [18100-18150] Speed: 244.12 samples/sec accuracy=0.977031 2020-04-18 09:50:00,859 Epoch[43] Batch [18150-18200] Speed: 242.78 samples/sec accuracy=0.976719 2020-04-18 09:50:27,206 Epoch[43] Batch [18200-18250] Speed: 242.91 samples/sec accuracy=0.971406 2020-04-18 09:50:53,449 Epoch[43] Batch [18250-18300] Speed: 243.88 samples/sec accuracy=0.969375 2020-04-18 09:51:19,659 Epoch[43] Batch [18300-18350] Speed: 244.18 samples/sec accuracy=0.968281 2020-04-18 09:51:45,865 Epoch[43] Batch [18350-18400] Speed: 244.23 samples/sec accuracy=0.970781 2020-04-18 09:52:12,078 Epoch[43] Batch [18400-18450] Speed: 244.15 samples/sec accuracy=0.971719 2020-04-18 09:52:38,319 Epoch[43] Batch [18450-18500] Speed: 243.90 samples/sec accuracy=0.968750 2020-04-18 09:53:04,609 Epoch[43] Batch [18500-18550] Speed: 243.44 samples/sec accuracy=0.973750 2020-04-18 09:53:30,841 Epoch[43] Batch [18550-18600] Speed: 243.98 samples/sec accuracy=0.966562 2020-04-18 09:53:57,061 Epoch[43] Batch [18600-18650] Speed: 244.09 samples/sec accuracy=0.969219 2020-04-18 09:54:23,304 Epoch[43] Batch [18650-18700] Speed: 243.87 samples/sec accuracy=0.972500 2020-04-18 09:54:49,605 Epoch[43] Batch [18700-18750] Speed: 243.34 samples/sec accuracy=0.972656 2020-04-18 09:55:15,958 Epoch[43] Batch [18750-18800] Speed: 242.85 samples/sec accuracy=0.970781 2020-04-18 09:55:42,258 Epoch[43] Batch [18800-18850] Speed: 243.35 samples/sec accuracy=0.970313 2020-04-18 09:56:08,596 Epoch[43] Batch [18850-18900] Speed: 243.00 samples/sec accuracy=0.970000 2020-04-18 09:56:34,994 Epoch[43] Batch [18900-18950] Speed: 242.44 samples/sec accuracy=0.972812 2020-04-18 09:57:01,331 Epoch[43] Batch [18950-19000] Speed: 243.01 samples/sec accuracy=0.973750 2020-04-18 09:57:27,627 Epoch[43] Batch [19000-19050] Speed: 243.38 samples/sec accuracy=0.972187 2020-04-18 09:57:53,957 Epoch[43] Batch [19050-19100] Speed: 243.07 samples/sec accuracy=0.971406 2020-04-18 09:58:20,202 Epoch[43] Batch [19100-19150] Speed: 243.86 samples/sec accuracy=0.972344 2020-04-18 09:58:46,480 Epoch[43] Batch [19150-19200] Speed: 243.55 samples/sec accuracy=0.972812 2020-04-18 09:59:12,755 Epoch[43] Batch [19200-19250] Speed: 243.58 samples/sec accuracy=0.967187 2020-04-18 09:59:38,991 Epoch[43] Batch [19250-19300] Speed: 243.94 samples/sec accuracy=0.970781 2020-04-18 10:00:05,221 Epoch[43] Batch [19300-19350] Speed: 244.00 samples/sec accuracy=0.970000 2020-04-18 10:00:31,453 Epoch[43] Batch [19350-19400] Speed: 243.98 samples/sec accuracy=0.972187 2020-04-18 10:00:57,813 Epoch[43] Batch [19400-19450] Speed: 242.79 samples/sec accuracy=0.972812 2020-04-18 10:01:24,215 Epoch[43] Batch [19450-19500] Speed: 242.40 samples/sec accuracy=0.973437 2020-04-18 10:01:50,571 Epoch[43] Batch [19500-19550] Speed: 242.83 samples/sec accuracy=0.973281 2020-04-18 10:02:17,256 Epoch[43] Batch [19550-19600] Speed: 239.84 samples/sec accuracy=0.970469 2020-04-18 10:02:43,475 Epoch[43] Batch [19600-19650] Speed: 244.10 samples/sec accuracy=0.972812 2020-04-18 10:03:09,745 Epoch[43] Batch [19650-19700] Speed: 243.62 samples/sec accuracy=0.972812 2020-04-18 10:03:36,052 Epoch[43] Batch [19700-19750] Speed: 243.29 samples/sec accuracy=0.975625 2020-04-18 10:04:02,448 Epoch[43] Batch [19750-19800] Speed: 242.46 samples/sec accuracy=0.972969 2020-04-18 10:04:28,703 Epoch[43] Batch [19800-19850] Speed: 243.77 samples/sec accuracy=0.968594 2020-04-18 10:04:54,934 Epoch[43] Batch [19850-19900] Speed: 243.99 samples/sec accuracy=0.972656 2020-04-18 10:05:21,312 Epoch[43] Batch [19900-19950] Speed: 242.63 samples/sec accuracy=0.971562 2020-04-18 10:05:47,653 Epoch[43] Batch [19950-20000] Speed: 242.97 samples/sec accuracy=0.967500 2020-04-18 10:06:13,891 Epoch[43] Batch [20000-20050] Speed: 243.92 samples/sec accuracy=0.974531 2020-04-18 10:06:40,199 Epoch[43] Batch [20050-20100] Speed: 243.27 samples/sec accuracy=0.972500 2020-04-18 10:07:06,472 Epoch[43] Batch [20100-20150] Speed: 243.60 samples/sec accuracy=0.973125 2020-04-18 10:07:32,734 Epoch[43] Batch [20150-20200] Speed: 243.69 samples/sec accuracy=0.974688 2020-04-18 10:07:59,012 Epoch[43] Batch [20200-20250] Speed: 243.56 samples/sec accuracy=0.972031 2020-04-18 10:08:25,310 Epoch[43] Batch [20250-20300] Speed: 243.36 samples/sec accuracy=0.970000 2020-04-18 10:08:51,591 Epoch[43] Batch [20300-20350] Speed: 243.52 samples/sec accuracy=0.976094 2020-04-18 10:09:17,901 Epoch[43] Batch [20350-20400] Speed: 243.26 samples/sec accuracy=0.972969 2020-04-18 10:09:44,121 Epoch[43] Batch [20400-20450] Speed: 244.09 samples/sec accuracy=0.974219 2020-04-18 10:10:10,365 Epoch[43] Batch [20450-20500] Speed: 243.86 samples/sec accuracy=0.972969 2020-04-18 10:10:36,630 Epoch[43] Batch [20500-20550] Speed: 243.68 samples/sec accuracy=0.970938 2020-04-18 10:11:02,881 Epoch[43] Batch [20550-20600] Speed: 243.80 samples/sec accuracy=0.969844 2020-04-18 10:11:29,211 Epoch[43] Batch [20600-20650] Speed: 243.07 samples/sec accuracy=0.972969 2020-04-18 10:11:55,456 Epoch[43] Batch [20650-20700] Speed: 243.86 samples/sec accuracy=0.972656 2020-04-18 10:12:21,707 Epoch[43] Batch [20700-20750] Speed: 243.80 samples/sec accuracy=0.969688 2020-04-18 10:12:47,963 Epoch[43] Batch [20750-20800] Speed: 243.76 samples/sec accuracy=0.971250 2020-04-18 10:13:14,303 Epoch[43] Batch [20800-20850] Speed: 242.97 samples/sec accuracy=0.970156 2020-04-18 10:13:40,650 Epoch[43] Batch [20850-20900] Speed: 242.92 samples/sec accuracy=0.970938 2020-04-18 10:14:06,878 Epoch[43] Batch [20900-20950] Speed: 244.01 samples/sec accuracy=0.970469 2020-04-18 10:14:33,125 Epoch[43] Batch [20950-21000] Speed: 243.84 samples/sec accuracy=0.973594 2020-04-18 10:14:59,810 Epoch[43] Batch [21000-21050] Speed: 239.84 samples/sec accuracy=0.973125 2020-04-18 10:15:26,130 Epoch[43] Batch [21050-21100] Speed: 243.16 samples/sec accuracy=0.973281 2020-04-18 10:15:52,428 Epoch[43] Batch [21100-21150] Speed: 243.37 samples/sec accuracy=0.972344 2020-04-18 10:16:18,605 Epoch[43] Batch [21150-21200] Speed: 244.49 samples/sec accuracy=0.974375 2020-04-18 10:16:45,000 Epoch[43] Batch [21200-21250] Speed: 242.47 samples/sec accuracy=0.971562 2020-04-18 10:17:11,260 Epoch[43] Batch [21250-21300] Speed: 243.72 samples/sec accuracy=0.975313 2020-04-18 10:17:37,449 Epoch[43] Batch [21300-21350] Speed: 244.38 samples/sec accuracy=0.969219 2020-04-18 10:18:03,651 Epoch[43] Batch [21350-21400] Speed: 244.25 samples/sec accuracy=0.972969 2020-04-18 10:18:29,929 Epoch[43] Batch [21400-21450] Speed: 243.56 samples/sec accuracy=0.971250 2020-04-18 10:18:56,251 Epoch[43] Batch [21450-21500] Speed: 243.14 samples/sec accuracy=0.969531 2020-04-18 10:19:22,559 Epoch[43] Batch [21500-21550] Speed: 243.27 samples/sec accuracy=0.972656 2020-04-18 10:19:48,804 Epoch[43] Batch [21550-21600] Speed: 243.86 samples/sec accuracy=0.972344 2020-04-18 10:20:15,051 Epoch[43] Batch [21600-21650] Speed: 243.83 samples/sec accuracy=0.970469 2020-04-18 10:20:41,282 Epoch[43] Batch [21650-21700] Speed: 243.99 samples/sec accuracy=0.972031 2020-04-18 10:21:07,559 Epoch[43] Batch [21700-21750] Speed: 243.56 samples/sec accuracy=0.969531 2020-04-18 10:21:33,997 Epoch[43] Batch [21750-21800] Speed: 242.08 samples/sec accuracy=0.968906 2020-04-18 10:22:00,277 Epoch[43] Batch [21800-21850] Speed: 243.53 samples/sec accuracy=0.970469 2020-04-18 10:22:26,556 Epoch[43] Batch [21850-21900] Speed: 243.55 samples/sec accuracy=0.973125 2020-04-18 10:22:52,778 Epoch[43] Batch [21900-21950] Speed: 244.07 samples/sec accuracy=0.965781 2020-04-18 10:23:19,143 Epoch[43] Batch [21950-22000] Speed: 242.75 samples/sec accuracy=0.973281 2020-04-18 10:23:45,395 Epoch[43] Batch [22000-22050] Speed: 243.79 samples/sec accuracy=0.974219 2020-04-18 10:24:11,635 Epoch[43] Batch [22050-22100] Speed: 243.90 samples/sec accuracy=0.973125 2020-04-18 10:24:38,028 Epoch[43] Batch [22100-22150] Speed: 242.49 samples/sec accuracy=0.972344 2020-04-18 10:25:04,302 Epoch[43] Batch [22150-22200] Speed: 243.59 samples/sec accuracy=0.970625 2020-04-18 10:25:30,584 Epoch[43] Batch [22200-22250] Speed: 243.51 samples/sec accuracy=0.972969 2020-04-18 10:25:56,794 Epoch[43] Batch [22250-22300] Speed: 244.18 samples/sec accuracy=0.970000 2020-04-18 10:26:23,269 Epoch[43] Batch [22300-22350] Speed: 241.74 samples/sec accuracy=0.972031 2020-04-18 10:26:49,570 Epoch[43] Batch [22350-22400] Speed: 243.34 samples/sec accuracy=0.972656 2020-04-18 10:27:15,793 Epoch[43] Batch [22400-22450] Speed: 244.06 samples/sec accuracy=0.970156 2020-04-18 10:27:42,087 Epoch[43] Batch [22450-22500] Speed: 243.40 samples/sec accuracy=0.968594 2020-04-18 10:28:08,426 Epoch[43] Batch [22500-22550] Speed: 242.99 samples/sec accuracy=0.972656 2020-04-18 10:28:35,277 Epoch[43] Batch [22550-22600] Speed: 238.35 samples/sec accuracy=0.973281 2020-04-18 10:29:01,536 Epoch[43] Batch [22600-22650] Speed: 243.73 samples/sec accuracy=0.968906 2020-04-18 10:29:27,813 Epoch[43] Batch [22650-22700] Speed: 243.56 samples/sec accuracy=0.969688 2020-04-18 10:29:54,043 Epoch[43] Batch [22700-22750] Speed: 244.00 samples/sec accuracy=0.969219 2020-04-18 10:30:20,304 Epoch[43] Batch [22750-22800] Speed: 243.71 samples/sec accuracy=0.971250 2020-04-18 10:30:46,628 Epoch[43] Batch [22800-22850] Speed: 243.12 samples/sec accuracy=0.972187 2020-04-18 10:31:12,947 Epoch[43] Batch [22850-22900] Speed: 243.18 samples/sec accuracy=0.972344 2020-04-18 10:31:39,243 Epoch[43] Batch [22900-22950] Speed: 243.38 samples/sec accuracy=0.970625 2020-04-18 10:32:05,544 Epoch[43] Batch [22950-23000] Speed: 243.34 samples/sec accuracy=0.974063 2020-04-18 10:32:31,848 Epoch[43] Batch [23000-23050] Speed: 243.31 samples/sec accuracy=0.971406 2020-04-18 10:32:58,336 Epoch[43] Batch [23050-23100] Speed: 241.62 samples/sec accuracy=0.972500 2020-04-18 10:33:24,541 Epoch[43] Batch [23100-23150] Speed: 244.23 samples/sec accuracy=0.968750 2020-04-18 10:33:50,769 Epoch[43] Batch [23150-23200] Speed: 244.02 samples/sec accuracy=0.972969 2020-04-18 10:34:17,069 Epoch[43] Batch [23200-23250] Speed: 243.35 samples/sec accuracy=0.969844 2020-04-18 10:34:43,343 Epoch[43] Batch [23250-23300] Speed: 243.58 samples/sec accuracy=0.974531 2020-04-18 10:35:09,588 Epoch[43] Batch [23300-23350] Speed: 243.86 samples/sec accuracy=0.968125 2020-04-18 10:35:35,816 Epoch[43] Batch [23350-23400] Speed: 244.02 samples/sec accuracy=0.969688 2020-04-18 10:36:02,015 Epoch[43] Batch [23400-23450] Speed: 244.28 samples/sec accuracy=0.969063 2020-04-18 10:36:28,277 Epoch[43] Batch [23450-23500] Speed: 243.70 samples/sec accuracy=0.970313 