diff --git "a/train-logs/1.1.0/nohup-densenet-lite-lstm.out" "b/train-logs/1.1.0/nohup-densenet-lite-lstm.out" new file mode 100644--- /dev/null +++ "b/train-logs/1.1.0/nohup-densenet-lite-lstm.out" @@ -0,0 +1,25491 @@ +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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accuracy=0.942500 +2020-04-07 16:58:17,175 Epoch[5] Batch [7750-7800] Speed: 245.53 samples/sec accuracy=0.942813 +2020-04-07 16:58:43,166 Epoch[5] Batch [7800-7850] Speed: 246.25 samples/sec accuracy=0.939219 +2020-04-07 16:59:09,113 Epoch[5] Batch [7850-7900] Speed: 246.65 samples/sec accuracy=0.943281 +2020-04-07 16:59:35,190 Epoch[5] Batch [7900-7950] Speed: 245.43 samples/sec accuracy=0.945000 +2020-04-07 17:00:01,333 Epoch[5] Batch [7950-8000] Speed: 244.81 samples/sec accuracy=0.942031 +2020-04-07 17:00:27,366 Epoch[5] Batch [8000-8050] Speed: 245.85 samples/sec accuracy=0.937813 +2020-04-07 17:00:53,309 Epoch[5] Batch [8050-8100] Speed: 246.70 samples/sec accuracy=0.942969 +2020-04-07 17:01:19,308 Epoch[5] Batch [8100-8150] Speed: 246.16 samples/sec accuracy=0.941094 +2020-04-07 17:01:45,373 Epoch[5] Batch [8150-8200] Speed: 245.54 samples/sec accuracy=0.939531 +2020-04-07 17:02:11,357 Epoch[5] Batch [8200-8250] Speed: 246.31 samples/sec accuracy=0.941875 +2020-04-07 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accuracy=0.937813 +2020-04-07 17:11:45,042 Epoch[5] Batch [9300-9350] Speed: 245.58 samples/sec accuracy=0.938594 +2020-04-07 17:12:11,110 Epoch[5] Batch [9350-9400] Speed: 245.51 samples/sec accuracy=0.945781 +2020-04-07 17:12:37,203 Epoch[5] Batch [9400-9450] Speed: 245.28 samples/sec accuracy=0.948281 +2020-04-07 17:13:03,225 Epoch[5] Batch [9450-9500] Speed: 245.95 samples/sec accuracy=0.938438 +2020-04-07 17:13:29,265 Epoch[5] Batch [9500-9550] Speed: 245.77 samples/sec accuracy=0.945156 +2020-04-07 17:13:55,368 Epoch[5] Batch [9550-9600] Speed: 245.19 samples/sec accuracy=0.938594 +2020-04-07 17:14:21,509 Epoch[5] Batch [9600-9650] Speed: 244.83 samples/sec accuracy=0.942656 +2020-04-07 17:14:47,578 Epoch[5] Batch [9650-9700] Speed: 245.51 samples/sec accuracy=0.941094 +2020-04-07 17:15:14,338 Epoch[5] Batch [9700-9750] Speed: 239.16 samples/sec accuracy=0.942656 +2020-04-07 17:15:41,289 Epoch[5] Batch [9750-9800] Speed: 237.47 samples/sec accuracy=0.943594 +2020-04-07 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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 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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 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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 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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 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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: 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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: 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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 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accuracy=0.946562 +2020-04-07 20:12:50,050 Epoch[5] Batch [26600-26650] Speed: 201.29 samples/sec accuracy=0.942969 +2020-04-07 20:13:21,629 Epoch[5] Batch [26650-26700] Speed: 202.67 samples/sec accuracy=0.938125 +2020-04-07 20:13:53,457 Epoch[5] Batch [26700-26750] Speed: 201.08 samples/sec accuracy=0.941719 +2020-04-07 20:14:26,058 Epoch[5] Batch [26750-26800] Speed: 196.31 samples/sec accuracy=0.940000 +2020-04-07 20:14:57,990 Epoch[5] Batch [26800-26850] Speed: 200.43 samples/sec accuracy=0.945937 +2020-04-07 20:15:29,780 Epoch[5] Batch [26850-26900] Speed: 201.32 samples/sec accuracy=0.948906 +2020-04-07 20:16:01,652 Epoch[5] Batch [26900-26950] Speed: 200.80 samples/sec accuracy=0.945937 +2020-04-07 20:16:33,622 Epoch[5] Batch [26950-27000] Speed: 200.19 samples/sec accuracy=0.942031 +2020-04-07 20:17:05,338 Epoch[5] Batch [27000-27050] Speed: 201.79 samples/sec accuracy=0.942969 +2020-04-07 20:17:37,074 Epoch[5] Batch [27050-27100] Speed: 201.67 samples/sec accuracy=0.947187 +2020-04-07 20:18:09,068 Epoch[5] Batch [27100-27150] Speed: 200.03 samples/sec accuracy=0.947187 +2020-04-07 20:18:40,578 Epoch[5] Batch [27150-27200] Speed: 203.11 samples/sec accuracy=0.945781 +2020-04-07 20:19:12,276 Epoch[5] Batch [27200-27250] Speed: 201.91 samples/sec accuracy=0.938438 +2020-04-07 20:19:44,052 Epoch[5] Batch [27250-27300] Speed: 201.41 samples/sec accuracy=0.952344 +2020-04-07 20:20:15,619 Epoch[5] Batch [27300-27350] Speed: 202.75 samples/sec accuracy=0.940156 +2020-04-07 20:20:47,605 Epoch[5] Batch [27350-27400] Speed: 200.09 samples/sec accuracy=0.943281 +2020-04-07 20:21:19,467 Epoch[5] Batch [27400-27450] Speed: 200.86 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 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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] Speed: 202.33 samples/sec accuracy=0.944375 +2020-04-07 21:03:35,356 Epoch[6] Batch [150-200] Speed: 200.69 samples/sec accuracy=0.941562 +2020-04-07 21:04:07,396 Epoch[6] Batch [200-250] Speed: 199.75 samples/sec accuracy=0.950000 +2020-04-07 21:04:38,857 Epoch[6] Batch [250-300] Speed: 203.43 samples/sec 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accuracy=0.947812 +2020-04-07 21:32:46,090 Epoch[6] Batch [2900-2950] Speed: 201.98 samples/sec accuracy=0.946250 +2020-04-07 21:33:17,780 Epoch[6] Batch [2950-3000] Speed: 201.96 samples/sec accuracy=0.942969 +2020-04-07 21:33:49,634 Epoch[6] Batch [3000-3050] Speed: 200.92 samples/sec accuracy=0.945625 +2020-04-07 21:34:21,550 Epoch[6] Batch [3050-3100] Speed: 200.53 samples/sec accuracy=0.949063 +2020-04-07 21:34:53,138 Epoch[6] Batch [3100-3150] Speed: 202.62 samples/sec accuracy=0.940156 +2020-04-07 21:35:25,254 Epoch[6] Batch [3150-3200] Speed: 199.28 samples/sec accuracy=0.941562 +2020-04-07 21:35:56,580 Epoch[6] Batch [3200-3250] Speed: 204.30 samples/sec accuracy=0.949063 +2020-04-07 21:36:28,443 Epoch[6] Batch [3250-3300] Speed: 200.87 samples/sec 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 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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] Batch [4850-4900] Speed: 201.69 samples/sec accuracy=0.944375 +2020-04-07 21:54:01,031 Epoch[6] Batch [4900-4950] Speed: 199.09 samples/sec accuracy=0.943594 +2020-04-07 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accuracy=0.941094 +2020-04-07 22:05:39,985 Epoch[6] Batch [6000-6050] Speed: 201.77 samples/sec accuracy=0.944219 +2020-04-07 22:06:11,745 Epoch[6] Batch [6050-6100] Speed: 201.52 samples/sec accuracy=0.947187 +2020-04-07 22:06:43,390 Epoch[6] Batch [6100-6150] Speed: 202.24 samples/sec accuracy=0.945937 +2020-04-07 22:07:15,114 Epoch[6] Batch [6150-6200] Speed: 201.74 samples/sec accuracy=0.950469 +2020-04-07 22:07:46,863 Epoch[6] Batch [6200-6250] Speed: 201.58 samples/sec accuracy=0.947500 +2020-04-07 22:08:18,527 Epoch[6] Batch [6250-6300] Speed: 202.13 samples/sec accuracy=0.948750 +2020-04-07 22:08:50,313 Epoch[6] Batch [6300-6350] Speed: 201.35 samples/sec accuracy=0.949844 +2020-04-07 22:09:22,614 Epoch[6] Batch [6350-6400] Speed: 198.14 samples/sec accuracy=0.944688 +2020-04-07 22:09:54,520 Epoch[6] Batch [6400-6450] Speed: 200.59 samples/sec 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 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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] Batch [8000-8050] Speed: 210.41 samples/sec accuracy=0.944844 +2020-04-07 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accuracy=0.944219 +2020-04-07 22:37:19,216 Epoch[6] Batch [9100-9150] Speed: 212.16 samples/sec accuracy=0.947656 +2020-04-07 22:37:49,483 Epoch[6] Batch [9150-9200] Speed: 211.45 samples/sec accuracy=0.945781 +2020-04-07 22:38:19,739 Epoch[6] Batch [9200-9250] Speed: 211.52 samples/sec accuracy=0.946719 +2020-04-07 22:38:50,016 Epoch[6] Batch [9250-9300] Speed: 211.39 samples/sec accuracy=0.953125 +2020-04-07 22:39:20,300 Epoch[6] Batch [9300-9350] Speed: 211.33 samples/sec accuracy=0.943281 +2020-04-07 22:39:50,573 Epoch[6] Batch [9350-9400] Speed: 211.41 samples/sec accuracy=0.943750 +2020-04-07 22:40:21,984 Epoch[6] Batch [9400-9450] Speed: 203.75 samples/sec accuracy=0.950781 +2020-04-07 22:40:52,418 Epoch[6] Batch [9450-9500] Speed: 210.29 samples/sec accuracy=0.947500 +2020-04-07 22:41:22,671 Epoch[6] Batch [9500-9550] Speed: 211.55 samples/sec accuracy=0.949063 +2020-04-07 22:41:52,812 Epoch[6] Batch [9550-9600] Speed: 212.34 samples/sec accuracy=0.940312 +2020-04-07 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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 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accuracy=0.951406 +2020-04-07 23:31:15,679 Epoch[6] Batch [14200-14250] Speed: 201.62 samples/sec accuracy=0.944844 +2020-04-07 23:31:47,080 Epoch[6] Batch [14250-14300] Speed: 203.82 samples/sec accuracy=0.946094 +2020-04-07 23:32:18,920 Epoch[6] Batch [14300-14350] Speed: 201.01 samples/sec accuracy=0.940781 +2020-04-07 23:32:50,755 Epoch[6] Batch [14350-14400] Speed: 201.03 samples/sec accuracy=0.943594 +2020-04-07 23:33:22,744 Epoch[6] Batch [14400-14450] Speed: 200.08 samples/sec accuracy=0.945469 +2020-04-07 23:33:54,470 Epoch[6] Batch [14450-14500] Speed: 201.72 samples/sec accuracy=0.945156 +2020-04-07 23:34:26,378 Epoch[6] Batch [14500-14550] Speed: 200.58 samples/sec accuracy=0.936562 +2020-04-07 23:34:58,069 Epoch[6] Batch [14550-14600] Speed: 201.95 samples/sec accuracy=0.943750 +2020-04-07 23:35:29,767 Epoch[6] Batch [14600-14650] Speed: 201.91 samples/sec accuracy=0.948438 +2020-04-07 23:36:01,451 Epoch[6] Batch [14650-14700] Speed: 201.99 samples/sec accuracy=0.944219 +2020-04-07 23:36:33,232 Epoch[6] Batch [14700-14750] Speed: 201.38 samples/sec 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 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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 Epoch[6] Batch [17300-17350] Speed: 201.91 samples/sec accuracy=0.951094 +2020-04-08 00:04:43,792 Epoch[6] Batch [17350-17400] Speed: 201.76 samples/sec accuracy=0.952031 +2020-04-08 00:05:15,573 Epoch[6] Batch [17400-17450] Speed: 201.38 samples/sec accuracy=0.948750 +2020-04-08 00:05:47,192 Epoch[6] Batch [17450-17500] Speed: 202.41 samples/sec accuracy=0.949219 +2020-04-08 00:06:18,978 Epoch[6] Batch [17500-17550] Speed: 201.35 samples/sec accuracy=0.937187 +2020-04-08 00:06:50,629 Epoch[6] Batch [17550-17600] Speed: 202.21 samples/sec accuracy=0.944375 +2020-04-08 00:07:22,387 Epoch[6] Batch [17600-17650] Speed: 201.52 samples/sec accuracy=0.944219 +2020-04-08 00:07:54,242 Epoch[6] Batch [17650-17700] Speed: 200.92 samples/sec accuracy=0.940000 +2020-04-08 00:08:25,903 Epoch[6] Batch [17700-17750] Speed: 202.14 samples/sec accuracy=0.941719 +2020-04-08 00:08:57,915 Epoch[6] Batch [17750-17800] Speed: 199.93 samples/sec accuracy=0.947969 +2020-04-08 00:09:30,011 Epoch[6] Batch [17800-17850] Speed: 199.40 samples/sec accuracy=0.937656 +2020-04-08 00:10:01,776 Epoch[6] Batch [17850-17900] Speed: 201.48 samples/sec accuracy=0.948750 +2020-04-08 00:10:33,531 Epoch[6] Batch [17900-17950] Speed: 201.54 samples/sec accuracy=0.946094 +2020-04-08 00:11:05,730 Epoch[6] Batch [17950-18000] Speed: 198.77 samples/sec accuracy=0.946875 +2020-04-08 00:11:37,859 Epoch[6] Batch [18000-18050] Speed: 199.20 samples/sec accuracy=0.947500 +2020-04-08 00:12:09,740 Epoch[6] Batch [18050-18100] Speed: 200.75 samples/sec accuracy=0.948594 +2020-04-08 00:12:41,466 Epoch[6] Batch [18100-18150] Speed: 201.73 samples/sec accuracy=0.942344 +2020-04-08 00:13:13,260 Epoch[6] Batch [18150-18200] Speed: 201.30 samples/sec accuracy=0.945469 +2020-04-08 00:13:45,681 Epoch[6] Batch [18200-18250] Speed: 197.40 samples/sec accuracy=0.943281 +2020-04-08 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[19250-19300] Speed: 199.23 samples/sec accuracy=0.947187 +2020-04-08 00:25:25,725 Epoch[6] Batch [19300-19350] Speed: 202.30 samples/sec accuracy=0.952812 +2020-04-08 00:25:57,565 Epoch[6] Batch [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: 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+2020-04-08 01:10:41,611 Epoch[6] Batch [23850-23900] Speed: 199.50 samples/sec accuracy=0.944219 +2020-04-08 01:11:13,572 Epoch[6] Batch [23900-23950] Speed: 200.24 samples/sec accuracy=0.940781 +2020-04-08 01:11:45,272 Epoch[6] Batch [23950-24000] Speed: 201.89 samples/sec accuracy=0.951406 +2020-04-08 01:12:16,978 Epoch[6] Batch [24000-24050] Speed: 201.86 samples/sec accuracy=0.946562 +2020-04-08 01:12:48,909 Epoch[6] Batch [24050-24100] Speed: 200.43 samples/sec accuracy=0.948125 +2020-04-08 01:13:21,073 Epoch[6] Batch [24100-24150] Speed: 198.99 samples/sec accuracy=0.949063 +2020-04-08 01:13:52,799 Epoch[6] Batch [24150-24200] Speed: 201.72 samples/sec accuracy=0.932656 +2020-04-08 01:14:24,825 Epoch[6] Batch [24200-24250] Speed: 199.84 samples/sec accuracy=0.936406 +2020-04-08 01:14:56,948 Epoch[6] Batch [24250-24300] Speed: 199.24 samples/sec accuracy=0.944531 +2020-04-08 01:15:28,729 Epoch[6] Batch [24300-24350] Speed: 201.38 samples/sec accuracy=0.944531 +2020-04-08 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accuracy=0.943125 +2020-04-08 01:37:46,851 Epoch[6] Batch [26400-26450] Speed: 198.78 samples/sec accuracy=0.942813 +2020-04-08 01:38:18,458 Epoch[6] Batch [26450-26500] Speed: 202.49 samples/sec accuracy=0.950000 +2020-04-08 01:38:50,484 Epoch[6] Batch [26500-26550] Speed: 199.84 samples/sec accuracy=0.942656 +2020-04-08 01:39:22,077 Epoch[6] Batch [26550-26600] Speed: 202.58 samples/sec accuracy=0.947344 +2020-04-08 01:39:53,790 Epoch[6] Batch [26600-26650] Speed: 201.81 samples/sec accuracy=0.937969 +2020-04-08 01:40:25,552 Epoch[6] Batch [26650-26700] Speed: 201.49 samples/sec accuracy=0.939375 +2020-04-08 01:40:57,294 Epoch[6] Batch [26700-26750] Speed: 201.63 samples/sec accuracy=0.948594 +2020-04-08 01:41:29,277 Epoch[6] Batch [26750-26800] Speed: 200.11 samples/sec accuracy=0.943438 +2020-04-08 01:42:00,724 Epoch[6] Batch [26800-26850] Speed: 203.52 samples/sec accuracy=0.947656 +2020-04-08 01:42:33,141 Epoch[6] Batch [26850-26900] Speed: 197.43 samples/sec accuracy=0.946406 +2020-04-08 01:43:05,232 Epoch[6] Batch [26900-26950] Speed: 199.44 samples/sec accuracy=0.949219 +2020-04-08 01:43:36,893 Epoch[6] Batch [26950-27000] Speed: 202.14 samples/sec accuracy=0.949531 +2020-04-08 01:44:08,759 Epoch[6] Batch [27000-27050] Speed: 200.84 samples/sec accuracy=0.946094 +2020-04-08 01:44:40,423 Epoch[6] Batch [27050-27100] Speed: 202.12 samples/sec accuracy=0.945469 +2020-04-08 01:45:12,263 Epoch[6] Batch [27100-27150] Speed: 201.00 samples/sec accuracy=0.947344 +2020-04-08 01:45:43,843 Epoch[6] Batch [27150-27200] Speed: 202.66 samples/sec accuracy=0.945625 +2020-04-08 01:46:15,708 Epoch[6] Batch [27200-27250] Speed: 200.85 samples/sec accuracy=0.945937 +2020-04-08 01:46:47,435 Epoch[6] Batch [27250-27300] Speed: 201.73 samples/sec accuracy=0.950625 +2020-04-08 01:47:19,264 Epoch[6] Batch [27300-27350] Speed: 201.08 samples/sec accuracy=0.948750 +2020-04-08 01:47:50,970 Epoch[6] Batch [27350-27400] Speed: 201.86 samples/sec accuracy=0.943750 +2020-04-08 01:48:22,777 Epoch[6] Batch [27400-27450] Speed: 201.21 samples/sec accuracy=0.949531 +2020-04-08 01:48:54,337 Epoch[6] Batch [27450-27500] Speed: 202.79 samples/sec accuracy=0.944063 +2020-04-08 01:49:26,074 Epoch[6] Batch [27500-27550] Speed: 201.66 samples/sec accuracy=0.946406 +2020-04-08 01:49:57,712 Epoch[6] Batch [27550-27600] Speed: 202.29 samples/sec accuracy=0.946875 +2020-04-08 01:50:29,662 Epoch[6] Batch [27600-27650] Speed: 200.32 samples/sec accuracy=0.952656 +2020-04-08 01:51:01,608 Epoch[6] Batch [27650-27700] Speed: 200.33 samples/sec accuracy=0.951406 +2020-04-08 01:51:33,387 Epoch[6] Batch [27700-27750] Speed: 201.40 samples/sec accuracy=0.948906 +2020-04-08 01:52:05,244 Epoch[6] Batch [27750-27800] Speed: 200.90 samples/sec accuracy=0.947344 +2020-04-08 01:52:36,993 Epoch[6] Batch [27800-27850] Speed: 201.58 samples/sec accuracy=0.947500 +2020-04-08 01:53:08,792 Epoch[6] Batch [27850-27900] Speed: 201.27 samples/sec accuracy=0.944688 +2020-04-08 01:53:40,687 Epoch[6] Batch [27900-27950] Speed: 200.66 samples/sec accuracy=0.951875 +2020-04-08 01:54:12,466 Epoch[6] Batch [27950-28000] Speed: 201.39 samples/sec accuracy=0.947969 +2020-04-08 01:54:44,350 Epoch[6] Batch [28000-28050] Speed: 200.73 samples/sec accuracy=0.948125 +2020-04-08 01:55:16,227 Epoch[6] Batch [28050-28100] Speed: 200.77 samples/sec accuracy=0.944375 +2020-04-08 01:55:48,228 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: 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+2020-04-08 02:46:41,834 Epoch[7] Batch [1650-1700] Speed: 200.56 samples/sec accuracy=0.953594 +2020-04-08 02:47:13,696 Epoch[7] Batch [1700-1750] Speed: 200.87 samples/sec accuracy=0.944063 +2020-04-08 02:47:45,364 Epoch[7] Batch [1750-1800] Speed: 202.10 samples/sec accuracy=0.950000 +2020-04-08 02:48:17,502 Epoch[7] Batch [1800-1850] Speed: 199.14 samples/sec accuracy=0.946250 +2020-04-08 02:48:50,235 Epoch[7] Batch [1850-1900] Speed: 195.52 samples/sec accuracy=0.950469 +2020-04-08 02:49:22,339 Epoch[7] Batch [1900-1950] Speed: 199.35 samples/sec accuracy=0.940937 +2020-04-08 02:49:54,115 Epoch[7] Batch [1950-2000] Speed: 201.42 samples/sec accuracy=0.950469 +2020-04-08 02:50:25,805 Epoch[7] Batch [2000-2050] Speed: 201.95 samples/sec accuracy=0.944688 +2020-04-08 02:50:57,459 Epoch[7] Batch [2050-2100] Speed: 202.19 samples/sec accuracy=0.940469 +2020-04-08 02:51:29,271 Epoch[7] Batch [2100-2150] Speed: 201.19 samples/sec accuracy=0.947500 +2020-04-08 02:52:01,358 Epoch[7] Batch 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accuracy=0.947031 +2020-04-08 02:57:51,002 Epoch[7] Batch [2700-2750] Speed: 198.40 samples/sec accuracy=0.947656 +2020-04-08 02:58:22,696 Epoch[7] Batch [2750-2800] Speed: 201.93 samples/sec accuracy=0.946406 +2020-04-08 02:58:54,643 Epoch[7] Batch [2800-2850] Speed: 200.33 samples/sec accuracy=0.951562 +2020-04-08 02:59:26,319 Epoch[7] Batch [2850-2900] Speed: 202.05 samples/sec accuracy=0.947500 +2020-04-08 02:59:58,143 Epoch[7] Batch [2900-2950] Speed: 201.11 samples/sec accuracy=0.942813 +2020-04-08 03:00:29,550 Epoch[7] Batch [2950-3000] Speed: 203.77 samples/sec accuracy=0.946719 +2020-04-08 03:01:01,625 Epoch[7] Batch [3000-3050] Speed: 199.53 samples/sec accuracy=0.949375 +2020-04-08 03:01:33,440 Epoch[7] Batch [3050-3100] Speed: 201.16 samples/sec accuracy=0.950313 +2020-04-08 03:02:04,964 Epoch[7] Batch [3100-3150] Speed: 203.02 samples/sec accuracy=0.946719 +2020-04-08 03:02:36,663 Epoch[7] Batch [3150-3200] Speed: 201.90 samples/sec accuracy=0.943594 +2020-04-08 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accuracy=0.943438 +2020-04-08 03:14:17,442 Epoch[7] Batch [4250-4300] Speed: 197.82 samples/sec accuracy=0.950781 +2020-04-08 03:14:49,426 Epoch[7] Batch [4300-4350] Speed: 200.10 samples/sec accuracy=0.944063 +2020-04-08 03:15:21,535 Epoch[7] Batch [4350-4400] Speed: 199.33 samples/sec accuracy=0.945781 +2020-04-08 03:15:53,356 Epoch[7] Batch [4400-4450] Speed: 201.13 samples/sec accuracy=0.946094 +2020-04-08 03:16:25,057 Epoch[7] Batch [4450-4500] Speed: 201.89 samples/sec accuracy=0.942969 +2020-04-08 03:16:56,847 Epoch[7] Batch [4500-4550] Speed: 201.32 samples/sec accuracy=0.950313 +2020-04-08 03:17:28,773 Epoch[7] Batch [4550-4600] Speed: 200.46 samples/sec accuracy=0.946406 +2020-04-08 03:18:00,712 Epoch[7] Batch [4600-4650] Speed: 200.39 samples/sec accuracy=0.948438 +2020-04-08 03:18:32,398 Epoch[7] Batch [4650-4700] Speed: 201.98 samples/sec accuracy=0.948438 +2020-04-08 03:19:04,306 Epoch[7] Batch [4700-4750] Speed: 200.58 samples/sec accuracy=0.948125 +2020-04-08 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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: 199.49 samples/sec accuracy=0.949063 +2020-04-08 03:33:56,437 Epoch[7] Batch [6100-6150] Speed: 200.22 samples/sec accuracy=0.949531 +2020-04-08 03:34:28,042 Epoch[7] Batch [6150-6200] Speed: 202.50 samples/sec accuracy=0.950156 +2020-04-08 03:35:00,125 Epoch[7] Batch [6200-6250] Speed: 199.49 samples/sec accuracy=0.945625 +2020-04-08 03:35:32,081 Epoch[7] Batch [6250-6300] Speed: 200.28 samples/sec accuracy=0.948281 +2020-04-08 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accuracy=0.945781 +2020-04-08 03:46:45,551 Epoch[7] Batch [7350-7400] Speed: 212.33 samples/sec accuracy=0.948750 +2020-04-08 03:47:15,682 Epoch[7] Batch [7400-7450] Speed: 212.41 samples/sec accuracy=0.945312 +2020-04-08 03:47:45,843 Epoch[7] Batch [7450-7500] Speed: 212.19 samples/sec accuracy=0.949688 +2020-04-08 03:48:16,145 Epoch[7] Batch [7500-7550] Speed: 211.21 samples/sec accuracy=0.950000 +2020-04-08 03:48:46,290 Epoch[7] Batch [7550-7600] Speed: 212.31 samples/sec accuracy=0.947656 +2020-04-08 03:49:16,420 Epoch[7] Batch [7600-7650] Speed: 212.42 samples/sec accuracy=0.951562 +2020-04-08 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 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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: 210.88 samples/sec accuracy=0.948594 +2020-04-08 04:05:55,798 Epoch[7] Batch [9250-9300] Speed: 211.56 samples/sec accuracy=0.945312 +2020-04-08 04:06:26,253 Epoch[7] Batch [9300-9350] Speed: 210.15 samples/sec accuracy=0.933906 +2020-04-08 04:06:56,445 Epoch[7] Batch [9350-9400] Speed: 211.98 samples/sec accuracy=0.948438 +2020-04-08 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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 samples/sec accuracy=0.949688 +2020-04-08 04:22:17,202 Epoch[7] Batch [10800-10850] Speed: 203.02 samples/sec accuracy=0.945937 +2020-04-08 04:22:48,859 Epoch[7] Batch [10850-10900] Speed: 202.17 samples/sec accuracy=0.944531 +2020-04-08 04:23:20,849 Epoch[7] Batch [10900-10950] Speed: 200.06 samples/sec accuracy=0.952500 +2020-04-08 04:23:52,916 Epoch[7] Batch [10950-11000] Speed: 199.59 samples/sec accuracy=0.952656 +2020-04-08 04:24:24,952 Epoch[7] Batch [11000-11050] Speed: 199.77 samples/sec accuracy=0.948594 +2020-04-08 04:24:57,382 Epoch[7] Batch [11050-11100] Speed: 197.35 samples/sec accuracy=0.943281 +2020-04-08 04:25:28,839 Epoch[7] Batch [11100-11150] Speed: 203.46 samples/sec accuracy=0.945312 +2020-04-08 04:26:00,527 Epoch[7] Batch [11150-11200] Speed: 201.97 samples/sec accuracy=0.947344 +2020-04-08 04:26:32,236 Epoch[7] Batch [11200-11250] Speed: 201.83 samples/sec accuracy=0.944844 +2020-04-08 04:27:03,956 Epoch[7] Batch [11250-11300] Speed: 201.77 samples/sec accuracy=0.949375 +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 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[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: 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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: 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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 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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 [21050-21100] Speed: 200.33 samples/sec accuracy=0.944375 +2020-04-08 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Epoch[7] Batch [21600-21650] Speed: 198.07 samples/sec accuracy=0.950469 +2020-04-08 06:17:26,796 Epoch[7] Batch [21650-21700] Speed: 201.44 samples/sec accuracy=0.947187 +2020-04-08 06:17:58,856 Epoch[7] Batch [21700-21750] Speed: 199.63 samples/sec accuracy=0.947969 +2020-04-08 06:18:30,630 Epoch[7] Batch [21750-21800] Speed: 201.43 samples/sec accuracy=0.948438 +2020-04-08 06:19:02,177 Epoch[7] Batch [21800-21850] Speed: 202.87 samples/sec accuracy=0.948594 +2020-04-08 06:19:33,873 Epoch[7] Batch [21850-21900] Speed: 201.92 samples/sec accuracy=0.949688 +2020-04-08 06:20:05,707 Epoch[7] Batch [21900-21950] Speed: 201.05 samples/sec accuracy=0.941250 +2020-04-08 06:20:37,526 Epoch[7] Batch [21950-22000] Speed: 201.14 samples/sec accuracy=0.948125 +2020-04-08 06:21:09,484 Epoch[7] Batch [22000-22050] Speed: 200.26 samples/sec accuracy=0.954844 +2020-04-08 06:21:41,407 Epoch[7] Batch [22050-22100] Speed: 200.49 samples/sec accuracy=0.947344 +2020-04-08 06:22:13,505 Epoch[7] Batch [22100-22150] Speed: 199.39 samples/sec accuracy=0.946875 +2020-04-08 06:22:45,277 Epoch[7] Batch [22150-22200] Speed: 201.43 samples/sec accuracy=0.947812 +2020-04-08 06:23:17,119 Epoch[7] Batch [22200-22250] Speed: 200.99 samples/sec accuracy=0.954063 +2020-04-08 06:23:49,152 Epoch[7] Batch [22250-22300] Speed: 199.80 samples/sec accuracy=0.947031 +2020-04-08 06:24:21,270 Epoch[7] Batch [22300-22350] Speed: 199.27 samples/sec accuracy=0.947656 +2020-04-08 06:24:53,349 Epoch[7] Batch [22350-22400] Speed: 199.51 samples/sec accuracy=0.952969 +2020-04-08 06:25:25,207 Epoch[7] Batch [22400-22450] Speed: 200.89 samples/sec accuracy=0.950313 +2020-04-08 06:25:57,218 Epoch[7] Batch [22450-22500] Speed: 199.93 samples/sec accuracy=0.950937 +2020-04-08 06:26:28,881 Epoch[7] Batch [22500-22550] Speed: 202.13 samples/sec accuracy=0.946719 +2020-04-08 06:27:00,827 Epoch[7] Batch [22550-22600] Speed: 200.34 samples/sec accuracy=0.949219 +2020-04-08 06:27:32,538 Epoch[7] Batch [22600-22650] Speed: 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accuracy=0.945312 +2020-04-08 06:33:22,995 Epoch[7] Batch [23150-23200] Speed: 201.51 samples/sec accuracy=0.945000 +2020-04-08 06:33:54,751 Epoch[7] Batch [23200-23250] Speed: 201.54 samples/sec accuracy=0.950156 +2020-04-08 06:34:26,562 Epoch[7] Batch [23250-23300] Speed: 201.19 samples/sec accuracy=0.948750 +2020-04-08 06:34:58,172 Epoch[7] Batch [23300-23350] Speed: 202.46 samples/sec accuracy=0.952500 +2020-04-08 06:35:29,911 Epoch[7] Batch [23350-23400] Speed: 201.65 samples/sec accuracy=0.952031 +2020-04-08 06:36:01,841 Epoch[7] Batch [23400-23450] Speed: 200.44 samples/sec accuracy=0.946719 +2020-04-08 06:36:33,936 Epoch[7] Batch [23450-23500] Speed: 199.41 samples/sec accuracy=0.950781 +2020-04-08 06:37:05,843 Epoch[7] Batch [23500-23550] Speed: 200.59 samples/sec accuracy=0.946406 +2020-04-08 06:37:37,462 Epoch[7] Batch [23550-23600] Speed: 202.41 samples/sec accuracy=0.946719 +2020-04-08 06:38:09,229 Epoch[7] Batch [23600-23650] Speed: 201.47 samples/sec 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 06:43:58,752 Epoch[7] Batch [24150-24200] Speed: 201.29 samples/sec accuracy=0.951094 +2020-04-08 06:44:30,684 Epoch[7] Batch [24200-24250] Speed: 200.43 samples/sec accuracy=0.949688 +2020-04-08 06:45:02,576 Epoch[7] Batch [24250-24300] Speed: 200.68 samples/sec accuracy=0.944531 +2020-04-08 06:45:34,103 Epoch[7] Batch [24300-24350] Speed: 203.00 samples/sec accuracy=0.944688 +2020-04-08 06:46:06,026 Epoch[7] Batch [24350-24400] Speed: 200.48 samples/sec accuracy=0.949063 +2020-04-08 06:46:38,059 Epoch[7] Batch [24400-24450] Speed: 199.80 samples/sec accuracy=0.951094 +2020-04-08 06:47:09,619 Epoch[7] Batch [24450-24500] Speed: 202.79 samples/sec accuracy=0.948906 +2020-04-08 06:47:41,304 Epoch[7] Batch [24500-24550] Speed: 201.99 samples/sec accuracy=0.953281 +2020-04-08 06:48:13,226 Epoch[7] Batch [24550-24600] Speed: 200.49 samples/sec accuracy=0.946719 +2020-04-08 06:48:44,940 Epoch[7] Batch [24600-24650] Speed: 201.81 samples/sec accuracy=0.947187 +2020-04-08 06:49:16,832 Epoch[7] Batch [24650-24700] Speed: 200.67 samples/sec accuracy=0.945312 +2020-04-08 06:49:48,790 Epoch[7] Batch [24700-24750] Speed: 200.27 samples/sec accuracy=0.948281 +2020-04-08 06:50:21,023 Epoch[7] Batch [24750-24800] Speed: 198.55 samples/sec accuracy=0.953750 +2020-04-08 06:50:52,900 Epoch[7] Batch [24800-24850] Speed: 200.77 samples/sec accuracy=0.950313 +2020-04-08 06:51:24,702 Epoch[7] Batch [24850-24900] Speed: 201.25 samples/sec accuracy=0.945937 +2020-04-08 06:51:56,228 Epoch[7] Batch [24900-24950] Speed: 203.01 samples/sec accuracy=0.950469 +2020-04-08 06:52:27,803 Epoch[7] Batch [24950-25000] Speed: 202.70 samples/sec accuracy=0.941719 +2020-04-08 06:52:59,514 Epoch[7] Batch [25000-25050] Speed: 201.82 samples/sec accuracy=0.947344 +2020-04-08 06:53:31,216 Epoch[7] Batch [25050-25100] Speed: 201.88 samples/sec accuracy=0.950625 +2020-04-08 06:54:02,998 Epoch[7] Batch [25100-25150] Speed: 201.38 samples/sec accuracy=0.950625 +2020-04-08 06:54:34,844 Epoch[7] Batch [25150-25200] Speed: 200.97 samples/sec accuracy=0.946094 +2020-04-08 06:55:06,496 Epoch[7] Batch [25200-25250] Speed: 202.20 samples/sec accuracy=0.945781 +2020-04-08 06:55:38,111 Epoch[7] Batch [25250-25300] Speed: 202.43 samples/sec accuracy=0.942656 +2020-04-08 06:56:09,710 Epoch[7] Batch [25300-25350] Speed: 202.54 samples/sec accuracy=0.940781 +2020-04-08 06:56:41,549 Epoch[7] Batch [25350-25400] Speed: 201.02 samples/sec accuracy=0.950937 +2020-04-08 06:57:13,301 Epoch[7] Batch [25400-25450] Speed: 201.56 samples/sec accuracy=0.945937 +2020-04-08 06:57:45,160 Epoch[7] Batch [25450-25500] Speed: 200.89 samples/sec accuracy=0.947500 +2020-04-08 06:58:17,063 Epoch[7] Batch [25500-25550] Speed: 200.61 samples/sec accuracy=0.944844 +2020-04-08 06:58:48,978 Epoch[7] Batch [25550-25600] Speed: 200.54 samples/sec accuracy=0.946406 +2020-04-08 06:59:20,909 Epoch[7] Batch [25600-25650] Speed: 200.43 samples/sec accuracy=0.943594 +2020-04-08 06:59:52,958 Epoch[7] Batch [25650-25700] Speed: 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accuracy=0.943281 +2020-04-08 07:05:43,212 Epoch[7] Batch [26200-26250] Speed: 201.73 samples/sec accuracy=0.946094 +2020-04-08 07:06:15,205 Epoch[7] Batch [26250-26300] Speed: 200.05 samples/sec accuracy=0.950156 +2020-04-08 07:06:46,664 Epoch[7] Batch [26300-26350] Speed: 203.44 samples/sec accuracy=0.947500 +2020-04-08 07:07:18,337 Epoch[7] Batch [26350-26400] Speed: 202.06 samples/sec accuracy=0.945156 +2020-04-08 07:07:50,344 Epoch[7] Batch [26400-26450] Speed: 199.96 samples/sec accuracy=0.950000 +2020-04-08 07:08:22,316 Epoch[7] Batch [26450-26500] Speed: 200.18 samples/sec accuracy=0.953594 +2020-04-08 07:08:53,693 Epoch[7] Batch [26500-26550] Speed: 203.97 samples/sec accuracy=0.947812 +2020-04-08 07:09:25,211 Epoch[7] Batch [26550-26600] Speed: 203.06 samples/sec accuracy=0.944531 +2020-04-08 07:09:56,880 Epoch[7] Batch [26600-26650] Speed: 202.09 samples/sec accuracy=0.948750 +2020-04-08 07:10:28,609 Epoch[7] Batch [26650-26700] Speed: 201.71 samples/sec accuracy=0.947500 +2020-04-08 07:11:00,382 Epoch[7] Batch [26700-26750] Speed: 201.43 samples/sec accuracy=0.947812 +2020-04-08 07:11:32,238 Epoch[7] Batch [26750-26800] Speed: 200.91 samples/sec accuracy=0.948750 +2020-04-08 07:12:04,206 Epoch[7] Batch [26800-26850] Speed: 200.20 samples/sec accuracy=0.952187 +2020-04-08 07:12:35,705 Epoch[7] Batch [26850-26900] Speed: 203.18 samples/sec accuracy=0.948438 +2020-04-08 07:13:07,251 Epoch[7] Batch [26900-26950] Speed: 202.88 samples/sec accuracy=0.948281 +2020-04-08 07:13:38,923 Epoch[7] Batch [26950-27000] Speed: 202.08 samples/sec accuracy=0.942031 +2020-04-08 07:14:10,487 Epoch[7] Batch [27000-27050] Speed: 202.76 samples/sec accuracy=0.949219 +2020-04-08 07:14:42,365 Epoch[7] Batch [27050-27100] Speed: 200.76 samples/sec accuracy=0.946562 +2020-04-08 07:15:14,343 Epoch[7] Batch [27100-27150] Speed: 200.14 samples/sec accuracy=0.949844 +2020-04-08 07:15:45,986 Epoch[7] Batch [27150-27200] Speed: 202.26 samples/sec accuracy=0.948906 +2020-04-08 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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 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+2020-04-08 08:13:01,657 Epoch[8] Batch [1450-1500] Speed: 216.66 samples/sec accuracy=0.951719 +2020-04-08 08:13:30,915 Epoch[8] Batch [1500-1550] Speed: 218.75 samples/sec accuracy=0.950469 +2020-04-08 08:14:00,384 Epoch[8] Batch [1550-1600] Speed: 217.18 samples/sec accuracy=0.945781 +2020-04-08 08:14:29,909 Epoch[8] Batch [1600-1650] Speed: 216.77 samples/sec accuracy=0.950156 +2020-04-08 08:14:59,381 Epoch[8] Batch [1650-1700] Speed: 217.16 samples/sec accuracy=0.947031 +2020-04-08 08:15:28,839 Epoch[8] Batch [1700-1750] Speed: 217.26 samples/sec accuracy=0.951250 +2020-04-08 08:15:59,120 Epoch[8] Batch [1750-1800] Speed: 211.35 samples/sec accuracy=0.950156 +2020-04-08 08:16:28,713 Epoch[8] Batch [1800-1850] Speed: 216.27 samples/sec accuracy=0.948594 +2020-04-08 08:16:58,027 Epoch[8] Batch [1850-1900] Speed: 218.33 samples/sec accuracy=0.953906 +2020-04-08 08:17:27,639 Epoch[8] Batch [1900-1950] Speed: 216.13 samples/sec accuracy=0.951719 +2020-04-08 08:17:57,091 Epoch[8] Batch 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accuracy=0.948281 +2020-04-08 09:11:28,119 Epoch[8] Batch [7150-7200] Speed: 211.90 samples/sec accuracy=0.947812 +2020-04-08 09:11:58,521 Epoch[8] Batch [7200-7250] Speed: 210.51 samples/sec accuracy=0.946406 +2020-04-08 09:12:28,896 Epoch[8] Batch [7250-7300] Speed: 210.70 samples/sec 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 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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] Batch [8850-8900] Speed: 210.76 samples/sec accuracy=0.952187 +2020-04-08 09:29:11,201 Epoch[8] Batch [8900-8950] Speed: 208.01 samples/sec accuracy=0.952344 +2020-04-08 09:29:41,343 Epoch[8] Batch [8950-9000] Speed: 212.33 samples/sec accuracy=0.954531 +2020-04-08 09:30:11,510 Epoch[8] Batch [9000-9050] Speed: 212.15 samples/sec accuracy=0.952187 +2020-04-08 09:30:41,773 Epoch[8] Batch [9050-9100] Speed: 211.48 samples/sec accuracy=0.957031 +2020-04-08 09:31:12,054 Epoch[8] Batch [9100-9150] Speed: 211.36 samples/sec accuracy=0.951562 +2020-04-08 09:31:42,353 Epoch[8] Batch [9150-9200] Speed: 211.23 samples/sec accuracy=0.949688 +2020-04-08 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accuracy=0.950469 +2020-04-08 09:43:17,707 Epoch[8] Batch [10250-10300] Speed: 198.81 samples/sec accuracy=0.947812 +2020-04-08 09:43:49,253 Epoch[8] Batch [10300-10350] Speed: 202.88 samples/sec accuracy=0.947187 +2020-04-08 09:44:20,950 Epoch[8] Batch [10350-10400] Speed: 201.91 samples/sec accuracy=0.948906 +2020-04-08 09:44:52,651 Epoch[8] Batch [10400-10450] Speed: 201.89 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 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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 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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 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accuracy=0.953281 +2020-04-08 11:20:28,855 Epoch[8] Batch [19400-19450] Speed: 201.42 samples/sec accuracy=0.949688 +2020-04-08 11:21:00,726 Epoch[8] Batch [19450-19500] Speed: 200.81 samples/sec accuracy=0.950625 +2020-04-08 11:21:32,322 Epoch[8] Batch [19500-19550] Speed: 202.56 samples/sec accuracy=0.953594 +2020-04-08 11:22:03,752 Epoch[8] Batch [19550-19600] Speed: 203.63 samples/sec accuracy=0.952344 +2020-04-08 11:22:35,470 Epoch[8] Batch [19600-19650] Speed: 201.78 samples/sec accuracy=0.951406 +2020-04-08 11:23:07,011 Epoch[8] Batch [19650-19700] Speed: 202.91 samples/sec 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 11:28:58,681 Epoch[8] Batch [20200-20250] Speed: 198.86 samples/sec accuracy=0.953125 +2020-04-08 11:29:30,530 Epoch[8] Batch [20250-20300] Speed: 200.95 samples/sec accuracy=0.956250 +2020-04-08 11:30:02,069 Epoch[8] Batch [20300-20350] Speed: 202.93 samples/sec accuracy=0.947656 +2020-04-08 11:30:33,751 Epoch[8] Batch [20350-20400] Speed: 202.01 samples/sec accuracy=0.948906 +2020-04-08 11:31:05,200 Epoch[8] Batch [20400-20450] Speed: 203.51 samples/sec accuracy=0.953594 +2020-04-08 11:31:37,032 Epoch[8] Batch [20450-20500] Speed: 201.05 samples/sec accuracy=0.944219 +2020-04-08 11:32:09,096 Epoch[8] Batch [20500-20550] Speed: 199.60 samples/sec accuracy=0.950469 +2020-04-08 11:32:40,969 Epoch[8] Batch [20550-20600] Speed: 200.80 samples/sec accuracy=0.950625 +2020-04-08 11:33:12,723 Epoch[8] Batch [20600-20650] Speed: 201.55 samples/sec accuracy=0.947500 +2020-04-08 11:33:44,691 Epoch[8] Batch [20650-20700] Speed: 200.20 samples/sec accuracy=0.951875 +2020-04-08 11:34:16,395 Epoch[8] Batch [20700-20750] Speed: 201.87 samples/sec accuracy=0.949375 +2020-04-08 11:34:48,233 Epoch[8] Batch [20750-20800] Speed: 201.02 samples/sec accuracy=0.953906 +2020-04-08 11:35:20,214 Epoch[8] Batch [20800-20850] Speed: 200.12 samples/sec accuracy=0.949844 +2020-04-08 11:35:52,617 Epoch[8] Batch [20850-20900] Speed: 197.51 samples/sec accuracy=0.957187 +2020-04-08 11:36:24,472 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+2020-04-08 11:58:09,718 Epoch[8] Batch [22950-23000] Speed: 200.83 samples/sec accuracy=0.950000 +2020-04-08 11:58:41,522 Epoch[8] Batch [23000-23050] Speed: 201.23 samples/sec accuracy=0.954531 +2020-04-08 11:59:13,479 Epoch[8] Batch [23050-23100] Speed: 200.27 samples/sec accuracy=0.952500 +2020-04-08 11:59:45,258 Epoch[8] Batch [23100-23150] Speed: 201.39 samples/sec accuracy=0.950313 +2020-04-08 12:00:17,188 Epoch[8] Batch [23150-23200] Speed: 200.44 samples/sec accuracy=0.948125 +2020-04-08 12:00:49,001 Epoch[8] Batch [23200-23250] Speed: 201.18 samples/sec accuracy=0.949063 +2020-04-08 12:01:20,753 Epoch[8] Batch [23250-23300] Speed: 201.56 samples/sec 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 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+2020-04-08 12:30:32,310 Epoch[8] Batch [26000-26050] Speed: 202.41 samples/sec accuracy=0.948906 +2020-04-08 12:31:04,240 Epoch[8] Batch [26050-26100] Speed: 200.44 samples/sec accuracy=0.947969 +2020-04-08 12:31:36,207 Epoch[8] Batch [26100-26150] Speed: 200.21 samples/sec accuracy=0.952969 +2020-04-08 12:32:08,255 Epoch[8] Batch [26150-26200] Speed: 199.70 samples/sec accuracy=0.951875 +2020-04-08 12:32:40,364 Epoch[8] Batch [26200-26250] Speed: 199.32 samples/sec accuracy=0.949375 +2020-04-08 12:33:12,070 Epoch[8] Batch [26250-26300] Speed: 201.86 samples/sec accuracy=0.953438 +2020-04-08 12:33:43,948 Epoch[8] Batch [26300-26350] Speed: 200.77 samples/sec accuracy=0.954844 +2020-04-08 12:34:15,768 Epoch[8] Batch [26350-26400] 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 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+2020-04-08 15:46:51,050 Epoch[9] Batch [13600-13650] Speed: 216.63 samples/sec accuracy=0.957812 +2020-04-08 15:47:20,300 Epoch[9] Batch [13650-13700] Speed: 218.80 samples/sec accuracy=0.949688 +2020-04-08 15:47:49,731 Epoch[9] Batch [13700-13750] Speed: 217.46 samples/sec accuracy=0.953125 +2020-04-08 15:48:19,072 Epoch[9] Batch [13750-13800] Speed: 218.13 samples/sec accuracy=0.952812 +2020-04-08 15:48:48,498 Epoch[9] Batch [13800-13850] Speed: 217.49 samples/sec accuracy=0.952656 +2020-04-08 15:49:18,299 Epoch[9] Batch [13850-13900] Speed: 214.76 samples/sec accuracy=0.950469 +2020-04-08 15:49:47,699 Epoch[9] Batch [13900-13950] Speed: 217.69 samples/sec accuracy=0.945937 +2020-04-08 15:50:17,109 Epoch[9] Batch [13950-14000] Speed: 217.61 samples/sec accuracy=0.946094 +2020-04-08 15:50:46,390 Epoch[9] Batch [14000-14050] Speed: 218.58 samples/sec accuracy=0.942500 +2020-04-08 15:51:15,634 Epoch[9] Batch [14050-14100] Speed: 218.85 samples/sec accuracy=0.944531 +2020-04-08 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+2020-04-08 16:18:07,706 Epoch[9] Batch [16650-16700] Speed: 200.79 samples/sec accuracy=0.947344 +2020-04-08 16:18:39,674 Epoch[9] Batch [16700-16750] Speed: 200.20 samples/sec accuracy=0.954063 +2020-04-08 16:19:11,663 Epoch[9] Batch [16750-16800] Speed: 200.07 samples/sec accuracy=0.953906 +2020-04-08 16:19:43,312 Epoch[9] Batch [16800-16850] Speed: 202.22 samples/sec accuracy=0.949844 +2020-04-08 16:20:15,054 Epoch[9] Batch [16850-16900] Speed: 201.62 samples/sec accuracy=0.954531 +2020-04-08 16:20:47,123 Epoch[9] Batch [16900-16950] Speed: 199.57 samples/sec accuracy=0.955000 +2020-04-08 16:21:19,255 Epoch[9] Batch [16950-17000] Speed: 199.18 samples/sec accuracy=0.960313 +2020-04-08 16:21:51,017 Epoch[9] Batch [17000-17050] Speed: 201.50 samples/sec accuracy=0.951562 +2020-04-08 16:22:22,733 Epoch[9] Batch [17050-17100] Speed: 201.79 samples/sec accuracy=0.953438 +2020-04-08 16:22:54,427 Epoch[9] Batch [17100-17150] Speed: 201.94 samples/sec accuracy=0.950781 +2020-04-08 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+2020-04-08 17:55:18,616 Epoch[9] Batch [25800-25850] Speed: 201.02 samples/sec accuracy=0.951719 +2020-04-08 17:55:51,062 Epoch[9] Batch [25850-25900] Speed: 197.25 samples/sec accuracy=0.951094 +2020-04-08 17:56:23,308 Epoch[9] Batch [25900-25950] Speed: 198.48 samples/sec accuracy=0.949375 +2020-04-08 17:56:55,252 Epoch[9] Batch [25950-26000] Speed: 200.36 samples/sec accuracy=0.947656 +2020-04-08 17:57:27,059 Epoch[9] Batch [26000-26050] Speed: 201.22 samples/sec accuracy=0.951406 +2020-04-08 17:57:58,888 Epoch[9] Batch [26050-26100] Speed: 201.07 samples/sec accuracy=0.949063 +2020-04-08 17:58:30,587 Epoch[9] Batch [26100-26150] Speed: 201.90 samples/sec accuracy=0.949844 +2020-04-08 17:59:02,606 Epoch[9] Batch [26150-26200] Speed: 199.88 samples/sec accuracy=0.953281 +2020-04-08 17:59:34,271 Epoch[9] Batch [26200-26250] Speed: 202.12 samples/sec accuracy=0.951562 +2020-04-08 18:00:06,056 Epoch[9] Batch [26250-26300] Speed: 201.35 samples/sec accuracy=0.948750 +2020-04-08 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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 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+2020-04-09 00:31:12,582 Epoch[10] Batch [6150-6200] Speed: 200.56 samples/sec 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 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+2020-04-09 01:09:08,250 Epoch[10] Batch [9750-9800] Speed: 211.10 samples/sec accuracy=0.963750 +2020-04-09 01:09:38,404 Epoch[10] Batch [9800-9850] Speed: 212.25 samples/sec accuracy=0.962344 +2020-04-09 01:10:08,449 Epoch[10] Batch [9850-9900] Speed: 213.01 samples/sec accuracy=0.960625 +2020-04-09 01:10:38,705 Epoch[10] Batch [9900-9950] Speed: 211.53 samples/sec accuracy=0.962344 +2020-04-09 01:11:08,662 Epoch[10] Batch [9950-10000] Speed: 213.64 samples/sec accuracy=0.965156 +2020-04-09 01:11:38,907 Epoch[10] Batch [10000-10050] Speed: 211.61 samples/sec accuracy=0.962656 +2020-04-09 01:12:09,050 Epoch[10] Batch [10050-10100] Speed: 212.32 samples/sec accuracy=0.961719 +2020-04-09 01:12:39,110 Epoch[10] Batch [10100-10150] Speed: 212.91 samples/sec accuracy=0.959531 +2020-04-09 01:13:09,273 Epoch[10] Batch [10150-10200] Speed: 212.18 samples/sec accuracy=0.958281 +2020-04-09 01:13:39,536 Epoch[10] Batch [10200-10250] Speed: 211.48 samples/sec accuracy=0.962500 +2020-04-09 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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 Epoch[10] Batch [13350-13400] Speed: 200.28 samples/sec accuracy=0.963750 +2020-04-09 01:46:40,318 Epoch[10] Batch [13400-13450] Speed: 200.32 samples/sec accuracy=0.960781 +2020-04-09 01:47:12,266 Epoch[10] Batch [13450-13500] Speed: 200.33 samples/sec accuracy=0.961719 +2020-04-09 01:47:44,184 Epoch[10] Batch [13500-13550] Speed: 200.51 samples/sec accuracy=0.960625 +2020-04-09 01:48:15,715 Epoch[10] Batch [13550-13600] Speed: 202.98 samples/sec accuracy=0.961406 +2020-04-09 01:48:47,122 Epoch[10] Batch [13600-13650] Speed: 203.78 samples/sec accuracy=0.965469 +2020-04-09 01:49:19,137 Epoch[10] Batch [13650-13700] Speed: 199.91 samples/sec accuracy=0.962344 +2020-04-09 01:49:51,443 Epoch[10] Batch [13700-13750] Speed: 198.11 samples/sec accuracy=0.960625 +2020-04-09 01:50:23,262 Epoch[10] Batch [13750-13800] Speed: 201.13 samples/sec accuracy=0.964844 +2020-04-09 01:50:55,226 Epoch[10] Batch [13800-13850] Speed: 200.23 samples/sec accuracy=0.960938 +2020-04-09 01:51:26,940 Epoch[10] Batch [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: 200.10 samples/sec accuracy=0.959531 +2020-04-09 01:57:17,465 Epoch[10] Batch [14400-14450] Speed: 199.43 samples/sec accuracy=0.959375 +2020-04-09 01:57:49,897 Epoch[10] Batch [14450-14500] Speed: 197.34 samples/sec accuracy=0.960156 +2020-04-09 01:58:21,972 Epoch[10] Batch [14500-14550] Speed: 199.53 samples/sec accuracy=0.961562 +2020-04-09 01:58:53,780 Epoch[10] Batch [14550-14600] Speed: 201.21 samples/sec accuracy=0.961719 +2020-04-09 01:59:25,697 Epoch[10] Batch [14600-14650] Speed: 200.52 samples/sec accuracy=0.957656 +2020-04-09 01:59:57,470 Epoch[10] Batch [14650-14700] Speed: 201.43 samples/sec accuracy=0.957344 +2020-04-09 02:00:29,463 Epoch[10] Batch [14700-14750] Speed: 200.04 samples/sec accuracy=0.965781 +2020-04-09 02:01:01,503 Epoch[10] Batch [14750-14800] Speed: 199.75 samples/sec accuracy=0.964531 +2020-04-09 02:01:33,028 Epoch[10] Batch [14800-14850] Speed: 203.02 samples/sec accuracy=0.959375 +2020-04-09 02:02:05,059 Epoch[10] Batch [14850-14900] Speed: 199.81 samples/sec 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: 199.55 samples/sec accuracy=0.966094 +2020-04-09 03:34:32,023 Epoch[10] Batch [23550-23600] Speed: 202.55 samples/sec accuracy=0.961719 +2020-04-09 03:35:04,058 Epoch[10] Batch [23600-23650] Speed: 199.78 samples/sec accuracy=0.963906 +2020-04-09 03:35:36,056 Epoch[10] Batch [23650-23700] Speed: 200.02 samples/sec accuracy=0.962187 +2020-04-09 03:36:07,812 Epoch[10] Batch [23700-23750] Speed: 201.54 samples/sec accuracy=0.964063 +2020-04-09 03:36:39,908 Epoch[10] Batch [23750-23800] Speed: 199.41 samples/sec accuracy=0.961406 +2020-04-09 03:37:11,843 Epoch[10] Batch [23800-23850] Speed: 200.41 samples/sec accuracy=0.960000 +2020-04-09 03:37:43,658 Epoch[10] Batch [23850-23900] Speed: 201.17 samples/sec accuracy=0.964844 +2020-04-09 03:38:15,478 Epoch[10] Batch [23900-23950] Speed: 201.14 samples/sec accuracy=0.964375 +2020-04-09 03:38:47,584 Epoch[10] Batch [23950-24000] Speed: 199.34 samples/sec accuracy=0.965313 +2020-04-09 03:39:19,254 Epoch[10] Batch [24000-24050] Speed: 202.09 samples/sec 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 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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 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+2020-04-09 05:21:00,945 Epoch[11] Batch [2500-2550] Speed: 217.52 samples/sec accuracy=0.965156 +2020-04-09 05:21:30,454 Epoch[11] Batch [2550-2600] Speed: 216.88 samples/sec accuracy=0.963906 +2020-04-09 05:21:59,715 Epoch[11] Batch [2600-2650] Speed: 218.73 samples/sec accuracy=0.961406 +2020-04-09 05:22:29,208 Epoch[11] Batch [2650-2700] Speed: 217.00 samples/sec accuracy=0.962812 +2020-04-09 05:22:58,447 Epoch[11] Batch [2700-2750] Speed: 218.88 samples/sec accuracy=0.963906 +2020-04-09 05:23:27,781 Epoch[11] Batch [2750-2800] Speed: 218.18 samples/sec accuracy=0.966094 +2020-04-09 05:23:57,445 Epoch[11] Batch [2800-2850] Speed: 215.75 samples/sec accuracy=0.961406 +2020-04-09 05:24:26,769 Epoch[11] Batch [2850-2900] Speed: 218.26 samples/sec 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 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accuracy=0.969375 +2020-04-09 05:36:14,012 Epoch[11] Batch [4050-4100] Speed: 217.46 samples/sec accuracy=0.960313 +2020-04-09 05:36:43,300 Epoch[11] Batch [4100-4150] Speed: 218.52 samples/sec accuracy=0.959688 +2020-04-09 05:37:12,858 Epoch[11] Batch [4150-4200] Speed: 216.52 samples/sec accuracy=0.959375 +2020-04-09 05:37:42,008 Epoch[11] Batch [4200-4250] Speed: 219.56 samples/sec accuracy=0.966719 +2020-04-09 05:38:12,592 Epoch[11] Batch [4250-4300] Speed: 209.26 samples/sec accuracy=0.964688 +2020-04-09 05:38:44,622 Epoch[11] Batch [4300-4350] Speed: 199.81 samples/sec accuracy=0.963125 +2020-04-09 05:39:16,473 Epoch[11] Batch [4350-4400] Speed: 200.94 samples/sec accuracy=0.964063 +2020-04-09 05:39:47,904 Epoch[11] Batch [4400-4450] Speed: 203.63 samples/sec 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 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+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 06:02:08,782 Epoch[11] Batch [6500-6550] Speed: 200.19 samples/sec accuracy=0.960156 +2020-04-09 06:02:40,671 Epoch[11] Batch [6550-6600] Speed: 200.70 samples/sec accuracy=0.962656 +2020-04-09 06:03:12,896 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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 06:18:36,407 Epoch[11] Batch [8050-8100] Speed: 200.26 samples/sec accuracy=0.961094 +2020-04-09 06:19:08,323 Epoch[11] Batch [8100-8150] Speed: 200.53 samples/sec accuracy=0.964375 +2020-04-09 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+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 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06:45:52,300 Epoch[11] Batch [10700-10750] Speed: 212.71 samples/sec accuracy=0.962031 +2020-04-09 06:46:22,583 Epoch[11] Batch [10750-10800] Speed: 211.34 samples/sec accuracy=0.958125 +2020-04-09 06:46:52,833 Epoch[11] Batch [10800-10850] Speed: 211.57 samples/sec accuracy=0.960469 +2020-04-09 06:47:23,122 Epoch[11] Batch [10850-10900] Speed: 211.30 samples/sec accuracy=0.960781 +2020-04-09 06:47:53,317 Epoch[11] Batch [10900-10950] Speed: 211.96 samples/sec accuracy=0.962344 +2020-04-09 06:48:23,566 Epoch[11] Batch [10950-11000] Speed: 211.58 samples/sec accuracy=0.959531 +2020-04-09 06:48:53,727 Epoch[11] Batch [11000-11050] Speed: 212.20 samples/sec accuracy=0.959375 +2020-04-09 06:49:24,001 Epoch[11] Batch [11050-11100] Speed: 211.40 samples/sec accuracy=0.961406 +2020-04-09 06:49:54,338 Epoch[11] Batch [11100-11150] Speed: 210.96 samples/sec 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 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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 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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 08:37:54,620 