2020-04-18 10:36:54,586 Epoch[43] Batch [23500-23550] Speed: 243.26 samples/sec accuracy=0.975156 2020-04-18 10:37:20,865 Epoch[43] Batch [23550-23600] Speed: 243.54 samples/sec accuracy=0.972500 2020-04-18 10:37:47,218 Epoch[43] Batch [23600-23650] Speed: 242.86 samples/sec accuracy=0.974219 2020-04-18 10:38:13,541 Epoch[43] Batch [23650-23700] Speed: 243.13 samples/sec accuracy=0.971406 2020-04-18 10:38:39,782 Epoch[43] Batch [23700-23750] Speed: 243.89 samples/sec accuracy=0.971875 2020-04-18 10:39:05,996 Epoch[43] Batch [23750-23800] Speed: 244.15 samples/sec accuracy=0.974844 2020-04-18 10:39:32,382 Epoch[43] Batch [23800-23850] Speed: 242.55 samples/sec accuracy=0.974063 2020-04-18 10:39:58,755 Epoch[43] Batch [23850-23900] Speed: 242.68 samples/sec accuracy=0.970156 2020-04-18 10:40:25,236 Epoch[43] Batch [23900-23950] Speed: 241.69 samples/sec accuracy=0.972344 2020-04-18 10:40:51,645 Epoch[43] Batch [23950-24000] Speed: 242.34 samples/sec accuracy=0.970781 2020-04-18 10:41:18,452 Epoch[43] Batch [24000-24050] Speed: 238.74 samples/sec accuracy=0.971875 2020-04-18 10:41:44,763 Epoch[43] Batch [24050-24100] Speed: 243.25 samples/sec accuracy=0.972031 2020-04-18 10:42:11,256 Epoch[43] Batch [24100-24150] Speed: 241.57 samples/sec accuracy=0.971094 2020-04-18 10:42:37,662 Epoch[43] Batch [24150-24200] Speed: 242.37 samples/sec accuracy=0.971875 2020-04-18 10:43:04,010 Epoch[43] Batch [24200-24250] Speed: 242.91 samples/sec accuracy=0.971250 2020-04-18 10:43:30,478 Epoch[43] Batch [24250-24300] Speed: 241.80 samples/sec accuracy=0.971719 2020-04-18 10:43:56,817 Epoch[43] Batch [24300-24350] Speed: 242.98 samples/sec accuracy=0.970000 2020-04-18 10:44:23,099 Epoch[43] Batch [24350-24400] Speed: 243.52 samples/sec accuracy=0.974688 2020-04-18 10:44:49,455 Epoch[43] Batch [24400-24450] Speed: 242.82 samples/sec accuracy=0.972812 2020-04-18 10:45:15,854 Epoch[43] Batch [24450-24500] Speed: 242.44 samples/sec accuracy=0.972031 2020-04-18 10:45:42,103 Epoch[43] Batch [24500-24550] Speed: 243.82 samples/sec accuracy=0.971562 2020-04-18 10:46:08,397 Epoch[43] Batch [24550-24600] Speed: 243.41 samples/sec accuracy=0.972031 2020-04-18 10:46:34,789 Epoch[43] Batch [24600-24650] Speed: 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accuracy=0.969375 2020-04-18 10:51:24,413 Epoch[43] Batch [25150-25200] Speed: 242.55 samples/sec accuracy=0.970313 2020-04-18 10:51:50,898 Epoch[43] Batch [25200-25250] Speed: 241.65 samples/sec accuracy=0.967500 2020-04-18 10:52:17,343 Epoch[43] Batch [25250-25300] Speed: 242.01 samples/sec accuracy=0.972812 2020-04-18 10:52:44,043 Epoch[43] Batch [25300-25350] Speed: 239.70 samples/sec accuracy=0.970156 2020-04-18 10:53:10,191 Epoch[43] Batch [25350-25400] Speed: 244.77 samples/sec accuracy=0.973906 2020-04-18 10:53:36,464 Epoch[43] Batch [25400-25450] Speed: 243.59 samples/sec accuracy=0.973125 2020-04-18 10:54:02,677 Epoch[43] Batch [25450-25500] Speed: 244.16 samples/sec accuracy=0.971719 2020-04-18 10:54:28,905 Epoch[43] Batch [25500-25550] Speed: 244.01 samples/sec accuracy=0.974844 2020-04-18 10:54:55,218 Epoch[43] Batch [25550-25600] Speed: 243.23 samples/sec accuracy=0.968281 2020-04-18 10:55:21,492 Epoch[43] Batch [25600-25650] Speed: 243.59 samples/sec accuracy=0.974219 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[27150-27200] Speed: 243.85 samples/sec accuracy=0.972500 2020-04-18 11:09:22,643 Epoch[43] Batch [27200-27250] Speed: 243.18 samples/sec accuracy=0.973594 2020-04-18 11:09:49,008 Epoch[43] Batch [27250-27300] Speed: 242.75 samples/sec accuracy=0.975000 2020-04-18 11:10:15,543 Epoch[43] Batch [27300-27350] Speed: 241.19 samples/sec accuracy=0.972812 2020-04-18 11:10:41,854 Epoch[43] Batch [27350-27400] Speed: 243.25 samples/sec accuracy=0.970469 2020-04-18 11:11:08,140 Epoch[43] Batch [27400-27450] Speed: 243.47 samples/sec accuracy=0.973281 2020-04-18 11:11:34,405 Epoch[43] Batch [27450-27500] Speed: 243.68 samples/sec accuracy=0.973281 2020-04-18 11:12:00,717 Epoch[43] Batch [27500-27550] Speed: 243.24 samples/sec accuracy=0.972812 2020-04-18 11:12:27,147 Epoch[43] Batch [27550-27600] Speed: 242.15 samples/sec accuracy=0.968750 2020-04-18 11:12:53,437 Epoch[43] Batch [27600-27650] Speed: 243.45 samples/sec accuracy=0.968750 2020-04-18 11:13:19,713 Epoch[43] Batch [27650-27700] Speed: 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accuracy=0.973437 2020-04-18 11:18:03,466 Epoch[43] Train-accuracy=0.971648 2020-04-18 11:18:03,466 Epoch[43] Time cost=14861.914 2020-04-18 11:18:03,514 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0044.params" 2020-04-18 11:44:54,001 Epoch[43] Validation-accuracy=0.985791 2020-04-18 11:45:28,075 Epoch[44] Batch [0-50] Speed: 242.99 samples/sec accuracy=0.971661 2020-04-18 11:45:54,327 Epoch[44] Batch [50-100] Speed: 243.80 samples/sec accuracy=0.972812 2020-04-18 11:46:20,556 Epoch[44] Batch [100-150] Speed: 244.01 samples/sec accuracy=0.971406 2020-04-18 11:46:46,871 Epoch[44] Batch [150-200] Speed: 243.20 samples/sec accuracy=0.971094 2020-04-18 11:47:13,135 Epoch[44] Batch [200-250] Speed: 243.68 samples/sec accuracy=0.971875 2020-04-18 11:47:39,451 Epoch[44] Batch [250-300] Speed: 243.21 samples/sec accuracy=0.971094 2020-04-18 11:48:05,787 Epoch[44] Batch [300-350] Speed: 243.02 samples/sec accuracy=0.967187 2020-04-18 11:48:32,057 Epoch[44] Batch 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2020-04-18 11:53:21,187 Epoch[44] Batch [900-950] Speed: 244.41 samples/sec accuracy=0.968437 2020-04-18 11:53:47,395 Epoch[44] Batch [950-1000] Speed: 244.20 samples/sec accuracy=0.973281 2020-04-18 11:54:13,598 Epoch[44] Batch [1000-1050] Speed: 244.25 samples/sec accuracy=0.971562 2020-04-18 11:54:39,789 Epoch[44] Batch [1050-1100] Speed: 244.36 samples/sec accuracy=0.975313 2020-04-18 11:55:06,081 Epoch[44] Batch [1100-1150] Speed: 243.43 samples/sec accuracy=0.973437 2020-04-18 11:55:32,319 Epoch[44] Batch [1150-1200] Speed: 243.92 samples/sec accuracy=0.970156 2020-04-18 11:55:58,599 Epoch[44] Batch [1200-1250] Speed: 243.53 samples/sec accuracy=0.968437 2020-04-18 11:56:24,828 Epoch[44] Batch [1250-1300] Speed: 244.01 samples/sec accuracy=0.970469 2020-04-18 11:56:51,104 Epoch[44] Batch [1300-1350] Speed: 243.57 samples/sec accuracy=0.970938 2020-04-18 11:57:17,528 Epoch[44] Batch [1350-1400] Speed: 242.21 samples/sec accuracy=0.971875 2020-04-18 11:57:43,755 Epoch[44] Batch 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accuracy=0.971875 2020-04-18 12:02:32,549 Epoch[44] Batch [1950-2000] Speed: 243.39 samples/sec accuracy=0.970313 2020-04-18 12:02:58,793 Epoch[44] Batch [2000-2050] Speed: 243.87 samples/sec accuracy=0.970313 2020-04-18 12:03:25,056 Epoch[44] Batch [2050-2100] Speed: 243.69 samples/sec accuracy=0.970625 2020-04-18 12:03:51,305 Epoch[44] Batch [2100-2150] Speed: 243.82 samples/sec accuracy=0.974531 2020-04-18 12:04:17,562 Epoch[44] Batch [2150-2200] Speed: 243.74 samples/sec accuracy=0.972344 2020-04-18 12:04:43,870 Epoch[44] Batch [2200-2250] Speed: 243.28 samples/sec accuracy=0.970156 2020-04-18 12:05:10,265 Epoch[44] Batch [2250-2300] Speed: 242.47 samples/sec accuracy=0.969688 2020-04-18 12:05:36,519 Epoch[44] Batch [2300-2350] Speed: 243.77 samples/sec accuracy=0.969375 2020-04-18 12:06:03,141 Epoch[44] Batch [2350-2400] Speed: 240.41 samples/sec accuracy=0.967500 2020-04-18 12:06:29,426 Epoch[44] Batch [2400-2450] Speed: 243.48 samples/sec accuracy=0.970938 2020-04-18 12:06:55,715 Epoch[44] Batch [2450-2500] Speed: 243.45 samples/sec accuracy=0.972031 2020-04-18 12:07:21,901 Epoch[44] Batch [2500-2550] Speed: 244.41 samples/sec accuracy=0.971719 2020-04-18 12:07:48,072 Epoch[44] Batch [2550-2600] Speed: 244.55 samples/sec accuracy=0.971094 2020-04-18 12:08:14,297 Epoch[44] Batch [2600-2650] Speed: 244.05 samples/sec accuracy=0.972969 2020-04-18 12:08:40,515 Epoch[44] Batch [2650-2700] Speed: 244.10 samples/sec accuracy=0.975938 2020-04-18 12:09:06,746 Epoch[44] Batch [2700-2750] Speed: 243.99 samples/sec accuracy=0.974688 2020-04-18 12:09:33,083 Epoch[44] Batch [2750-2800] Speed: 243.01 samples/sec accuracy=0.968125 2020-04-18 12:09:59,259 Epoch[44] Batch [2800-2850] Speed: 244.50 samples/sec accuracy=0.970781 2020-04-18 12:10:25,524 Epoch[44] Batch [2850-2900] Speed: 243.67 samples/sec accuracy=0.975000 2020-04-18 12:10:51,764 Epoch[44] Batch [2900-2950] Speed: 243.91 samples/sec accuracy=0.966406 2020-04-18 12:11:17,980 Epoch[44] Batch [2950-3000] 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accuracy=0.968906 2020-04-18 12:16:06,788 Epoch[44] Batch [3500-3550] Speed: 244.33 samples/sec accuracy=0.970938 2020-04-18 12:16:33,074 Epoch[44] Batch [3550-3600] Speed: 243.48 samples/sec accuracy=0.972969 2020-04-18 12:16:59,286 Epoch[44] Batch [3600-3650] Speed: 244.16 samples/sec accuracy=0.972187 2020-04-18 12:17:25,539 Epoch[44] Batch [3650-3700] Speed: 243.79 samples/sec accuracy=0.971094 2020-04-18 12:17:51,817 Epoch[44] Batch [3700-3750] Speed: 243.56 samples/sec accuracy=0.969844 2020-04-18 12:18:18,101 Epoch[44] Batch [3750-3800] Speed: 243.49 samples/sec accuracy=0.969688 2020-04-18 12:18:44,802 Epoch[44] Batch [3800-3850] Speed: 239.70 samples/sec accuracy=0.972187 2020-04-18 12:19:11,081 Epoch[44] Batch [3850-3900] Speed: 243.54 samples/sec accuracy=0.973281 2020-04-18 12:19:37,362 Epoch[44] Batch [3900-3950] Speed: 243.53 samples/sec accuracy=0.972031 2020-04-18 12:20:03,789 Epoch[44] Batch [3950-4000] Speed: 242.17 samples/sec accuracy=0.969063 2020-04-18 12:20:30,211 Epoch[44] Batch [4000-4050] Speed: 242.23 samples/sec accuracy=0.972500 2020-04-18 12:20:56,574 Epoch[44] Batch [4050-4100] Speed: 242.76 samples/sec accuracy=0.974219 2020-04-18 12:21:22,831 Epoch[44] Batch [4100-4150] Speed: 243.74 samples/sec accuracy=0.967031 2020-04-18 12:21:49,184 Epoch[44] Batch [4150-4200] Speed: 242.86 samples/sec accuracy=0.970469 2020-04-18 12:22:15,412 Epoch[44] Batch [4200-4250] Speed: 244.02 samples/sec accuracy=0.972656 2020-04-18 12:22:41,714 Epoch[44] Batch [4250-4300] Speed: 243.33 samples/sec accuracy=0.972344 2020-04-18 12:23:07,925 Epoch[44] Batch [4300-4350] Speed: 244.18 samples/sec accuracy=0.971719 2020-04-18 12:23:34,241 Epoch[44] Batch [4350-4400] Speed: 243.20 samples/sec accuracy=0.967031 2020-04-18 12:24:00,485 Epoch[44] Batch [4400-4450] Speed: 243.87 samples/sec accuracy=0.971562 2020-04-18 12:24:26,719 Epoch[44] Batch [4450-4500] Speed: 243.96 samples/sec accuracy=0.973125 2020-04-18 12:24:53,022 Epoch[44] Batch [4500-4550] Speed: 243.32 samples/sec accuracy=0.975000 2020-04-18 12:25:19,358 Epoch[44] Batch [4550-4600] Speed: 243.02 samples/sec accuracy=0.970781 2020-04-18 12:25:45,615 Epoch[44] Batch [4600-4650] Speed: 243.74 samples/sec accuracy=0.975156 2020-04-18 12:26:11,882 Epoch[44] Batch [4650-4700] Speed: 243.65 samples/sec accuracy=0.973437 2020-04-18 12:26:38,283 Epoch[44] Batch [4700-4750] Speed: 242.42 samples/sec accuracy=0.969844 2020-04-18 12:27:04,561 Epoch[44] Batch [4750-4800] Speed: 243.55 samples/sec accuracy=0.969531 2020-04-18 12:27:30,794 Epoch[44] Batch [4800-4850] Speed: 243.97 samples/sec accuracy=0.971406 2020-04-18 12:27:57,092 Epoch[44] Batch [4850-4900] Speed: 243.36 samples/sec accuracy=0.973125 2020-04-18 12:28:23,395 Epoch[44] Batch [4900-4950] Speed: 243.32 samples/sec accuracy=0.969375 2020-04-18 12:28:49,709 Epoch[44] Batch [4950-5000] Speed: 243.22 samples/sec accuracy=0.970625 2020-04-18 12:29:16,034 Epoch[44] Batch [5000-5050] Speed: 243.12 samples/sec accuracy=0.972031 2020-04-18 12:29:42,388 Epoch[44] Batch [5050-5100] Speed: 242.85 samples/sec accuracy=0.969844 2020-04-18 12:30:08,633 Epoch[44] Batch [5100-5150] Speed: 243.86 samples/sec accuracy=0.973750 2020-04-18 12:30:34,905 Epoch[44] Batch [5150-5200] Speed: 243.60 samples/sec accuracy=0.969688 2020-04-18 12:31:01,154 Epoch[44] Batch [5200-5250] Speed: 243.83 samples/sec accuracy=0.973594 2020-04-18 12:31:27,562 Epoch[44] Batch [5250-5300] Speed: 242.35 samples/sec accuracy=0.969219 2020-04-18 12:31:53,948 Epoch[44] Batch [5300-5350] Speed: 242.55 samples/sec accuracy=0.969844 2020-04-18 12:32:20,717 Epoch[44] Batch [5350-5400] Speed: 239.09 samples/sec accuracy=0.973750 2020-04-18 12:32:47,087 Epoch[44] Batch [5400-5450] Speed: 242.70 samples/sec accuracy=0.969531 2020-04-18 12:33:13,541 Epoch[44] Batch [5450-5500] Speed: 241.93 samples/sec accuracy=0.974375 2020-04-18 12:33:39,835 Epoch[44] Batch [5500-5550] Speed: 243.40 samples/sec accuracy=0.973594 2020-04-18 12:34:06,136 Epoch[44] Batch [5550-5600] Speed: 243.34 samples/sec accuracy=0.971875 2020-04-18 12:34:32,534 Epoch[44] Batch [5600-5650] Speed: 242.45 samples/sec accuracy=0.970781 2020-04-18 12:34:58,896 Epoch[44] Batch [5650-5700] Speed: 242.78 samples/sec accuracy=0.973906 2020-04-18 12:35:25,422 Epoch[44] Batch [5700-5750] Speed: 241.27 samples/sec accuracy=0.972344 2020-04-18 12:35:51,730 Epoch[44] Batch [5750-5800] Speed: 243.27 samples/sec accuracy=0.970313 2020-04-18 12:36:18,019 Epoch[44] Batch [5800-5850] Speed: 243.45 samples/sec accuracy=0.971406 2020-04-18 12:36:44,250 Epoch[44] Batch [5850-5900] Speed: 243.99 samples/sec accuracy=0.967969 2020-04-18 12:37:10,717 Epoch[44] Batch [5900-5950] Speed: 241.82 samples/sec accuracy=0.971250 2020-04-18 12:37:36,979 Epoch[44] Batch [5950-6000] Speed: 243.69 samples/sec accuracy=0.973125 2020-04-18 12:38:03,323 Epoch[44] Batch [6000-6050] Speed: 242.94 samples/sec accuracy=0.973125 2020-04-18 12:38:29,626 Epoch[44] Batch [6050-6100] Speed: 243.32 samples/sec accuracy=0.968906 2020-04-18 12:38:55,883 Epoch[44] Batch [6100-6150] Speed: 243.74 samples/sec accuracy=0.973594 2020-04-18 12:39:22,202 Epoch[44] Batch [6150-6200] Speed: 243.18 samples/sec accuracy=0.971875 2020-04-18 12:39:48,516 Epoch[44] Batch [6200-6250] Speed: 243.22 samples/sec accuracy=0.972969 2020-04-18 12:40:15,027 Epoch[44] Batch [6250-6300] Speed: 241.41 samples/sec accuracy=0.971875 2020-04-18 12:40:41,310 Epoch[44] Batch [6300-6350] Speed: 243.50 samples/sec accuracy=0.969844 2020-04-18 12:41:07,764 Epoch[44] Batch [6350-6400] Speed: 241.93 samples/sec accuracy=0.970000 2020-04-18 12:41:34,205 Epoch[44] Batch [6400-6450] Speed: 242.05 samples/sec accuracy=0.972969 2020-04-18 12:42:00,491 Epoch[44] Batch [6450-6500] Speed: 243.48 samples/sec accuracy=0.971719 2020-04-18 12:42:26,861 Epoch[44] Batch [6500-6550] Speed: 242.70 samples/sec accuracy=0.968906 2020-04-18 12:42:53,203 Epoch[44] Batch [6550-6600] Speed: 242.97 samples/sec accuracy=0.970000 2020-04-18 12:43:20,223 Epoch[44] Batch [6600-6650] Speed: 236.86 samples/sec accuracy=0.973906 2020-04-18 12:43:46,631 Epoch[44] Batch [6650-6700] Speed: 242.36 samples/sec accuracy=0.972187 2020-04-18 12:44:13,009 Epoch[44] Batch [6700-6750] Speed: 242.63 samples/sec accuracy=0.971562 2020-04-18 12:44:39,286 Epoch[44] Batch [6750-6800] Speed: 243.56 samples/sec accuracy=0.965313 2020-04-18 12:45:06,102 Epoch[44] Batch [6800-6850] Speed: 238.67 samples/sec accuracy=0.975781 2020-04-18 12:45:32,356 Epoch[44] Batch [6850-6900] Speed: 243.77 samples/sec accuracy=0.971562 2020-04-18 12:45:58,657 Epoch[44] Batch [6900-6950] Speed: 243.34 samples/sec accuracy=0.971406 2020-04-18 12:46:25,067 Epoch[44] Batch [6950-7000] Speed: 242.33 samples/sec accuracy=0.968750 2020-04-18 12:46:51,336 Epoch[44] Batch [7000-7050] Speed: 243.64 samples/sec accuracy=0.972656 2020-04-18 12:47:17,544 Epoch[44] Batch [7050-7100] Speed: 244.21 samples/sec accuracy=0.974063 2020-04-18 12:47:43,876 Epoch[44] Batch [7100-7150] Speed: 243.05 samples/sec accuracy=0.975625 2020-04-18 12:48:10,224 Epoch[44] Batch [7150-7200] Speed: 242.90 samples/sec accuracy=0.969531 2020-04-18 12:48:36,582 Epoch[44] Batch [7200-7250] Speed: 242.81 samples/sec accuracy=0.969531 2020-04-18 12:49:02,944 Epoch[44] Batch [7250-7300] Speed: 242.77 samples/sec accuracy=0.968906 2020-04-18 12:49:29,202 Epoch[44] Batch [7300-7350] Speed: 243.73 samples/sec accuracy=0.972500 2020-04-18 12:49:55,462 Epoch[44] Batch [7350-7400] Speed: 243.72 samples/sec accuracy=0.967656 2020-04-18 12:50:21,695 Epoch[44] Batch [7400-7450] Speed: 243.96 samples/sec accuracy=0.972656 2020-04-18 12:50:48,157 Epoch[44] Batch [7450-7500] Speed: 241.87 samples/sec accuracy=0.970625 2020-04-18 12:51:14,515 Epoch[44] Batch [7500-7550] Speed: 242.81 samples/sec accuracy=0.970156 2020-04-18 12:51:40,828 Epoch[44] Batch [7550-7600] Speed: 243.22 samples/sec accuracy=0.973125 2020-04-18 12:52:07,217 Epoch[44] Batch [7600-7650] Speed: 242.53 samples/sec accuracy=0.970313 2020-04-18 12:52:33,577 Epoch[44] Batch [7650-7700] Speed: 242.80 samples/sec accuracy=0.968594 2020-04-18 12:52:59,938 Epoch[44] Batch [7700-7750] Speed: 242.78 samples/sec accuracy=0.967500 2020-04-18 12:53:26,339 Epoch[44] Batch [7750-7800] Speed: 242.42 samples/sec accuracy=0.974375 2020-04-18 12:53:52,590 Epoch[44] Batch [7800-7850] Speed: 243.81 samples/sec accuracy=0.975000 2020-04-18 12:54:19,031 Epoch[44] Batch [7850-7900] Speed: 242.04 samples/sec accuracy=0.970000 2020-04-18 12:54:45,365 Epoch[44] Batch [7900-7950] Speed: 243.03 samples/sec accuracy=0.971719 2020-04-18 12:55:11,709 Epoch[44] Batch [7950-8000] Speed: 242.94 samples/sec accuracy=0.971875 2020-04-18 12:55:38,035 Epoch[44] Batch [8000-8050] Speed: 243.11 samples/sec accuracy=0.970000 2020-04-18 12:56:04,318 Epoch[44] Batch [8050-8100] Speed: 243.51 samples/sec accuracy=0.968437 2020-04-18 12:56:31,116 Epoch[44] Batch [8100-8150] Speed: 238.83 samples/sec accuracy=0.970313 2020-04-18 12:56:57,469 Epoch[44] Batch [8150-8200] Speed: 242.86 samples/sec accuracy=0.968750 2020-04-18 12:57:23,762 Epoch[44] Batch [8200-8250] Speed: 243.42 samples/sec accuracy=0.973594 2020-04-18 12:57:50,027 Epoch[44] Batch [8250-8300] Speed: 243.67 samples/sec accuracy=0.972656 2020-04-18 12:58:16,287 Epoch[44] Batch [8300-8350] Speed: 243.72 samples/sec accuracy=0.967187 2020-04-18 12:58:42,494 Epoch[44] Batch [8350-8400] Speed: 244.21 samples/sec accuracy=0.968906 2020-04-18 12:59:08,825 Epoch[44] Batch [8400-8450] Speed: 243.07 samples/sec accuracy=0.974531 2020-04-18 12:59:35,196 Epoch[44] Batch [8450-8500] Speed: 242.69 samples/sec accuracy=0.972187 2020-04-18 13:00:01,470 Epoch[44] Batch [8500-8550] Speed: 243.59 samples/sec accuracy=0.969375 2020-04-18 13:00:27,811 Epoch[44] Batch [8550-8600] Speed: 242.97 samples/sec accuracy=0.970313 2020-04-18 13:00:54,185 Epoch[44] Batch [8600-8650] Speed: 242.66 samples/sec accuracy=0.972969 2020-04-18 13:01:20,660 Epoch[44] Batch [8650-8700] Speed: 241.74 samples/sec accuracy=0.972031 2020-04-18 13:01:47,042 Epoch[44] Batch [8700-8750] Speed: 242.59 samples/sec accuracy=0.967812 2020-04-18 13:02:13,399 Epoch[44] Batch [8750-8800] Speed: 242.83 samples/sec accuracy=0.972969 2020-04-18 13:02:39,642 Epoch[44] Batch [8800-8850] Speed: 243.87 samples/sec accuracy=0.973125 2020-04-18 13:03:05,992 Epoch[44] Batch [8850-8900] Speed: 242.89 samples/sec accuracy=0.974844 2020-04-18 13:03:32,248 Epoch[44] Batch [8900-8950] Speed: 243.75 samples/sec accuracy=0.976719 2020-04-18 13:03:58,532 Epoch[44] Batch [8950-9000] Speed: 243.50 samples/sec accuracy=0.971875 2020-04-18 13:04:24,816 Epoch[44] Batch [9000-9050] Speed: 243.50 samples/sec accuracy=0.970000 2020-04-18 13:04:51,084 Epoch[44] Batch [9050-9100] Speed: 243.64 samples/sec accuracy=0.970938 2020-04-18 13:05:17,426 Epoch[44] Batch [9100-9150] Speed: 242.96 samples/sec accuracy=0.974688 2020-04-18 13:05:43,789 Epoch[44] Batch [9150-9200] Speed: 242.76 samples/sec accuracy=0.973437 2020-04-18 13:06:10,002 Epoch[44] Batch [9200-9250] Speed: 244.16 samples/sec accuracy=0.972187 2020-04-18 13:06:36,264 Epoch[44] Batch [9250-9300] Speed: 243.70 samples/sec accuracy=0.969219 2020-04-18 13:07:02,682 Epoch[44] Batch [9300-9350] Speed: 242.26 samples/sec accuracy=0.972812 2020-04-18 13:07:28,922 Epoch[44] Batch [9350-9400] Speed: 243.90 samples/sec accuracy=0.970938 2020-04-18 13:07:55,184 Epoch[44] Batch [9400-9450] Speed: 243.70 samples/sec accuracy=0.967656 2020-04-18 13:08:21,443 Epoch[44] Batch [9450-9500] Speed: 243.73 samples/sec accuracy=0.968750 2020-04-18 13:08:47,757 Epoch[44] Batch [9500-9550] Speed: 243.21 samples/sec accuracy=0.968906 2020-04-18 13:09:14,118 Epoch[44] Batch [9550-9600] Speed: 242.78 samples/sec accuracy=0.974688 2020-04-18 13:09:40,335 Epoch[44] Batch [9600-9650] Speed: 244.13 samples/sec accuracy=0.973125 2020-04-18 13:10:06,588 Epoch[44] Batch [9650-9700] Speed: 243.78 samples/sec accuracy=0.973750 2020-04-18 13:10:33,247 Epoch[44] Batch [9700-9750] Speed: 240.06 samples/sec accuracy=0.972344 2020-04-18 13:10:59,588 Epoch[44] Batch [9750-9800] Speed: 242.97 samples/sec accuracy=0.973125 2020-04-18 13:11:25,819 Epoch[44] Batch [9800-9850] Speed: 243.99 samples/sec accuracy=0.972969 2020-04-18 13:11:52,196 Epoch[44] Batch [9850-9900] Speed: 242.64 samples/sec accuracy=0.967500 2020-04-18 13:12:18,428 Epoch[44] Batch [9900-9950] Speed: 243.98 samples/sec accuracy=0.972812 2020-04-18 13:12:44,765 Epoch[44] Batch [9950-10000] Speed: 243.01 samples/sec accuracy=0.971719 2020-04-18 13:13:11,086 Epoch[44] Batch [10000-10050] Speed: 243.16 samples/sec