Epoch[11] Batch [21300-21350] Speed: 200.98 samples/sec accuracy=0.958750 +2020-04-09 08:38:26,616 Epoch[11] Batch [21350-21400] Speed: 200.02 samples/sec accuracy=0.961094 +2020-04-09 08:38:58,315 Epoch[11] Batch [21400-21450] Speed: 201.91 samples/sec accuracy=0.955156 +2020-04-09 08:39:29,866 Epoch[11] Batch [21450-21500] Speed: 202.84 samples/sec accuracy=0.961719 +2020-04-09 08:40:01,823 Epoch[11] Batch [21500-21550] Speed: 200.27 samples/sec accuracy=0.961875 +2020-04-09 08:40:34,289 Epoch[11] Batch [21550-21600] Speed: 197.13 samples/sec accuracy=0.969688 +2020-04-09 08:41:06,389 Epoch[11] Batch [21600-21650] Speed: 199.38 samples/sec accuracy=0.966406 +2020-04-09 08:41:38,617 Epoch[11] Batch [21650-21700] Speed: 198.59 samples/sec accuracy=0.962812 +2020-04-09 08:42:11,230 Epoch[11] Batch [21700-21750] Speed: 196.24 samples/sec accuracy=0.962969 +2020-04-09 08:42:42,996 Epoch[11] Batch [21750-21800] Speed: 201.48 samples/sec accuracy=0.962812 +2020-04-09 08:43:14,667 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 [22300-22350] Speed: 202.39 samples/sec accuracy=0.960938 +2020-04-09 08:49:05,301 Epoch[11] Batch [22350-22400] Speed: 198.93 samples/sec accuracy=0.963594 +2020-04-09 08:49:37,149 Epoch[11] Batch [22400-22450] Speed: 200.96 samples/sec accuracy=0.965156 +2020-04-09 08:50:08,980 Epoch[11] Batch [22450-22500] Speed: 201.06 samples/sec accuracy=0.958594 +2020-04-09 08:50:40,969 Epoch[11] Batch [22500-22550] Speed: 200.07 samples/sec accuracy=0.959844 +2020-04-09 08:51:12,768 Epoch[11] Batch [22550-22600] Speed: 201.27 samples/sec accuracy=0.960469 +2020-04-09 08:51:44,896 Epoch[11] Batch [22600-22650] Speed: 199.20 samples/sec accuracy=0.962812 +2020-04-09 08:52:16,967 Epoch[11] Batch [22650-22700] Speed: 199.56 samples/sec accuracy=0.962031 +2020-04-09 08:52:49,003 Epoch[11] Batch [22700-22750] Speed: 199.77 samples/sec accuracy=0.962500 +2020-04-09 08:53:20,534 Epoch[11] Batch [22750-22800] Speed: 202.98 samples/sec accuracy=0.963281 +2020-04-09 08:53:52,158 Epoch[11] Batch [22800-22850] Speed: 202.38 samples/sec accuracy=0.961250 +2020-04-09 08:54:24,138 Epoch[11] Batch [22850-22900] Speed: 200.12 samples/sec accuracy=0.963594 +2020-04-09 08:54:56,298 Epoch[11] Batch [22900-22950] Speed: 199.01 samples/sec accuracy=0.964531 +2020-04-09 08:55:28,029 Epoch[11] Batch [22950-23000] Speed: 201.69 samples/sec accuracy=0.958438 +2020-04-09 08:56:00,212 Epoch[11] Batch [23000-23050] Speed: 198.86 samples/sec accuracy=0.960781 +2020-04-09 08:56:31,867 Epoch[11] Batch [23050-23100] Speed: 202.18 samples/sec accuracy=0.963594 +2020-04-09 08:57:03,894 Epoch[11] Batch [23100-23150] Speed: 199.84 samples/sec accuracy=0.960938 +2020-04-09 08:57:35,878 Epoch[11] Batch [23150-23200] Speed: 200.10 samples/sec accuracy=0.964063 +2020-04-09 08:58:07,522 Epoch[11] Batch [23200-23250] Speed: 202.25 samples/sec accuracy=0.964531 +2020-04-09 08:58:39,385 Epoch[11] Batch [23250-23300] Speed: 200.86 samples/sec accuracy=0.963437 +2020-04-09 08:59:11,686 Epoch[11] Batch [23300-23350] Speed: 198.14 samples/sec 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 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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: 200.99 samples/sec accuracy=0.964219 +2020-04-09 10:24:35,065 Epoch[12] Batch [100-150] Speed: 202.90 samples/sec accuracy=0.966562 +2020-04-09 10:25:07,129 Epoch[12] Batch [150-200] Speed: 199.60 samples/sec accuracy=0.965625 +2020-04-09 10:25:39,055 Epoch[12] Batch [200-250] Speed: 200.47 samples/sec accuracy=0.964063 +2020-04-09 10:26:10,859 Epoch[12] Batch [250-300] Speed: 201.24 samples/sec accuracy=0.963437 +2020-04-09 10:26:42,799 Epoch[12] Batch [300-350] Speed: 200.37 samples/sec accuracy=0.963594 +2020-04-09 10:27:14,549 Epoch[12] Batch [350-400] Speed: 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10:33:04,955 Epoch[12] Batch [900-950] Speed: 200.34 samples/sec accuracy=0.964063 +2020-04-09 10:33:36,979 Epoch[12] Batch [950-1000] Speed: 199.85 samples/sec accuracy=0.957500 +2020-04-09 10:34:09,114 Epoch[12] Batch [1000-1050] Speed: 199.16 samples/sec accuracy=0.962344 +2020-04-09 10:34:41,031 Epoch[12] Batch [1050-1100] Speed: 200.52 samples/sec accuracy=0.965469 +2020-04-09 10:35:12,924 Epoch[12] Batch [1100-1150] Speed: 200.67 samples/sec 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 10:41:04,808 Epoch[12] Batch [1650-1700] Speed: 202.05 samples/sec accuracy=0.957500 +2020-04-09 10:41:36,502 Epoch[12] Batch [1700-1750] Speed: 201.93 samples/sec accuracy=0.961250 +2020-04-09 10:42:08,586 Epoch[12] Batch [1750-1800] Speed: 199.48 samples/sec accuracy=0.964063 +2020-04-09 10:42:40,499 Epoch[12] Batch [1800-1850] Speed: 200.54 samples/sec accuracy=0.962500 +2020-04-09 10:43:12,196 Epoch[12] Batch [1850-1900] Speed: 201.91 samples/sec accuracy=0.961406 +2020-04-09 10:43:44,607 Epoch[12] Batch [1900-1950] Speed: 197.47 samples/sec accuracy=0.961562 +2020-04-09 10:44:16,334 Epoch[12] Batch [1950-2000] Speed: 201.72 samples/sec accuracy=0.964219 +2020-04-09 10:44:48,591 Epoch[12] Batch [2000-2050] Speed: 198.41 samples/sec accuracy=0.966406 +2020-04-09 10:45:20,962 Epoch[12] Batch [2050-2100] Speed: 197.71 samples/sec accuracy=0.965938 +2020-04-09 10:45:52,492 Epoch[12] Batch [2100-2150] Speed: 202.98 samples/sec accuracy=0.966562 +2020-04-09 10:46:24,638 Epoch[12] Batch [2150-2200] Speed: 199.10 samples/sec accuracy=0.966719 +2020-04-09 10:46:56,241 Epoch[12] Batch [2200-2250] Speed: 202.51 samples/sec accuracy=0.959375 +2020-04-09 10:47:27,972 Epoch[12] Batch [2250-2300] Speed: 201.70 samples/sec accuracy=0.967187 +2020-04-09 10:47:59,639 Epoch[12] Batch [2300-2350] Speed: 202.10 samples/sec accuracy=0.965469 +2020-04-09 10:48:31,422 Epoch[12] Batch [2350-2400] Speed: 201.37 samples/sec accuracy=0.965938 +2020-04-09 10:49:03,264 Epoch[12] Batch [2400-2450] Speed: 200.99 samples/sec accuracy=0.964063 +2020-04-09 10:49:35,236 Epoch[12] Batch [2450-2500] Speed: 200.18 samples/sec accuracy=0.960625 +2020-04-09 10:50:07,094 Epoch[12] Batch [2500-2550] Speed: 200.89 samples/sec accuracy=0.966250 +2020-04-09 10:50:38,888 Epoch[12] Batch [2550-2600] Speed: 201.30 samples/sec accuracy=0.962812 +2020-04-09 10:51:10,899 Epoch[12] Batch [2600-2650] Speed: 199.94 samples/sec accuracy=0.964531 +2020-04-09 10:51:42,797 Epoch[12] Batch [2650-2700] Speed: 200.64 samples/sec 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 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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 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accuracy=0.963281 +2020-04-09 14:21:55,975 Epoch[12] Batch [7700-7750] Speed: 203.32 samples/sec 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 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+2020-04-09 14:43:41,341 Epoch[12] Batch [9750-9800] Speed: 202.51 samples/sec accuracy=0.964688 +2020-04-09 14:44:13,610 Epoch[12] Batch [9800-9850] Speed: 198.33 samples/sec accuracy=0.963281 +2020-04-09 14:44:45,671 Epoch[12] Batch [9850-9900] Speed: 199.62 samples/sec accuracy=0.960938 +2020-04-09 14:45:17,526 Epoch[12] Batch [9900-9950] Speed: 200.91 samples/sec accuracy=0.964688 +2020-04-09 14:45:49,222 Epoch[12] Batch [9950-10000] Speed: 201.92 samples/sec accuracy=0.967031 +2020-04-09 14:46:20,935 Epoch[12] Batch [10000-10050] Speed: 201.82 samples/sec accuracy=0.959844 +2020-04-09 14:46:52,416 Epoch[12] Batch [10050-10100] Speed: 203.29 samples/sec accuracy=0.961406 +2020-04-09 14:47:24,195 Epoch[12] Batch [10100-10150] Speed: 201.40 samples/sec accuracy=0.965625 +2020-04-09 14:47:56,056 Epoch[12] Batch [10150-10200] Speed: 200.87 samples/sec accuracy=0.963594 +2020-04-09 14:48:27,966 Epoch[12] Batch [10200-10250] Speed: 200.56 samples/sec accuracy=0.964531 +2020-04-09 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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 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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 Epoch[12] Batch [22500-22550] Speed: 203.41 samples/sec accuracy=0.963125 +2020-04-09 16:59:33,264 Epoch[12] Batch [22550-22600] Speed: 202.71 samples/sec accuracy=0.966719 +2020-04-09 17:00:05,209 Epoch[12] Batch [22600-22650] Speed: 200.34 samples/sec accuracy=0.962969 +2020-04-09 17:00:37,047 Epoch[12] Batch [22650-22700] Speed: 201.02 samples/sec accuracy=0.962031 +2020-04-09 17:01:08,932 Epoch[12] Batch [22700-22750] Speed: 200.72 samples/sec accuracy=0.962812 +2020-04-09 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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 samples/sec accuracy=0.966406 +2020-04-09 18:33:16,185 Epoch[13] Batch [300-350] Speed: 198.46 samples/sec accuracy=0.962656 +2020-04-09 18:33:48,355 Epoch[13] Batch [350-400] Speed: 198.94 samples/sec accuracy=0.967031 +2020-04-09 18:34:20,241 Epoch[13] Batch [400-450] Speed: 200.72 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+2020-04-09 18:56:39,805 Epoch[13] Batch [2500-2550] Speed: 201.80 samples/sec accuracy=0.966094 +2020-04-09 18:57:12,004 Epoch[13] Batch [2550-2600] Speed: 198.76 samples/sec accuracy=0.959531 +2020-04-09 18:57:43,586 Epoch[13] Batch [2600-2650] Speed: 202.65 samples/sec accuracy=0.963594 +2020-04-09 18:58:15,568 Epoch[13] Batch [2650-2700] Speed: 200.11 samples/sec accuracy=0.959844 +2020-04-09 18:58:47,511 Epoch[13] Batch [2700-2750] Speed: 200.36 samples/sec accuracy=0.963750 +2020-04-09 18:59:18,967 Epoch[13] Batch [2750-2800] Speed: 203.46 samples/sec accuracy=0.965781 +2020-04-09 18:59:50,937 Epoch[13] Batch [2800-2850] Speed: 200.19 samples/sec accuracy=0.962031 +2020-04-09 19:00:22,676 Epoch[13] Batch [2850-2900] Speed: 201.64 samples/sec 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 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+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 19:39:08,408 Epoch[13] Batch [6500-6550] Speed: 198.89 samples/sec accuracy=0.961719 +2020-04-09 19:39:40,137 Epoch[13] Batch [6550-6600] Speed: 201.71 samples/sec accuracy=0.966406 +2020-04-09 19:40:11,909 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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 19:55:17,000 Epoch[13] Batch [8050-8100] Speed: 217.39 samples/sec accuracy=0.968125 +2020-04-09 19:55:46,159 Epoch[13] Batch [8100-8150] Speed: 219.48 samples/sec accuracy=0.965625 +2020-04-09 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+2020-04-09 20:11:27,839 Epoch[13] Batch [9700-9750] Speed: 217.73 samples/sec accuracy=0.965625 +2020-04-09 20:11:57,260 Epoch[13] Batch [9750-9800] Speed: 217.53 samples/sec accuracy=0.963750 +2020-04-09 20:12:26,414 Epoch[13] Batch [9800-9850] Speed: 219.53 samples/sec accuracy=0.962812 +2020-04-09 20:12:55,813 Epoch[13] Batch [9850-9900] Speed: 217.69 samples/sec accuracy=0.967500 +2020-04-09 20:13:25,290 Epoch[13] Batch [9900-9950] Speed: 217.12 samples/sec accuracy=0.961719 +2020-04-09 20:13:54,561 Epoch[13] Batch [9950-10000] Speed: 218.65 samples/sec accuracy=0.962969 +2020-04-09 20:14:23,839 Epoch[13] Batch [10000-10050] Speed: 218.60 samples/sec accuracy=0.962187 +2020-04-09 20:14:53,494 Epoch[13] Batch [10050-10100] Speed: 215.82 samples/sec accuracy=0.969688 +2020-04-09 20:15:22,911 Epoch[13] Batch [10100-10150] Speed: 217.56 samples/sec accuracy=0.967187 +2020-04-09 20:15:52,153 Epoch[13] Batch [10150-10200] Speed: 218.87 samples/sec accuracy=0.965156 +2020-04-09 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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 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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: 203.18 samples/sec accuracy=0.962031 +2020-04-09 21:57:10,631 Epoch[13] Batch [19800-19850] Speed: 200.81 samples/sec accuracy=0.968594 +2020-04-09 21:57:42,609 Epoch[13] Batch [19850-19900] Speed: 200.13 samples/sec accuracy=0.964531 +2020-04-09 21:58:14,262 Epoch[13] Batch [19900-19950] Speed: 202.20 samples/sec accuracy=0.967656 +2020-04-09 21:58:46,091 Epoch[13] Batch [19950-20000] Speed: 201.08 samples/sec accuracy=0.960781 +2020-04-09 21:59:18,013 Epoch[13] Batch [20000-20050] Speed: 200.49 samples/sec accuracy=0.967656 +2020-04-09 21:59:49,987 Epoch[13] Batch [20050-20100] Speed: 200.16 samples/sec accuracy=0.962656 +2020-04-09 22:00:21,610 Epoch[13] Batch [20100-20150] Speed: 202.39 samples/sec accuracy=0.961562 +2020-04-09 22:00:53,815 Epoch[13] Batch [20150-20200] Speed: 198.73 samples/sec accuracy=0.963125 +2020-04-09 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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: 201.53 samples/sec accuracy=0.964844 +2020-04-09 23:56:26,185 Epoch[14] Batch [100-150] Speed: 200.94 samples/sec accuracy=0.964531 +2020-04-09 23:56:58,037 Epoch[14] Batch [150-200] Speed: 200.93 samples/sec accuracy=0.966875 +2020-04-09 23:57:30,057 Epoch[14] Batch [200-250] Speed: 199.88 samples/sec accuracy=0.968750 +2020-04-09 23:58:01,945 Epoch[14] Batch [250-300] Speed: 200.71 samples/sec accuracy=0.964063 +2020-04-09 23:58:33,794 Epoch[14] Batch [300-350] Speed: 200.95 samples/sec accuracy=0.961250 +2020-04-09 23:59:05,586 Epoch[14] Batch [350-400] Speed: 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+2020-04-10 00:21:28,929 Epoch[14] Batch [2450-2500] Speed: 201.11 samples/sec accuracy=0.967500 +2020-04-10 00:22:00,854 Epoch[14] Batch [2500-2550] Speed: 200.47 samples/sec accuracy=0.965000 +2020-04-10 00:22:32,966 Epoch[14] Batch [2550-2600] Speed: 199.30 samples/sec accuracy=0.964063 +2020-04-10 00:23:04,703 Epoch[14] Batch [2600-2650] Speed: 201.66 samples/sec accuracy=0.963906 +2020-04-10 00:23:37,523 Epoch[14] Batch [2650-2700] Speed: 195.01 samples/sec accuracy=0.967500 +2020-04-10 00:24:09,306 Epoch[14] Batch [2700-2750] Speed: 201.37 samples/sec accuracy=0.967656 +2020-04-10 00:24:41,511 Epoch[14] Batch [2750-2800] Speed: 198.72 samples/sec accuracy=0.962344 +2020-04-10 00:25:13,673 Epoch[14] Batch [2800-2850] Speed: 199.00 samples/sec accuracy=0.962969 +2020-04-10 00:25:45,407 Epoch[14] Batch [2850-2900] Speed: 201.68 samples/sec accuracy=0.967969 +2020-04-10 00:26:17,027 Epoch[14] Batch [2900-2950] Speed: 202.40 samples/sec accuracy=0.962969 +2020-04-10 00:26:49,177 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accuracy=0.967500 +2020-04-10 00:37:58,606 Epoch[14] Batch [4000-4050] Speed: 201.46 samples/sec accuracy=0.960469 +2020-04-10 00:38:30,357 Epoch[14] Batch [4050-4100] Speed: 201.57 samples/sec accuracy=0.963437 +2020-04-10 00:39:02,029 Epoch[14] Batch [4100-4150] Speed: 202.07 samples/sec accuracy=0.966250 +2020-04-10 00:39:34,085 Epoch[14] Batch [4150-4200] Speed: 199.65 samples/sec accuracy=0.961094 +2020-04-10 00:40:06,219 Epoch[14] Batch [4200-4250] Speed: 199.17 samples/sec 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 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+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 01:02:26,627 Epoch[14] Batch [6300-6350] Speed: 200.00 samples/sec accuracy=0.962031 +2020-04-10 01:02:58,484 Epoch[14] Batch [6350-6400] Speed: 200.89 samples/sec accuracy=0.965781 +2020-04-10 01:03:30,538 Epoch[14] Batch [6400-6450] Speed: 199.67 samples/sec accuracy=0.963125 +2020-04-10 01:04:03,392 Epoch[14] Batch [6450-6500] Speed: 194.80 samples/sec accuracy=0.964531 +2020-04-10 01:04:35,837 Epoch[14] Batch [6500-6550] Speed: 197.26 samples/sec accuracy=0.962969 +2020-04-10 01:05:07,693 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accuracy=0.963594 +2020-04-10 01:16:17,398 Epoch[14] Batch [7600-7650] Speed: 200.16 samples/sec accuracy=0.965313 +2020-04-10 01:16:49,442 Epoch[14] Batch [7650-7700] Speed: 199.73 samples/sec accuracy=0.964688 +2020-04-10 01:17:21,583 Epoch[14] Batch [7700-7750] Speed: 199.12 samples/sec accuracy=0.966875 +2020-04-10 01:17:54,241 Epoch[14] Batch [7750-7800] Speed: 195.97 samples/sec accuracy=0.964063 +2020-04-10 01:18:25,757 Epoch[14] Batch [7800-7850] Speed: 203.08 samples/sec accuracy=0.964219 +2020-04-10 01:18:57,776 Epoch[14] Batch [7850-7900] Speed: 199.88 samples/sec accuracy=0.967500 +2020-04-10 01:19:29,268 Epoch[14] Batch [7900-7950] Speed: 203.22 samples/sec accuracy=0.964531 +2020-04-10 01:20:00,862 Epoch[14] Batch [7950-8000] Speed: 202.57 samples/sec accuracy=0.960313 +2020-04-10 01:20:32,545 Epoch[14] Batch [8000-8050] Speed: 202.00 samples/sec accuracy=0.968125 +2020-04-10 01:21:04,415 Epoch[14] Batch [8050-8100] Speed: 200.82 samples/sec accuracy=0.965313 +2020-04-10 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[8600-8650] Speed: 200.69 samples/sec accuracy=0.963906 +2020-04-10 01:27:26,929 Epoch[14] Batch [8650-8700] Speed: 201.02 samples/sec accuracy=0.965313 +2020-04-10 01:27:58,407 Epoch[14] Batch [8700-8750] Speed: 203.31 samples/sec accuracy=0.962031 +2020-04-10 01:28:30,119 Epoch[14] Batch [8750-8800] Speed: 201.82 samples/sec accuracy=0.967187 +2020-04-10 01:29:01,771 Epoch[14] Batch [8800-8850] Speed: 202.20 samples/sec accuracy=0.966562 +2020-04-10 01:29:33,859 Epoch[14] Batch [8850-8900] Speed: 199.45 samples/sec 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 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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 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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 04:41:30,263 Epoch[14] Batch [27200-27250] Speed: 212.42 samples/sec accuracy=0.966406 +2020-04-10 04:42:00,429 Epoch[14] Batch [27250-27300] Speed: 212.16 samples/sec accuracy=0.964219 +2020-04-10 04:42:30,630 Epoch[14] Batch [27300-27350] Speed: 211.92 samples/sec accuracy=0.964688 +2020-04-10 04:43:01,243 Epoch[14] Batch [27350-27400] Speed: 209.06 samples/sec accuracy=0.965938 +2020-04-10 04:43:32,071 Epoch[14] Batch [27400-27450] Speed: 207.61 samples/sec accuracy=0.961875 +2020-04-10 04:44:02,365 Epoch[14] Batch [27450-27500] Speed: 211.27 samples/sec accuracy=0.965938 +2020-04-10 04:44:32,672 Epoch[14] Batch [27500-27550] Speed: 211.17 samples/sec accuracy=0.968281 +2020-04-10 04:45:02,855 Epoch[14] Batch [27550-27600] Speed: 212.04 samples/sec accuracy=0.964844 +2020-04-10 04:45:33,067 Epoch[14] Batch [27600-27650] Speed: 211.84 samples/sec accuracy=0.964844 +2020-04-10 04:46:03,286 Epoch[14] Batch [27650-27700] Speed: 211.79 samples/sec accuracy=0.967031 +2020-04-10 04:46:34,099 Epoch[14] Batch [27700-27750] Speed: 207.71 samples/sec accuracy=0.961875 +2020-04-10 04:47:04,400 Epoch[14] Batch [27750-27800] Speed: 211.22 samples/sec accuracy=0.962969 +2020-04-10 04:47:34,692 Epoch[14] Batch [27800-27850] Speed: 211.28 samples/sec accuracy=0.965625 +2020-04-10 04:48:04,999 Epoch[14] Batch [27850-27900] Speed: 211.17 samples/sec accuracy=0.966250 +2020-04-10 04:48:35,377 Epoch[14] Batch [27900-27950] Speed: 210.68 samples/sec accuracy=0.962656 +2020-04-10 04:49:05,867 Epoch[14] Batch [27950-28000] Speed: 209.90 samples/sec accuracy=0.964844 +2020-04-10 04:49:36,184 Epoch[14] Batch [28000-28050] Speed: 211.11 samples/sec accuracy=0.963594 +2020-04-10 04:50:06,340 Epoch[14] Batch [28050-28100] Speed: 212.23 samples/sec accuracy=0.967500 +2020-04-10 04:50:36,543 Epoch[14] Batch [28100-28150] Speed: 211.90 samples/sec accuracy=0.961875 +2020-04-10 04:51:06,887 Epoch[14] Batch [28150-28200] Speed: 210.92 samples/sec accuracy=0.967969 +2020-04-10 04:51:30,330 Epoch[14] 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 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+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 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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 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+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 samples/sec accuracy=0.962656 +2020-04-10 15:36:13,581 Epoch[16] Batch [300-350] Speed: 196.81 samples/sec accuracy=0.968594 +2020-04-10 15:36:45,994 Epoch[16] Batch [350-400] Speed: 197.45 samples/sec accuracy=0.966719 +2020-04-10 15:37:17,984 Epoch[16] Batch [400-450] Speed: 200.07 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+2020-04-10 15:59:37,058 Epoch[16] Batch [2500-2550] Speed: 204.99 samples/sec accuracy=0.968437 +2020-04-10 16:00:08,008 Epoch[16] Batch [2550-2600] Speed: 206.79 samples/sec accuracy=0.968750 +2020-04-10 16:00:39,354 Epoch[16] Batch [2600-2650] Speed: 204.17 samples/sec accuracy=0.968594 +2020-04-10 16:01:10,196 Epoch[16] Batch [2650-2700] Speed: 207.51 samples/sec accuracy=0.969844 +2020-04-10 16:01:42,876 Epoch[16] Batch [2700-2750] Speed: 195.84 samples/sec accuracy=0.965156 +2020-04-10 16:02:16,180 Epoch[16] Batch [2750-2800] Speed: 192.17 samples/sec accuracy=0.968594 +2020-04-10 16:02:47,143 Epoch[16] Batch [2800-2850] Speed: 206.70 samples/sec accuracy=0.969531 +2020-04-10 16:03:17,616 Epoch[16] Batch [2850-2900] Speed: 210.02 samples/sec 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 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+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 16:42:11,784 Epoch[16] Batch [6500-6550] Speed: 200.54 samples/sec accuracy=0.970781 +2020-04-10 16:42:43,615 Epoch[16] Batch [6550-6600] Speed: 201.06 samples/sec accuracy=0.970469 +2020-04-10 16:43:15,454 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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 16:57:37,190 Epoch[16] Batch [8050-8100] Speed: 217.87 samples/sec accuracy=0.970156 +2020-04-10 16:58:06,419 Epoch[16] Batch [8100-8150] Speed: 218.96 samples/sec accuracy=0.970313 +2020-04-10 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+2020-04-10 17:13:47,391 Epoch[16] Batch [9700-9750] Speed: 217.17 samples/sec accuracy=0.967812 +2020-04-10 17:14:16,652 Epoch[16] Batch [9750-9800] Speed: 218.72 samples/sec accuracy=0.968281 +2020-04-10 17:14:46,201 Epoch[16] Batch [9800-9850] Speed: 216.59 samples/sec accuracy=0.970625 +2020-04-10 17:15:15,496 Epoch[16] Batch [9850-9900] Speed: 218.47 samples/sec accuracy=0.969844 +2020-04-10 17:15:44,757 Epoch[16] Batch [9900-9950] Speed: 218.72 samples/sec accuracy=0.966875 +2020-04-10 17:16:14,012 Epoch[16] Batch [9950-10000] Speed: 218.77 samples/sec accuracy=0.968125 +2020-04-10 17:16:43,286 Epoch[16] Batch [10000-10050] Speed: 218.62 samples/sec accuracy=0.967656 +2020-04-10 17:17:12,685 Epoch[16] Batch [10050-10100] Speed: 217.70 samples/sec accuracy=0.967656 +2020-04-10 17:17:42,182 Epoch[16] Batch [10100-10150] Speed: 216.97 samples/sec accuracy=0.971875 +2020-04-10 17:18:11,417 Epoch[16] Batch [10150-10200] Speed: 218.91 samples/sec accuracy=0.968594 +2020-04-10 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17:39:47,081 Epoch[16] Batch [12200-12250] Speed: 199.15 samples/sec accuracy=0.965781 +2020-04-10 17:40:19,262 Epoch[16] Batch [12250-12300] Speed: 198.88 samples/sec accuracy=0.966875 +2020-04-10 17:40:51,103 Epoch[16] Batch [12300-12350] Speed: 201.00 samples/sec accuracy=0.965781 +2020-04-10 17:41:22,764 Epoch[16] Batch [12350-12400] Speed: 202.14 samples/sec accuracy=0.968594 +2020-04-10 17:41:54,920 Epoch[16] Batch [12400-12450] Speed: 199.03 samples/sec accuracy=0.963125 +2020-04-10 17:42:26,578 Epoch[16] Batch [12450-12500] Speed: 202.16 samples/sec accuracy=0.966875 +2020-04-10 17:42:58,517 Epoch[16] Batch [12500-12550] Speed: 200.38 samples/sec accuracy=0.966094 +2020-04-10 17:43:30,473 Epoch[16] Batch [12550-12600] Speed: 200.28 samples/sec accuracy=0.968906 +2020-04-10 17:44:02,226 Epoch[16] Batch [12600-12650] Speed: 201.56 samples/sec accuracy=0.968906 +2020-04-10 17:44:33,680 Epoch[16] Batch [12650-12700] Speed: 203.47 samples/sec accuracy=0.967500 +2020-04-10 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20:30:14,390 Epoch[16] Train-accuracy=0.967999 +2020-04-10 20:30:14,390 Epoch[16] Time cost=17865.816 +2020-04-10 20:30:14,711 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0017.params" +2020-04-10 21:02:47,427 Epoch[16] Validation-accuracy=0.985023 +2020-04-10 21:03:27,299 Epoch[17] Batch [0-50] Speed: 202.24 samples/sec accuracy=0.968597 +2020-04-10 21:03:58,930 Epoch[17] Batch [50-100] Speed: 202.33 samples/sec accuracy=0.966562 +2020-04-10 21:04:30,742 Epoch[17] Batch [100-150] Speed: 201.19 samples/sec accuracy=0.965156 +2020-04-10 21:05:02,776 Epoch[17] Batch [150-200] Speed: 199.79 samples/sec accuracy=0.967187 +2020-04-10 21:05:34,670 Epoch[17] Batch [200-250] Speed: 200.66 samples/sec accuracy=0.970469 +2020-04-10 21:06:06,492 Epoch[17] Batch [250-300] Speed: 201.12 samples/sec accuracy=0.968594 +2020-04-10 21:06:38,193 Epoch[17] Batch [300-350] Speed: 201.88 samples/sec accuracy=0.966875 +2020-04-10 21:07:10,119 Epoch[17] Batch [350-400] Speed: 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+2020-04-10 21:29:27,257 Epoch[17] Batch [2450-2500] Speed: 204.29 samples/sec accuracy=0.971562 +2020-04-10 21:30:00,192 Epoch[17] Batch [2500-2550] Speed: 194.32 samples/sec accuracy=0.969219 +2020-04-10 21:30:33,202 Epoch[17] Batch [2550-2600] Speed: 193.88 samples/sec accuracy=0.971406 +2020-04-10 21:31:06,573 Epoch[17] Batch [2600-2650] Speed: 191.78 samples/sec accuracy=0.964531 +2020-04-10 21:31:39,188 Epoch[17] Batch [2650-2700] Speed: 196.23 samples/sec 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 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accuracy=0.967187 +2020-04-10 21:45:49,093 Epoch[17] Batch [4000-4050] Speed: 206.24 samples/sec accuracy=0.968125 +2020-04-10 21:46:20,853 Epoch[17] Batch [4050-4100] Speed: 201.51 samples/sec accuracy=0.968437 +2020-04-10 21:46:52,920 Epoch[17] Batch [4100-4150] Speed: 199.58 samples/sec accuracy=0.967344 +2020-04-10 21:47:23,336 Epoch[17] Batch [4150-4200] Speed: 210.42 samples/sec accuracy=0.969688 +2020-04-10 21:47:55,330 Epoch[17] Batch [4200-4250] Speed: 200.04 samples/sec 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 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+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 22:10:14,604 Epoch[17] Batch [6300-6350] Speed: 201.35 samples/sec accuracy=0.967500 +2020-04-10 22:10:46,341 Epoch[17] Batch [6350-6400] Speed: 201.66 samples/sec accuracy=0.971094 +2020-04-10 22:11:17,951 Epoch[17] Batch [6400-6450] Speed: 202.47 samples/sec accuracy=0.968906 +2020-04-10 22:11:50,171 Epoch[17] Batch [6450-6500] Speed: 198.64 samples/sec accuracy=0.968125 +2020-04-10 22:12:22,185 Epoch[17] Batch [6500-6550] Speed: 199.92 samples/sec accuracy=0.967656 +2020-04-10 22:12:54,438 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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 22:26:44,309 Epoch[17] Batch [7850-7900] Speed: 201.67 samples/sec accuracy=0.972656 +2020-04-10 22:27:16,346 Epoch[17] Batch [7900-7950] Speed: 199.77 samples/sec accuracy=0.966562 +2020-04-10 22:27:48,225 Epoch[17] Batch [7950-8000] Speed: 200.76 samples/sec accuracy=0.965469 +2020-04-10 22:28:20,696 Epoch[17] Batch [8000-8050] Speed: 197.10 samples/sec accuracy=0.972812 +2020-04-10 22:28:52,493 Epoch[17] Batch [8050-8100] Speed: 201.28 samples/sec accuracy=0.971094 +2020-04-10 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[8600-8650] Speed: 202.16 samples/sec accuracy=0.972187 +2020-04-10 22:35:13,653 Epoch[17] Batch [8650-8700] Speed: 198.90 samples/sec accuracy=0.967344 +2020-04-10 22:35:45,438 Epoch[17] Batch [8700-8750] Speed: 201.36 samples/sec accuracy=0.969688 +2020-04-10 22:36:17,494 Epoch[17] Batch [8750-8800] Speed: 199.65 samples/sec accuracy=0.970469 +2020-04-10 22:36:49,215 Epoch[17] Batch [8800-8850] Speed: 201.76 samples/sec accuracy=0.968906 +2020-04-10 22:37:20,941 Epoch[17] Batch [8850-8900] Speed: 201.73 samples/sec 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 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+2020-04-10 22:45:52,411 Epoch[17] Batch [9650-9700] Speed: 198.69 samples/sec accuracy=0.966562 +2020-04-10 22:46:24,245 Epoch[17] Batch [9700-9750] Speed: 201.05 samples/sec accuracy=0.966562 +2020-04-10 22:46:56,346 Epoch[17] Batch [9750-9800] Speed: 199.38 samples/sec accuracy=0.969531 +2020-04-10 22:47:28,215 Epoch[17] Batch [9800-9850] Speed: 200.82 samples/sec accuracy=0.968437 +2020-04-10 22:47:59,834 Epoch[17] Batch [9850-9900] Speed: 202.41 samples/sec accuracy=0.965625 +2020-04-10 22:48:31,625 Epoch[17] Batch [9900-9950] Speed: 201.32 samples/sec accuracy=0.972344 +2020-04-10 22:49:03,575 Epoch[17] Batch [9950-10000] Speed: 200.31 samples/sec accuracy=0.968594 +2020-04-10 22:49:35,820 Epoch[17] Batch [10000-10050] Speed: 198.48 samples/sec accuracy=0.967500 +2020-04-10 22:50:07,278 Epoch[17] Batch [10050-10100] Speed: 203.45 samples/sec accuracy=0.967344 +2020-04-10 22:50:39,243 Epoch[17] Batch [10100-10150] Speed: 200.22 samples/sec accuracy=0.969063 +2020-04-10 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01:33:14,921 Epoch[17] Batch [25650-25700] Speed: 200.60 samples/sec accuracy=0.970469 +2020-04-11 01:33:47,256 Epoch[17] Batch [25700-25750] Speed: 197.93 samples/sec accuracy=0.965625 +2020-04-11 01:34:18,833 Epoch[17] Batch [25750-25800] Speed: 202.68 samples/sec accuracy=0.971719 +2020-04-11 01:34:51,118 Epoch[17] Batch [25800-25850] Speed: 198.24 samples/sec accuracy=0.969844 +2020-04-11 01:35:22,710 Epoch[17] Batch [25850-25900] Speed: 202.58 samples/sec accuracy=0.966406 +2020-04-11 01:35:54,483 Epoch[17] Batch [25900-25950] Speed: 201.43 samples/sec accuracy=0.967656 +2020-04-11 01:36:26,130 Epoch[17] Batch [25950-26000] Speed: 202.24 samples/sec accuracy=0.966562 +2020-04-11 01:36:58,203 Epoch[17] Batch [26000-26050] Speed: 199.54 samples/sec accuracy=0.972344 +2020-04-11 01:37:30,221 Epoch[17] Batch [26050-26100] Speed: 199.89 samples/sec accuracy=0.966406 +2020-04-11 01:38:02,119 Epoch[17] Batch [26100-26150] Speed: 200.64 samples/sec accuracy=0.973437 +2020-04-11 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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: 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02:42:35,787 Epoch[18] Batch [850-900] Speed: 201.20 samples/sec accuracy=0.968437 +2020-04-11 02:43:07,768 Epoch[18] Batch [900-950] Speed: 200.12 samples/sec accuracy=0.968906 +2020-04-11 02:43:40,311 Epoch[18] Batch [950-1000] Speed: 196.67 samples/sec accuracy=0.968281 +2020-04-11 02:44:12,286 Epoch[18] Batch [1000-1050] Speed: 200.15 samples/sec accuracy=0.968281 +2020-04-11 02:44:44,494 Epoch[18] Batch [1050-1100] Speed: 198.71 samples/sec accuracy=0.969688 +2020-04-11 02:45:16,151 Epoch[18] Batch [1100-1150] Speed: 202.16 samples/sec accuracy=0.971719 +2020-04-11 02:45:47,965 Epoch[18] Batch [1150-1200] Speed: 201.18 samples/sec accuracy=0.964688 +2020-04-11 02:46:21,100 Epoch[18] Batch [1200-1250] Speed: 193.15 samples/sec accuracy=0.975000 +2020-04-11 02:46:54,260 Epoch[18] Batch [1250-1300] Speed: 193.00 samples/sec accuracy=0.967812 +2020-04-11 02:47:27,247 Epoch[18] Batch [1300-1350] Speed: 194.02 samples/sec accuracy=0.966406 +2020-04-11 02:47:59,630 Epoch[18] Batch 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+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 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accuracy=0.968750 +2020-04-11 03:15:39,479 Epoch[18] Batch [3950-4000] Speed: 201.75 samples/sec accuracy=0.972031 +2020-04-11 03:16:12,839 Epoch[18] Batch [4000-4050] Speed: 191.85 samples/sec 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 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[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] Speed: 200.62 samples/sec accuracy=0.968906 +2020-04-11 03:27:55,741 Epoch[18] Batch [5100-5150] Speed: 199.79 samples/sec accuracy=0.971875 +2020-04-11 03:28:27,614 Epoch[18] Batch [5150-5200] Speed: 200.80 samples/sec accuracy=0.968906 +2020-04-11 03:28:59,632 Epoch[18] Batch [5200-5250] Speed: 199.89 samples/sec accuracy=0.966875 +2020-04-11 03:29:31,889 Epoch[18] Batch [5250-5300] Speed: 198.41 samples/sec accuracy=0.966562 +2020-04-11 03:30:03,801 Epoch[18] Batch [5300-5350] Speed: 200.55 samples/sec accuracy=0.970625 +2020-04-11 03:30:35,912 Epoch[18] Batch [5350-5400] Speed: 199.31 samples/sec accuracy=0.967656 +2020-04-11 03:31:07,762 Epoch[18] Batch [5400-5450] Speed: 200.95 samples/sec accuracy=0.968437 +2020-04-11 03:31:39,380 Epoch[18] Batch [5450-5500] Speed: 202.42 samples/sec accuracy=0.968125 +2020-04-11 03:32:11,966 Epoch[18] Batch [5500-5550] Speed: 196.40 samples/sec accuracy=0.968281 +2020-04-11 03:32:43,877 Epoch[18] Batch [5550-5600] Speed: 200.56 samples/sec 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 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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 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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 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[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 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[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 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[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: 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accuracy=0.967500 +2020-04-11 08:24:15,375 Epoch[19] Batch [1850-1900] Speed: 200.49 samples/sec accuracy=0.966562 +2020-04-11 08:24:48,051 Epoch[19] Batch [1900-1950] Speed: 195.87 samples/sec accuracy=0.970313 +2020-04-11 08:25:18,968 Epoch[19] Batch [1950-2000] Speed: 207.00 samples/sec accuracy=0.970000 +2020-04-11 08:25:52,118 Epoch[19] Batch [2000-2050] Speed: 193.06 samples/sec accuracy=0.968125 +2020-04-11 08:26:24,916 Epoch[19] Batch [2050-2100] Speed: 195.14 samples/sec accuracy=0.973906 +2020-04-11 08:26:57,131 Epoch[19] Batch [2100-2150] Speed: 198.67 samples/sec accuracy=0.966875 +2020-04-11 08:27:27,773 Epoch[19] Batch [2150-2200] Speed: 208.86 samples/sec accuracy=0.965938 +2020-04-11 08:27:59,797 Epoch[19] Batch [2200-2250] Speed: 199.85 samples/sec accuracy=0.967187 +2020-04-11 08:28:32,558 Epoch[19] Batch [2250-2300] Speed: 195.36 samples/sec 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 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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] Speed: 198.66 samples/sec accuracy=0.969063 +2020-04-11 09:13:29,053 Epoch[19] Batch 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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 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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] Speed: 201.58 samples/sec accuracy=0.967344 +2020-04-11 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[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 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[11550-11600] Speed: 199.22 samples/sec accuracy=0.969375 +2020-04-11 10:08:23,153 Epoch[19] Batch [11600-11650] Speed: 198.41 samples/sec accuracy=0.968594 +2020-04-11 10:08:55,163 Epoch[19] Batch [11650-11700] Speed: 199.94 samples/sec accuracy=0.970156 +2020-04-11 10:09:27,786 Epoch[19] Batch [11700-11750] Speed: 196.18 samples/sec accuracy=0.969844 +2020-04-11 10:09:59,924 Epoch[19] Batch [11750-11800] Speed: 199.14 samples/sec accuracy=0.968125 +2020-04-11 10:10:32,320 Epoch[19] Batch [11800-11850] Speed: 197.56 samples/sec accuracy=0.967969 +2020-04-11 10:11:04,369 Epoch[19] Batch [11850-11900] Speed: 199.69 samples/sec accuracy=0.968125 +2020-04-11 10:11:36,129 Epoch[19] Batch [11900-11950] Speed: 201.52 samples/sec accuracy=0.967812 +2020-04-11 10:12:08,153 Epoch[19] Batch [11950-12000] Speed: 199.85 samples/sec accuracy=0.970313 +2020-04-11 10:12:40,058 Epoch[19] Batch [12000-12050] Speed: 200.60 samples/sec accuracy=0.970000 +2020-04-11 10:13:11,629 Epoch[19] Batch [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 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+2020-04-11 14:16:47,620 Epoch[20] Batch [3850-3900] Speed: 192.29 samples/sec accuracy=0.969375 +2020-04-11 14:17:19,060 Epoch[20] Batch [3900-3950] Speed: 203.57 samples/sec accuracy=0.969688 +2020-04-11 14:17:50,080 Epoch[20] Batch [3950-4000] Speed: 206.32 samples/sec accuracy=0.964375 +2020-04-11 14:18:21,595 Epoch[20] Batch [4000-4050] Speed: 203.08 samples/sec accuracy=0.972656 +2020-04-11 14:18:53,924 Epoch[20] Batch [4050-4100] Speed: 197.97 samples/sec accuracy=0.968281 +2020-04-11 14:19:25,879 Epoch[20] Batch [4100-4150] Speed: 200.28 samples/sec 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 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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 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+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 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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 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[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 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+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 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[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 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+2020-04-12 01:56:25,099 Epoch[22] Batch [7350-7400] Speed: 217.82 samples/sec accuracy=0.967812 +2020-04-12 01:56:54,481 Epoch[22] Batch [7400-7450] Speed: 217.82 samples/sec accuracy=0.965781 +2020-04-12 01:57:23,909 Epoch[22] Batch [7450-7500] Speed: 217.48 samples/sec accuracy=0.968125 +2020-04-12 01:57:53,316 Epoch[22] Batch [7500-7550] Speed: 217.64 samples/sec accuracy=0.970938 +2020-04-12 01:58:22,566 Epoch[22] Batch [7550-7600] Speed: 218.81 samples/sec accuracy=0.970625 +2020-04-12 01:58:52,050 Epoch[22] Batch [7600-7650] Speed: 217.07 samples/sec accuracy=0.968437 +2020-04-12 01:59:21,345 Epoch[22] Batch [7650-7700] Speed: 218.47 samples/sec accuracy=0.969219 +2020-04-12 01:59:50,692 Epoch[22] Batch [7700-7750] Speed: 218.08 samples/sec accuracy=0.969063 +2020-04-12 02:00:19,997 Epoch[22] Batch [7750-7800] Speed: 218.39 samples/sec accuracy=0.966562 +2020-04-12 02:00:49,620 Epoch[22] Batch [7800-7850] Speed: 216.05 samples/sec accuracy=0.967812 +2020-04-12 02:01:18,850 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accuracy=0.969844 +2020-04-12 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 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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 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samples/sec accuracy=0.972500 +2020-04-12 05:30:09,335 Epoch[22] Batch [27450-27500] Speed: 197.60 samples/sec accuracy=0.966562 +2020-04-12 05:30:41,457 Epoch[22] Batch [27500-27550] Speed: 199.24 samples/sec accuracy=0.973437 +2020-04-12 05:31:13,224 Epoch[22] Batch [27550-27600] Speed: 201.47 samples/sec accuracy=0.967031 +2020-04-12 05:31:45,164 Epoch[22] Batch [27600-27650] Speed: 200.38 samples/sec accuracy=0.968281 +2020-04-12 05:32:17,140 Epoch[22] Batch [27650-27700] Speed: 200.15 samples/sec accuracy=0.967344 +2020-04-12 05:32:49,159 Epoch[22] Batch [27700-27750] Speed: 199.88 samples/sec accuracy=0.968437 +2020-04-12 05:33:21,052 Epoch[22] Batch [27750-27800] Speed: 200.68 samples/sec accuracy=0.971250 +2020-04-12 05:33:52,849 Epoch[22] Batch [27800-27850] Speed: 201.27 samples/sec accuracy=0.966406 +2020-04-12 05:34:24,819 Epoch[22] Batch [27850-27900] Speed: 200.19 samples/sec accuracy=0.969844 +2020-04-12 05:34:57,107 Epoch[22] Batch [27900-27950] Speed: 198.22 samples/sec accuracy=0.970938 +2020-04-12 05:35:28,889 Epoch[22] Batch [27950-28000] Speed: 201.37 samples/sec accuracy=0.969531 +2020-04-12 05:36:01,183 Epoch[22] Batch [28000-28050] Speed: 198.18 samples/sec accuracy=0.970938 +2020-04-12 05:36:33,407 Epoch[22] Batch [28050-28100] Speed: 198.61 samples/sec accuracy=0.971719 +2020-04-12 05:37:05,257 Epoch[22] Batch [28100-28150] Speed: 200.95 samples/sec accuracy=0.969375 +2020-04-12 05:37:37,300 Epoch[22] Batch [28150-28200] Speed: 199.73 samples/sec accuracy=0.970156 +2020-04-12 05:38:02,270 Epoch[22] Train-accuracy=0.969521 +2020-04-12 05:38:02,270 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] Speed: 202.29 samples/sec accuracy=0.970000 +2020-04-12 06:16:03,992 Epoch[23] Batch [450-500] Speed: 198.24 samples/sec accuracy=0.969844 +2020-04-12 06:16:36,367 Epoch[23] Batch [500-550] Speed: 197.68 samples/sec accuracy=0.970156 +2020-04-12 06:17:08,505 Epoch[23] Batch [550-600] Speed: 199.14 samples/sec accuracy=0.972031 +2020-04-12 06:17:40,739 Epoch[23] Batch [600-650] 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+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] Speed: 208.02 samples/sec accuracy=0.970313 +2020-04-12 06:27:10,411 Epoch[23] Batch [1500-1550] Speed: 202.54 samples/sec accuracy=0.971875 +2020-04-12 06:27:42,405 Epoch[23] Batch [1550-1600] Speed: 200.04 samples/sec accuracy=0.970000 +2020-04-12 06:28:14,004 Epoch[23] Batch [1600-1650] Speed: 202.54 samples/sec accuracy=0.970313 +2020-04-12 06:28:44,953 Epoch[23] Batch [1650-1700] Speed: 206.79 samples/sec accuracy=0.970625 +2020-04-12 06:29:17,873 Epoch[23] Batch [1700-1750] Speed: 194.41 samples/sec accuracy=0.969688 +2020-04-12 06:29:51,164 Epoch[23] Batch [1750-1800] Speed: 192.24 samples/sec accuracy=0.968437 +2020-04-12 06:30:23,507 Epoch[23] Batch [1800-1850] Speed: 197.88 samples/sec accuracy=0.968125 +2020-04-12 06:30:55,646 Epoch[23] Batch [1850-1900] Speed: 199.14 samples/sec accuracy=0.967187 +2020-04-12 06:31:28,520 Epoch[23] Batch [1900-1950] Speed: 194.68 samples/sec accuracy=0.971562 +2020-04-12 06:31:59,331 Epoch[23] Batch [1950-2000] Speed: 207.72 samples/sec 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] 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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] Speed: 190.82 samples/sec accuracy=0.970000 +2020-04-12 06:43:53,786 Epoch[23] Batch [3050-3100] Speed: 192.23 samples/sec accuracy=0.968906 +2020-04-12 06:44:27,115 Epoch[23] Batch [3100-3150] Speed: 192.02 samples/sec accuracy=0.966875 +2020-04-12 06:45:00,416 Epoch[23] Batch [3150-3200] Speed: 192.19 samples/sec accuracy=0.969531 +2020-04-12 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+2020-04-12 07:02:07,071 Epoch[23] Batch [4750-4800] Speed: 201.10 samples/sec accuracy=0.970313 +2020-04-12 07:02:39,237 Epoch[23] Batch [4800-4850] Speed: 198.97 samples/sec accuracy=0.969688 +2020-04-12 07:03:11,563 Epoch[23] Batch [4850-4900] Speed: 197.99 samples/sec accuracy=0.970156 +2020-04-12 07:03:44,259 Epoch[23] Batch [4900-4950] Speed: 195.74 samples/sec accuracy=0.972031 +2020-04-12 07:04:16,259 Epoch[23] Batch [4950-5000] Speed: 200.00 samples/sec accuracy=0.966094 +2020-04-12 07:04:48,778 Epoch[23] Batch [5000-5050] Speed: 196.80 samples/sec accuracy=0.967187 +2020-04-12 07:05:20,319 Epoch[23] Batch [5050-5100] Speed: 202.91 samples/sec 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 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accuracy=0.971094 +2020-04-12 07:18:37,759 Epoch[23] Batch [6300-6350] Speed: 197.52 samples/sec accuracy=0.967969 +2020-04-12 07:19:09,736 Epoch[23] Batch [6350-6400] Speed: 200.14 samples/sec accuracy=0.972969 +2020-04-12 07:19:41,560 Epoch[23] Batch [6400-6450] Speed: 201.11 samples/sec accuracy=0.975781 +2020-04-12 07:20:13,705 Epoch[23] Batch [6450-6500] Speed: 199.10 samples/sec accuracy=0.969219 +2020-04-12 07:20:45,711 Epoch[23] Batch [6500-6550] Speed: 199.96 samples/sec accuracy=0.972187 +2020-04-12 07:21:17,794 Epoch[23] Batch [6550-6600] Speed: 199.49 samples/sec accuracy=0.968125 +2020-04-12 07:21:49,791 Epoch[23] Batch [6600-6650] Speed: 200.02 samples/sec 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] Speed: 201.60 samples/sec accuracy=0.972031 +2020-04-12 07:33:32,717 Epoch[23] Batch [7700-7750] Speed: 201.88 samples/sec accuracy=0.972500 +2020-04-12 07:34:04,682 Epoch[23] Batch [7750-7800] Speed: 200.22 samples/sec accuracy=0.972031 +2020-04-12 07:34:36,673 Epoch[23] Batch [7800-7850] Speed: 200.06 samples/sec accuracy=0.972656 +2020-04-12 07:35:08,595 Epoch[23] Batch [7850-7900] Speed: 200.49 samples/sec accuracy=0.968594 +2020-04-12 07:35:41,106 Epoch[23] Batch [7900-7950] Speed: 196.86 samples/sec accuracy=0.969375 +2020-04-12 07:36:12,957 Epoch[23] Batch [7950-8000] Speed: 200.93 samples/sec accuracy=0.970313 +2020-04-12 07:36:44,988 Epoch[23] Batch [8000-8050] Speed: 199.81 samples/sec accuracy=0.971562 +2020-04-12 07:37:17,151 Epoch[23] Batch [8050-8100] Speed: 198.99 samples/sec accuracy=0.969219 +2020-04-12 07:37:48,863 Epoch[23] Batch [8100-8150] Speed: 201.82 samples/sec accuracy=0.966875 +2020-04-12 07:38:20,853 Epoch[23] Batch [8150-8200] Speed: 200.06 samples/sec 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 07:44:11,697 Epoch[23] Batch [8700-8750] Speed: 200.91 samples/sec accuracy=0.966562 +2020-04-12 07:44:43,855 Epoch[23] Batch [8750-8800] Speed: 199.01 samples/sec accuracy=0.968125 +2020-04-12 07:45:15,969 Epoch[23] Batch [8800-8850] Speed: 199.29 samples/sec accuracy=0.969063 +2020-04-12 07:45:47,663 Epoch[23] Batch [8850-8900] Speed: 201.94 samples/sec accuracy=0.970156 +2020-04-12 07:46:19,563 Epoch[23] Batch [8900-8950] Speed: 200.63 samples/sec accuracy=0.970781 +2020-04-12 07:46:51,160 Epoch[23] Batch [8950-9000] Speed: 202.55 samples/sec accuracy=0.965938 +2020-04-12 07:47:22,951 Epoch[23] Batch [9000-9050] Speed: 201.31 samples/sec accuracy=0.975313 +2020-04-12 07:47:54,801 Epoch[23] Batch [9050-9100] Speed: 200.95 samples/sec accuracy=0.968750 +2020-04-12 07:48:26,499 Epoch[23] Batch [9100-9150] Speed: 201.91 samples/sec accuracy=0.970781 +2020-04-12 07:48:59,031 Epoch[23] Batch [9150-9200] Speed: 196.73 samples/sec accuracy=0.969219 +2020-04-12 07:49:31,017 Epoch[23] Batch [9200-9250] 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] 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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 Epoch[23] Batch [10750-10800] Speed: 216.55 samples/sec accuracy=0.966562 +2020-04-12 08:06:14,224 Epoch[23] Batch [10800-10850] Speed: 217.72 samples/sec accuracy=0.965625 +2020-04-12 08:06:43,565 Epoch[23] Batch [10850-10900] Speed: 218.13 samples/sec accuracy=0.970938 +2020-04-12 08:07:13,489 Epoch[23] Batch [10900-10950] Speed: 213.88 samples/sec accuracy=0.972344 +2020-04-12 08:07:42,737 Epoch[23] Batch [10950-11000] Speed: 218.82 samples/sec accuracy=0.968906 +2020-04-12 08:08:11,957 Epoch[23] Batch [11000-11050] Speed: 219.03 samples/sec accuracy=0.970625 +2020-04-12 08:08:41,251 Epoch[23] Batch [11050-11100] Speed: 218.48 samples/sec accuracy=0.969063 +2020-04-12 08:09:10,720 Epoch[23] Batch [11100-11150] Speed: 217.18 samples/sec accuracy=0.970938 +2020-04-12 08:09:39,690 Epoch[23] Batch [11150-11200] Speed: 220.92 samples/sec accuracy=0.970938 +2020-04-12 08:10:08,940 Epoch[23] Batch [11200-11250] Speed: 218.80 samples/sec accuracy=0.972031 +2020-04-12 08:10:38,191 Epoch[23] Batch [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: 219.99 samples/sec accuracy=0.971875 +2020-04-12 08:16:01,288 Epoch[23] Batch [11800-11850] Speed: 216.74 samples/sec accuracy=0.972812 +2020-04-12 08:16:30,729 Epoch[23] Batch [11850-11900] Speed: 217.39 samples/sec accuracy=0.968594 +2020-04-12 08:17:00,084 Epoch[23] Batch [11900-11950] Speed: 218.03 samples/sec accuracy=0.967812 +2020-04-12 08:17:29,353 Epoch[23] Batch [11950-12000] Speed: 218.66 samples/sec accuracy=0.972031 +2020-04-12 08:17:58,946 Epoch[23] Batch [12000-12050] Speed: 216.27 samples/sec accuracy=0.968281 +2020-04-12 08:18:28,224 Epoch[23] Batch [12050-12100] Speed: 218.59 samples/sec accuracy=0.970156 +2020-04-12 08:18:57,591 Epoch[23] Batch [12100-12150] Speed: 217.94 samples/sec accuracy=0.971562 +2020-04-12 08:19:27,013 Epoch[23] Batch [12150-12200] Speed: 217.53 samples/sec accuracy=0.970313 +2020-04-12 08:19:56,401 Epoch[23] Batch [12200-12250] Speed: 217.77 samples/sec accuracy=0.970625 +2020-04-12 08:20:25,556 Epoch[23] Batch [12250-12300] Speed: 219.52 samples/sec 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: 200.47 samples/sec accuracy=0.969219 +2020-04-12 08:46:38,651 Epoch[23] Batch [14850-14900] Speed: 200.64 samples/sec accuracy=0.969063 +2020-04-12 08:47:10,488 Epoch[23] Batch [14900-14950] Speed: 201.02 samples/sec accuracy=0.969531 +2020-04-12 08:47:42,728 Epoch[23] Batch [14950-15000] Speed: 198.51 samples/sec accuracy=0.969844 +2020-04-12 08:48:14,175 Epoch[23] Batch [15000-15050] Speed: 203.52 samples/sec accuracy=0.972969 +2020-04-12 08:48:46,325 Epoch[23] Batch [15050-15100] Speed: 199.07 samples/sec accuracy=0.968906 +2020-04-12 08:49:18,011 Epoch[23] Batch [15100-15150] Speed: 201.98 samples/sec accuracy=0.968281 +2020-04-12 08:49:50,230 Epoch[23] Batch [15150-15200] Speed: 198.64 samples/sec accuracy=0.965781 +2020-04-12 08:50:22,368 Epoch[23] Batch [15200-15250] Speed: 199.15 samples/sec accuracy=0.970625 +2020-04-12 08:50:55,007 Epoch[23] Batch [15250-15300] Speed: 196.08 samples/sec accuracy=0.970156 +2020-04-12 08:51:27,002 Epoch[23] Batch [15300-15350] Speed: 200.03 samples/sec 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 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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: 199.74 samples/sec accuracy=0.967969 +2020-04-12 10:24:11,405 Epoch[23] Batch [24000-24050] Speed: 200.96 samples/sec accuracy=0.970156 +2020-04-12 10:24:43,277 Epoch[23] Batch [24050-24100] Speed: 200.81 samples/sec accuracy=0.971406 +2020-04-12 10:25:15,674 Epoch[23] Batch [24100-24150] Speed: 197.55 samples/sec accuracy=0.969375 +2020-04-12 10:25:47,668 Epoch[23] Batch [24150-24200] Speed: 200.04 samples/sec accuracy=0.967187 +2020-04-12 10:26:19,765 Epoch[23] Batch [24200-24250] Speed: 199.40 samples/sec accuracy=0.971094 +2020-04-12 10:26:51,735 Epoch[23] Batch [24250-24300] Speed: 200.19 samples/sec accuracy=0.969531 +2020-04-12 10:27:23,560 Epoch[23] Batch [24300-24350] Speed: 201.10 samples/sec accuracy=0.969688 +2020-04-12 