accuracy=0.971094 2020-04-18 13:13:37,322 Epoch[44] Batch [10050-10100] Speed: 243.93 samples/sec accuracy=0.968594 2020-04-18 13:14:03,682 Epoch[44] Batch [10100-10150] Speed: 242.80 samples/sec accuracy=0.969688 2020-04-18 13:14:30,013 Epoch[44] Batch [10150-10200] Speed: 243.06 samples/sec accuracy=0.971562 2020-04-18 13:14:56,249 Epoch[44] Batch [10200-10250] Speed: 243.95 samples/sec accuracy=0.971562 2020-04-18 13:15:22,497 Epoch[44] Batch [10250-10300] Speed: 243.83 samples/sec accuracy=0.971094 2020-04-18 13:15:48,827 Epoch[44] Batch [10300-10350] Speed: 243.07 samples/sec accuracy=0.970938 2020-04-18 13:16:15,250 Epoch[44] Batch [10350-10400] Speed: 242.21 samples/sec accuracy=0.968906 2020-04-18 13:16:41,702 Epoch[44] Batch [10400-10450] Speed: 241.95 samples/sec accuracy=0.973281 2020-04-18 13:17:08,028 Epoch[44] Batch [10450-10500] Speed: 243.11 samples/sec accuracy=0.969219 2020-04-18 13:17:34,352 Epoch[44] Batch [10500-10550] Speed: 243.13 samples/sec accuracy=0.970313 2020-04-18 13:18:00,667 Epoch[44] Batch [10550-10600] Speed: 243.21 samples/sec accuracy=0.973125 2020-04-18 13:18:26,901 Epoch[44] Batch [10600-10650] Speed: 243.95 samples/sec accuracy=0.968594 2020-04-18 13:18:53,369 Epoch[44] Batch [10650-10700] Speed: 241.81 samples/sec accuracy=0.971719 2020-04-18 13:19:19,716 Epoch[44] Batch [10700-10750] Speed: 242.92 samples/sec accuracy=0.970000 2020-04-18 13:19:46,033 Epoch[44] Batch [10750-10800] Speed: 243.19 samples/sec accuracy=0.972344 2020-04-18 13:20:12,372 Epoch[44] Batch [10800-10850] Speed: 242.98 samples/sec accuracy=0.976250 2020-04-18 13:20:38,639 Epoch[44] Batch [10850-10900] Speed: 243.66 samples/sec accuracy=0.976406 2020-04-18 13:21:04,907 Epoch[44] Batch [10900-10950] Speed: 243.65 samples/sec accuracy=0.971406 2020-04-18 13:21:31,146 Epoch[44] Batch [10950-11000] Speed: 243.91 samples/sec accuracy=0.973750 2020-04-18 13:21:57,608 Epoch[44] Batch [11000-11050] Speed: 241.86 samples/sec accuracy=0.970938 2020-04-18 13:22:23,876 Epoch[44] Batch [11050-11100] Speed: 243.65 samples/sec accuracy=0.970625 2020-04-18 13:22:50,119 Epoch[44] Batch [11100-11150] Speed: 243.87 samples/sec accuracy=0.972500 2020-04-18 13:23:16,352 Epoch[44] Batch [11150-11200] Speed: 243.97 samples/sec accuracy=0.970781 2020-04-18 13:23:43,015 Epoch[44] Batch [11200-11250] Speed: 240.03 samples/sec accuracy=0.972344 2020-04-18 13:24:09,212 Epoch[44] Batch [11250-11300] Speed: 244.30 samples/sec accuracy=0.969844 2020-04-18 13:24:35,521 Epoch[44] Batch [11300-11350] Speed: 243.27 samples/sec accuracy=0.970000 2020-04-18 13:25:01,770 Epoch[44] Batch [11350-11400] Speed: 243.82 samples/sec accuracy=0.972812 2020-04-18 13:25:28,110 Epoch[44] Batch [11400-11450] Speed: 242.98 samples/sec accuracy=0.972187 2020-04-18 13:25:54,297 Epoch[44] Batch [11450-11500] Speed: 244.40 samples/sec accuracy=0.971250 2020-04-18 13:26:20,645 Epoch[44] Batch [11500-11550] Speed: 242.90 samples/sec accuracy=0.971875 2020-04-18 13:26:46,886 Epoch[44] Batch [11550-11600] Speed: 243.89 samples/sec accuracy=0.973906 2020-04-18 13:27:13,378 Epoch[44] Batch [11600-11650] Speed: 241.58 samples/sec accuracy=0.967656 2020-04-18 13:27:39,696 Epoch[44] Batch [11650-11700] Speed: 243.18 samples/sec accuracy=0.970469 2020-04-18 13:28:05,970 Epoch[44] Batch [11700-11750] Speed: 243.58 samples/sec accuracy=0.975938 2020-04-18 13:28:32,221 Epoch[44] Batch [11750-11800] Speed: 243.80 samples/sec accuracy=0.974375 2020-04-18 13:28:58,422 Epoch[44] Batch [11800-11850] Speed: 244.27 samples/sec accuracy=0.974219 2020-04-18 13:29:24,734 Epoch[44] Batch [11850-11900] Speed: 243.24 samples/sec accuracy=0.972500 2020-04-18 13:29:51,013 Epoch[44] Batch [11900-11950] Speed: 243.54 samples/sec accuracy=0.968594 2020-04-18 13:30:17,370 Epoch[44] Batch [11950-12000] Speed: 242.82 samples/sec accuracy=0.972969 2020-04-18 13:30:43,648 Epoch[44] Batch [12000-12050] Speed: 243.55 samples/sec accuracy=0.974219 2020-04-18 13:31:09,989 Epoch[44] Batch [12050-12100] Speed: 242.96 samples/sec accuracy=0.971250 2020-04-18 13:31:36,248 Epoch[44] Batch [12100-12150] Speed: 243.73 samples/sec accuracy=0.971094 2020-04-18 13:32:02,459 Epoch[44] Batch [12150-12200] Speed: 244.18 samples/sec accuracy=0.970156 2020-04-18 13:32:28,705 Epoch[44] Batch [12200-12250] Speed: 243.85 samples/sec accuracy=0.971250 2020-04-18 13:32:54,970 Epoch[44] Batch [12250-12300] Speed: 243.67 samples/sec accuracy=0.970000 2020-04-18 13:33:21,204 Epoch[44] Batch [12300-12350] Speed: 243.96 samples/sec accuracy=0.972344 2020-04-18 13:33:47,511 Epoch[44] Batch [12350-12400] Speed: 243.28 samples/sec accuracy=0.970781 2020-04-18 13:34:13,802 Epoch[44] Batch [12400-12450] Speed: 243.43 samples/sec accuracy=0.972969 2020-04-18 13:34:40,080 Epoch[44] Batch [12450-12500] Speed: 243.56 samples/sec accuracy=0.971250 2020-04-18 13:35:06,493 Epoch[44] Batch [12500-12550] Speed: 242.30 samples/sec accuracy=0.972969 2020-04-18 13:35:32,950 Epoch[44] Batch [12550-12600] Speed: 241.91 samples/sec accuracy=0.973750 2020-04-18 13:35:59,209 Epoch[44] Batch [12600-12650] Speed: 243.73 samples/sec accuracy=0.972969 2020-04-18 13:36:25,629 Epoch[44] Batch [12650-12700] Speed: 242.23 samples/sec accuracy=0.975625 2020-04-18 13:36:52,475 Epoch[44] Batch [12700-12750] Speed: 238.40 samples/sec accuracy=0.974531 2020-04-18 13:37:18,769 Epoch[44] Batch [12750-12800] Speed: 243.40 samples/sec accuracy=0.972969 2020-04-18 13:37:45,111 Epoch[44] Batch [12800-12850] Speed: 242.96 samples/sec accuracy=0.970781 2020-04-18 13:38:11,548 Epoch[44] Batch [12850-12900] Speed: 242.08 samples/sec accuracy=0.975156 2020-04-18 13:38:37,760 Epoch[44] Batch [12900-12950] Speed: 244.17 samples/sec accuracy=0.972344 2020-04-18 13:39:04,072 Epoch[44] Batch [12950-13000] Speed: 243.24 samples/sec accuracy=0.973281 2020-04-18 13:39:30,342 Epoch[44] Batch [13000-13050] Speed: 243.62 samples/sec accuracy=0.975625 2020-04-18 13:39:56,670 Epoch[44] Batch [13050-13100] Speed: 243.09 samples/sec accuracy=0.973281 2020-04-18 13:40:23,006 Epoch[44] Batch [13100-13150] Speed: 243.02 samples/sec accuracy=0.970938 2020-04-18 13:40:49,233 Epoch[44] Batch [13150-13200] Speed: 244.03 samples/sec accuracy=0.972500 2020-04-18 13:41:15,557 Epoch[44] Batch [13200-13250] Speed: 243.12 samples/sec accuracy=0.973750 2020-04-18 13:41:41,827 Epoch[44] Batch [13250-13300] Speed: 243.63 samples/sec accuracy=0.971406 2020-04-18 13:42:08,196 Epoch[44] Batch [13300-13350] Speed: 242.70 samples/sec accuracy=0.973594 2020-04-18 13:42:34,517 Epoch[44] Batch [13350-13400] Speed: 243.16 samples/sec accuracy=0.974375 2020-04-18 13:43:00,930 Epoch[44] Batch [13400-13450] Speed: 242.31 samples/sec accuracy=0.977031 2020-04-18 13:43:27,140 Epoch[44] Batch [13450-13500] Speed: 244.18 samples/sec accuracy=0.971250 2020-04-18 13:43:53,427 Epoch[44] Batch [13500-13550] Speed: 243.47 samples/sec accuracy=0.972812 2020-04-18 13:44:19,623 Epoch[44] Batch [13550-13600] Speed: 244.31 samples/sec accuracy=0.977031 2020-04-18 13:44:46,094 Epoch[44] Batch [13600-13650] Speed: 241.78 samples/sec accuracy=0.970156 2020-04-18 13:45:12,324 Epoch[44] Batch [13650-13700] Speed: 244.00 samples/sec accuracy=0.971875 2020-04-18 13:45:38,616 Epoch[44] Batch [13700-13750] Speed: 243.42 samples/sec accuracy=0.975156 2020-04-18 13:46:04,915 Epoch[44] Batch [13750-13800] Speed: 243.35 samples/sec accuracy=0.972031 2020-04-18 13:46:31,144 Epoch[44] Batch [13800-13850] Speed: 244.01 samples/sec accuracy=0.972656 2020-04-18 13:46:57,474 Epoch[44] Batch [13850-13900] Speed: 243.07 samples/sec accuracy=0.973437 2020-04-18 13:47:23,711 Epoch[44] Batch [13900-13950] Speed: 243.94 samples/sec accuracy=0.972812 2020-04-18 13:47:49,993 Epoch[44] Batch [13950-14000] Speed: 243.51 samples/sec accuracy=0.972500 2020-04-18 13:48:16,247 Epoch[44] Batch [14000-14050] Speed: 243.77 samples/sec accuracy=0.968906 2020-04-18 13:48:42,693 Epoch[44] Batch [14050-14100] Speed: 242.01 samples/sec accuracy=0.971250 2020-04-18 13:49:09,071 Epoch[44] Batch [14100-14150] Speed: 242.63 samples/sec accuracy=0.974375 2020-04-18 13:49:35,782 Epoch[44] Batch [14150-14200] Speed: 239.61 samples/sec accuracy=0.972187 2020-04-18 13:50:02,019 Epoch[44] Batch [14200-14250] Speed: 243.92 samples/sec accuracy=0.971406 2020-04-18 13:50:28,272 Epoch[44] Batch [14250-14300] Speed: 243.78 samples/sec accuracy=0.974688 2020-04-18 13:50:54,581 Epoch[44] Batch [14300-14350] Speed: 243.27 samples/sec accuracy=0.969844 2020-04-18 13:51:20,798 Epoch[44] Batch [14350-14400] Speed: 244.12 samples/sec accuracy=0.971250 2020-04-18 13:51:47,030 Epoch[44] Batch [14400-14450] Speed: 243.99 samples/sec accuracy=0.969531 2020-04-18 13:52:13,256 Epoch[44] Batch [14450-14500] Speed: 244.03 samples/sec accuracy=0.970625 2020-04-18 13:52:39,569 Epoch[44] Batch [14500-14550] Speed: 243.23 samples/sec accuracy=0.973125 2020-04-18 13:53:05,879 Epoch[44] Batch [14550-14600] Speed: 243.25 samples/sec accuracy=0.972031 2020-04-18 13:53:32,172 Epoch[44] Batch [14600-14650] Speed: 243.41 samples/sec accuracy=0.970938 2020-04-18 13:53:58,442 Epoch[44] Batch [14650-14700] Speed: 243.63 samples/sec accuracy=0.973906 2020-04-18 13:54:24,745 Epoch[44] Batch [14700-14750] Speed: 243.32 samples/sec accuracy=0.968594 2020-04-18 13:54:51,061 Epoch[44] Batch [14750-14800] Speed: 243.20 samples/sec accuracy=0.973906 2020-04-18 13:55:17,413 Epoch[44] Batch [14800-14850] Speed: 242.87 samples/sec accuracy=0.972500 2020-04-18 13:55:43,703 Epoch[44] Batch [14850-14900] Speed: 243.44 samples/sec accuracy=0.968125 2020-04-18 13:56:10,133 Epoch[44] Batch [14900-14950] Speed: 242.15 samples/sec accuracy=0.971094 2020-04-18 13:56:36,619 Epoch[44] Batch [14950-15000] Speed: 241.65 samples/sec accuracy=0.967656 2020-04-18 13:57:02,887 Epoch[44] Batch [15000-15050] Speed: 243.64 samples/sec accuracy=0.972969 2020-04-18 13:57:29,175 Epoch[44] Batch [15050-15100] Speed: 243.46 samples/sec accuracy=0.970313 2020-04-18 13:57:55,650 Epoch[44] Batch [15100-15150] Speed: 241.74 samples/sec accuracy=0.971562 2020-04-18 13:58:21,946 Epoch[44] Batch [15150-15200] Speed: 243.38 samples/sec accuracy=0.970000 2020-04-18 13:58:48,243 Epoch[44] Batch [15200-15250] Speed: 243.37 samples/sec accuracy=0.977500 2020-04-18 13:59:14,573 Epoch[44] Batch [15250-15300] Speed: 243.07 samples/sec accuracy=0.969531 2020-04-18 13:59:40,918 Epoch[44] Batch [15300-15350] Speed: 242.93 samples/sec accuracy=0.974531 2020-04-18 14:00:07,213 Epoch[44] Batch [15350-15400] Speed: 243.40 samples/sec accuracy=0.969531 2020-04-18 14:00:33,423 Epoch[44] Batch [15400-15450] Speed: 244.18 samples/sec accuracy=0.968281 2020-04-18 14:01:00,117 Epoch[44] Batch [15450-15500] Speed: 239.75 samples/sec accuracy=0.971250 2020-04-18 14:01:26,393 Epoch[44] Batch [15500-15550] Speed: 243.57 samples/sec accuracy=0.968281 2020-04-18 14:01:52,647 Epoch[44] Batch [15550-15600] Speed: 243.77 samples/sec accuracy=0.972812 2020-04-18 14:02:19,017 Epoch[44] Batch [15600-15650] Speed: 242.71 samples/sec accuracy=0.973437 2020-04-18 14:02:45,207 Epoch[44] Batch [15650-15700] Speed: 244.37 samples/sec accuracy=0.971406 2020-04-18 14:03:11,561 Epoch[44] Batch [15700-15750] Speed: 242.85 samples/sec accuracy=0.971094 2020-04-18 14:03:37,818 Epoch[44] Batch [15750-15800] Speed: 243.75 samples/sec accuracy=0.972031 2020-04-18 14:04:03,993 Epoch[44] Batch [15800-15850] Speed: 244.50 samples/sec accuracy=0.974063 2020-04-18 14:04:30,248 Epoch[44] Batch [15850-15900] Speed: 243.77 samples/sec accuracy=0.973750 2020-04-18 14:04:56,506 Epoch[44] Batch [15900-15950] Speed: 243.74 samples/sec accuracy=0.968594 2020-04-18 14:05:22,685 Epoch[44] Batch [15950-16000] Speed: 244.47 samples/sec accuracy=0.969844 2020-04-18 14:05:48,993 Epoch[44] Batch [16000-16050] Speed: 243.27 samples/sec accuracy=0.969219 2020-04-18 14:06:15,276 Epoch[44] Batch [16050-16100] Speed: 243.51 samples/sec accuracy=0.972187 2020-04-18 14:06:41,566 Epoch[44] Batch [16100-16150] Speed: 243.44 samples/sec accuracy=0.970625 2020-04-18 14:07:07,843 Epoch[44] Batch [16150-16200] Speed: 243.56 samples/sec accuracy=0.973125 2020-04-18 14:07:34,179 Epoch[44] Batch [16200-16250] Speed: 243.01 samples/sec accuracy=0.970156 2020-04-18 14:08:00,360 Epoch[44] Batch [16250-16300] Speed: 244.45 samples/sec accuracy=0.970469 2020-04-18 14:08:26,728 Epoch[44] Batch [16300-16350] Speed: 242.72 samples/sec accuracy=0.972187 2020-04-18 14:08:53,087 Epoch[44] Batch [16350-16400] Speed: 242.80 samples/sec accuracy=0.971250 2020-04-18 14:09:19,352 Epoch[44] Batch [16400-16450] Speed: 243.67 samples/sec accuracy=0.970156 2020-04-18 14:09:45,611 Epoch[44] Batch [16450-16500] Speed: 243.73 samples/sec accuracy=0.969063 2020-04-18 14:10:11,844 Epoch[44] Batch [16500-16550] Speed: 243.97 samples/sec accuracy=0.970625 2020-04-18 14:10:38,079 Epoch[44] Batch [16550-16600] Speed: 243.95 samples/sec accuracy=0.972812 2020-04-18 14:11:04,373 Epoch[44] Batch [16600-16650] Speed: 243.40 samples/sec accuracy=0.972969 2020-04-18 14:11:30,537 Epoch[44] Batch [16650-16700] Speed: 244.61 samples/sec accuracy=0.971875 2020-04-18 14:11:56,758 Epoch[44] Batch [16700-16750] Speed: 244.08 samples/sec accuracy=0.970625 2020-04-18 14:12:23,015 Epoch[44] Batch [16750-16800] Speed: 243.74 samples/sec accuracy=0.969844 2020-04-18 14:12:49,201 Epoch[44] Batch [16800-16850] Speed: 244.41 samples/sec accuracy=0.974688 2020-04-18 14:13:15,422 Epoch[44] Batch [16850-16900] Speed: 244.08 samples/sec accuracy=0.970313 2020-04-18 14:13:41,656 Epoch[44] Batch [16900-16950] Speed: 243.96 samples/sec accuracy=0.973437 2020-04-18 14:14:07,937 Epoch[44] Batch [16950-17000] Speed: 243.52 samples/sec accuracy=0.971406 2020-04-18 14:14:34,153 Epoch[44] Batch [17000-17050] Speed: 244.13 samples/sec accuracy=0.969219 2020-04-18 14:15:00,844 Epoch[44] Batch [17050-17100] Speed: 239.79 samples/sec accuracy=0.971250 2020-04-18 14:15:27,078 Epoch[44] Batch [17100-17150] Speed: 243.96 samples/sec accuracy=0.972812 2020-04-18 14:15:53,272 Epoch[44] Batch [17150-17200] Speed: 244.33 samples/sec accuracy=0.973437 2020-04-18 14:16:19,543 Epoch[44] Batch [17200-17250] Speed: 243.62 samples/sec accuracy=0.972969 2020-04-18 14:16:45,872 Epoch[44] Batch [17250-17300] Speed: 243.08 samples/sec accuracy=0.973437 2020-04-18 14:17:12,255 Epoch[44] Batch [17300-17350] Speed: 242.59 samples/sec accuracy=0.971719 2020-04-18 14:17:38,518 Epoch[44] Batch [17350-17400] Speed: 243.69 samples/sec accuracy=0.971406 2020-04-18 14:18:04,844 Epoch[44] Batch [17400-17450] Speed: 243.11 samples/sec accuracy=0.972812 2020-04-18 14:18:31,097 Epoch[44] Batch [17450-17500] Speed: 243.78 samples/sec accuracy=0.972344 2020-04-18 14:18:57,471 Epoch[44] Batch [17500-17550] Speed: 242.66 samples/sec accuracy=0.970313 2020-04-18 14:19:24,469 Epoch[44] Batch [17550-17600] Speed: 237.06 samples/sec accuracy=0.971406 2020-04-18 14:19:50,760 Epoch[44] Batch [17600-17650] Speed: 243.43 samples/sec accuracy=0.970781 2020-04-18 14:20:16,995 Epoch[44] Batch [17650-17700] Speed: 243.96 samples/sec accuracy=0.969375 2020-04-18 14:20:43,278 Epoch[44] Batch [17700-17750] Speed: 243.50 samples/sec accuracy=0.973594 2020-04-18 14:21:09,536 Epoch[44] Batch [17750-17800] Speed: 243.73 samples/sec accuracy=0.969844 2020-04-18 14:21:35,812 Epoch[44] Batch [17800-17850] Speed: 243.57 samples/sec accuracy=0.971250 2020-04-18 14:22:02,090 Epoch[44] Batch [17850-17900] Speed: 243.56 samples/sec accuracy=0.973594 2020-04-18 14:22:28,366 Epoch[44] Batch [17900-17950] Speed: 243.56 samples/sec accuracy=0.969219 2020-04-18 14:22:54,688 Epoch[44] Batch [17950-18000] Speed: 243.15 samples/sec accuracy=0.969844 2020-04-18 14:23:20,920 Epoch[44] Batch [18000-18050] Speed: 243.98 samples/sec accuracy=0.973594 2020-04-18 14:23:47,184 Epoch[44] Batch [18050-18100] Speed: 243.68 samples/sec accuracy=0.972187 2020-04-18 14:24:13,467 Epoch[44] Batch [18100-18150] Speed: 243.50 samples/sec accuracy=0.974531 2020-04-18 14:24:39,861 Epoch[44] Batch [18150-18200] Speed: 242.48 samples/sec accuracy=0.970000 2020-04-18 14:25:06,084 Epoch[44] Batch [18200-18250] Speed: 244.07 samples/sec accuracy=0.970781 2020-04-18 14:25:32,548 Epoch[44] Batch [18250-18300] Speed: 241.83 samples/sec accuracy=0.970156 2020-04-18 14:25:58,844 Epoch[44] Batch [18300-18350] Speed: 243.39 samples/sec accuracy=0.975313 2020-04-18 14:26:25,237 Epoch[44] Batch [18350-18400] Speed: 242.49 samples/sec accuracy=0.970156 2020-04-18 14:26:51,503 Epoch[44] Batch [18400-18450] Speed: 243.66 samples/sec accuracy=0.973594 2020-04-18 14:27:17,799 Epoch[44] Batch [18450-18500] Speed: 243.39 samples/sec accuracy=0.970313 2020-04-18 14:27:44,048 Epoch[44] Batch [18500-18550] Speed: 243.82 samples/sec accuracy=0.971406 2020-04-18 14:28:10,725 Epoch[44] Batch [18550-18600] Speed: 239.91 samples/sec accuracy=0.971406 2020-04-18 14:28:36,986 Epoch[44] Batch [18600-18650] Speed: 243.71 samples/sec accuracy=0.970469 2020-04-18 14:29:03,288 Epoch[44] Batch [18650-18700] Speed: 243.33 samples/sec accuracy=0.968281 2020-04-18 14:29:29,549 Epoch[44] Batch [18700-18750] Speed: 243.71 samples/sec accuracy=0.969844 2020-04-18 14:29:55,825 Epoch[44] Batch [18750-18800] Speed: 243.57 samples/sec accuracy=0.975469 2020-04-18 14:30:22,155 Epoch[44] Batch [18800-18850] Speed: 243.07 samples/sec accuracy=0.970469 2020-04-18 14:30:48,364 Epoch[44] Batch [18850-18900] Speed: 244.19 samples/sec accuracy=0.971562 2020-04-18 14:31:14,562 Epoch[44] Batch [18900-18950] Speed: 244.30 samples/sec accuracy=0.973594 2020-04-18 14:31:40,829 Epoch[44] Batch [18950-19000] Speed: 243.65 samples/sec accuracy=0.974375 2020-04-18 14:32:06,974 Epoch[44] Batch [19000-19050] Speed: 244.79 samples/sec accuracy=0.970625 2020-04-18 14:32:33,235 Epoch[44] Batch [19050-19100] Speed: 243.71 samples/sec accuracy=0.974844 2020-04-18 14:32:59,438 Epoch[44] Batch [19100-19150] Speed: 244.25 samples/sec accuracy=0.968594 2020-04-18 14:33:25,720 Epoch[44] Batch [19150-19200] Speed: 243.51 samples/sec accuracy=0.969531 2020-04-18 14:33:52,016 Epoch[44] Batch [19200-19250] Speed: 243.39 samples/sec accuracy=0.971250 2020-04-18 14:34:18,264 Epoch[44] Batch [19250-19300] Speed: 243.83 samples/sec accuracy=0.970938 2020-04-18 14:34:44,449 Epoch[44] Batch [19300-19350] Speed: 244.42 samples/sec accuracy=0.970469 2020-04-18 14:35:10,664 Epoch[44] Batch [19350-19400] Speed: 244.13 samples/sec accuracy=0.970313 2020-04-18 14:35:36,995 Epoch[44] Batch [19400-19450] Speed: 243.06 samples/sec accuracy=0.973437 2020-04-18 14:36:03,457 Epoch[44] Batch [19450-19500] Speed: 241.86 samples/sec accuracy=0.973750 2020-04-18 14:36:29,704 Epoch[44] Batch [19500-19550] Speed: 243.84 samples/sec accuracy=0.975156 2020-04-18 14:36:55,976 Epoch[44] Batch [19550-19600] Speed: 243.61 samples/sec accuracy=0.973906 2020-04-18 14:37:22,187 Epoch[44] Batch [19600-19650] Speed: 244.17 samples/sec accuracy=0.970156 2020-04-18 14:37:48,345 Epoch[44] Batch [19650-19700] Speed: 244.67 samples/sec accuracy=0.972812 2020-04-18 14:38:14,790 Epoch[44] Batch [19700-19750] Speed: 242.01 samples/sec accuracy=0.971562 2020-04-18 14:38:41,093 Epoch[44] Batch [19750-19800] Speed: 243.32 samples/sec accuracy=0.971094 2020-04-18 14:39:07,368 Epoch[44] Batch [19800-19850] Speed: 243.58 samples/sec accuracy=0.971406 2020-04-18 14:39:33,732 Epoch[44] Batch [19850-19900] Speed: 242.76 samples/sec accuracy=0.971250 2020-04-18 14:40:00,013 Epoch[44] Batch [19900-19950] Speed: 243.52 samples/sec accuracy=0.972344 2020-04-18 14:40:26,274 Epoch[44] Batch [19950-20000] Speed: 243.71 samples/sec accuracy=0.972187 2020-04-18 14:40:52,518 Epoch[44] Batch [20000-20050] Speed: 243.87 samples/sec accuracy=0.970781 2020-04-18 14:41:18,906 Epoch[44] Batch [20050-20100] Speed: 242.54 samples/sec accuracy=0.973125 2020-04-18 14:41:45,794 Epoch[44] Batch [20100-20150] Speed: 238.03 samples/sec accuracy=0.970156 2020-04-18 14:42:12,112 Epoch[44] Batch [20150-20200] Speed: 243.18 samples/sec accuracy=0.973594 2020-04-18 14:42:38,432 Epoch[44] Batch [20200-20250] Speed: 243.16 samples/sec accuracy=0.971094 2020-04-18 14:43:04,695 Epoch[44] Batch [20250-20300] Speed: 243.69 samples/sec accuracy=0.971094 2020-04-18 14:43:30,919 Epoch[44] Batch [20300-20350] Speed: 244.06 samples/sec accuracy=0.970313 2020-04-18 14:43:57,225 Epoch[44] Batch [20350-20400] Speed: 243.29 samples/sec accuracy=0.969063 2020-04-18 14:44:23,573 Epoch[44] Batch [20400-20450] Speed: 242.91 samples/sec accuracy=0.973437 2020-04-18 14:44:49,873 Epoch[44] Batch [20450-20500] Speed: 243.34 samples/sec accuracy=0.970313 2020-04-18 14:45:16,160 Epoch[44] Batch [20500-20550] Speed: 243.47 samples/sec accuracy=0.975156 2020-04-18 14:45:42,405 Epoch[44] Batch [20550-20600] Speed: 243.85 samples/sec accuracy=0.967344 2020-04-18 14:46:08,623 Epoch[44] Batch [20600-20650] Speed: 244.11 samples/sec accuracy=0.975000 2020-04-18 14:46:34,900 Epoch[44] Batch [20650-20700] Speed: 243.56 samples/sec accuracy=0.970938 2020-04-18 14:47:01,234 Epoch[44] Batch [20700-20750] Speed: 243.03 samples/sec accuracy=0.972812 2020-04-18 14:47:27,587 Epoch[44] Batch [20750-20800] Speed: 242.86 samples/sec accuracy=0.971875 2020-04-18 