10:27:55,620 Epoch[23] Batch [24350-24400] Speed: 199.62 samples/sec accuracy=0.967187 +2020-04-12 10:28:27,958 Epoch[23] Batch [24400-24450] Speed: 197.91 samples/sec accuracy=0.971250 +2020-04-12 10:28:59,895 Epoch[23] Batch [24450-24500] Speed: 200.40 samples/sec 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 +2020-04-12 10:34:51,674 Epoch[23] Batch [25000-25050] Speed: 199.87 samples/sec accuracy=0.969531 +2020-04-12 10:35:23,288 Epoch[23] Batch [25050-25100] Speed: 202.45 samples/sec accuracy=0.970000 +2020-04-12 10:35:55,207 Epoch[23] Batch [25100-25150] Speed: 200.51 samples/sec accuracy=0.970156 +2020-04-12 10:36:27,421 Epoch[23] Batch [25150-25200] Speed: 198.67 samples/sec accuracy=0.971250 +2020-04-12 10:36:59,403 Epoch[23] Batch [25200-25250] Speed: 200.11 samples/sec accuracy=0.969844 +2020-04-12 10:37:31,349 Epoch[23] Batch [25250-25300] Speed: 200.34 samples/sec accuracy=0.972031 +2020-04-12 10:38:03,541 Epoch[23] Batch [25300-25350] Speed: 198.81 samples/sec accuracy=0.970781 +2020-04-12 10:38:35,791 Epoch[23] Batch [25350-25400] Speed: 198.45 samples/sec accuracy=0.970781 +2020-04-12 10:39:07,662 Epoch[23] Batch [25400-25450] Speed: 200.81 samples/sec accuracy=0.968437 +2020-04-12 10:39:39,346 Epoch[23] Batch [25450-25500] Speed: 202.00 samples/sec accuracy=0.969375 +2020-04-12 10:40:11,172 Epoch[23] Batch [25500-25550] Speed: 201.09 samples/sec accuracy=0.969219 +2020-04-12 10:40:43,219 Epoch[23] Batch [25550-25600] Speed: 199.71 samples/sec accuracy=0.971250 +2020-04-12 10:41:15,462 Epoch[23] Batch [25600-25650] Speed: 198.49 samples/sec accuracy=0.967812 +2020-04-12 10:41:47,878 Epoch[23] Batch [25650-25700] Speed: 197.43 samples/sec accuracy=0.969219 +2020-04-12 10:42:19,628 Epoch[23] Batch [25700-25750] Speed: 201.58 samples/sec accuracy=0.967812 +2020-04-12 10:42:51,228 Epoch[23] Batch [25750-25800] Speed: 202.53 samples/sec accuracy=0.969219 +2020-04-12 10:43:23,269 Epoch[23] Batch [25800-25850] Speed: 199.75 samples/sec accuracy=0.968594 +2020-04-12 10:43:55,586 Epoch[23] Batch [25850-25900] Speed: 198.04 samples/sec accuracy=0.966094 +2020-04-12 10:44:27,958 Epoch[23] Batch [25900-25950] Speed: 197.70 samples/sec accuracy=0.967656 +2020-04-12 10:44:59,771 Epoch[23] Batch [25950-26000] Speed: 201.18 samples/sec accuracy=0.968437 +2020-04-12 10:45:31,541 Epoch[23] Batch [26000-26050] Speed: 201.45 samples/sec accuracy=0.967031 +2020-04-12 10:46:03,380 Epoch[23] Batch [26050-26100] Speed: 201.01 samples/sec accuracy=0.970469 +2020-04-12 10:46:35,281 Epoch[23] Batch [26100-26150] Speed: 200.63 samples/sec accuracy=0.965781 +2020-04-12 10:47:07,270 Epoch[23] Batch [26150-26200] Speed: 200.07 samples/sec accuracy=0.970313 +2020-04-12 10:47:39,672 Epoch[23] Batch [26200-26250] Speed: 197.52 samples/sec accuracy=0.969688 +2020-04-12 10:48:11,819 Epoch[23] Batch [26250-26300] Speed: 199.08 samples/sec accuracy=0.969063 +2020-04-12 10:48:43,472 Epoch[23] Batch [26300-26350] Speed: 202.20 samples/sec accuracy=0.969219 +2020-04-12 10:49:15,249 Epoch[23] Batch [26350-26400] Speed: 201.40 samples/sec accuracy=0.973594 +2020-04-12 10:49:47,422 Epoch[23] Batch [26400-26450] Speed: 198.92 samples/sec accuracy=0.964531 +2020-04-12 10:50:19,793 Epoch[23] Batch [26450-26500] Speed: 197.71 samples/sec accuracy=0.965000 +2020-04-12 10:50:51,912 Epoch[23] Batch [26500-26550] Speed: 199.26 samples/sec accuracy=0.968594 +2020-04-12 10:51:23,642 Epoch[23] Batch [26550-26600] Speed: 201.70 samples/sec accuracy=0.968281 +2020-04-12 10:51:55,697 Epoch[23] Batch [26600-26650] Speed: 199.66 samples/sec accuracy=0.969688 +2020-04-12 10:52:27,638 Epoch[23] Batch [26650-26700] Speed: 200.37 samples/sec accuracy=0.973437 +2020-04-12 10:52:59,354 Epoch[23] Batch [26700-26750] Speed: 201.79 samples/sec accuracy=0.970781 +2020-04-12 10:53:31,590 Epoch[23] Batch [26750-26800] Speed: 198.54 samples/sec accuracy=0.973594 +2020-04-12 10:54:03,925 Epoch[23] Batch [26800-26850] Speed: 197.93 samples/sec accuracy=0.969063 +2020-04-12 10:54:35,727 Epoch[23] Batch [26850-26900] Speed: 201.25 samples/sec accuracy=0.971094 +2020-04-12 10:55:07,030 Epoch[23] Batch [26900-26950] Speed: 204.45 samples/sec accuracy=0.974063 +2020-04-12 10:55:39,167 Epoch[23] Batch [26950-27000] Speed: 199.15 samples/sec accuracy=0.971094 +2020-04-12 10:56:11,582 Epoch[23] Batch [27000-27050] Speed: 197.44 samples/sec accuracy=0.970781 +2020-04-12 10:56:44,221 Epoch[23] Batch [27050-27100] Speed: 196.09 samples/sec accuracy=0.972187 +2020-04-12 10:57:15,822 Epoch[23] Batch [27100-27150] Speed: 202.53 samples/sec accuracy=0.967031 +2020-04-12 10:57:47,918 Epoch[23] Batch [27150-27200] Speed: 199.40 samples/sec accuracy=0.969688 +2020-04-12 10:58:19,662 Epoch[23] Batch [27200-27250] Speed: 201.61 samples/sec accuracy=0.969063 +2020-04-12 10:58:51,366 Epoch[23] Batch [27250-27300] Speed: 201.87 samples/sec accuracy=0.969375 +2020-04-12 10:59:23,298 Epoch[23] Batch [27300-27350] Speed: 200.43 samples/sec accuracy=0.966875 +2020-04-12 10:59:55,265 Epoch[23] Batch [27350-27400] Speed: 200.21 samples/sec accuracy=0.965313 +2020-04-12 11:00:26,997 Epoch[23] Batch [27400-27450] Speed: 201.69 samples/sec accuracy=0.966406 +2020-04-12 11:00:59,064 Epoch[23] Batch [27450-27500] Speed: 199.58 samples/sec accuracy=0.969844 +2020-04-12 11:01:31,422 Epoch[23] Batch [27500-27550] Speed: 197.79 samples/sec 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] Speed: 200.30 samples/sec accuracy=0.973437 +2020-04-12 11:44:47,268 Epoch[24] Batch [250-300] Speed: 200.74 samples/sec accuracy=0.969219 +2020-04-12 11:45:19,112 Epoch[24] Batch [300-350] Speed: 200.98 samples/sec accuracy=0.969531 +2020-04-12 11:45:51,259 Epoch[24] Batch [350-400] Speed: 199.09 samples/sec accuracy=0.972031 +2020-04-12 11:46:23,432 Epoch[24] Batch [400-450] Speed: 198.93 samples/sec accuracy=0.971094 +2020-04-12 11:46:55,526 Epoch[24] Batch [450-500] Speed: 199.41 samples/sec accuracy=0.966094 +2020-04-12 11:47:27,828 Epoch[24] Batch [500-550] Speed: 198.13 samples/sec accuracy=0.971094 +2020-04-12 11:48:00,048 Epoch[24] Batch [550-600] 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+2020-04-12 11:53:52,250 Epoch[24] Batch [1100-1150] Speed: 192.45 samples/sec accuracy=0.969219 +2020-04-12 11:54:25,385 Epoch[24] Batch [1150-1200] Speed: 193.15 samples/sec accuracy=0.970938 +2020-04-12 11:54:57,575 Epoch[24] Batch [1200-1250] Speed: 198.82 samples/sec accuracy=0.970000 +2020-04-12 11:55:28,240 Epoch[24] Batch [1250-1300] Speed: 208.71 samples/sec accuracy=0.969219 +2020-04-12 11:56:00,257 Epoch[24] Batch [1300-1350] Speed: 199.90 samples/sec accuracy=0.971250 +2020-04-12 11:56:33,616 Epoch[24] Batch [1350-1400] Speed: 191.85 samples/sec accuracy=0.969688 +2020-04-12 11:57:05,186 Epoch[24] Batch [1400-1450] Speed: 202.72 samples/sec accuracy=0.967187 +2020-04-12 11:57:35,987 Epoch[24] Batch [1450-1500] Speed: 207.79 samples/sec accuracy=0.969219 +2020-04-12 11:58:06,488 Epoch[24] Batch [1500-1550] Speed: 209.83 samples/sec accuracy=0.969063 +2020-04-12 11:58:38,214 Epoch[24] Batch [1550-1600] Speed: 201.73 samples/sec accuracy=0.969844 +2020-04-12 11:59:09,719 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accuracy=0.969063 +2020-04-12 12:10:22,645 Epoch[24] Batch [2650-2700] Speed: 200.90 samples/sec accuracy=0.968906 +2020-04-12 12:10:55,512 Epoch[24] Batch [2700-2750] Speed: 194.72 samples/sec accuracy=0.971094 +2020-04-12 12:11:28,710 Epoch[24] Batch [2750-2800] Speed: 192.79 samples/sec accuracy=0.970156 +2020-04-12 12:12:01,598 Epoch[24] Batch [2800-2850] Speed: 194.60 samples/sec 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 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+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 12:34:23,228 Epoch[24] Batch [4900-4950] Speed: 199.13 samples/sec accuracy=0.966562 +2020-04-12 12:34:55,355 Epoch[24] Batch [4950-5000] Speed: 199.21 samples/sec accuracy=0.971719 +2020-04-12 12:35:27,298 Epoch[24] Batch [5000-5050] Speed: 200.36 samples/sec accuracy=0.970938 +2020-04-12 12:35:59,223 Epoch[24] Batch [5050-5100] Speed: 200.47 samples/sec accuracy=0.972031 +2020-04-12 12:36:31,684 Epoch[24] Batch [5100-5150] Speed: 197.16 samples/sec accuracy=0.972187 +2020-04-12 12:37:03,846 Epoch[24] Batch [5150-5200] Speed: 198.99 samples/sec accuracy=0.970313 +2020-04-12 12:37:35,469 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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 12:50:57,267 Epoch[24] Batch [6450-6500] Speed: 197.88 samples/sec accuracy=0.971562 +2020-04-12 12:51:28,939 Epoch[24] Batch [6500-6550] Speed: 202.07 samples/sec accuracy=0.970625 +2020-04-12 12:52:00,794 Epoch[24] Batch [6550-6600] Speed: 200.92 samples/sec accuracy=0.970313 +2020-04-12 12:52:33,088 Epoch[24] Batch [6600-6650] Speed: 198.18 samples/sec accuracy=0.969063 +2020-04-12 12:53:05,634 Epoch[24] Batch [6650-6700] Speed: 196.64 samples/sec accuracy=0.968594 +2020-04-12 12:53:37,839 Epoch[24] Batch [6700-6750] Speed: 198.73 samples/sec accuracy=0.966406 +2020-04-12 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+2020-04-12 13:10:38,434 Epoch[24] Batch [8300-8350] Speed: 200.57 samples/sec accuracy=0.970313 +2020-04-12 13:11:10,660 Epoch[24] Batch [8350-8400] Speed: 198.60 samples/sec accuracy=0.966094 +2020-04-12 13:11:42,749 Epoch[24] Batch [8400-8450] Speed: 199.44 samples/sec accuracy=0.968437 +2020-04-12 13:12:14,317 Epoch[24] Batch [8450-8500] Speed: 202.74 samples/sec accuracy=0.971719 +2020-04-12 13:12:46,545 Epoch[24] Batch [8500-8550] Speed: 198.58 samples/sec accuracy=0.966562 +2020-04-12 13:13:18,498 Epoch[24] Batch [8550-8600] Speed: 200.30 samples/sec accuracy=0.969219 +2020-04-12 13:13:50,114 Epoch[24] Batch [8600-8650] Speed: 202.43 samples/sec accuracy=0.971875 +2020-04-12 13:14:21,925 Epoch[24] Batch [8650-8700] Speed: 201.19 samples/sec accuracy=0.970313 +2020-04-12 13:14:54,026 Epoch[24] Batch [8700-8750] Speed: 199.37 samples/sec accuracy=0.969531 +2020-04-12 13:15:26,004 Epoch[24] Batch [8750-8800] Speed: 200.14 samples/sec accuracy=0.968437 +2020-04-12 13:15:58,338 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accuracy=0.967812 +2020-04-12 13:27:08,507 Epoch[24] Batch [9850-9900] Speed: 201.35 samples/sec accuracy=0.969219 +2020-04-12 13:27:40,436 Epoch[24] Batch [9900-9950] Speed: 200.44 samples/sec accuracy=0.965469 +2020-04-12 13:28:12,560 Epoch[24] Batch [9950-10000] Speed: 199.23 samples/sec accuracy=0.971406 +2020-04-12 13:28:44,770 Epoch[24] Batch [10000-10050] Speed: 198.70 samples/sec accuracy=0.967187 +2020-04-12 13:29:16,930 Epoch[24] Batch [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: 199.56 samples/sec accuracy=0.966406 +2020-04-12 13:35:09,720 Epoch[24] Batch [10600-10650] Speed: 199.20 samples/sec accuracy=0.975000 +2020-04-12 13:35:41,957 Epoch[24] Batch [10650-10700] Speed: 198.53 samples/sec accuracy=0.967344 +2020-04-12 13:36:13,830 Epoch[24] Batch [10700-10750] Speed: 200.80 samples/sec accuracy=0.969375 +2020-04-12 13:36:46,166 Epoch[24] Batch [10750-10800] Speed: 197.92 samples/sec accuracy=0.973281 +2020-04-12 13:37:18,047 Epoch[24] Batch [10800-10850] Speed: 200.75 samples/sec accuracy=0.969688 +2020-04-12 13:37:50,013 Epoch[24] Batch [10850-10900] Speed: 200.21 samples/sec accuracy=0.970469 +2020-04-12 13:38:21,951 Epoch[24] Batch [10900-10950] Speed: 200.39 samples/sec accuracy=0.968750 +2020-04-12 13:38:54,086 Epoch[24] Batch [10950-11000] Speed: 199.16 samples/sec accuracy=0.969531 +2020-04-12 13:39:26,173 Epoch[24] Batch [11000-11050] Speed: 199.46 samples/sec accuracy=0.966875 +2020-04-12 13:39:58,372 Epoch[24] Batch [11050-11100] Speed: 198.76 samples/sec 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 +2020-04-12 13:45:51,298 Epoch[24] Batch [11600-11650] Speed: 197.37 samples/sec accuracy=0.970000 +2020-04-12 13:46:23,132 Epoch[24] Batch [11650-11700] Speed: 201.04 samples/sec accuracy=0.970156 +2020-04-12 13:46:55,365 Epoch[24] Batch [11700-11750] Speed: 198.56 samples/sec accuracy=0.969063 +2020-04-12 13:47:27,507 Epoch[24] Batch [11750-11800] Speed: 199.12 samples/sec accuracy=0.969531 +2020-04-12 13:47:59,475 Epoch[24] Batch [11800-11850] Speed: 200.20 samples/sec accuracy=0.969375 +2020-04-12 13:48:31,398 Epoch[24] Batch [11850-11900] Speed: 200.48 samples/sec accuracy=0.971562 +2020-04-12 13:49:03,548 Epoch[24] Batch [11900-11950] Speed: 199.07 samples/sec accuracy=0.965469 +2020-04-12 13:49:35,712 Epoch[24] Batch [11950-12000] Speed: 198.98 samples/sec accuracy=0.971094 +2020-04-12 13:50:08,013 Epoch[24] Batch [12000-12050] Speed: 198.14 samples/sec accuracy=0.971406 +2020-04-12 13:50:39,992 Epoch[24] Batch [12050-12100] Speed: 200.14 samples/sec accuracy=0.966250 +2020-04-12 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 Epoch[24] Batch [12600-12650] Speed: 196.25 samples/sec accuracy=0.974531 +2020-04-12 13:57:05,323 Epoch[24] Batch [12650-12700] Speed: 200.02 samples/sec accuracy=0.973594 +2020-04-12 13:57:37,017 Epoch[24] Batch [12700-12750] Speed: 201.93 samples/sec accuracy=0.968437 +2020-04-12 13:58:08,997 Epoch[24] Batch [12750-12800] Speed: 200.13 samples/sec accuracy=0.970469 +2020-04-12 13:58:40,907 Epoch[24] Batch [12800-12850] Speed: 200.57 samples/sec accuracy=0.967500 +2020-04-12 13:59:13,100 Epoch[24] Batch [12850-12900] Speed: 198.80 samples/sec accuracy=0.968750 +2020-04-12 13:59:44,947 Epoch[24] Batch [12900-12950] Speed: 200.97 samples/sec accuracy=0.968125 +2020-04-12 14:00:16,510 Epoch[24] Batch [12950-13000] Speed: 202.77 samples/sec accuracy=0.970469 +2020-04-12 14:00:48,404 Epoch[24] Batch [13000-13050] Speed: 200.67 samples/sec accuracy=0.967187 +2020-04-12 14:01:20,124 Epoch[24] Batch [13050-13100] Speed: 201.77 samples/sec accuracy=0.968906 +2020-04-12 14:01:52,114 Epoch[24] Batch [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: 200.22 samples/sec accuracy=0.972500 +2020-04-12 14:07:44,750 Epoch[24] Batch [13650-13700] Speed: 199.91 samples/sec accuracy=0.969063 +2020-04-12 14:08:16,835 Epoch[24] Batch [13700-13750] Speed: 199.47 samples/sec accuracy=0.974063 +2020-04-12 14:08:48,512 Epoch[24] Batch [13750-13800] Speed: 202.04 samples/sec accuracy=0.968281 +2020-04-12 14:09:20,654 Epoch[24] Batch [13800-13850] Speed: 199.12 samples/sec accuracy=0.967500 +2020-04-12 14:09:52,433 Epoch[24] Batch [13850-13900] Speed: 201.39 samples/sec accuracy=0.965313 +2020-04-12 14:10:24,575 Epoch[24] Batch [13900-13950] Speed: 199.12 samples/sec accuracy=0.964531 +2020-04-12 14:10:56,956 Epoch[24] Batch [13950-14000] Speed: 197.65 samples/sec accuracy=0.970938 +2020-04-12 14:11:28,619 Epoch[24] Batch [14000-14050] Speed: 202.13 samples/sec accuracy=0.969531 +2020-04-12 14:12:01,133 Epoch[24] Batch [14050-14100] Speed: 196.84 samples/sec accuracy=0.968906 +2020-04-12 14:12:32,869 Epoch[24] Batch [14100-14150] Speed: 201.66 samples/sec 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 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accuracy=0.968437 +2020-04-12 15:42:46,062 Epoch[24] Batch [22850-22900] Speed: 199.52 samples/sec accuracy=0.963750 +2020-04-12 15:43:18,124 Epoch[24] Batch [22900-22950] Speed: 199.62 samples/sec accuracy=0.970000 +2020-04-12 15:43:50,021 Epoch[24] Batch [22950-23000] Speed: 200.65 samples/sec accuracy=0.972187 +2020-04-12 15:44:21,998 Epoch[24] Batch [23000-23050] Speed: 200.15 samples/sec accuracy=0.968437 +2020-04-12 15:44:54,017 Epoch[24] Batch [23050-23100] Speed: 199.88 samples/sec accuracy=0.968281 +2020-04-12 15:45:25,529 Epoch[24] Batch [23100-23150] Speed: 203.10 samples/sec accuracy=0.976562 +2020-04-12 15:45:57,319 Epoch[24] Batch [23150-23200] Speed: 201.33 samples/sec accuracy=0.972656 +2020-04-12 15:46:29,166 Epoch[24] Batch [23200-23250] Speed: 200.96 samples/sec accuracy=0.975000 +2020-04-12 15:47:01,022 Epoch[24] Batch [23250-23300] Speed: 200.91 samples/sec accuracy=0.971562 +2020-04-12 15:47:33,136 Epoch[24] Batch [23300-23350] Speed: 199.29 samples/sec accuracy=0.970625 +2020-04-12 15:48:05,342 Epoch[24] Batch [23350-23400] Speed: 198.72 samples/sec accuracy=0.970313 +2020-04-12 15:48:37,745 Epoch[24] Batch [23400-23450] Speed: 197.52 samples/sec accuracy=0.968594 +2020-04-12 15:49:09,307 Epoch[24] Batch [23450-23500] Speed: 202.77 samples/sec accuracy=0.968437 +2020-04-12 15:49:41,570 Epoch[24] Batch [23500-23550] Speed: 198.37 samples/sec accuracy=0.972344 +2020-04-12 15:50:13,885 Epoch[24] Batch [23550-23600] Speed: 198.05 samples/sec accuracy=0.970469 +2020-04-12 15:50:45,906 Epoch[24] Batch [23600-23650] Speed: 199.87 samples/sec accuracy=0.966719 +2020-04-12 15:51:18,247 Epoch[24] Batch [23650-23700] Speed: 197.89 samples/sec accuracy=0.967812 +2020-04-12 15:51:50,306 Epoch[24] Batch [23700-23750] Speed: 199.64 samples/sec accuracy=0.970156 +2020-04-12 15:52:22,622 Epoch[24] Batch [23750-23800] Speed: 198.04 samples/sec accuracy=0.968437 +2020-04-12 15:52:54,893 Epoch[24] Batch [23800-23850] Speed: 198.33 samples/sec 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accuracy=0.970156 +2020-04-12 16:09:25,186 Epoch[24] Batch [25350-25400] Speed: 198.70 samples/sec accuracy=0.966094 +2020-04-12 16:09:56,857 Epoch[24] Batch [25400-25450] Speed: 202.08 samples/sec accuracy=0.969219 +2020-04-12 16:10:28,839 Epoch[24] Batch [25450-25500] Speed: 200.11 samples/sec accuracy=0.971562 +2020-04-12 16:11:01,029 Epoch[24] Batch [25500-25550] Speed: 198.82 samples/sec accuracy=0.967656 +2020-04-12 16:11:33,202 Epoch[24] Batch [25550-25600] Speed: 198.93 samples/sec accuracy=0.969844 +2020-04-12 16:12:05,149 Epoch[24] Batch [25600-25650] Speed: 200.33 samples/sec accuracy=0.969531 +2020-04-12 16:12:36,753 Epoch[24] Batch [25650-25700] Speed: 202.51 samples/sec accuracy=0.966875 +2020-04-12 16:13:08,695 Epoch[24] Batch [25700-25750] Speed: 200.37 samples/sec accuracy=0.967656 +2020-04-12 16:13:40,777 Epoch[24] Batch [25750-25800] Speed: 199.49 samples/sec accuracy=0.970781 +2020-04-12 16:14:13,108 Epoch[24] Batch [25800-25850] Speed: 197.95 samples/sec accuracy=0.971250 +2020-04-12 16:14:45,409 Epoch[24] Batch [25850-25900] Speed: 198.14 samples/sec accuracy=0.966562 +2020-04-12 16:15:17,492 Epoch[24] Batch [25900-25950] Speed: 199.48 samples/sec accuracy=0.972500 +2020-04-12 16:15:49,467 Epoch[24] Batch [25950-26000] Speed: 200.16 samples/sec accuracy=0.969688 +2020-04-12 16:16:21,225 Epoch[24] Batch [26000-26050] Speed: 201.53 samples/sec accuracy=0.971406 +2020-04-12 16:16:53,340 Epoch[24] Batch [26050-26100] Speed: 199.29 samples/sec accuracy=0.968594 +2020-04-12 16:17:25,146 Epoch[24] Batch [26100-26150] Speed: 201.22 samples/sec accuracy=0.968437 +2020-04-12 16:17:56,853 Epoch[24] Batch [26150-26200] Speed: 201.85 samples/sec accuracy=0.969844 +2020-04-12 16:18:28,094 Epoch[24] Batch [26200-26250] Speed: 204.86 samples/sec accuracy=0.968437 +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: [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 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accuracy=0.968906 +2020-04-12 18:20:21,162 Epoch[24] Batch [7700-7750] Speed: 199.59 samples/sec 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 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+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 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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 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+2020-04-13 10:16:00,618 Epoch[25] Batch [2550-2600] Speed: 199.41 samples/sec accuracy=0.970469 +2020-04-13 10:16:32,147 Epoch[25] Batch [2600-2650] Speed: 202.99 samples/sec accuracy=0.971719 +2020-04-13 10:17:03,936 Epoch[25] Batch [2650-2700] Speed: 201.33 samples/sec accuracy=0.973750 +2020-04-13 10:17:35,388 Epoch[25] Batch [2700-2750] Speed: 203.48 samples/sec accuracy=0.967812 +2020-04-13 10:18:06,810 Epoch[25] Batch [2750-2800] Speed: 203.68 samples/sec accuracy=0.971094 +2020-04-13 10:18:39,034 Epoch[25] Batch [2800-2850] Speed: 198.61 samples/sec accuracy=0.970938 +2020-04-13 10:19:10,926 Epoch[25] Batch [2850-2900] Speed: 200.68 samples/sec accuracy=0.970000 +2020-04-13 10:19:42,875 Epoch[25] Batch [2900-2950] Speed: 200.32 samples/sec accuracy=0.972500 +2020-04-13 10:20:14,576 Epoch[25] Batch [2950-3000] Speed: 201.89 samples/sec accuracy=0.972656 +2020-04-13 10:20:46,293 Epoch[25] Batch [3000-3050] Speed: 201.79 samples/sec accuracy=0.970313 +2020-04-13 10:21:17,919 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accuracy=0.969063 +2020-04-13 10:32:25,970 Epoch[25] Batch [4100-4150] Speed: 204.66 samples/sec accuracy=0.970000 +2020-04-13 10:32:57,950 Epoch[25] Batch [4150-4200] Speed: 200.13 samples/sec accuracy=0.971094 +2020-04-13 10:33:29,650 Epoch[25] Batch [4200-4250] Speed: 201.89 samples/sec accuracy=0.972812 +2020-04-13 10:34:01,535 Epoch[25] Batch [4250-4300] Speed: 200.72 samples/sec accuracy=0.971719 +2020-04-13 10:34:33,361 Epoch[25] Batch [4300-4350] Speed: 201.10 samples/sec accuracy=0.968281 +2020-04-13 10:35:05,105 Epoch[25] Batch [4350-4400] Speed: 201.61 samples/sec accuracy=0.969688 +2020-04-13 10:35:37,226 Epoch[25] Batch [4400-4450] Speed: 199.25 samples/sec accuracy=0.972969 +2020-04-13 10:36:09,250 Epoch[25] Batch [4450-4500] Speed: 199.85 samples/sec accuracy=0.974844 +2020-04-13 10:36:40,873 Epoch[25] Batch [4500-4550] Speed: 202.39 samples/sec accuracy=0.974063 +2020-04-13 10:37:12,750 Epoch[25] Batch [4550-4600] Speed: 200.77 samples/sec accuracy=0.973125 +2020-04-13 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samples/sec accuracy=0.968281 +2020-04-13 10:48:54,601 Epoch[25] Batch [5650-5700] Speed: 200.23 samples/sec accuracy=0.971875 +2020-04-13 10:49:26,329 Epoch[25] Batch [5700-5750] Speed: 201.72 samples/sec accuracy=0.971562 +2020-04-13 10:49:58,248 Epoch[25] Batch [5750-5800] Speed: 200.51 samples/sec accuracy=0.968750 +2020-04-13 10:50:30,210 Epoch[25] Batch [5800-5850] Speed: 200.24 samples/sec accuracy=0.969219 +2020-04-13 10:51:02,608 Epoch[25] Batch [5850-5900] Speed: 197.55 samples/sec accuracy=0.972031 +2020-04-13 10:51:34,058 Epoch[25] Batch [5900-5950] Speed: 203.50 samples/sec accuracy=0.972500 +2020-04-13 10:52:05,483 Epoch[25] Batch [5950-6000] Speed: 203.66 samples/sec accuracy=0.974688 +2020-04-13 10:52:37,088 Epoch[25] Batch [6000-6050] Speed: 202.50 samples/sec accuracy=0.969219 +2020-04-13 10:53:08,550 Epoch[25] Batch [6050-6100] Speed: 203.43 samples/sec accuracy=0.969063 +2020-04-13 10:53:40,953 Epoch[25] Batch [6100-6150] Speed: 197.51 samples/sec accuracy=0.972812 +2020-04-13 10:54:12,311 Epoch[25] Batch [6150-6200] Speed: 204.10 samples/sec 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] 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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] Batch [10300-10350] Speed: 199.87 samples/sec accuracy=0.970625 +2020-04-13 11:38:47,621 Epoch[25] Batch [10350-10400] Speed: 199.34 samples/sec accuracy=0.972500 +2020-04-13 11:39:19,186 Epoch[25] Batch [10400-10450] Speed: 202.76 samples/sec accuracy=0.973437 +2020-04-13 11:39:51,120 Epoch[25] Batch [10450-10500] Speed: 200.41 samples/sec accuracy=0.968437 +2020-04-13 11:40:23,191 Epoch[25] Batch [10500-10550] Speed: 199.56 samples/sec accuracy=0.974844 +2020-04-13 11:40:55,214 Epoch[25] Batch [10550-10600] Speed: 199.86 samples/sec accuracy=0.972969 +2020-04-13 11:41:27,322 Epoch[25] Batch [10600-10650] Speed: 199.33 samples/sec accuracy=0.970156 +2020-04-13 11:41:59,364 Epoch[25] Batch [10650-10700] Speed: 199.74 samples/sec accuracy=0.971562 +2020-04-13 11:42:31,101 Epoch[25] Batch [10700-10750] Speed: 201.66 samples/sec accuracy=0.968906 +2020-04-13 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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 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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 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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 Epoch[25] Batch [25550-25600] Speed: 200.78 samples/sec accuracy=0.969688 +2020-04-13 14:20:50,586 Epoch[25] Batch [25600-25650] Speed: 199.53 samples/sec accuracy=0.970469 +2020-04-13 14:21:22,531 Epoch[25] Batch [25650-25700] Speed: 200.34 samples/sec accuracy=0.969531 +2020-04-13 14:21:54,348 Epoch[25] Batch [25700-25750] Speed: 201.16 samples/sec accuracy=0.970000 +2020-04-13 14:22:26,078 Epoch[25] Batch [25750-25800] Speed: 201.70 samples/sec accuracy=0.970469 +2020-04-13 14:22:58,209 Epoch[25] Batch [25800-25850] Speed: 199.19 samples/sec accuracy=0.972344 +2020-04-13 14:23:30,247 Epoch[25] Batch [25850-25900] Speed: 199.76 samples/sec accuracy=0.968906 +2020-04-13 14:24:02,065 Epoch[25] Batch [25900-25950] Speed: 201.15 samples/sec accuracy=0.971250 +2020-04-13 14:24:34,021 Epoch[25] Batch [25950-26000] Speed: 200.27 samples/sec accuracy=0.968594 +2020-04-13 14:25:05,745 Epoch[25] Batch [26000-26050] Speed: 201.74 samples/sec accuracy=0.972500 +2020-04-13 14:25:37,464 Epoch[25] Batch [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 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+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 16:29:14,928 Epoch[26] Batch [6500-6550] Speed: 200.07 samples/sec accuracy=0.967812 +2020-04-13 16:29:44,690 Epoch[26] Batch [6550-6600] Speed: 215.04 samples/sec accuracy=0.970625 +2020-04-13 16:30:14,205 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+2020-04-13 17:00:49,019 Epoch[26] Batch [9700-9750] Speed: 217.08 samples/sec accuracy=0.969063 +2020-04-13 17:01:18,313 Epoch[26] Batch [9750-9800] Speed: 218.48 samples/sec accuracy=0.970469 +2020-04-13 17:01:47,936 Epoch[26] Batch [9800-9850] Speed: 216.05 samples/sec accuracy=0.968906 +2020-04-13 17:02:17,595 Epoch[26] Batch [9850-9900] Speed: 215.79 samples/sec accuracy=0.972187 +2020-04-13 17:02:46,984 Epoch[26] Batch [9900-9950] Speed: 217.77 samples/sec accuracy=0.968281 +2020-04-13 17:03:16,401 Epoch[26] Batch [9950-10000] Speed: 217.56 samples/sec accuracy=0.969531 +2020-04-13 17:03:45,940 Epoch[26] Batch [10000-10050] Speed: 216.67 samples/sec accuracy=0.972812 +2020-04-13 17:04:15,382 Epoch[26] Batch [10050-10100] Speed: 217.38 samples/sec accuracy=0.969688 +2020-04-13 17:04:44,889 Epoch[26] Batch [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 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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 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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 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19:13:21,669 Epoch[26] Batch [22200-22250] Speed: 200.96 samples/sec accuracy=0.974063 +2020-04-13 19:13:53,540 Epoch[26] Batch [22250-22300] Speed: 200.81 samples/sec accuracy=0.969688 +2020-04-13 19:14:25,688 Epoch[26] Batch [22300-22350] Speed: 199.08 samples/sec accuracy=0.967031 +2020-04-13 19:14:57,707 Epoch[26] Batch [22350-22400] Speed: 199.88 samples/sec accuracy=0.970469 +2020-04-13 19:15:29,981 Epoch[26] Batch [22400-22450] Speed: 198.30 samples/sec accuracy=0.970625 +2020-04-13 19:16:01,978 Epoch[26] Batch [22450-22500] Speed: 200.02 samples/sec accuracy=0.970469 +2020-04-13 19:16:34,156 Epoch[26] Batch [22500-22550] Speed: 198.90 samples/sec accuracy=0.970000 +2020-04-13 19:17:05,925 Epoch[26] Batch [22550-22600] Speed: 201.46 samples/sec accuracy=0.966719 +2020-04-13 19:17:38,197 Epoch[26] Batch [22600-22650] Speed: 198.32 samples/sec accuracy=0.971719 +2020-04-13 19:18:10,124 Epoch[26] Batch [22650-22700] Speed: 200.46 samples/sec accuracy=0.974063 +2020-04-13 19:18:42,040 Epoch[26] Batch [22700-22750] Speed: 200.52 samples/sec accuracy=0.970000 +2020-04-13 19:19:14,191 Epoch[26] Batch [22750-22800] Speed: 199.06 samples/sec accuracy=0.970938 +2020-04-13 19:19:46,156 Epoch[26] Batch [22800-22850] Speed: 200.22 samples/sec accuracy=0.972031 +2020-04-13 19:20:17,896 Epoch[26] Batch [22850-22900] Speed: 201.64 samples/sec accuracy=0.972969 +2020-04-13 19:20:49,898 Epoch[26] Batch [22900-22950] Speed: 199.99 samples/sec accuracy=0.972187 +2020-04-13 19:21:21,922 Epoch[26] Batch [22950-23000] Speed: 199.86 samples/sec accuracy=0.970313 +2020-04-13 19:21:53,410 Epoch[26] Batch [23000-23050] Speed: 203.25 samples/sec accuracy=0.971406 +2020-04-13 19:22:25,238 Epoch[26] Batch [23050-23100] Speed: 201.08 samples/sec accuracy=0.970469 +2020-04-13 19:22:56,878 Epoch[26] Batch [23100-23150] Speed: 202.27 samples/sec accuracy=0.969375 +2020-04-13 19:23:29,074 Epoch[26] Batch [23150-23200] Speed: 198.79 samples/sec accuracy=0.970938 +2020-04-13 19:24:00,788 Epoch[26] Batch [23200-23250] Speed: 201.80 samples/sec accuracy=0.970781 +2020-04-13 19:24:32,421 Epoch[26] Batch [23250-23300] Speed: 202.32 samples/sec accuracy=0.966875 +2020-04-13 19:25:04,416 Epoch[26] Batch [23300-23350] Speed: 200.04 samples/sec 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 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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: 210.92 samples/sec accuracy=0.971875 +2020-04-13 20:50:10,415 Epoch[27] Batch [100-150] Speed: 211.69 samples/sec accuracy=0.969844 +2020-04-13 20:50:40,858 Epoch[27] Batch [150-200] Speed: 210.23 samples/sec accuracy=0.968750 +2020-04-13 20:51:11,171 Epoch[27] Batch [200-250] Speed: 211.13 samples/sec accuracy=0.971250 +2020-04-13 20:51:41,536 Epoch[27] Batch [250-300] Speed: 210.78 samples/sec accuracy=0.970000 +2020-04-13 20:52:11,975 Epoch[27] Batch [300-350] Speed: 210.25 samples/sec accuracy=0.965156 +2020-04-13 20:52:42,169 Epoch[27] Batch [350-400] Speed: 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+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 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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 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+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 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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 accuracy=0.970469 +2020-04-14 10:47:17,552 Epoch[27] Batch [500-550] Speed: 201.35 samples/sec accuracy=0.971094 +2020-04-14 10:47:49,513 Epoch[27] Batch [550-600] Speed: 200.25 samples/sec accuracy=0.971250 +2020-04-14 10:48:21,418 Epoch[27] Batch [600-650] Speed: 200.60 samples/sec accuracy=0.975313 +2020-04-14 10:48:53,227 Epoch[27] Batch [650-700] Speed: 201.20 samples/sec accuracy=0.972500 +2020-04-14 10:49:24,649 Epoch[27] Batch [700-750] Speed: 203.68 samples/sec accuracy=0.967500 +2020-04-14 10:49:53,989 Epoch[27] Batch [750-800] Speed: 218.14 samples/sec accuracy=0.973281 +2020-04-14 10:50:23,645 Epoch[27] Batch [800-850] Speed: 215.81 samples/sec accuracy=0.967656 +2020-04-14 10:50:52,842 Epoch[27] Batch [850-900] Speed: 219.20 samples/sec accuracy=0.973437 +2020-04-14 10:51:22,722 Epoch[27] Batch [900-950] Speed: 214.19 samples/sec accuracy=0.971094 +2020-04-14 10:51:52,193 Epoch[27] Batch [950-1000] Speed: 217.17 samples/sec accuracy=0.970313 +2020-04-14 10:52:21,647 Epoch[27] Batch [1000-1050] Speed: 217.29 samples/sec accuracy=0.970156 +2020-04-14 10:52:51,025 Epoch[27] Batch [1050-1100] Speed: 217.85 samples/sec accuracy=0.972187 +2020-04-14 10:53:20,378 Epoch[27] Batch [1100-1150] Speed: 218.04 samples/sec accuracy=0.968437 +2020-04-14 10:53:49,775 Epoch[27] Batch [1150-1200] Speed: 217.71 samples/sec accuracy=0.972969 +2020-04-14 10:54:19,221 Epoch[27] Batch [1200-1250] Speed: 217.35 samples/sec accuracy=0.969844 +2020-04-14 10:54:48,626 Epoch[27] Batch [1250-1300] Speed: 217.65 samples/sec accuracy=0.971094 +2020-04-14 10:55:17,881 Epoch[27] Batch [1300-1350] Speed: 218.76 samples/sec accuracy=0.969375 +2020-04-14 10:55:47,261 Epoch[27] Batch [1350-1400] Speed: 217.84 samples/sec accuracy=0.970156 +2020-04-14 10:56:16,323 Epoch[27] Batch [1400-1450] Speed: 220.22 samples/sec accuracy=0.971719 +2020-04-14 10:56:45,580 Epoch[27] Batch [1450-1500] Speed: 218.75 samples/sec accuracy=0.972187 +2020-04-14 10:57:14,918 Epoch[27] Batch [1500-1550] Speed: 218.15 samples/sec accuracy=0.971875 +2020-04-14 10:57:44,386 Epoch[27] Batch [1550-1600] Speed: 217.19 samples/sec accuracy=0.969844 +2020-04-14 10:58:13,844 Epoch[27] Batch [1600-1650] Speed: 217.26 samples/sec accuracy=0.972969 +2020-04-14 10:58:43,635 Epoch[27] Batch [1650-1700] Speed: 214.83 samples/sec accuracy=0.970625 +2020-04-14 10:59:12,843 Epoch[27] Batch [1700-1750] Speed: 219.12 samples/sec accuracy=0.971719 +2020-04-14 10:59:42,264 Epoch[27] Batch [1750-1800] Speed: 217.53 samples/sec accuracy=0.972656 +2020-04-14 11:00:11,496 Epoch[27] Batch [1800-1850] Speed: 218.94 samples/sec accuracy=0.973594 +2020-04-14 11:00:40,817 Epoch[27] Batch [1850-1900] Speed: 218.27 samples/sec accuracy=0.973594 +2020-04-14 11:01:10,335 Epoch[27] Batch [1900-1950] Speed: 216.82 samples/sec accuracy=0.974063 +2020-04-14 11:01:39,626 Epoch[27] Batch [1950-2000] Speed: 218.49 samples/sec accuracy=0.973750 +2020-04-14 11:02:08,844 Epoch[27] Batch [2000-2050] Speed: 219.05 samples/sec accuracy=0.968906 +2020-04-14 11:02:38,631 Epoch[27] Batch [2050-2100] Speed: 214.86 samples/sec accuracy=0.973594 +2020-04-14 11:03:08,065 Epoch[27] Batch [2100-2150] Speed: 217.43 samples/sec accuracy=0.974063 +2020-04-14 11:03:37,409 Epoch[27] Batch [2150-2200] Speed: 218.11 samples/sec accuracy=0.971094 +2020-04-14 11:04:06,830 Epoch[27] Batch [2200-2250] Speed: 217.53 samples/sec accuracy=0.975156 +2020-04-14 11:04:36,432 Epoch[27] Batch [2250-2300] Speed: 216.20 samples/sec accuracy=0.971875 +2020-04-14 11:05:05,871 Epoch[27] Batch [2300-2350] Speed: 217.40 samples/sec accuracy=0.971406 +2020-04-14 11:05:35,216 Epoch[27] Batch [2350-2400] Speed: 218.10 samples/sec accuracy=0.973594 +2020-04-14 11:06:04,760 Epoch[27] Batch [2400-2450] Speed: 216.62 samples/sec accuracy=0.973594 +2020-04-14 11:06:33,873 Epoch[27] Batch [2450-2500] Speed: 219.84 samples/sec accuracy=0.971875 +2020-04-14 11:07:03,292 Epoch[27] Batch [2500-2550] Speed: 217.55 samples/sec accuracy=0.969375 +2020-04-14 11:07:32,430 Epoch[27] Batch [2550-2600] Speed: 219.65 samples/sec accuracy=0.970469 +2020-04-14 11:08:01,778 Epoch[27] Batch [2600-2650] Speed: 218.08 samples/sec accuracy=0.967969 +2020-04-14 11:08:31,568 Epoch[27] Batch [2650-2700] Speed: 214.84 samples/sec accuracy=0.974375 +2020-04-14 11:09:00,907 Epoch[27] Batch [2700-2750] Speed: 218.14 samples/sec accuracy=0.973125 +2020-04-14 11:09:30,281 Epoch[27] Batch [2750-2800] Speed: 217.89 samples/sec accuracy=0.966875 +2020-04-14 11:09:59,597 Epoch[27] Batch [2800-2850] Speed: 218.31 samples/sec accuracy=0.970313 +2020-04-14 11:10:28,767 Epoch[27] Batch [2850-2900] Speed: 219.40 samples/sec accuracy=0.970313 +2020-04-14 11:10:58,268 Epoch[27] Batch [2900-2950] Speed: 216.94 samples/sec accuracy=0.971250 +2020-04-14 11:11:27,877 Epoch[27] Batch [2950-3000] Speed: 216.15 samples/sec accuracy=0.970313 +2020-04-14 11:11:57,145 Epoch[27] Batch [3000-3050] Speed: 218.67 samples/sec accuracy=0.975469 +2020-04-14 11:12:26,384 Epoch[27] Batch [3050-3100] Speed: 218.89 samples/sec accuracy=0.969219 +2020-04-14 11:12:55,859 Epoch[27] Batch [3100-3150] Speed: 217.14 samples/sec accuracy=0.972656 +2020-04-14 11:13:25,184 Epoch[27] Batch [3150-3200] Speed: 218.25 samples/sec accuracy=0.967812 +2020-04-14 11:13:54,834 Epoch[27] Batch [3200-3250] Speed: 215.85 samples/sec accuracy=0.967969 +2020-04-14 11:14:24,786 Epoch[27] Batch [3250-3300] Speed: 213.68 samples/sec accuracy=0.967031 +2020-04-14 11:14:54,175 Epoch[27] Batch [3300-3350] Speed: 217.77 samples/sec accuracy=0.972031 +2020-04-14 11:15:23,493 Epoch[27] Batch [3350-3400] Speed: 218.30 samples/sec accuracy=0.973437 +2020-04-14 11:15:52,803 Epoch[27] Batch [3400-3450] Speed: 218.36 samples/sec accuracy=0.971250 +2020-04-14 11:16:21,969 Epoch[27] Batch [3450-3500] Speed: 219.43 samples/sec accuracy=0.969531 +2020-04-14 11:16:51,277 Epoch[27] Batch [3500-3550] Speed: 218.38 samples/sec accuracy=0.969688 +2020-04-14 11:17:20,601 Epoch[27] Batch [3550-3600] Speed: 218.25 samples/sec accuracy=0.971094 +2020-04-14 11:17:50,107 Epoch[27] Batch [3600-3650] Speed: 216.91 samples/sec accuracy=0.971406 +2020-04-14 11:18:19,445 Epoch[27] Batch [3650-3700] Speed: 218.14 samples/sec accuracy=0.973437 +2020-04-14 11:18:49,027 Epoch[27] Batch [3700-3750] Speed: 216.35 samples/sec accuracy=0.968906 +2020-04-14 11:19:18,292 Epoch[27] Batch [3750-3800] Speed: 218.69 samples/sec accuracy=0.968125 +2020-04-14 11:19:47,719 Epoch[27] Batch [3800-3850] Speed: 217.49 samples/sec accuracy=0.971406 +2020-04-14 11:20:17,575 Epoch[27] Batch [3850-3900] Speed: 214.37 samples/sec accuracy=0.968594 +2020-04-14 11:20:47,007 Epoch[27] Batch [3900-3950] Speed: 217.45 samples/sec accuracy=0.971875 +2020-04-14 11:21:16,306 Epoch[27] Batch [3950-4000] Speed: 218.44 samples/sec accuracy=0.971875 +2020-04-14 11:21:45,860 Epoch[27] Batch [4000-4050] Speed: 216.55 samples/sec accuracy=0.970000 +2020-04-14 11:22:15,213 Epoch[27] Batch [4050-4100] Speed: 218.04 samples/sec accuracy=0.971719 +2020-04-14 11:22:44,553 Epoch[27] Batch [4100-4150] Speed: 218.13 samples/sec accuracy=0.974063 +2020-04-14 11:23:13,802 Epoch[27] Batch [4150-4200] Speed: 218.82 samples/sec accuracy=0.973594 +2020-04-14 11:23:43,184 Epoch[27] Batch [4200-4250] Speed: 217.82 samples/sec accuracy=0.971094 +2020-04-14 11:24:12,552 Epoch[27] Batch [4250-4300] Speed: 217.93 samples/sec accuracy=0.972812 +2020-04-14 11:24:41,985 Epoch[27] Batch [4300-4350] Speed: 217.45 samples/sec accuracy=0.968594 +2020-04-14 11:25:11,479 Epoch[27] Batch [4350-4400] Speed: 216.99 samples/sec accuracy=0.969063 +2020-04-14 11:25:40,964 Epoch[27] Batch [4400-4450] Speed: 217.06 samples/sec accuracy=0.972187 +2020-04-14 11:26:10,401 Epoch[27] Batch [4450-4500] Speed: 217.42 samples/sec accuracy=0.970000 +2020-04-14 11:26:40,148 Epoch[27] Batch [4500-4550] Speed: 215.15 samples/sec accuracy=0.974688 +2020-04-14 11:27:11,604 Epoch[27] Batch [4550-4600] Speed: 203.46 samples/sec accuracy=0.967656 +2020-04-14 11:27:43,406 Epoch[27] Batch [4600-4650] Speed: 201.25 samples/sec accuracy=0.973906 +2020-04-14 11:28:15,378 Epoch[27] Batch [4650-4700] Speed: 200.18 samples/sec accuracy=0.968594 +2020-04-14 11:28:47,310 Epoch[27] Batch [4700-4750] Speed: 200.43 samples/sec accuracy=0.970938 +2020-04-14 11:29:19,202 Epoch[27] Batch [4750-4800] Speed: 200.67 samples/sec accuracy=0.969844 +2020-04-14 11:29:50,948 Epoch[27] Batch [4800-4850] Speed: 201.61 samples/sec accuracy=0.971719 +2020-04-14 11:30:23,014 Epoch[27] Batch [4850-4900] Speed: 199.59 samples/sec accuracy=0.971875 +2020-04-14 11:30:55,153 Epoch[27] Batch [4900-4950] Speed: 199.14 samples/sec accuracy=0.971250 +2020-04-14 11:31:26,891 Epoch[27] Batch [4950-5000] Speed: 201.65 samples/sec accuracy=0.971719 +2020-04-14 11:31:58,790 Epoch[27] Batch [5000-5050] Speed: 200.64 samples/sec accuracy=0.970938 +2020-04-14 11:32:30,427 Epoch[27] Batch [5050-5100] Speed: 202.29 samples/sec accuracy=0.970781 +2020-04-14 11:33:02,610 Epoch[27] Batch [5100-5150] Speed: 198.87 samples/sec accuracy=0.973594 +2020-04-14 11:33:34,828 Epoch[27] Batch [5150-5200] Speed: 198.65 samples/sec accuracy=0.971094 +2020-04-14 11:34:06,603 Epoch[27] Batch [5200-5250] Speed: 201.42 samples/sec accuracy=0.971094 +2020-04-14 11:34:38,020 Epoch[27] Batch [5250-5300] Speed: 203.71 samples/sec accuracy=0.967031 +2020-04-14 11:35:09,579 Epoch[27] Batch [5300-5350] Speed: 202.79 samples/sec accuracy=0.970625 +2020-04-14 11:35:41,421 Epoch[27] Batch [5350-5400] Speed: 200.99 samples/sec accuracy=0.970313 +2020-04-14 11:36:13,336 Epoch[27] Batch [5400-5450] Speed: 200.54 samples/sec accuracy=0.970625 +2020-04-14 11:36:45,188 Epoch[27] Batch [5450-5500] Speed: 200.93 samples/sec accuracy=0.971094 +2020-04-14 11:37:17,018 Epoch[27] Batch [5500-5550] Speed: 201.07 samples/sec accuracy=0.972500 +2020-04-14 11:37:48,968 Epoch[27] Batch [5550-5600] Speed: 200.32 samples/sec accuracy=0.967656 +2020-04-14 11:38:20,915 Epoch[27] Batch [5600-5650] Speed: 200.33 samples/sec accuracy=0.970938 +2020-04-14 11:38:53,062 Epoch[27] Batch [5650-5700] Speed: 199.09 samples/sec accuracy=0.968750 +2020-04-14 11:39:24,983 Epoch[27] Batch [5700-5750] Speed: 200.50 samples/sec accuracy=0.973906 +2020-04-14 11:39:56,447 Epoch[27] Batch [5750-5800] Speed: 203.41 samples/sec accuracy=0.970000 +2020-04-14 11:40:28,494 Epoch[27] Batch [5800-5850] Speed: 199.70 samples/sec accuracy=0.975156 +2020-04-14 11:41:00,505 Epoch[27] Batch [5850-5900] Speed: 199.94 samples/sec accuracy=0.977344 +2020-04-14 11:41:32,665 Epoch[27] Batch [5900-5950] Speed: 199.00 samples/sec accuracy=0.968437 +2020-04-14 11:42:04,567 Epoch[27] Batch [5950-6000] Speed: 200.62 samples/sec accuracy=0.970469 +2020-04-14 11:42:36,341 Epoch[27] Batch [6000-6050] Speed: 201.42 samples/sec accuracy=0.972500 +2020-04-14 11:43:08,301 Epoch[27] Batch [6050-6100] Speed: 200.25 samples/sec accuracy=0.973750 +2020-04-14 11:43:39,922 Epoch[27] Batch [6100-6150] Speed: 202.40 samples/sec accuracy=0.970000 +2020-04-14 11:44:11,853 Epoch[27] Batch [6150-6200] Speed: 200.44 samples/sec 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 11:50:04,329 Epoch[27] Batch [6700-6750] Speed: 200.66 samples/sec accuracy=0.968437 +2020-04-14 11:50:35,753 Epoch[27] Batch [6750-6800] Speed: 203.67 samples/sec accuracy=0.968281 +2020-04-14 11:51:07,754 Epoch[27] Batch [6800-6850] Speed: 199.99 samples/sec accuracy=0.977031 +2020-04-14 11:51:39,422 Epoch[27] Batch [6850-6900] Speed: 202.10 samples/sec accuracy=0.969219 +2020-04-14 11:52:11,263 Epoch[27] Batch [6900-6950] Speed: 201.00 samples/sec accuracy=0.971094 +2020-04-14 11:52:43,457 Epoch[27] Batch [6950-7000] Speed: 198.80 samples/sec accuracy=0.973594 +2020-04-14 11:53:15,107 Epoch[27] Batch [7000-7050] Speed: 202.21 samples/sec accuracy=0.969844 +2020-04-14 11:53:46,795 Epoch[27] Batch [7050-7100] Speed: 201.97 samples/sec accuracy=0.971719 +2020-04-14 11:54:18,726 Epoch[27] Batch [7100-7150] Speed: 200.43 samples/sec accuracy=0.973281 +2020-04-14 11:54:50,702 Epoch[27] Batch [7150-7200] Speed: 200.15 samples/sec accuracy=0.969063 +2020-04-14 11:55:22,767 Epoch[27] Batch [7200-7250] Speed: 199.60 samples/sec accuracy=0.973125 +2020-04-14 11:55:54,241 Epoch[27] Batch [7250-7300] Speed: 203.34 samples/sec accuracy=0.972500 +2020-04-14 11:56:26,469 Epoch[27] Batch [7300-7350] Speed: 198.59 samples/sec accuracy=0.969688 +2020-04-14 11:56:58,261 Epoch[27] Batch [7350-7400] Speed: 201.31 samples/sec accuracy=0.967187 +2020-04-14 11:57:30,218 Epoch[27] Batch [7400-7450] Speed: 200.27 samples/sec accuracy=0.972031 +2020-04-14 11:58:01,549 Epoch[27] Batch [7450-7500] Speed: 204.27 samples/sec accuracy=0.966875 +2020-04-14 11:58:31,948 Epoch[27] Batch [7500-7550] Speed: 210.54 samples/sec accuracy=0.971875 +2020-04-14 11:59:02,123 Epoch[27] Batch [7550-7600] Speed: 212.10 samples/sec accuracy=0.972969 +2020-04-14 11:59:32,335 Epoch[27] Batch [7600-7650] Speed: 211.84 samples/sec accuracy=0.971094 +2020-04-14 12:00:04,201 Epoch[27] Batch [7650-7700] Speed: 200.84 samples/sec accuracy=0.967812 +2020-04-14 12:00:37,350 Epoch[27] Batch [7700-7750] Speed: 193.07 samples/sec 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] Speed: 212.92 samples/sec accuracy=0.968125 +2020-04-14 12:11:45,517 Epoch[27] Batch [8800-8850] Speed: 211.59 samples/sec accuracy=0.971719 +2020-04-14 12:12:15,715 Epoch[27] Batch [8850-8900] Speed: 211.93 samples/sec accuracy=0.965938 +2020-04-14 12:12:45,881 Epoch[27] Batch [8900-8950] Speed: 212.16 samples/sec accuracy=0.970781 +2020-04-14 12:13:15,937 Epoch[27] Batch [8950-9000] Speed: 212.94 samples/sec accuracy=0.970469 +2020-04-14 12:13:46,294 Epoch[27] Batch [9000-9050] Speed: 210.83 samples/sec accuracy=0.973437 +2020-04-14 12:14:16,569 Epoch[27] Batch [9050-9100] Speed: 211.39 samples/sec accuracy=0.972969 +2020-04-14 12:14:47,043 Epoch[27] Batch [9100-9150] Speed: 210.02 samples/sec accuracy=0.970781 +2020-04-14 12:15:17,286 Epoch[27] Batch [9150-9200] Speed: 211.62 samples/sec accuracy=0.965781 +2020-04-14 12:15:48,744 Epoch[27] Batch [9200-9250] Speed: 203.45 samples/sec accuracy=0.969844 +2020-04-14 12:16:19,005 Epoch[27] Batch [9250-9300] Speed: 211.49 samples/sec 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 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13:14:12,404 Epoch[27] Batch [14750-14800] Speed: 201.23 samples/sec accuracy=0.973750 +2020-04-14 13:14:44,015 Epoch[27] Batch [14800-14850] Speed: 202.47 samples/sec accuracy=0.971562 +2020-04-14 13:15:15,799 Epoch[27] Batch [14850-14900] Speed: 201.36 samples/sec 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 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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 Epoch[27] Batch [22500-22550] Speed: 200.66 samples/sec accuracy=0.975313 +2020-04-14 14:37:09,008 Epoch[27] Batch [22550-22600] Speed: 199.64 samples/sec accuracy=0.973125 +2020-04-14 14:37:41,377 Epoch[27] Batch [22600-22650] Speed: 197.72 samples/sec accuracy=0.972344 +2020-04-14 14:38:13,014 Epoch[27] Batch [22650-22700] Speed: 202.30 samples/sec accuracy=0.972344 +2020-04-14 14:38:44,667 Epoch[27] Batch [22700-22750] Speed: 202.20 samples/sec accuracy=0.970313 +2020-04-14 14:39:16,923 Epoch[27] Batch [22750-22800] Speed: 198.41 samples/sec accuracy=0.968125 +2020-04-14 14:39:48,866 Epoch[27] Batch [22800-22850] Speed: 200.36 samples/sec accuracy=0.972656 +2020-04-14 14:40:20,904 Epoch[27] Batch [22850-22900] Speed: 199.76 samples/sec accuracy=0.971875 +2020-04-14 14:40:52,814 Epoch[27] Batch [22900-22950] Speed: 200.57 samples/sec accuracy=0.973281 +2020-04-14 14:41:24,660 Epoch[27] Batch [22950-23000] Speed: 200.97 samples/sec accuracy=0.969375 +2020-04-14 14:41:56,776 Epoch[27] Batch [23000-23050] Speed: 199.28 samples/sec accuracy=0.971250 +2020-04-14 14:42:28,765 Epoch[27] Batch [23050-23100] Speed: 200.08 samples/sec accuracy=0.970625 +2020-04-14 14:43:00,326 Epoch[27] Batch [23100-23150] Speed: 202.78 samples/sec accuracy=0.970469 +2020-04-14 14:43:32,438 Epoch[27] Batch [23150-23200] Speed: 199.31 samples/sec accuracy=0.972344 +2020-04-14 14:44:04,192 Epoch[27] Batch [23200-23250] Speed: 201.55 samples/sec accuracy=0.973437 +2020-04-14 14:44:35,992 Epoch[27] Batch [23250-23300] Speed: 201.26 samples/sec accuracy=0.974063 +2020-04-14 14:45:07,935 Epoch[27] Batch [23300-23350] Speed: 200.36 samples/sec accuracy=0.967031 +2020-04-14 14:45:40,070 Epoch[27] Batch [23350-23400] Speed: 199.16 samples/sec accuracy=0.970781 +2020-04-14 14:46:11,827 Epoch[27] Batch [23400-23450] Speed: 201.53 samples/sec accuracy=0.966562 +2020-04-14 14:46:43,038 Epoch[27] Batch [23450-23500] Speed: 205.06 samples/sec accuracy=0.968437 +2020-04-14 14:47:15,609 Epoch[27] Batch [23500-23550] Speed: 196.50 samples/sec accuracy=0.967656 +2020-04-14 14:47:47,489 Epoch[27] Batch [23550-23600] Speed: 200.75 samples/sec accuracy=0.972344 +2020-04-14 14:48:19,372 Epoch[27] Batch [23600-23650] Speed: 200.74 samples/sec accuracy=0.969688 +2020-04-14 14:48:51,215 Epoch[27] Batch [23650-23700] Speed: 200.99 samples/sec accuracy=0.968437 +2020-04-14 14:49:23,196 Epoch[27] Batch [23700-23750] Speed: 200.12 samples/sec accuracy=0.971406 +2020-04-14 14:49:55,095 Epoch[27] Batch [23750-23800] Speed: 200.63 samples/sec accuracy=0.972344 +2020-04-14 14:50:27,093 Epoch[27] Batch [23800-23850] Speed: 200.02 samples/sec accuracy=0.972500 +2020-04-14 14:50:59,170 Epoch[27] Batch [23850-23900] Speed: 199.52 samples/sec accuracy=0.970313 +2020-04-14 14:51:31,260 Epoch[27] Batch [23900-23950] Speed: 199.45 samples/sec accuracy=0.969844 +2020-04-14 14:52:03,775 Epoch[27] Batch [23950-24000] Speed: 196.83 samples/sec accuracy=0.969531 +2020-04-14 14:52:35,484 Epoch[27] Batch [24000-24050] Speed: 201.84 samples/sec accuracy=0.970938 +2020-04-14 14:53:07,085 Epoch[27] Batch [24050-24100] Speed: 202.52 samples/sec accuracy=0.970625 +2020-04-14 14:53:39,268 Epoch[27] Batch [24100-24150] Speed: 198.86 samples/sec accuracy=0.970625 +2020-04-14 14:54:11,256 Epoch[27] Batch [24150-24200] Speed: 200.08 samples/sec accuracy=0.969375 +2020-04-14 14:54:43,366 Epoch[27] Batch [24200-24250] Speed: 199.32 samples/sec accuracy=0.970781 +2020-04-14 14:55:15,553 Epoch[27] Batch [24250-24300] Speed: 198.84 samples/sec accuracy=0.969531 +2020-04-14 14:55:47,783 Epoch[27] Batch [24300-24350] Speed: 198.57 samples/sec accuracy=0.969688 +2020-04-14 14:56:19,992 Epoch[27] Batch [24350-24400] Speed: 198.71 samples/sec accuracy=0.968594 +2020-04-14 14:56:51,739 Epoch[27] Batch [24400-24450] Speed: 201.59 samples/sec accuracy=0.970625 +2020-04-14 14:57:23,742 Epoch[27] Batch [24450-24500] Speed: 199.99 samples/sec accuracy=0.969063 +2020-04-14 14:57:55,516 Epoch[27] Batch [24500-24550] Speed: 201.42 samples/sec accuracy=0.966250 +2020-04-14 14:58:27,611 Epoch[27] Batch [24550-24600] Speed: 199.41 samples/sec accuracy=0.976094 +2020-04-14 14:58:59,348 Epoch[27] Batch [24600-24650] Speed: 201.66 samples/sec accuracy=0.969688 +2020-04-14 14:59:30,970 Epoch[27] Batch [24650-24700] Speed: 202.39 samples/sec accuracy=0.972969 +2020-04-14 15:00:02,843 Epoch[27] Batch [24700-24750] Speed: 200.80 samples/sec accuracy=0.973750 +2020-04-14 15:00:35,067 Epoch[27] Batch [24750-24800] Speed: 198.61 samples/sec accuracy=0.971406 +2020-04-14 15:01:07,001 Epoch[27] Batch [24800-24850] Speed: 200.42 samples/sec accuracy=0.972500 +2020-04-14 15:01:39,177 Epoch[27] Batch [24850-24900] Speed: 198.90 samples/sec accuracy=0.970469 +2020-04-14 15:02:11,003 Epoch[27] Batch [24900-24950] Speed: 201.10 samples/sec accuracy=0.974844 +2020-04-14 15:02:43,027 Epoch[27] Batch [24950-25000] Speed: 199.85 samples/sec accuracy=0.968125 +2020-04-14 15:03:15,144 Epoch[27] Batch [25000-25050] Speed: 199.28 samples/sec accuracy=0.968750 +2020-04-14 15:03:47,923 Epoch[27] Batch [25050-25100] Speed: 195.25 samples/sec accuracy=0.971719 +2020-04-14 15:04:19,563 Epoch[27] Batch [25100-25150] Speed: 202.27 samples/sec accuracy=0.971094 +2020-04-14 15:04:51,518 Epoch[27] Batch [25150-25200] Speed: 200.28 samples/sec accuracy=0.971406 +2020-04-14 15:05:23,406 Epoch[27] Batch [25200-25250] Speed: 200.71 samples/sec accuracy=0.972500 +2020-04-14 15:05:55,549 Epoch[27] Batch [25250-25300] Speed: 199.11 samples/sec accuracy=0.968125 +2020-04-14 15:06:27,208 Epoch[27] Batch [25300-25350] Speed: 202.16 samples/sec accuracy=0.971406 +2020-04-14 15:06:59,181 Epoch[27] Batch [25350-25400] Speed: 200.17 samples/sec accuracy=0.972812 +2020-04-14 15:07:30,777 Epoch[27] Batch [25400-25450] Speed: 202.56 samples/sec accuracy=0.973594 +2020-04-14 15:08:02,845 Epoch[27] Batch [25450-25500] Speed: 199.58 samples/sec accuracy=0.971719 +2020-04-14 15:08:35,229 Epoch[27] Batch [25500-25550] Speed: 197.63 samples/sec accuracy=0.969844 +2020-04-14 15:09:06,945 Epoch[27] Batch [25550-25600] Speed: 201.79 samples/sec accuracy=0.971094 +2020-04-14 15:09:39,053 Epoch[27] Batch [25600-25650] Speed: 199.33 samples/sec accuracy=0.972031 +2020-04-14 15:10:10,927 Epoch[27] Batch [25650-25700] Speed: 200.79 samples/sec accuracy=0.970156 +2020-04-14 15:10:42,580 Epoch[27] Batch [25700-25750] Speed: 202.19 samples/sec accuracy=0.972812 +2020-04-14 15:11:14,357 Epoch[27] Batch [25750-25800] Speed: 201.41 samples/sec accuracy=0.971406 +2020-04-14 15:11:46,356 Epoch[27] Batch [25800-25850] Speed: 200.01 samples/sec accuracy=0.971875 +2020-04-14 15:12:18,508 Epoch[27] Batch [25850-25900] Speed: 199.06 samples/sec accuracy=0.970781 +2020-04-14 15:12:50,322 Epoch[27] Batch [25900-25950] Speed: 201.17 samples/sec accuracy=0.971875 +2020-04-14 15:13:22,552 Epoch[27] Batch [25950-26000] Speed: 198.57 samples/sec accuracy=0.968906 +2020-04-14 15:13:54,153 Epoch[27] Batch [26000-26050] Speed: 202.53 samples/sec accuracy=0.970781 +2020-04-14 15:14:25,801 Epoch[27] Batch [26050-26100] Speed: 202.22 samples/sec accuracy=0.972031 +2020-04-14 15:14:57,363 Epoch[27] Batch [26100-26150] Speed: 202.78 samples/sec accuracy=0.971406 +2020-04-14 15:15:29,589 Epoch[27] Batch [26150-26200] Speed: 198.60 samples/sec accuracy=0.970313 +2020-04-14 15:16:01,298 Epoch[27] Batch [26200-26250] Speed: 201.84 samples/sec accuracy=0.971562 +2020-04-14 15:16:32,961 Epoch[27] Batch [26250-26300] Speed: 202.13 samples/sec accuracy=0.972500 +2020-04-14 15:17:04,405 Epoch[27] Batch [26300-26350] Speed: 203.54 samples/sec accuracy=0.968750 +2020-04-14 15:17:36,159 Epoch[27] Batch [26350-26400] Speed: 201.55 samples/sec accuracy=0.972969 +2020-04-14 15:18:07,516 Epoch[27] Batch [26400-26450] Speed: 204.10 samples/sec accuracy=0.972500 +2020-04-14 15:18:39,281 Epoch[27] Batch [26450-26500] Speed: 201.48 samples/sec accuracy=0.972187 +2020-04-14 15:19:11,052 Epoch[27] Batch [26500-26550] Speed: 201.44 samples/sec accuracy=0.972969 +2020-04-14 15:19:43,209 Epoch[27] Batch [26550-26600] Speed: 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 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18:00:18,575 Epoch[27] Batch [1000-1050] Speed: 205.02 samples/sec accuracy=0.973125 +2020-04-14 18:00:50,626 Epoch[27] Batch [1050-1100] Speed: 199.69 samples/sec accuracy=0.970781 +2020-04-14 18:01:22,339 Epoch[27] Batch [1100-1150] Speed: 201.81 samples/sec accuracy=0.970625 +2020-04-14 18:01:54,154 Epoch[27] Batch [1150-1200] Speed: 201.17 samples/sec accuracy=0.972812 +2020-04-14 18:02:26,381 Epoch[27] Batch [1200-1250] Speed: 198.60 samples/sec accuracy=0.971250 +2020-04-14 18:02:58,258 Epoch[27] Batch [1250-1300] Speed: 200.77 samples/sec accuracy=0.974688 +2020-04-14 18:03:30,374 Epoch[27] Batch [1300-1350] Speed: 199.28 samples/sec accuracy=0.969375 +2020-04-14 18:04:02,433 Epoch[27] Batch [1350-1400] Speed: 199.63 samples/sec accuracy=0.973125 +2020-04-14 18:04:34,028 Epoch[27] Batch [1400-1450] Speed: 202.57 samples/sec accuracy=0.972031 +2020-04-14 18:05:06,124 Epoch[27] Batch [1450-1500] Speed: 199.41 samples/sec accuracy=0.969688 +2020-04-14 18:05:38,181 Epoch[27] Batch 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+2020-04-14 18:16:52,636 Epoch[27] Batch [2550-2600] Speed: 199.64 samples/sec accuracy=0.973594 +2020-04-14 18:17:25,155 Epoch[27] Batch [2600-2650] Speed: 196.81 samples/sec accuracy=0.970313 +2020-04-14 18:17:57,324 Epoch[27] Batch [2650-2700] Speed: 198.95 samples/sec accuracy=0.973594 +2020-04-14 18:18:28,972 Epoch[27] Batch [2700-2750] Speed: 202.23 samples/sec accuracy=0.970625 +2020-04-14 18:19:01,070 Epoch[27] Batch [2750-2800] Speed: 199.39 samples/sec accuracy=0.973125 +2020-04-14 18:19:33,317 Epoch[27] Batch [2800-2850] Speed: 198.47 samples/sec accuracy=0.970781 +2020-04-14 18:20:05,361 Epoch[27] Batch [2850-2900] Speed: 199.72 samples/sec accuracy=0.973594 +2020-04-14 18:20:37,474 Epoch[27] Batch [2900-2950] Speed: 199.30 samples/sec accuracy=0.969375 +2020-04-14 18:21:09,393 Epoch[27] Batch [2950-3000] Speed: 200.51 samples/sec accuracy=0.970781 +2020-04-14 18:21:41,244 Epoch[27] Batch [3000-3050] Speed: 200.94 samples/sec accuracy=0.969531 +2020-04-14 18:22:13,011 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+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 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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 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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 samples/sec accuracy=0.968125 +2020-04-14 19:50:46,484 Epoch[27] Batch [11350-11400] Speed: 197.29 samples/sec accuracy=0.971094 +2020-04-14 19:51:18,686 Epoch[27] Batch [11400-11450] Speed: 198.75 samples/sec accuracy=0.967969 +2020-04-14 19:51:50,909 Epoch[27] Batch [11450-11500] Speed: 198.62 samples/sec accuracy=0.969531 +2020-04-14 19:52:23,157 Epoch[27] Batch [11500-11550] Speed: 198.47 samples/sec accuracy=0.973281 +2020-04-14 19:52:54,855 Epoch[27] Batch [11550-11600] Speed: 201.91 samples/sec accuracy=0.973906 +2020-04-14 19:53:26,384 Epoch[27] Batch [11600-11650] Speed: 202.99 samples/sec accuracy=0.972656 +2020-04-14 19:53:58,615 Epoch[27] Batch [11650-11700] Speed: 198.57 samples/sec accuracy=0.971719 +2020-04-14 19:54:30,510 Epoch[27] Batch [11700-11750] Speed: 200.66 samples/sec accuracy=0.969063 +2020-04-14 19:55:02,468 Epoch[27] Batch [11750-11800] Speed: 200.27 samples/sec accuracy=0.973750 +2020-04-14 19:55:34,401 Epoch[27] Batch [11800-11850] Speed: 200.42 samples/sec 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 +2020-04-14 20:01:26,701 Epoch[27] Batch [12350-12400] Speed: 198.32 samples/sec accuracy=0.969219 +2020-04-14 20:01:59,124 Epoch[27] Batch [12400-12450] Speed: 197.40 samples/sec accuracy=0.967812 +2020-04-14 20:02:31,008 Epoch[27] Batch [12450-12500] Speed: 200.73 samples/sec accuracy=0.973437 +2020-04-14 20:03:02,626 Epoch[27] Batch [12500-12550] Speed: 202.42 samples/sec accuracy=0.972031 +2020-04-14 20:03:34,351 Epoch[27] Batch [12550-12600] Speed: 201.73 samples/sec accuracy=0.973906 +2020-04-14 20:04:06,497 Epoch[27] Batch [12600-12650] Speed: 199.10 samples/sec accuracy=0.968906 +2020-04-14 20:04:38,501 Epoch[27] Batch [12650-12700] Speed: 199.97 samples/sec accuracy=0.968437 +2020-04-14 20:05:09,994 Epoch[27] Batch [12700-12750] Speed: 203.22 samples/sec accuracy=0.970000 +2020-04-14 20:05:41,391 Epoch[27] Batch [12750-12800] Speed: 203.84 samples/sec accuracy=0.969531 +2020-04-14 20:06:13,680 Epoch[27] Batch [12800-12850] Speed: 198.21 samples/sec accuracy=0.967187 +2020-04-14 20:06:45,478 Epoch[27] Batch [12850-12900] Speed: 201.27 samples/sec accuracy=0.972500 +2020-04-14 20:07:17,695 Epoch[27] Batch [12900-12950] Speed: 198.65 samples/sec accuracy=0.971875 +2020-04-14 20:07:49,977 Epoch[27] Batch [12950-13000] Speed: 198.26 samples/sec accuracy=0.972969 +2020-04-14 20:08:22,111 Epoch[27] Batch [13000-13050] Speed: 199.17 samples/sec accuracy=0.970469 +2020-04-14 20:08:54,246 Epoch[27] Batch [13050-13100] Speed: 199.16 samples/sec accuracy=0.973750 +2020-04-14 20:09:26,286 Epoch[27] Batch [13100-13150] Speed: 199.75 samples/sec accuracy=0.970938 +2020-04-14 20:09:58,204 Epoch[27] Batch [13150-13200] Speed: 200.52 samples/sec accuracy=0.969531 +2020-04-14 20:10:30,467 Epoch[27] Batch [13200-13250] Speed: 198.37 samples/sec accuracy=0.970156 +2020-04-14 20:11:02,037 Epoch[27] Batch [13250-13300] Speed: 202.72 samples/sec accuracy=0.970781 +2020-04-14 20:11:34,032 Epoch[27] Batch [13300-13350] Speed: 200.03 samples/sec accuracy=0.970625 +2020-04-14 20:12:06,182 Epoch[27] Batch [13350-13400] Speed: 199.07 samples/sec accuracy=0.970625 +2020-04-14 20:12:38,152 Epoch[27] Batch [13400-13450] Speed: 200.19 samples/sec accuracy=0.969219 +2020-04-14 20:13:10,213 Epoch[27] Batch [13450-13500] Speed: 199.62 samples/sec accuracy=0.969219 +2020-04-14 20:13:42,325 Epoch[27] Batch [13500-13550] Speed: 199.30 samples/sec accuracy=0.971719 +2020-04-14 20:14:14,593 Epoch[27] Batch [13550-13600] Speed: 198.34 samples/sec accuracy=0.974063 +2020-04-14 20:14:46,933 Epoch[27] Batch [13600-13650] Speed: 197.90 samples/sec accuracy=0.971562 +2020-04-14 20:15:19,188 Epoch[27] Batch [13650-13700] Speed: 198.42 samples/sec accuracy=0.973125 +2020-04-14 20:15:51,492 Epoch[27] Batch [13700-13750] Speed: 198.12 samples/sec accuracy=0.972656 +2020-04-14 20:16:23,368 Epoch[27] Batch [13750-13800] Speed: 200.78 samples/sec accuracy=0.967812 +2020-04-14 20:16:55,489 Epoch[27] Batch [13800-13850] Speed: 199.24 samples/sec accuracy=0.967969 +2020-04-14 20:17:27,532 Epoch[27] Batch [13850-13900] Speed: 199.73 samples/sec accuracy=0.971875 +2020-04-14 20:17:59,716 Epoch[27] Batch [13900-13950] Speed: 198.86 samples/sec accuracy=0.970000 +2020-04-14 20:18:31,981 Epoch[27] Batch [13950-14000] Speed: 198.36 samples/sec accuracy=0.969531 +2020-04-14 20:19:04,178 Epoch[27] Batch [14000-14050] Speed: 198.77 samples/sec accuracy=0.967656 +2020-04-14 20:19:36,175 Epoch[27] Batch [14050-14100] Speed: 200.02 samples/sec accuracy=0.972656 +2020-04-14 20:20:08,592 Epoch[27] Batch [14100-14150] Speed: 197.43 samples/sec accuracy=0.973125 +2020-04-14 20:20:40,635 Epoch[27] Batch [14150-14200] Speed: 199.73 samples/sec accuracy=0.973437 +2020-04-14 20:21:12,903 Epoch[27] Batch [14200-14250] Speed: 198.34 samples/sec accuracy=0.972031 +2020-04-14 20:21:44,831 Epoch[27] Batch [14250-14300] Speed: 200.45 samples/sec accuracy=0.971094 +2020-04-14 20:22:17,005 Epoch[27] Batch [14300-14350] Speed: 198.92 samples/sec accuracy=0.966562 +2020-04-14 20:22:48,485 Epoch[27] Batch [14350-14400] Speed: 203.31 samples/sec accuracy=0.968437 +2020-04-14 20:23:20,359 Epoch[27] Batch [14400-14450] Speed: 200.79 samples/sec accuracy=0.969688 +2020-04-14 20:23:52,250 Epoch[27] Batch [14450-14500] Speed: 200.69 samples/sec accuracy=0.969531 +2020-04-14 20:24:23,969 Epoch[27] Batch [14500-14550] Speed: 201.77 samples/sec accuracy=0.972656 +2020-04-14 20:24:55,441 Epoch[27] Batch [14550-14600] Speed: 203.36 samples/sec accuracy=0.970781 +2020-04-14 20:25:28,121 Epoch[27] Batch [14600-14650] Speed: 195.84 samples/sec accuracy=0.974219 +2020-04-14 20:25:59,649 Epoch[27] Batch [14650-14700] Speed: 203.00 samples/sec accuracy=0.970313 +2020-04-14 20:26:31,849 Epoch[27] Batch [14700-14750] Speed: 198.76 samples/sec accuracy=0.972500 +2020-04-14 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20:43:04,423 Epoch[27] Batch [16250-16300] Speed: 200.28 samples/sec accuracy=0.975156 +2020-04-14 20:43:36,585 Epoch[27] Batch [16300-16350] Speed: 199.00 samples/sec accuracy=0.970313 +2020-04-14 20:44:08,672 Epoch[27] Batch [16350-16400] Speed: 199.46 samples/sec accuracy=0.969219 +2020-04-14 20:44:40,837 Epoch[27] Batch [16400-16450] Speed: 198.98 samples/sec accuracy=0.967344 +2020-04-14 20:45:12,726 Epoch[27] Batch [16450-16500] Speed: 200.70 samples/sec accuracy=0.971094 +2020-04-14 20:45:44,894 Epoch[27] Batch [16500-16550] Speed: 198.96 samples/sec accuracy=0.971719 +2020-04-14 20:46:16,899 Epoch[27] Batch [16550-16600] Speed: 199.97 samples/sec accuracy=0.971875 +2020-04-14 20:46:48,955 Epoch[27] Batch [16600-16650] Speed: 199.65 samples/sec accuracy=0.975313 +2020-04-14 20:47:20,695 Epoch[27] Batch [16650-16700] Speed: 201.64 samples/sec accuracy=0.968281 +2020-04-14 20:47:52,648 Epoch[27] Batch [16700-16750] Speed: 200.29 samples/sec accuracy=0.974531 +2020-04-14 20:48:24,622 Epoch[27] Batch [16750-16800] Speed: 200.16 samples/sec accuracy=0.969063 +2020-04-14 20:48:56,999 Epoch[27] Batch [16800-16850] Speed: 197.68 samples/sec accuracy=0.972344 +2020-04-14 20:49:29,248 Epoch[27] Batch [16850-16900] Speed: 198.45 samples/sec accuracy=0.971719 +2020-04-14 20:50:01,414 Epoch[27] Batch [16900-16950] Speed: 198.97 samples/sec accuracy=0.972187 +2020-04-14 20:50:33,671 Epoch[27] Batch [16950-17000] Speed: 198.41 samples/sec accuracy=0.969375 +2020-04-14 20:51:05,598 Epoch[27] Batch [17000-17050] Speed: 200.46 samples/sec accuracy=0.970156 +2020-04-14 20:51:37,473 Epoch[27] Batch [17050-17100] Speed: 200.79 samples/sec accuracy=0.968750 +2020-04-14 20:52:09,116 Epoch[27] Batch [17100-17150] Speed: 202.25 samples/sec accuracy=0.968906 +2020-04-14 20:52:41,268 Epoch[27] Batch [17150-17200] Speed: 199.06 samples/sec accuracy=0.969375 +2020-04-14 20:53:13,227 Epoch[27] Batch [17200-17250] Speed: 200.26 samples/sec accuracy=0.974844 +2020-04-14 20:53:45,267 Epoch[27] Batch [17250-17300] Speed: 199.75 samples/sec accuracy=0.969063 +2020-04-14 20:54:18,102 Epoch[27] Batch [17300-17350] Speed: 194.92 samples/sec accuracy=0.973281 +2020-04-14 20:54:49,556 Epoch[27] Batch [17350-17400] Speed: 203.47 samples/sec accuracy=0.973125 +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: [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 accuracy=0.971562 +2020-04-14 23:03:58,302 Epoch[27] Batch [500-550] Speed: 211.27 samples/sec accuracy=0.969219 +2020-04-14 23:04:27,957 Epoch[27] Batch [550-600] Speed: 215.82 samples/sec accuracy=0.971250 +2020-04-14 23:04:57,783 Epoch[27] Batch [600-650] Speed: 214.57 samples/sec accuracy=0.968594 +2020-04-14 23:05:27,714 Epoch[27] Batch [650-700] Speed: 213.83 samples/sec accuracy=0.969063 +2020-04-14 23:05:57,827 Epoch[27] Batch [700-750] Speed: 212.53 samples/sec accuracy=0.971250 +2020-04-14 23:06:27,580 Epoch[27] Batch [750-800] Speed: 215.11 samples/sec accuracy=0.966250 +2020-04-14 23:06:57,368 Epoch[27] Batch [800-850] Speed: 214.85 samples/sec accuracy=0.971719 +2020-04-14 23:07:27,499 Epoch[27] Batch [850-900] Speed: 212.41 samples/sec accuracy=0.973594 +2020-04-14 23:07:57,505 Epoch[27] Batch [900-950] Speed: 213.29 samples/sec accuracy=0.971094 +2020-04-14 23:08:27,858 Epoch[27] Batch [950-1000] Speed: 210.85 samples/sec accuracy=0.972031 +2020-04-14 23:08:57,784 Epoch[27] Batch [1000-1050] Speed: 213.87 samples/sec accuracy=0.972500 +2020-04-14 23:09:27,870 Epoch[27] Batch [1050-1100] Speed: 212.72 samples/sec accuracy=0.969219 +2020-04-14 23:09:57,973 Epoch[27] Batch [1100-1150] Speed: 212.61 samples/sec accuracy=0.971719 +2020-04-14 23:10:27,924 Epoch[27] Batch [1150-1200] Speed: 213.68 samples/sec accuracy=0.971719 +2020-04-14 23:10:57,879 Epoch[27] Batch [1200-1250] Speed: 213.66 samples/sec accuracy=0.969844 +2020-04-14 23:11:28,062 Epoch[27] Batch [1250-1300] Speed: 212.04 samples/sec accuracy=0.967500 +2020-04-14 23:11:58,088 Epoch[27] Batch [1300-1350] Speed: 213.15 samples/sec accuracy=0.970625 +2020-04-14 23:12:28,161 Epoch[27] Batch [1350-1400] Speed: 212.82 samples/sec accuracy=0.969375 +2020-04-14 23:12:58,216 Epoch[27] Batch [1400-1450] Speed: 212.94 samples/sec accuracy=0.973281 +2020-04-14 23:13:27,924 Epoch[27] Batch [1450-1500] Speed: 215.43 samples/sec accuracy=0.972187 +2020-04-14 23:13:57,787 Epoch[27] Batch 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samples/sec accuracy=0.968750 +2020-04-14 23:19:28,152 Epoch[27] Batch [2050-2100] Speed: 211.43 samples/sec accuracy=0.970000 +2020-04-14 23:19:58,318 Epoch[27] Batch [2100-2150] Speed: 212.17 samples/sec accuracy=0.970625 +2020-04-14 23:20:28,137 Epoch[27] Batch [2150-2200] Speed: 214.63 samples/sec accuracy=0.971250 +2020-04-14 23:20:57,948 Epoch[27] Batch [2200-2250] Speed: 214.69 samples/sec accuracy=0.971562 +2020-04-14 23:21:28,010 Epoch[27] Batch [2250-2300] Speed: 212.89 samples/sec accuracy=0.968437 +2020-04-14 23:21:57,904 Epoch[27] Batch [2300-2350] Speed: 214.10 samples/sec accuracy=0.968750 +2020-04-14 23:22:27,906 Epoch[27] Batch [2350-2400] Speed: 213.32 samples/sec accuracy=0.970781 +2020-04-14 23:22:57,715 Epoch[27] Batch [2400-2450] Speed: 214.70 samples/sec accuracy=0.973281 +2020-04-14 23:23:28,013 Epoch[27] Batch [2450-2500] Speed: 211.24 samples/sec accuracy=0.970156 +2020-04-14 23:23:58,051 Epoch[27] Batch [2500-2550] Speed: 213.07 samples/sec accuracy=0.972344 +2020-04-14 23:24:28,002 Epoch[27] Batch [2550-2600] Speed: 213.68 samples/sec accuracy=0.972500 +2020-04-14 23:24:57,762 Epoch[27] Batch [2600-2650] Speed: 215.06 samples/sec accuracy=0.972969 +2020-04-14 23:25:27,835 Epoch[27] Batch [2650-2700] Speed: 212.82 samples/sec accuracy=0.968125 +2020-04-14 23:25:57,691 Epoch[27] Batch [2700-2750] Speed: 214.36 samples/sec accuracy=0.965781 +2020-04-14 23:26:28,257 Epoch[27] Batch [2750-2800] Speed: 209.39 samples/sec accuracy=0.971719 +2020-04-14 23:26:58,308 Epoch[27] Batch [2800-2850] Speed: 212.97 samples/sec accuracy=0.971094 +2020-04-14 23:27:28,181 Epoch[27] Batch [2850-2900] Speed: 214.24 samples/sec accuracy=0.968437 +2020-04-14 23:27:58,378 Epoch[27] Batch [2900-2950] Speed: 211.95 samples/sec accuracy=0.968437 +2020-04-14 23:28:28,448 Epoch[27] Batch [2950-3000] Speed: 212.83 samples/sec accuracy=0.970938 +2020-04-14 23:28:58,442 Epoch[27] Batch [3000-3050] Speed: 213.38 samples/sec accuracy=0.970938 +2020-04-14 23:29:28,478 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+2020-04-15 00:01:13,372 Epoch[27] Batch [6150-6200] Speed: 208.48 samples/sec 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 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accuracy=0.972969 +2020-04-15 00:16:39,781 Epoch[27] Batch [7700-7750] Speed: 210.54 samples/sec 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 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+2020-04-15 00:37:35,669 Epoch[27] Batch [9750-9800] Speed: 204.77 samples/sec accuracy=0.969688 +2020-04-15 00:38:07,524 Epoch[27] Batch [9800-9850] Speed: 200.91 samples/sec accuracy=0.971562 +2020-04-15 00:38:39,255 Epoch[27] Batch [9850-9900] Speed: 201.70 samples/sec accuracy=0.970469 +2020-04-15 00:39:10,303 Epoch[27] Batch [9900-9950] Speed: 206.13 samples/sec accuracy=0.968750 +2020-04-15 00:39:41,528 Epoch[27] Batch [9950-10000] Speed: 204.96 samples/sec accuracy=0.972344 +2020-04-15 00:40:12,200 Epoch[27] Batch [10000-10050] Speed: 208.66 samples/sec accuracy=0.973594 +2020-04-15 00:40:43,505 Epoch[27] Batch [10050-10100] Speed: 204.44 samples/sec accuracy=0.970625 +2020-04-15 00:41:15,215 Epoch[27] Batch [10100-10150] Speed: 201.83 samples/sec accuracy=0.973594 +2020-04-15 00:41:46,255 Epoch[27] Batch [10150-10200] Speed: 206.19 samples/sec accuracy=0.975156 +2020-04-15 00:42:18,309 Epoch[27] Batch [10200-10250] Speed: 199.67 samples/sec accuracy=0.969531 +2020-04-15 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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 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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 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04:24:53,874 Epoch[28] Batch [950-1000] Speed: 211.47 samples/sec accuracy=0.971250 +2020-04-15 04:25:23,992 Epoch[28] Batch [1000-1050] Speed: 212.50 samples/sec accuracy=0.970781 +2020-04-15 04:25:54,123 Epoch[28] Batch [1050-1100] Speed: 212.41 samples/sec accuracy=0.971406 +2020-04-15 04:26:24,660 Epoch[28] Batch [1100-1150] Speed: 209.58 samples/sec accuracy=0.966250 +2020-04-15 04:26:54,728 Epoch[28] Batch [1150-1200] Speed: 212.85 samples/sec accuracy=0.969063 +2020-04-15 04:27:24,945 Epoch[28] Batch [1200-1250] Speed: 211.81 samples/sec accuracy=0.970313 +2020-04-15 04:27:55,454 Epoch[28] Batch [1250-1300] Speed: 209.77 samples/sec accuracy=0.969219 +2020-04-15 04:28:25,956 Epoch[28] Batch [1300-1350] Speed: 209.83 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 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+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 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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 05:36:40,570 Epoch[28] Batch [8050-8100] Speed: 210.76 samples/sec accuracy=0.969531 +2020-04-15 05:37:10,615 Epoch[28] Batch [8100-8150] Speed: 213.01 samples/sec accuracy=0.970313 +2020-04-15 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[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 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+2020-04-15 09:13:24,528 Epoch[28] Batch [2550-2600] Speed: 211.68 samples/sec accuracy=0.973750 +2020-04-15 09:13:54,564 Epoch[28] Batch [2600-2650] Speed: 213.08 samples/sec accuracy=0.968281 +2020-04-15 09:14:24,811 Epoch[28] Batch [2650-2700] Speed: 211.59 samples/sec accuracy=0.971719 +2020-04-15 09:14:55,251 Epoch[28] Batch [2700-2750] Speed: 210.25 samples/sec accuracy=0.969375 +2020-04-15 09:15:26,073 Epoch[28] Batch [2750-2800] Speed: 207.64 samples/sec accuracy=0.973750 +2020-04-15 09:15:56,180 Epoch[28] Batch [2800-2850] Speed: 212.58 samples/sec accuracy=0.971250 +2020-04-15 09:16:26,596 Epoch[28] Batch [2850-2900] Speed: 210.41 samples/sec accuracy=0.968437 +2020-04-15 09:16:56,836 Epoch[28] Batch [2900-2950] Speed: 211.64 samples/sec accuracy=0.971562 +2020-04-15 09:17:27,085 Epoch[28] Batch [2950-3000] Speed: 211.58 samples/sec accuracy=0.969375 +2020-04-15 09:17:57,401 Epoch[28] Batch [3000-3050] Speed: 211.11 samples/sec accuracy=0.968906 +2020-04-15 09:18:27,538 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accuracy=0.973906 +2020-04-15 09:29:04,450 Epoch[28] Batch [4100-4150] Speed: 209.82 samples/sec accuracy=0.968750 +2020-04-15 09:29:34,851 Epoch[28] Batch [4150-4200] Speed: 210.52 samples/sec accuracy=0.972969 +2020-04-15 09:30:04,744 Epoch[28] Batch [4200-4250] Speed: 214.10 samples/sec accuracy=0.970781 +2020-04-15 09:30:34,864 Epoch[28] Batch [4250-4300] Speed: 212.49 samples/sec accuracy=0.971250 +2020-04-15 09:31:05,287 Epoch[28] Batch [4300-4350] Speed: 210.37 samples/sec accuracy=0.970781 +2020-04-15 09:31:35,242 Epoch[28] Batch [4350-4400] Speed: 213.65 samples/sec accuracy=0.970625 +2020-04-15 09:32:05,295 Epoch[28] Batch [4400-4450] Speed: 212.96 samples/sec accuracy=0.973281 +2020-04-15 09:32:35,343 Epoch[28] Batch [4450-4500] Speed: 213.00 samples/sec accuracy=0.969844 +2020-04-15 09:33:05,590 Epoch[28] Batch [4500-4550] Speed: 211.59 samples/sec accuracy=0.969844 +2020-04-15 09:33:35,910 Epoch[28] Batch [4550-4600] Speed: 211.08 samples/sec accuracy=0.979062 +2020-04-15 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+2020-04-15 09:49:46,543 Epoch[28] Batch [6150-6200] Speed: 210.78 samples/sec 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 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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 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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 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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 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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 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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 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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 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+2020-04-15 13:55:37,883 Epoch[29] Batch [2500-2550] Speed: 242.74 samples/sec accuracy=0.972500 +2020-04-15 13:56:04,331 Epoch[29] Batch [2550-2600] Speed: 241.99 samples/sec accuracy=0.973281 +2020-04-15 13:56:30,757 Epoch[29] Batch [2600-2650] Speed: 242.19 samples/sec accuracy=0.972031 +2020-04-15 13:56:57,172 Epoch[29] Batch [2650-2700] Speed: 242.29 samples/sec accuracy=0.969531 +2020-04-15 13:57:23,803 Epoch[29] Batch [2700-2750] Speed: 240.32 samples/sec accuracy=0.972812 +2020-04-15 13:57:50,226 Epoch[29] Batch [2750-2800] Speed: 242.21 samples/sec accuracy=0.972031 +2020-04-15 13:58:16,633 Epoch[29] Batch [2800-2850] Speed: 242.36 samples/sec accuracy=0.971250 +2020-04-15 13:58:43,062 Epoch[29] Batch [2850-2900] Speed: 242.16 samples/sec 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 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accuracy=0.969844 +2020-04-15 14:09:18,165 Epoch[29] Batch [4050-4100] Speed: 241.92 samples/sec accuracy=0.969375 +2020-04-15 14:09:44,517 Epoch[29] Batch [4100-4150] Speed: 242.87 samples/sec accuracy=0.969844 +2020-04-15 14:10:10,935 Epoch[29] Batch [4150-4200] Speed: 242.25 