14:47:53,937 Epoch[44] Batch [20800-20850] Speed: 242.89 samples/sec accuracy=0.969688 2020-04-18 14:48:20,285 Epoch[44] Batch [20850-20900] Speed: 242.91 samples/sec accuracy=0.968594 2020-04-18 14:48:46,768 Epoch[44] Batch [20900-20950] Speed: 241.66 samples/sec accuracy=0.969063 2020-04-18 14:49:12,995 Epoch[44] Batch [20950-21000] Speed: 244.03 samples/sec accuracy=0.972031 2020-04-18 14:49:39,238 Epoch[44] Batch [21000-21050] Speed: 243.87 samples/sec accuracy=0.971094 2020-04-18 14:50:05,537 Epoch[44] Batch [21050-21100] Speed: 243.36 samples/sec accuracy=0.974063 2020-04-18 14:50:31,878 Epoch[44] Batch [21100-21150] Speed: 242.97 samples/sec accuracy=0.974219 2020-04-18 14:50:58,165 Epoch[44] Batch [21150-21200] Speed: 243.47 samples/sec accuracy=0.968750 2020-04-18 14:51:24,623 Epoch[44] Batch [21200-21250] Speed: 241.90 samples/sec accuracy=0.971719 2020-04-18 14:51:50,907 Epoch[44] Batch [21250-21300] Speed: 243.49 samples/sec accuracy=0.970313 2020-04-18 14:52:17,301 Epoch[44] Batch [21300-21350] Speed: 242.48 samples/sec accuracy=0.971406 2020-04-18 14:52:43,539 Epoch[44] Batch [21350-21400] Speed: 243.93 samples/sec accuracy=0.971719 2020-04-18 14:53:09,806 Epoch[44] Batch [21400-21450] Speed: 243.66 samples/sec accuracy=0.969688 2020-04-18 14:53:36,090 Epoch[44] Batch [21450-21500] Speed: 243.49 samples/sec accuracy=0.972656 2020-04-18 14:54:02,667 Epoch[44] Batch [21500-21550] Speed: 240.82 samples/sec accuracy=0.970625 2020-04-18 14:54:28,975 Epoch[44] Batch [21550-21600] Speed: 243.27 samples/sec accuracy=0.971562 2020-04-18 14:54:55,325 Epoch[44] Batch [21600-21650] Speed: 242.88 samples/sec accuracy=0.972344 2020-04-18 14:55:21,557 Epoch[44] Batch [21650-21700] Speed: 243.98 samples/sec accuracy=0.970469 2020-04-18 14:55:47,948 Epoch[44] Batch [21700-21750] Speed: 242.50 samples/sec accuracy=0.970781 2020-04-18 14:56:14,226 Epoch[44] Batch [21750-21800] Speed: 243.55 samples/sec accuracy=0.969375 2020-04-18 14:56:40,440 Epoch[44] Batch [21800-21850] Speed: 244.15 samples/sec accuracy=0.975156 2020-04-18 14:57:06,679 Epoch[44] Batch [21850-21900] Speed: 243.91 samples/sec accuracy=0.970000 2020-04-18 14:57:32,994 Epoch[44] Batch [21900-21950] Speed: 243.21 samples/sec accuracy=0.972031 2020-04-18 14:57:59,286 Epoch[44] Batch [21950-22000] Speed: 243.42 samples/sec accuracy=0.971250 2020-04-18 14:58:25,467 Epoch[44] Batch [22000-22050] Speed: 244.45 samples/sec accuracy=0.974688 2020-04-18 14:58:51,753 Epoch[44] Batch [22050-22100] Speed: 243.48 samples/sec accuracy=0.971094 2020-04-18 14:59:18,082 Epoch[44] Batch [22100-22150] Speed: 243.08 samples/sec accuracy=0.968125 2020-04-18 14:59:44,355 Epoch[44] Batch [22150-22200] Speed: 243.59 samples/sec accuracy=0.968281 2020-04-18 15:00:10,628 Epoch[44] Batch [22200-22250] Speed: 243.61 samples/sec accuracy=0.973906 2020-04-18 15:00:36,993 Epoch[44] Batch [22250-22300] Speed: 242.74 samples/sec accuracy=0.969844 2020-04-18 15:01:03,184 Epoch[44] Batch [22300-22350] Speed: 244.36 samples/sec accuracy=0.968437 2020-04-18 15:01:29,504 Epoch[44] Batch [22350-22400] Speed: 243.17 samples/sec accuracy=0.970469 2020-04-18 15:01:55,802 Epoch[44] Batch [22400-22450] Speed: 243.36 samples/sec accuracy=0.972500 2020-04-18 15:02:22,097 Epoch[44] Batch [22450-22500] Speed: 243.39 samples/sec accuracy=0.971094 2020-04-18 15:02:48,386 Epoch[44] Batch [22500-22550] Speed: 243.45 samples/sec accuracy=0.971719 2020-04-18 15:03:14,734 Epoch[44] Batch [22550-22600] Speed: 242.90 samples/sec accuracy=0.973125 2020-04-18 15:03:41,127 Epoch[44] Batch [22600-22650] Speed: 242.49 samples/sec accuracy=0.968750 2020-04-18 15:04:07,440 Epoch[44] Batch [22650-22700] Speed: 243.23 samples/sec accuracy=0.973281 2020-04-18 15:04:33,845 Epoch[44] Batch [22700-22750] Speed: 242.38 samples/sec accuracy=0.970156 2020-04-18 15:05:00,102 Epoch[44] Batch [22750-22800] Speed: 243.75 samples/sec accuracy=0.969219 2020-04-18 15:05:26,450 Epoch[44] Batch [22800-22850] Speed: 242.90 samples/sec accuracy=0.974531 2020-04-18 15:05:53,067 Epoch[44] Batch [22850-22900] Speed: 240.44 samples/sec accuracy=0.973125 2020-04-18 15:06:19,313 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accuracy=0.973906 2020-04-18 15:19:54,145 Epoch[44] Batch [24450-24500] Speed: 239.61 samples/sec accuracy=0.972344 2020-04-18 15:20:20,514 Epoch[44] Batch [24500-24550] Speed: 242.70 samples/sec accuracy=0.966406 2020-04-18 15:20:46,814 Epoch[44] Batch [24550-24600] Speed: 243.35 samples/sec accuracy=0.971719 2020-04-18 15:21:13,139 Epoch[44] Batch [24600-24650] Speed: 243.12 samples/sec accuracy=0.974063 2020-04-18 15:21:39,333 Epoch[44] Batch [24650-24700] Speed: 244.33 samples/sec accuracy=0.970000 2020-04-18 15:22:05,514 Epoch[44] Batch [24700-24750] Speed: 244.46 samples/sec accuracy=0.970938 2020-04-18 15:22:31,791 Epoch[44] Batch [24750-24800] Speed: 243.56 samples/sec accuracy=0.972656 2020-04-18 15:22:58,113 Epoch[44] Batch [24800-24850] Speed: 243.14 samples/sec accuracy=0.971719 2020-04-18 15:23:24,365 Epoch[44] Batch [24850-24900] Speed: 243.80 samples/sec accuracy=0.971875 2020-04-18 15:23:50,596 Epoch[44] Batch [24900-24950] Speed: 243.98 samples/sec accuracy=0.973125 2020-04-18 15:24:16,893 Epoch[44] Batch [24950-25000] Speed: 243.37 samples/sec accuracy=0.972031 2020-04-18 15:24:43,234 Epoch[44] Batch [25000-25050] Speed: 242.97 samples/sec accuracy=0.971875 2020-04-18 15:25:09,431 Epoch[44] Batch [25050-25100] Speed: 244.31 samples/sec accuracy=0.974531 2020-04-18 15:25:35,813 Epoch[44] Batch [25100-25150] Speed: 242.59 samples/sec accuracy=0.975156 2020-04-18 15:26:02,086 Epoch[44] Batch [25150-25200] Speed: 243.59 samples/sec accuracy=0.971250 2020-04-18 15:26:28,440 Epoch[44] Batch [25200-25250] Speed: 242.86 samples/sec accuracy=0.969844 2020-04-18 15:26:54,718 Epoch[44] Batch [25250-25300] Speed: 243.55 samples/sec accuracy=0.971562 2020-04-18 15:27:21,033 Epoch[44] Batch [25300-25350] Speed: 243.21 samples/sec accuracy=0.970469 2020-04-18 15:27:47,351 Epoch[44] Batch [25350-25400] Speed: 243.18 samples/sec accuracy=0.969063 2020-04-18 15:28:13,630 Epoch[44] Batch [25400-25450] Speed: 243.54 samples/sec accuracy=0.969063 2020-04-18 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accuracy=0.972344 2020-04-18 15:46:39,227 Epoch[44] Batch [27500-27550] Speed: 241.67 samples/sec accuracy=0.969844 2020-04-18 15:47:05,620 Epoch[44] Batch [27550-27600] Speed: 242.49 samples/sec accuracy=0.970000 2020-04-18 15:47:32,044 Epoch[44] Batch [27600-27650] Speed: 242.20 samples/sec accuracy=0.970625 2020-04-18 15:47:58,469 Epoch[44] Batch [27650-27700] Speed: 242.19 samples/sec accuracy=0.973906 2020-04-18 15:48:24,865 Epoch[44] Batch [27700-27750] Speed: 242.47 samples/sec accuracy=0.974844 2020-04-18 15:48:51,219 Epoch[44] Batch [27750-27800] Speed: 242.84 samples/sec accuracy=0.967656 2020-04-18 15:49:17,544 Epoch[44] Batch [27800-27850] Speed: 243.12 samples/sec accuracy=0.970313 2020-04-18 15:49:43,921 Epoch[44] Batch [27850-27900] Speed: 242.65 samples/sec accuracy=0.966875 2020-04-18 15:50:10,197 Epoch[44] Batch [27900-27950] Speed: 243.57 samples/sec accuracy=0.976094 2020-04-18 15:50:36,586 Epoch[44] Batch [27950-28000] Speed: 242.52 samples/sec accuracy=0.972969 2020-04-18 15:51:02,870 Epoch[44] Batch [28000-28050] Speed: 243.50 samples/sec accuracy=0.971562 2020-04-18 15:51:29,285 Epoch[44] Batch [28050-28100] Speed: 242.30 samples/sec accuracy=0.972031 2020-04-18 15:51:55,665 Epoch[44] Batch [28100-28150] Speed: 242.61 samples/sec accuracy=0.973437 2020-04-18 15:52:22,093 Epoch[44] Batch [28150-28200] Speed: 242.17 samples/sec accuracy=0.970469 2020-04-18 15:52:42,391 Epoch[44] Train-accuracy=0.971659 2020-04-18 15:52:42,391 Epoch[44] Time cost=14861.551 2020-04-18 15:52:42,445 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0045.params" 2020-04-18 16:19:35,890 Epoch[44] Validation-accuracy=0.985760 2020-04-18 16:20:10,022 Epoch[45] Batch [0-50] Speed: 242.95 samples/sec accuracy=0.968903 2020-04-18 16:20:36,380 Epoch[45] Batch [50-100] Speed: 242.81 samples/sec accuracy=0.972812 2020-04-18 16:21:02,675 Epoch[45] Batch [100-150] Speed: 243.40 samples/sec accuracy=0.970469 2020-04-18 16:21:28,950 Epoch[45] Batch 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2020-04-18 16:26:18,667 Epoch[45] Batch [700-750] Speed: 243.37 samples/sec accuracy=0.971719 2020-04-18 16:26:45,083 Epoch[45] Batch [750-800] Speed: 242.27 samples/sec accuracy=0.971875 2020-04-18 16:27:11,343 Epoch[45] Batch [800-850] Speed: 243.72 samples/sec accuracy=0.971719 2020-04-18 16:27:37,605 Epoch[45] Batch [850-900] Speed: 243.70 samples/sec accuracy=0.970469 2020-04-18 16:28:03,888 Epoch[45] Batch [900-950] Speed: 243.51 samples/sec accuracy=0.974844 2020-04-18 16:28:30,093 Epoch[45] Batch [950-1000] Speed: 244.23 samples/sec accuracy=0.973281 2020-04-18 16:28:56,485 Epoch[45] Batch [1000-1050] Speed: 242.50 samples/sec accuracy=0.971250 2020-04-18 16:29:23,096 Epoch[45] Batch [1050-1100] Speed: 240.51 samples/sec accuracy=0.969375 2020-04-18 16:29:49,279 Epoch[45] Batch [1100-1150] Speed: 244.44 samples/sec accuracy=0.969844 2020-04-18 16:30:15,621 Epoch[45] Batch [1150-1200] Speed: 242.95 samples/sec accuracy=0.973750 2020-04-18 16:30:41,785 Epoch[45] Batch [1200-1250] 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accuracy=0.972187 2020-04-18 16:35:30,468 Epoch[45] Batch [1750-1800] Speed: 243.88 samples/sec accuracy=0.970781 2020-04-18 16:35:56,759 Epoch[45] Batch [1800-1850] Speed: 243.44 samples/sec accuracy=0.973281 2020-04-18 16:36:22,957 Epoch[45] Batch [1850-1900] Speed: 244.29 samples/sec accuracy=0.967187 2020-04-18 16:36:49,102 Epoch[45] Batch [1900-1950] Speed: 244.79 samples/sec accuracy=0.968750 2020-04-18 16:37:15,378 Epoch[45] Batch [1950-2000] Speed: 243.57 samples/sec accuracy=0.966719 2020-04-18 16:37:41,699 Epoch[45] Batch [2000-2050] Speed: 243.16 samples/sec accuracy=0.972500 2020-04-18 16:38:07,937 Epoch[45] Batch [2050-2100] Speed: 243.92 samples/sec accuracy=0.971250 2020-04-18 16:38:34,254 Epoch[45] Batch [2100-2150] Speed: 243.20 samples/sec accuracy=0.971719 2020-04-18 16:39:00,484 Epoch[45] Batch [2150-2200] Speed: 243.99 samples/sec accuracy=0.972500 2020-04-18 16:39:26,688 Epoch[45] Batch [2200-2250] Speed: 244.24 samples/sec accuracy=0.973906 2020-04-18 16:39:53,023 Epoch[45] Batch [2250-2300] Speed: 243.03 samples/sec accuracy=0.972656 2020-04-18 16:40:19,284 Epoch[45] Batch [2300-2350] Speed: 243.71 samples/sec accuracy=0.972500 2020-04-18 16:40:45,495 Epoch[45] Batch [2350-2400] Speed: 244.17 samples/sec accuracy=0.974844 2020-04-18 16:41:12,133 Epoch[45] Batch [2400-2450] Speed: 240.26 samples/sec accuracy=0.972031 2020-04-18 16:41:38,380 Epoch[45] Batch [2450-2500] Speed: 243.84 samples/sec accuracy=0.971406 2020-04-18 16:42:04,652 Epoch[45] Batch [2500-2550] Speed: 243.60 samples/sec accuracy=0.973594 2020-04-18 16:42:30,965 Epoch[45] Batch [2550-2600] Speed: 243.23 samples/sec accuracy=0.974531 2020-04-18 16:42:57,378 Epoch[45] Batch [2600-2650] Speed: 242.30 samples/sec accuracy=0.972500 2020-04-18 16:43:23,690 Epoch[45] Batch [2650-2700] Speed: 243.24 samples/sec accuracy=0.968906 2020-04-18 16:43:50,000 Epoch[45] Batch [2700-2750] Speed: 243.25 samples/sec accuracy=0.974063 2020-04-18 16:44:16,322 Epoch[45] Batch [2750-2800] Speed: 243.14 samples/sec accuracy=0.969531 2020-04-18 16:44:42,645 Epoch[45] Batch [2800-2850] Speed: 243.14 samples/sec accuracy=0.973906 2020-04-18 16:45:08,789 Epoch[45] Batch [2850-2900] Speed: 244.80 samples/sec accuracy=0.967969 2020-04-18 16:45:35,093 Epoch[45] Batch [2900-2950] Speed: 243.31 samples/sec accuracy=0.970313 2020-04-18 16:46:01,386 Epoch[45] Batch [2950-3000] Speed: 243.41 samples/sec accuracy=0.971406 2020-04-18 16:46:27,606 Epoch[45] Batch [3000-3050] Speed: 244.09 samples/sec accuracy=0.970938 2020-04-18 16:46:54,038 Epoch[45] Batch [3050-3100] Speed: 242.14 samples/sec accuracy=0.974063 2020-04-18 16:47:20,254 Epoch[45] Batch [3100-3150] Speed: 244.12 samples/sec accuracy=0.970781 2020-04-18 16:47:46,489 Epoch[45] Batch [3150-3200] Speed: 243.96 samples/sec accuracy=0.969375 2020-04-18 16:48:12,710 Epoch[45] Batch [3200-3250] Speed: 244.08 samples/sec accuracy=0.968437 2020-04-18 16:48:39,034 Epoch[45] Batch [3250-3300] Speed: 243.13 samples/sec accuracy=0.973906 2020-04-18 16:49:05,339 Epoch[45] Batch [3300-3350] Speed: 243.30 samples/sec accuracy=0.972969 2020-04-18 16:49:31,552 Epoch[45] Batch [3350-3400] Speed: 244.16 samples/sec accuracy=0.969844 2020-04-18 16:49:57,918 Epoch[45] Batch [3400-3450] Speed: 242.74 samples/sec accuracy=0.971719 2020-04-18 16:50:24,210 Epoch[45] Batch [3450-3500] Speed: 243.42 samples/sec accuracy=0.973125 2020-04-18 16:50:50,480 Epoch[45] Batch [3500-3550] Speed: 243.63 samples/sec accuracy=0.972969 2020-04-18 16:51:16,783 Epoch[45] Batch [3550-3600] Speed: 243.32 samples/sec accuracy=0.970625 2020-04-18 16:51:43,034 Epoch[45] Batch [3600-3650] Speed: 243.80 samples/sec accuracy=0.973125 2020-04-18 16:52:09,331 Epoch[45] Batch [3650-3700] Speed: 243.37 samples/sec accuracy=0.971250 2020-04-18 16:52:35,603 Epoch[45] Batch [3700-3750] Speed: 243.61 samples/sec accuracy=0.972344 2020-04-18 16:53:01,783 Epoch[45] Batch [3750-3800] Speed: 244.46 samples/sec accuracy=0.970625 2020-04-18 16:53:28,067 Epoch[45] Batch [3800-3850] Speed: 243.50 samples/sec accuracy=0.970469 2020-04-18 16:53:54,406 Epoch[45] Batch [3850-3900] Speed: 242.98 samples/sec accuracy=0.969063 2020-04-18 16:54:21,262 Epoch[45] Batch [3900-3950] Speed: 238.31 samples/sec accuracy=0.973906 2020-04-18 16:54:47,512 Epoch[45] Batch [3950-4000] Speed: 243.80 samples/sec accuracy=0.971094 2020-04-18 16:55:13,779 Epoch[45] Batch [4000-4050] Speed: 243.66 samples/sec accuracy=0.972656 2020-04-18 16:55:40,008 Epoch[45] Batch [4050-4100] Speed: 244.01 samples/sec accuracy=0.967969 2020-04-18 16:56:06,261 Epoch[45] Batch [4100-4150] Speed: 243.78 samples/sec accuracy=0.974844 2020-04-18 16:56:32,488 Epoch[45] Batch [4150-4200] Speed: 244.02 samples/sec accuracy=0.976406 2020-04-18 16:56:58,826 Epoch[45] Batch [4200-4250] Speed: 243.00 samples/sec accuracy=0.968906 2020-04-18 16:57:25,005 Epoch[45] Batch [4250-4300] Speed: 244.48 samples/sec accuracy=0.968906 2020-04-18 16:57:51,289 Epoch[45] Batch [4300-4350] Speed: 243.50 samples/sec accuracy=0.967344 2020-04-18 16:58:17,644 Epoch[45] Batch [4350-4400] Speed: 242.83 samples/sec accuracy=0.971406 2020-04-18 16:58:43,852 Epoch[45] Batch [4400-4450] Speed: 244.21 samples/sec accuracy=0.970156 2020-04-18 16:59:10,048 Epoch[45] Batch [4450-4500] Speed: 244.31 samples/sec accuracy=0.970938 2020-04-18 16:59:36,242 Epoch[45] Batch [4500-4550] Speed: 244.34 samples/sec accuracy=0.972812 2020-04-18 17:00:02,512 Epoch[45] Batch [4550-4600] Speed: 243.62 samples/sec accuracy=0.971562 2020-04-18 17:00:28,792 Epoch[45] Batch [4600-4650] Speed: 243.54 samples/sec accuracy=0.969688 2020-04-18 17:00:55,125 Epoch[45] Batch [4650-4700] Speed: 243.04 samples/sec accuracy=0.972656 2020-04-18 17:01:21,426 Epoch[45] Batch [4700-4750] Speed: 243.34 samples/sec accuracy=0.972656 2020-04-18 17:01:47,563 Epoch[45] Batch [4750-4800] Speed: 244.86 samples/sec accuracy=0.968125 2020-04-18 17:02:13,855 Epoch[45] Batch [4800-4850] Speed: 243.42 samples/sec accuracy=0.972500 2020-04-18 17:02:40,182 Epoch[45] Batch [4850-4900] Speed: 243.10 samples/sec accuracy=0.974844 2020-04-18 17:03:06,535 Epoch[45] Batch [4900-4950] Speed: 242.86 samples/sec accuracy=0.972187 2020-04-18 17:03:32,809 Epoch[45] Batch [4950-5000] Speed: 243.59 samples/sec accuracy=0.975313 2020-04-18 17:03:59,057 Epoch[45] Batch [5000-5050] Speed: 243.83 samples/sec accuracy=0.973750 2020-04-18 17:04:25,326 Epoch[45] Batch [5050-5100] Speed: 243.64 samples/sec accuracy=0.968750 2020-04-18 17:04:51,544 Epoch[45] Batch [5100-5150] Speed: 244.11 samples/sec accuracy=0.971875 2020-04-18 17:05:17,774 Epoch[45] Batch [5150-5200] Speed: 244.00 samples/sec accuracy=0.971406 2020-04-18 17:05:44,061 Epoch[45] Batch [5200-5250] Speed: 243.46 samples/sec accuracy=0.971406 2020-04-18 17:06:10,383 Epoch[45] Batch [5250-5300] Speed: 243.15 samples/sec accuracy=0.972344 2020-04-18 17:06:36,601 Epoch[45] Batch [5300-5350] Speed: 244.11 samples/sec accuracy=0.968437 2020-04-18 17:07:02,955 Epoch[45] Batch [5350-5400] Speed: 242.85 samples/sec accuracy=0.970313 2020-04-18 17:07:29,619 Epoch[45] Batch [5400-5450] Speed: 240.03 samples/sec accuracy=0.972500 2020-04-18 17:07:55,801 Epoch[45] Batch [5450-5500] Speed: 244.44 samples/sec accuracy=0.972812 2020-04-18 17:08:22,047 Epoch[45] Batch [5500-5550] Speed: 243.85 samples/sec accuracy=0.970938 2020-04-18 17:08:48,269 Epoch[45] Batch [5550-5600] Speed: 244.07 samples/sec accuracy=0.970313 2020-04-18 17:09:14,555 Epoch[45] Batch [5600-5650] Speed: 243.47 samples/sec accuracy=0.971875 2020-04-18 17:09:40,747 Epoch[45] Batch [5650-5700] Speed: 244.35 samples/sec accuracy=0.973125 2020-04-18 17:10:06,930 Epoch[45] Batch [5700-5750] Speed: 244.44 samples/sec accuracy=0.970625 2020-04-18 17:10:33,110 Epoch[45] Batch [5750-5800] Speed: 244.46 samples/sec accuracy=0.973281 2020-04-18 17:10:59,301 Epoch[45] Batch [5800-5850] Speed: 244.36 samples/sec accuracy=0.971094 2020-04-18 17:11:25,638 Epoch[45] Batch [5850-5900] Speed: 243.01 samples/sec accuracy=0.970469 2020-04-18 17:11:51,809 Epoch[45] Batch [5900-5950] Speed: 244.55 samples/sec accuracy=0.972187 2020-04-18 17:12:18,092 Epoch[45] Batch [5950-6000] Speed: 243.51 samples/sec accuracy=0.971875 2020-04-18 17:12:44,365 Epoch[45] Batch [6000-6050] Speed: 243.60 samples/sec accuracy=0.972969 2020-04-18 17:13:10,654 Epoch[45] Batch [6050-6100] Speed: 243.44 samples/sec accuracy=0.968281 2020-04-18 17:13:36,908 Epoch[45] Batch [6100-6150] Speed: 243.78 samples/sec accuracy=0.974844 2020-04-18 17:14:03,183 Epoch[45] Batch [6150-6200] Speed: 243.58 samples/sec accuracy=0.973125 2020-04-18 17:14:29,467 Epoch[45] Batch [6200-6250] Speed: 243.49 samples/sec accuracy=0.971562 2020-04-18 17:14:55,756 Epoch[45] Batch [6250-6300] Speed: 243.45 samples/sec accuracy=0.972344 2020-04-18 17:15:21,985 Epoch[45] Batch [6300-6350] Speed: 244.00 samples/sec accuracy=0.970781 2020-04-18 17:15:48,296 Epoch[45] Batch [6350-6400] Speed: 243.25 samples/sec accuracy=0.967656 2020-04-18 17:16:14,492 Epoch[45] Batch [6400-6450] Speed: 244.32 samples/sec accuracy=0.969688 2020-04-18 17:16:40,745 Epoch[45] Batch [6450-6500] Speed: 243.78 samples/sec accuracy=0.971094 2020-04-18 17:17:06,995 Epoch[45] Batch [6500-6550] Speed: 243.81 samples/sec accuracy=0.970625 2020-04-18 17:17:33,201 Epoch[45] Batch [6550-6600] Speed: 244.22 samples/sec accuracy=0.968125 2020-04-18 17:17:59,448 Epoch[45] Batch [6600-6650] Speed: 243.84 samples/sec accuracy=0.976875 2020-04-18 17:18:25,794 Epoch[45] Batch [6650-6700] Speed: 242.93 samples/sec accuracy=0.971406 2020-04-18 17:18:52,044 Epoch[45] Batch [6700-6750] Speed: 243.81 samples/sec accuracy=0.973281 2020-04-18 17:19:18,270 Epoch[45] Batch [6750-6800] Speed: 244.04 samples/sec accuracy=0.971562 2020-04-18 17:19:44,505 Epoch[45] Batch [6800-6850] Speed: 243.94 samples/sec accuracy=0.973437 2020-04-18 17:20:10,684 Epoch[45] Batch [6850-6900] Speed: 244.47 samples/sec accuracy=0.974844 2020-04-18 17:20:36,969 Epoch[45] Batch [6900-6950] Speed: 243.49 samples/sec accuracy=0.973906 2020-04-18 17:21:03,742 Epoch[45] Batch [6950-7000] Speed: 239.05 samples/sec accuracy=0.975156 2020-04-18 17:21:29,982 Epoch[45] Batch [7000-7050] Speed: 243.90 samples/sec accuracy=0.970313 2020-04-18 17:21:56,290 Epoch[45] Batch [7050-7100] Speed: 243.28 samples/sec accuracy=0.971562 2020-04-18 17:22:22,635 Epoch[45] Batch [7100-7150] Speed: 242.93 samples/sec accuracy=0.969063 2020-04-18 17:22:49,000 Epoch[45] Batch [7150-7200] Speed: 242.75 samples/sec accuracy=0.972031 2020-04-18 17:23:15,338 Epoch[45] Batch [7200-7250] Speed: 242.99 samples/sec accuracy=0.974375 2020-04-18 17:23:41,603 Epoch[45] Batch [7250-7300] Speed: 243.67 samples/sec accuracy=0.970938 2020-04-18 17:24:07,844 Epoch[45] Batch [7300-7350] Speed: 243.89 samples/sec accuracy=0.971250 2020-04-18 17:24:34,169 Epoch[45] Batch [7350-7400] Speed: 243.12 samples/sec accuracy=0.972344 2020-04-18 17:25:00,432 Epoch[45] Batch [7400-7450] Speed: 243.69 samples/sec accuracy=0.974531 2020-04-18 17:25:26,749 Epoch[45] Batch [7450-7500] Speed: 243.18 samples/sec accuracy=0.970156 2020-04-18 17:25:52,965 Epoch[45] Batch [7500-7550] Speed: 244.14 samples/sec accuracy=0.972031 2020-04-18 17:26:19,249 Epoch[45] Batch [7550-7600] Speed: 243.50 samples/sec accuracy=0.968750 2020-04-18 17:26:45,400 Epoch[45] Batch [7600-7650] Speed: 244.73 samples/sec accuracy=0.970938 2020-04-18 17:27:11,673 Epoch[45] Batch [7650-7700] Speed: 243.60 samples/sec accuracy=0.971406 2020-04-18 17:27:38,189 Epoch[45] Batch [7700-7750] Speed: 241.37 samples/sec accuracy=0.970000 2020-04-18 17:28:04,397 Epoch[45] Batch [7750-7800] Speed: 244.20 samples/sec accuracy=0.968281 2020-04-18 17:28:30,750 Epoch[45] Batch [7800-7850] Speed: 242.86 samples/sec accuracy=0.972969 2020-04-18 17:28:56,988 Epoch[45] Batch [7850-7900] Speed: 243.92 samples/sec accuracy=0.974063 2020-04-18 17:29:23,146 Epoch[45] Batch [7900-7950] Speed: 244.67 samples/sec accuracy=0.969531 2020-04-18 17:29:49,357 Epoch[45] Batch [7950-8000] Speed: 244.17 samples/sec accuracy=0.974844 2020-04-18 17:30:15,627 Epoch[45] Batch [8000-8050] Speed: 243.62 samples/sec accuracy=0.969531 2020-04-18 17:30:41,819 Epoch[45] Batch [8050-8100] Speed: 244.35 samples/sec accuracy=0.969375 2020-04-18 17:31:08,027 Epoch[45] Batch [8100-8150] Speed: 244.21 samples/sec accuracy=0.971875 2020-04-18 17:31:34,366 Epoch[45] Batch [8150-8200] Speed: 242.98 samples/sec accuracy=0.973281 2020-04-18 17:32:00,615 Epoch[45] Batch [8200-8250] Speed: 243.82 samples/sec accuracy=0.977500 2020-04-18 17:32:26,895 Epoch[45] Batch [8250-8300] Speed: 243.53 samples/sec accuracy=0.970000 2020-04-18 17:32:53,148 Epoch[45] Batch [8300-8350] Speed: 243.79 samples/sec accuracy=0.973750 2020-04-18 17:33:19,364 Epoch[45] Batch [8350-8400] Speed: 244.13 samples/sec accuracy=0.974063 2020-04-18 17:33:45,624 Epoch[45] Batch [8400-8450] Speed: 243.72 samples/sec accuracy=0.972187 2020-04-18 17:34:11,926 Epoch[45] Batch [8450-8500] Speed: 243.32 samples/sec accuracy=0.971562 2020-04-18 17:34:38,214 Epoch[45] Batch [8500-8550] Speed: 243.46 samples/sec accuracy=0.972187 2020-04-18 17:35:04,842 Epoch[45] Batch [8550-8600] Speed: 240.35 samples/sec accuracy=0.972187 2020-04-18 17:35:31,108 Epoch[45] Batch [8600-8650] Speed: 243.67 samples/sec accuracy=0.967656 2020-04-18 17:35:57,367 Epoch[45] Batch [8650-8700] Speed: 243.73 samples/sec accuracy=0.970938 2020-04-18 17:36:23,565 Epoch[45] Batch [8700-8750] Speed: 244.30 samples/sec accuracy=0.973281 2020-04-18 17:36:49,810 Epoch[45] Batch [8750-8800] Speed: 243.85 samples/sec accuracy=0.975156 2020-04-18 17:37:16,017 Epoch[45] Batch [8800-8850] Speed: 244.21 samples/sec accuracy=0.972656 2020-04-18 17:37:42,268 Epoch[45] Batch [8850-8900] Speed: 243.80 samples/sec accuracy=0.971719 2020-04-18 17:38:08,573 Epoch[45] Batch [8900-8950] Speed: 243.31 samples/sec accuracy=0.973906 2020-04-18 17:38:34,839 Epoch[45] Batch [8950-9000] Speed: 243.66 samples/sec accuracy=0.970781 2020-04-18 17:39:01,109 Epoch[45] Batch [9000-9050] Speed: 243.63 samples/sec accuracy=0.971562 2020-04-18 17:39:27,403 Epoch[45] Batch [9050-9100] Speed: 243.40 samples/sec accuracy=0.969844 2020-04-18 17:39:53,621 Epoch[45] Batch [9100-9150] Speed: 244.11 samples/sec accuracy=0.973281 2020-04-18 17:40:19,880 Epoch[45] Batch [9150-9200] Speed: 243.72 samples/sec accuracy=0.973437 2020-04-18 17:40:46,947 Epoch[45] Batch [9200-9250] Speed: 236.45 samples/sec accuracy=0.970313 2020-04-18 17:41:14,276 Epoch[45] Batch [9250-9300] Speed: 234.18 samples/sec accuracy=0.970625 2020-04-18 17:41:40,669 Epoch[45] Batch [9300-9350] Speed: 242.50 samples/sec accuracy=0.970000 2020-04-18 17:42:06,988 Epoch[45] Batch [9350-9400] Speed: 243.17 samples/sec accuracy=0.972500 2020-04-18 17:42:33,319 Epoch[45] Batch [9400-9450] Speed: 243.06 samples/sec accuracy=0.967344 2020-04-18 17:42:59,592 Epoch[45] Batch [9450-9500] Speed: 243.60 samples/sec accuracy=0.970781 2020-04-18 17:43:25,924 Epoch[45] Batch [9500-9550] Speed: 243.06 samples/sec accuracy=0.972812 2020-04-18 17:43:52,248 Epoch[45] Batch [9550-9600] Speed: 243.13 samples/sec accuracy=0.970625 2020-04-18 17:44:18,550 Epoch[45] Batch [9600-9650] Speed: 243.33 samples/sec accuracy=0.973750 2020-04-18 17:44:44,830 Epoch[45] Batch [9650-9700] Speed: 243.53 samples/sec accuracy=0.971406 2020-04-18 17:45:11,155 Epoch[45] Batch [9700-9750] Speed: 243.11 samples/sec accuracy=0.969375 2020-04-18 17:45:37,822 Epoch[45] Batch [9750-9800] Speed: 240.00 samples/sec accuracy=0.972500 2020-04-18 17:46:04,123 Epoch[45] Batch [9800-9850] Speed: 243.34 samples/sec accuracy=0.972031 2020-04-18 17:46:30,442 Epoch[45] Batch [9850-9900] Speed: 243.17 samples/sec accuracy=0.970938 2020-04-18 17:46:57,680 Epoch[45] Batch [9900-9950] Speed: 234.97 samples/sec accuracy=0.970625 2020-04-18 17:47:23,969 Epoch[45] Batch [9950-10000] Speed: 243.45 samples/sec accuracy=0.972031 2020-04-18 17:47:50,242 Epoch[45] Batch [10000-10050] Speed: 243.60 samples/sec accuracy=0.969688 2020-04-18 17:48:16,966 Epoch[45] Batch [10050-10100] Speed: 239.49 samples/sec accuracy=0.970781 2020-04-18 17:48:43,269 Epoch[45] Batch [10100-10150] Speed: 243.32 samples/sec accuracy=0.975938 2020-04-18 17:49:09,543 Epoch[45] Batch [10150-10200] Speed: 243.58 samples/sec accuracy=0.969375 2020-04-18 17:49:35,972 Epoch[45] Batch [10200-10250] Speed: 242.16 samples/sec accuracy=0.974063 2020-04-18 17:50:02,362 Epoch[45] Batch [10250-10300] Speed: 242.52 samples/sec accuracy=0.969375 2020-04-18 17:50:28,642 Epoch[45] Batch [10300-10350] Speed: 243.53 samples/sec accuracy=0.971875 2020-04-18 17:50:55,048 Epoch[45] Batch [10350-10400] Speed: 242.38 samples/sec accuracy=0.971562 2020-04-18 17:51:21,260 Epoch[45] Batch [10400-10450] Speed: 244.17 samples/sec accuracy=0.969844 2020-04-18 17:51:48,318 Epoch[45] Batch [10450-10500] Speed: 236.53 samples/sec accuracy=0.973906 2020-04-18 17:52:15,882 Epoch[45] Batch [10500-10550] Speed: 232.18 samples/sec accuracy=0.972812 2020-04-18 17:52:42,644 Epoch[45] Batch [10550-10600] Speed: 239.15 samples/sec accuracy=0.972031 2020-04-18 17:53:08,990 Epoch[45] Batch [10600-10650] Speed: 242.92 samples/sec accuracy=0.972500 2020-04-18 17:53:35,238 Epoch[45] Batch [10650-10700] Speed: 243.83 samples/sec accuracy=0.970156 2020-04-18 17:54:01,473 Epoch[45] Batch [10700-10750] Speed: 243.95 samples/sec accuracy=0.968594 2020-04-18 17:54:27,736 Epoch[45] Batch [10750-10800] Speed: 243.69 samples/sec accuracy=0.970000 2020-04-18 17:54:54,063 Epoch[45] Batch [10800-10850] Speed: 243.10 samples/sec accuracy=0.971562 2020-04-18 17:55:20,408 Epoch[45] Batch [10850-10900] Speed: 242.93 samples/sec accuracy=0.971875 2020-04-18 17:55:46,618 Epoch[45] Batch [10900-10950] Speed: 244.18 samples/sec accuracy=0.973594 2020-04-18 17:56:12,903 Epoch[45] Batch [10950-11000] Speed: 243.48 samples/sec accuracy=0.970156 2020-04-18 17:56:39,216 Epoch[45] Batch [11000-11050] Speed: 243.24 samples/sec accuracy=0.972187 2020-04-18 17:57:05,492 Epoch[45] Batch [11050-11100] Speed: 243.57 samples/sec accuracy=0.974844 2020-04-18 17:57:31,851 Epoch[45] Batch [11100-11150] Speed: 242.80 samples/sec accuracy=0.970625 2020-04-18 17:57:58,188 Epoch[45] Batch [11150-11200] Speed: 243.00 samples/sec accuracy=0.972031 2020-04-18 17:58:24,536 Epoch[45] Batch [11200-11250] Speed: 242.91 samples/sec accuracy=0.971875 2020-04-18 17:58:50,908 Epoch[45] Batch [11250-11300] Speed: 242.69 samples/sec accuracy=0.971875 2020-04-18 17:59:17,239 Epoch[45] Batch [11300-11350] Speed: 243.06 samples/sec accuracy=0.971875 2020-04-18 17:59:43,566 Epoch[45] Batch [11350-11400] Speed: 243.10 samples/sec accuracy=0.968281 2020-04-18 18:00:09,834 Epoch[45] Batch [11400-11450] Speed: 243.64 samples/sec accuracy=0.969844 2020-04-18 18:00:36,137 Epoch[45] Batch [11450-11500] Speed: 243.32 samples/sec accuracy=0.970469 2020-04-18 18:01:02,514 Epoch[45] Batch [11500-11550] Speed: 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accuracy=0.973906 2020-04-18 18:05:52,484 Epoch[45] Batch [12050-12100] Speed: 243.31 samples/sec accuracy=0.971406 2020-04-18 18:06:18,816 Epoch[45] Batch [12100-12150] Speed: 243.05 samples/sec accuracy=0.972812 2020-04-18 18:06:45,083 Epoch[45] Batch [12150-12200] Speed: 243.65 samples/sec accuracy=0.970781 2020-04-18 18:07:11,352 Epoch[45] Batch [12200-12250] Speed: 243.64 samples/sec accuracy=0.973594 2020-04-18 18:07:37,554 Epoch[45] Batch [12250-12300] Speed: 244.25 samples/sec accuracy=0.972500 2020-04-18 18:08:03,815 Epoch[45] Batch [12300-12350] Speed: 243.71 samples/sec accuracy=0.973281 2020-04-18 18:08:30,036 Epoch[45] Batch [12350-12400] Speed: 244.09 samples/sec accuracy=0.970313 2020-04-18 18:08:56,342 Epoch[45] Batch [12400-12450] Speed: 243.29 samples/sec accuracy=0.971094 2020-04-18 18:09:22,649 Epoch[45] Batch [12450-12500] Speed: 243.28 samples/sec accuracy=0.972031 2020-04-18 18:09:48,933 Epoch[45] Batch [12500-12550] Speed: 243.49 samples/sec accuracy=0.973906 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243.53 samples/sec accuracy=0.975781 2020-04-18 18:28:14,184 Epoch[45] Batch [14600-14650] Speed: 244.19 samples/sec accuracy=0.972187 Traceback (most recent call last): File "scripts/cnocr_train.py", line 205, in train_cnocr(args) File "scripts/cnocr_train.py", line 146, in train_cnocr data_names=data_names, File "/root/jinlong/cnocr/cnocr/fit/fit.py", line 62, in fit epoch_end_callback=mx.callback.do_checkpoint(args.prefix), File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/base_module.py", line 533, in fit self.update_metric(eval_metric, data_batch.label) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/module.py", line 775, in update_metric self._exec_group.update_metric(eval_metric, labels, pre_sliced) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/module/executor_group.py", line 640, in update_metric eval_metric.update_dict(labels_, preds) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 133, in update_dict self.update(label, pred) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/metric.py", line 1778, in update pred = pred.asnumpy() File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/ndarray/ndarray.py", line 2535, in asnumpy ctypes.c_size_t(data.size))) File "/root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/base.py", line 255, in check_call raise MXNetError(py_str(_LIB.MXGetLastError())) mxnet.base.MXNetError: [18:28:27] /home/ubuntu/mxnet-distro/mxnet-build/3rdparty/mshadow/mshadow/./stream_gpu-inl.h:62: Check failed: e == cudaSuccess: CUDA: an illegal memory access was encountered Stack trace: [bt] (0) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x6b8b5b) [0x7feb4b4afb5b] [bt] (1) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37b79d2) [0x7feb4e5ae9d2] [bt] (2) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37e8795) [0x7feb4e5df795] [bt] (3) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c4961) [0x7feb4e5bb961] [bt] (4) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c7ea0) [0x7feb4e5beea0] [bt] (5) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c8136) [0x7feb4e5bf136] [bt] (6) /root/jinlong/cnocr/venv/lib/python3.6/site-packages/mxnet/libmxnet.so(+0x37c3114) [0x7feb4e5ba114] [bt] (7) /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xbda60) [0x7fec00dfea60] [bt] (8) /lib/x86_64-linux-gnu/libpthread.so.0(+0x76db) [0x7fec0581b6db]