samples/sec accuracy=0.972031 +2020-04-15 14:10:37,403 Epoch[29] Batch [4200-4250] Speed: 241.80 samples/sec accuracy=0.976250 +2020-04-15 14:11:03,725 Epoch[29] Batch [4250-4300] Speed: 243.14 samples/sec accuracy=0.971562 +2020-04-15 14:11:30,038 Epoch[29] Batch [4300-4350] Speed: 243.23 samples/sec accuracy=0.973125 +2020-04-15 14:11:56,385 Epoch[29] Batch [4350-4400] Speed: 242.91 samples/sec accuracy=0.971562 +2020-04-15 14:12:22,812 Epoch[29] Batch [4400-4450] Speed: 242.18 samples/sec 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 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+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 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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 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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 Epoch[29] Batch [12650-12700] Speed: 210.23 samples/sec accuracy=0.970000 +2020-04-15 15:25:44,820 Epoch[29] Batch [12700-12750] Speed: 215.61 samples/sec accuracy=0.970938 +2020-04-15 15:26:14,976 Epoch[29] Batch [12750-12800] Speed: 212.23 samples/sec accuracy=0.967969 +2020-04-15 15:26:44,926 Epoch[29] Batch [12800-12850] Speed: 213.69 samples/sec accuracy=0.969844 +2020-04-15 15:27:14,797 Epoch[29] Batch [12850-12900] Speed: 214.26 samples/sec accuracy=0.975313 +2020-04-15 15:27:44,926 Epoch[29] Batch [12900-12950] Speed: 212.42 samples/sec accuracy=0.973906 +2020-04-15 15:28:14,601 Epoch[29] Batch [12950-13000] Speed: 215.67 samples/sec accuracy=0.971250 +2020-04-15 15:28:44,594 Epoch[29] Batch [13000-13050] Speed: 213.38 samples/sec accuracy=0.968750 +2020-04-15 15:29:14,407 Epoch[29] Batch [13050-13100] Speed: 214.67 samples/sec accuracy=0.970469 +2020-04-15 15:29:44,069 Epoch[29] Batch [13100-13150] Speed: 215.77 samples/sec accuracy=0.972500 +2020-04-15 15:30:13,969 Epoch[29] Batch [13150-13200] Speed: 214.05 samples/sec accuracy=0.968437 +2020-04-15 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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 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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 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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: 229.23 samples/sec accuracy=0.972187 +2020-04-15 18:30:13,954 Epoch[30] Batch [100-150] Speed: 231.81 samples/sec accuracy=0.970781 +2020-04-15 18:30:41,257 Epoch[30] Batch [150-200] Speed: 234.41 samples/sec accuracy=0.974063 +2020-04-15 18:31:07,490 Epoch[30] Batch [200-250] Speed: 243.97 samples/sec accuracy=0.970156 +2020-04-15 18:31:33,753 Epoch[30] Batch [250-300] Speed: 243.69 samples/sec accuracy=0.970156 +2020-04-15 18:32:00,257 Epoch[30] Batch [300-350] Speed: 241.47 samples/sec accuracy=0.967969 +2020-04-15 18:32:26,579 Epoch[30] Batch [350-400] Speed: 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+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 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accuracy=0.972656 +2020-04-15 19:07:59,677 Epoch[30] Batch [4000-4050] Speed: 214.50 samples/sec accuracy=0.969688 +2020-04-15 19:08:29,343 Epoch[30] Batch [4050-4100] Speed: 215.73 samples/sec accuracy=0.969063 +2020-04-15 19:08:58,596 Epoch[30] Batch [4100-4150] Speed: 218.78 samples/sec accuracy=0.970156 +2020-04-15 19:09:28,350 Epoch[30] Batch [4150-4200] Speed: 215.10 samples/sec accuracy=0.972812 +2020-04-15 19:09:58,258 Epoch[30] Batch [4200-4250] Speed: 213.99 samples/sec 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 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[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 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+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 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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 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[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 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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 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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 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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 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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 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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 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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: 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+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 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[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 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[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 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[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 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accuracy=0.972031 +2020-04-16 04:23:48,820 Epoch[32] Batch [1850-1900] Speed: 244.44 samples/sec accuracy=0.970000 +2020-04-16 04:24:15,157 Epoch[32] Batch [1900-1950] Speed: 243.01 samples/sec accuracy=0.970156 +2020-04-16 04:24:41,365 Epoch[32] Batch [1950-2000] Speed: 244.20 samples/sec accuracy=0.970625 +2020-04-16 04:25:07,624 Epoch[32] Batch [2000-2050] Speed: 243.73 samples/sec accuracy=0.975625 +2020-04-16 04:25:34,017 Epoch[32] Batch [2050-2100] Speed: 242.48 samples/sec accuracy=0.973437 +2020-04-16 04:26:00,361 Epoch[32] Batch [2100-2150] Speed: 242.94 samples/sec accuracy=0.972812 +2020-04-16 04:26:26,628 Epoch[32] Batch [2150-2200] Speed: 243.65 samples/sec accuracy=0.970938 +2020-04-16 04:26:52,890 Epoch[32] Batch [2200-2250] Speed: 243.70 samples/sec accuracy=0.974531 +2020-04-16 04:27:19,241 Epoch[32] Batch [2250-2300] Speed: 242.87 samples/sec 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 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+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 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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 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+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 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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 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[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 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[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 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[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: 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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 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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] Speed: 215.22 samples/sec accuracy=0.971406 +2020-04-16 09:21:55,998 Epoch[33] Batch [3650-3700] Speed: 214.81 samples/sec accuracy=0.972344 +2020-04-16 09:22:26,028 Epoch[33] Batch [3700-3750] Speed: 213.13 samples/sec accuracy=0.970000 +2020-04-16 09:22:55,632 Epoch[33] Batch [3750-3800] Speed: 216.19 samples/sec accuracy=0.970000 +2020-04-16 09:23:25,212 Epoch[33] Batch [3800-3850] Speed: 216.36 samples/sec accuracy=0.972969 +2020-04-16 09:23:54,968 Epoch[33] Batch [3850-3900] Speed: 215.09 samples/sec accuracy=0.970625 +2020-04-16 09:24:24,617 Epoch[33] Batch [3900-3950] Speed: 215.86 samples/sec accuracy=0.967344 +2020-04-16 09:24:54,740 Epoch[33] Batch [3950-4000] Speed: 212.46 samples/sec accuracy=0.971094 +2020-04-16 09:25:24,358 Epoch[33] Batch [4000-4050] Speed: 216.09 samples/sec accuracy=0.970313 +2020-04-16 09:25:54,092 Epoch[33] Batch [4050-4100] Speed: 215.24 samples/sec accuracy=0.970000 +2020-04-16 09:26:23,693 Epoch[33] Batch [4100-4150] Speed: 216.21 samples/sec 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 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accuracy=0.970000 +2020-04-16 09:39:18,111 Epoch[33] Batch [5400-5450] Speed: 214.19 samples/sec accuracy=0.969375 +2020-04-16 09:39:47,831 Epoch[33] Batch [5450-5500] Speed: 215.34 samples/sec accuracy=0.973437 +2020-04-16 09:40:18,120 Epoch[33] Batch [5500-5550] Speed: 211.30 samples/sec accuracy=0.972031 +2020-04-16 09:40:47,910 Epoch[33] Batch [5550-5600] Speed: 214.84 samples/sec accuracy=0.972187 +2020-04-16 09:41:17,590 Epoch[33] Batch [5600-5650] Speed: 215.64 samples/sec accuracy=0.975469 +2020-04-16 09:41:47,164 Epoch[33] Batch [5650-5700] Speed: 216.41 samples/sec 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 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samples/sec accuracy=0.974375 +2020-04-16 09:54:41,425 Epoch[33] Batch [6950-7000] Speed: 216.54 samples/sec accuracy=0.971094 +2020-04-16 09:55:11,370 Epoch[33] Batch [7000-7050] Speed: 213.72 samples/sec accuracy=0.971406 +2020-04-16 09:55:40,915 Epoch[33] Batch [7050-7100] Speed: 216.62 samples/sec accuracy=0.970156 +2020-04-16 09:56:10,443 Epoch[33] Batch [7100-7150] Speed: 216.75 samples/sec accuracy=0.970781 +2020-04-16 09:56:40,298 Epoch[33] Batch [7150-7200] Speed: 214.37 samples/sec accuracy=0.975781 +2020-04-16 09:57:09,978 Epoch[33] Batch [7200-7250] Speed: 215.64 samples/sec 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 10:02:37,019 Epoch[33] Batch [7750-7800] Speed: 214.51 samples/sec accuracy=0.972500 +2020-04-16 10:03:06,704 Epoch[33] Batch [7800-7850] Speed: 215.60 samples/sec accuracy=0.972187 +2020-04-16 10:03:36,175 Epoch[33] Batch [7850-7900] Speed: 217.17 samples/sec accuracy=0.970313 +2020-04-16 10:04:05,830 Epoch[33] Batch [7900-7950] Speed: 215.82 samples/sec accuracy=0.972187 +2020-04-16 10:04:35,819 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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 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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 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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 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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 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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 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[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 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+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 19:09:05,156 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+2020-04-16 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 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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 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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 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samples/sec accuracy=0.973125 +2020-04-16 22:32:38,951 Epoch[35] Batch [27450-27500] Speed: 241.98 samples/sec accuracy=0.968281 +2020-04-16 22:33:05,506 Epoch[35] Batch [27500-27550] Speed: 241.01 samples/sec accuracy=0.974219 +2020-04-16 22:33:32,014 Epoch[35] Batch [27550-27600] Speed: 241.44 samples/sec accuracy=0.973437 +2020-04-16 22:33:58,474 Epoch[35] Batch [27600-27650] Speed: 241.88 samples/sec accuracy=0.971250 +2020-04-16 22:34:25,320 Epoch[35] Batch [27650-27700] Speed: 238.41 samples/sec accuracy=0.971406 +2020-04-16 22:34:51,686 Epoch[35] Batch [27700-27750] Speed: 242.73 samples/sec accuracy=0.972656 +2020-04-16 22:35:17,945 Epoch[35] Batch [27750-27800] Speed: 243.73 samples/sec accuracy=0.972187 +2020-04-16 22:35:44,281 Epoch[35] Batch [27800-27850] Speed: 243.02 samples/sec accuracy=0.973750 +2020-04-16 22:36:10,551 Epoch[35] Batch [27850-27900] Speed: 243.63 samples/sec accuracy=0.969063 +2020-04-16 22:36:36,890 Epoch[35] Batch [27900-27950] Speed: 242.99 samples/sec accuracy=0.968125 +2020-04-16 22:37:03,167 Epoch[35] Batch [27950-28000] Speed: 243.56 samples/sec accuracy=0.970313 +2020-04-16 22:37:29,471 Epoch[35] Batch [28000-28050] Speed: 243.31 samples/sec accuracy=0.969063 +2020-04-16 22:37:55,736 Epoch[35] Batch [28050-28100] Speed: 243.67 samples/sec accuracy=0.970156 +2020-04-16 22:38:22,009 Epoch[35] Batch [28100-28150] Speed: 243.60 samples/sec accuracy=0.971562 +2020-04-16 22:38:48,307 Epoch[35] Batch [28150-28200] Speed: 243.37 samples/sec accuracy=0.968437 +2020-04-16 22:39:08,618 Epoch[35] Train-accuracy=0.971381 +2020-04-16 22:39:08,618 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] Speed: 243.45 samples/sec accuracy=0.968437 +2020-04-16 23:10:35,552 Epoch[36] Batch [450-500] Speed: 242.82 samples/sec accuracy=0.966875 +2020-04-16 23:11:01,778 Epoch[36] Batch [500-550] Speed: 244.03 samples/sec accuracy=0.969063 +2020-04-16 23:11:28,075 Epoch[36] Batch [550-600] Speed: 243.38 samples/sec accuracy=0.970000 +2020-04-16 23:11:54,359 Epoch[36] Batch [600-650] 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+2020-04-16 23:16:43,759 Epoch[36] Batch [1150-1200] Speed: 239.75 samples/sec accuracy=0.970625 +2020-04-16 23:17:10,177 Epoch[36] Batch [1200-1250] Speed: 242.27 samples/sec accuracy=0.972812 +2020-04-16 23:17:36,419 Epoch[36] Batch [1250-1300] Speed: 243.89 samples/sec accuracy=0.972812 +2020-04-16 23:18:02,673 Epoch[36] Batch [1300-1350] Speed: 243.78 samples/sec accuracy=0.968437 +2020-04-16 23:18:28,985 Epoch[36] Batch [1350-1400] Speed: 243.23 samples/sec accuracy=0.969063 +2020-04-16 23:18:55,257 Epoch[36] Batch [1400-1450] Speed: 243.61 samples/sec accuracy=0.972500 +2020-04-16 23:19:21,648 Epoch[36] Batch [1450-1500] Speed: 242.52 samples/sec accuracy=0.972187 +2020-04-16 23:19:47,986 Epoch[36] Batch [1500-1550] Speed: 242.99 samples/sec accuracy=0.967969 +2020-04-16 23:20:14,351 Epoch[36] Batch [1550-1600] Speed: 242.75 samples/sec accuracy=0.971250 +2020-04-16 23:20:40,618 Epoch[36] Batch [1600-1650] Speed: 243.65 samples/sec accuracy=0.967344 +2020-04-16 23:21:06,892 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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] Speed: 244.10 samples/sec accuracy=0.972344 +2020-04-16 23:33:27,144 Epoch[36] Batch [3050-3100] Speed: 244.19 samples/sec accuracy=0.972344 +2020-04-16 23:33:53,393 Epoch[36] Batch [3100-3150] Speed: 243.82 samples/sec accuracy=0.972969 +2020-04-16 23:34:19,639 Epoch[36] Batch [3150-3200] Speed: 243.85 samples/sec accuracy=0.973281 +2020-04-16 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accuracy=0.968594 +2020-04-17 00:01:56,514 Epoch[36] Batch [6300-6350] Speed: 243.67 samples/sec accuracy=0.973437 +2020-04-17 00:02:22,901 Epoch[36] Batch [6350-6400] Speed: 242.54 samples/sec accuracy=0.974063 +2020-04-17 00:02:49,103 Epoch[36] Batch [6400-6450] Speed: 244.26 samples/sec accuracy=0.970625 +2020-04-17 00:03:15,496 Epoch[36] Batch [6450-6500] Speed: 242.49 samples/sec accuracy=0.968281 +2020-04-17 00:03:41,849 Epoch[36] Batch [6500-6550] Speed: 242.86 samples/sec accuracy=0.973906 +2020-04-17 00:04:08,159 Epoch[36] Batch [6550-6600] Speed: 243.26 samples/sec accuracy=0.972344 +2020-04-17 00:04:34,409 Epoch[36] Batch [6600-6650] Speed: 243.81 samples/sec 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 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+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 00:23:00,079 Epoch[36] Batch [8700-8750] Speed: 243.21 samples/sec accuracy=0.971250 +2020-04-17 00:23:26,353 Epoch[36] Batch [8750-8800] Speed: 243.58 samples/sec accuracy=0.968125 +2020-04-17 00:23:53,120 Epoch[36] Batch [8800-8850] Speed: 239.10 samples/sec accuracy=0.971250 +2020-04-17 00:24:19,507 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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 00:36:35,683 Epoch[36] Batch [10250-10300] Speed: 243.80 samples/sec accuracy=0.970938 +2020-04-17 00:37:01,947 Epoch[36] Batch [10300-10350] Speed: 243.68 samples/sec accuracy=0.970781 +2020-04-17 00:37:28,711 Epoch[36] Batch [10350-10400] Speed: 239.13 samples/sec accuracy=0.971875 +2020-04-17 00:37:54,900 Epoch[36] Batch [10400-10450] Speed: 244.37 samples/sec accuracy=0.970000 +2020-04-17 00:38:21,257 Epoch[36] Batch [10450-10500] Speed: 242.83 samples/sec accuracy=0.971094 +2020-04-17 00:38:47,558 Epoch[36] Batch [10500-10550] Speed: 243.34 samples/sec accuracy=0.970625 +2020-04-17 00:39:13,821 Epoch[36] Batch [10550-10600] Speed: 243.69 samples/sec accuracy=0.975781 +2020-04-17 00:39:40,094 Epoch[36] Batch [10600-10650] Speed: 243.60 samples/sec accuracy=0.970938 +2020-04-17 00:40:06,276 Epoch[36] Batch [10650-10700] Speed: 244.44 samples/sec accuracy=0.971719 +2020-04-17 00:40:32,480 Epoch[36] Batch [10700-10750] Speed: 244.24 samples/sec accuracy=0.969375 +2020-04-17 00:40:58,647 Epoch[36] Batch [10750-10800] Speed: 244.59 samples/sec accuracy=0.972969 +2020-04-17 00:41:24,859 Epoch[36] Batch [10800-10850] Speed: 244.16 samples/sec accuracy=0.968594 +2020-04-17 00:41:51,154 Epoch[36] Batch [10850-10900] Speed: 243.40 samples/sec accuracy=0.972656 +2020-04-17 00:42:17,424 Epoch[36] Batch [10900-10950] Speed: 243.62 samples/sec accuracy=0.969844 +2020-04-17 00:42:43,719 Epoch[36] Batch [10950-11000] Speed: 243.39 samples/sec accuracy=0.971094 +2020-04-17 00:43:10,038 Epoch[36] Batch [11000-11050] Speed: 243.17 samples/sec accuracy=0.967187 +2020-04-17 00:43:36,278 Epoch[36] Batch [11050-11100] Speed: 243.91 samples/sec accuracy=0.970313 +2020-04-17 00:44:02,627 Epoch[36] Batch [11100-11150] Speed: 242.90 samples/sec accuracy=0.975156 +2020-04-17 00:44:28,903 Epoch[36] Batch [11150-11200] Speed: 243.56 samples/sec accuracy=0.967812 +2020-04-17 00:44:55,136 Epoch[36] Batch [11200-11250] Speed: 243.97 samples/sec accuracy=0.969219 +2020-04-17 00:45:21,409 Epoch[36] Batch [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 [23450-23500] Speed: 243.45 samples/sec accuracy=0.969844 +2020-04-17 02:32:44,706 Epoch[36] Batch [23500-23550] Speed: 243.70 samples/sec accuracy=0.972187 +2020-04-17 02:33:10,988 Epoch[36] Batch [23550-23600] Speed: 243.51 samples/sec accuracy=0.970938 +2020-04-17 02:33:37,374 Epoch[36] Batch [23600-23650] Speed: 242.55 samples/sec accuracy=0.968750 +2020-04-17 02:34:03,685 Epoch[36] Batch [23650-23700] Speed: 243.24 samples/sec accuracy=0.970781 +2020-04-17 02:34:30,029 Epoch[36] Batch [23700-23750] Speed: 242.95 samples/sec accuracy=0.975625 +2020-04-17 02:34:56,800 Epoch[36] Batch [23750-23800] Speed: 239.06 samples/sec accuracy=0.966406 +2020-04-17 02:35:23,016 Epoch[36] Batch [23800-23850] Speed: 244.13 samples/sec accuracy=0.973125 +2020-04-17 02:35:49,282 Epoch[36] Batch [23850-23900] Speed: 243.66 samples/sec accuracy=0.972031 +2020-04-17 02:36:15,626 Epoch[36] Batch [23900-23950] Speed: 242.94 samples/sec accuracy=0.974531 +2020-04-17 02:36:41,887 Epoch[36] Batch [23950-24000] Speed: 243.71 samples/sec accuracy=0.971562 +2020-04-17 02:37:08,172 Epoch[36] Batch [24000-24050] Speed: 243.49 samples/sec accuracy=0.972187 +2020-04-17 02:37:34,473 Epoch[36] Batch [24050-24100] Speed: 243.34 samples/sec accuracy=0.972969 +2020-04-17 02:38:00,697 Epoch[36] Batch [24100-24150] Speed: 244.05 samples/sec accuracy=0.972344 +2020-04-17 02:38:26,945 Epoch[36] Batch [24150-24200] Speed: 243.84 samples/sec accuracy=0.970000 +2020-04-17 02:38:53,255 Epoch[36] Batch [24200-24250] Speed: 243.25 samples/sec accuracy=0.974219 +2020-04-17 02:39:19,614 Epoch[36] Batch [24250-24300] Speed: 242.80 samples/sec accuracy=0.969531 +2020-04-17 02:39:45,909 Epoch[36] Batch [24300-24350] Speed: 243.40 samples/sec accuracy=0.970000 +2020-04-17 02:40:12,138 Epoch[36] Batch [24350-24400] Speed: 244.00 samples/sec accuracy=0.973594 +2020-04-17 02:40:38,492 Epoch[36] Batch [24400-24450] Speed: 242.85 samples/sec accuracy=0.970156 +2020-04-17 02:41:04,867 Epoch[36] Batch [24450-24500] Speed: 242.66 samples/sec 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 02:50:17,415 Epoch[36] Batch [25500-25550] Speed: 243.64 samples/sec accuracy=0.974375 +2020-04-17 02:50:43,767 Epoch[36] Batch [25550-25600] Speed: 242.86 samples/sec accuracy=0.974844 +2020-04-17 02:51:10,000 Epoch[36] Batch [25600-25650] Speed: 243.97 samples/sec accuracy=0.973594 +2020-04-17 02:51:36,391 Epoch[36] Batch [25650-25700] Speed: 242.51 samples/sec accuracy=0.968281 +2020-04-17 02:52:02,684 Epoch[36] Batch [25700-25750] Speed: 243.42 samples/sec accuracy=0.972187 +2020-04-17 02:52:28,943 Epoch[36] Batch [25750-25800] Speed: 243.73 samples/sec accuracy=0.974063 +2020-04-17 02:52:55,256 Epoch[36] Batch [25800-25850] Speed: 243.23 samples/sec accuracy=0.971094 +2020-04-17 02:53:21,558 Epoch[36] Batch [25850-25900] Speed: 243.33 samples/sec accuracy=0.970938 +2020-04-17 02:53:47,867 Epoch[36] Batch [25900-25950] Speed: 243.26 samples/sec accuracy=0.970000 +2020-04-17 02:54:14,222 Epoch[36] Batch [25950-26000] Speed: 242.84 samples/sec accuracy=0.967812 +2020-04-17 02:54:40,574 Epoch[36] Batch [26000-26050] Speed: 242.86 samples/sec accuracy=0.971406 +2020-04-17 02:55:06,865 Epoch[36] Batch [26050-26100] Speed: 243.43 samples/sec accuracy=0.971406 +2020-04-17 02:55:33,237 Epoch[36] Batch [26100-26150] Speed: 242.68 samples/sec accuracy=0.972969 +2020-04-17 02:55:59,526 Epoch[36] Batch [26150-26200] Speed: 243.45 samples/sec accuracy=0.973594 +2020-04-17 02:56:25,776 Epoch[36] Batch [26200-26250] Speed: 243.81 samples/sec accuracy=0.972187 +2020-04-17 02:56:52,186 Epoch[36] Batch [26250-26300] Speed: 242.34 samples/sec accuracy=0.973125 +2020-04-17 02:57:18,424 Epoch[36] Batch [26300-26350] Speed: 243.92 samples/sec accuracy=0.970938 +2020-04-17 02:57:44,836 Epoch[36] Batch [26350-26400] Speed: 242.31 samples/sec accuracy=0.970000 +2020-04-17 02:58:11,186 Epoch[36] Batch [26400-26450] Speed: 242.89 samples/sec accuracy=0.969063 +2020-04-17 02:58:37,597 Epoch[36] Batch [26450-26500] Speed: 242.33 samples/sec accuracy=0.973281 +2020-04-17 02:59:03,927 Epoch[36] Batch [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: 244.06 samples/sec accuracy=0.968281 +2020-04-17 03:03:53,520 Epoch[36] Batch [27050-27100] Speed: 243.11 samples/sec accuracy=0.970469 +2020-04-17 03:04:19,834 Epoch[36] Batch [27100-27150] Speed: 243.22 samples/sec accuracy=0.970625 +2020-04-17 03:04:46,134 Epoch[36] Batch [27150-27200] Speed: 243.35 samples/sec accuracy=0.975000 +2020-04-17 03:05:12,573 Epoch[36] Batch [27200-27250] Speed: 242.08 samples/sec accuracy=0.971875 +2020-04-17 03:05:38,971 Epoch[36] Batch [27250-27300] Speed: 242.44 samples/sec accuracy=0.970938 +2020-04-17 03:06:05,414 Epoch[36] Batch [27300-27350] Speed: 242.03 samples/sec accuracy=0.972031 +2020-04-17 03:06:31,730 Epoch[36] Batch [27350-27400] Speed: 243.20 samples/sec accuracy=0.971875 +2020-04-17 03:06:57,996 Epoch[36] Batch [27400-27450] Speed: 243.66 samples/sec accuracy=0.970313 +2020-04-17 03:07:24,309 Epoch[36] Batch [27450-27500] Speed: 243.23 samples/sec accuracy=0.968750 +2020-04-17 03:07:50,632 Epoch[36] Batch [27500-27550] Speed: 243.13 samples/sec 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] Speed: 243.29 samples/sec accuracy=0.972812 +2020-04-17 03:43:27,124 Epoch[37] Batch [250-300] Speed: 242.63 samples/sec accuracy=0.971719 +2020-04-17 03:43:53,786 Epoch[37] Batch [300-350] Speed: 240.05 samples/sec accuracy=0.970938 +2020-04-17 03:44:20,050 Epoch[37] Batch [350-400] Speed: 243.68 samples/sec accuracy=0.968750 +2020-04-17 03:44:46,356 Epoch[37] Batch [400-450] Speed: 243.30 samples/sec accuracy=0.969375 +2020-04-17 03:45:12,575 Epoch[37] Batch [450-500] Speed: 244.10 samples/sec accuracy=0.970000 +2020-04-17 03:45:38,803 Epoch[37] Batch [500-550] Speed: 244.01 samples/sec accuracy=0.972344 +2020-04-17 03:46:05,073 Epoch[37] Batch [550-600] 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+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: 243.87 samples/sec accuracy=0.974063 +2020-04-17 03:52:39,188 Epoch[37] Batch [1300-1350] Speed: 244.02 samples/sec accuracy=0.970781 +2020-04-17 03:53:05,392 Epoch[37] Batch [1350-1400] Speed: 244.24 samples/sec accuracy=0.972031 +2020-04-17 03:53:31,626 Epoch[37] Batch [1400-1450] Speed: 243.96 samples/sec accuracy=0.974063 +2020-04-17 03:53:57,815 Epoch[37] Batch [1450-1500] Speed: 244.38 samples/sec accuracy=0.973281 +2020-04-17 03:54:24,105 Epoch[37] Batch [1500-1550] Speed: 243.44 samples/sec accuracy=0.970938 +2020-04-17 03:54:50,397 Epoch[37] Batch [1550-1600] Speed: 243.42 samples/sec accuracy=0.971094 +2020-04-17 03:55:16,781 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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 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samples/sec accuracy=0.975313 +2020-04-17 04:18:04,705 Epoch[37] Batch [4200-4250] Speed: 242.84 samples/sec accuracy=0.968594 +2020-04-17 04:18:31,055 Epoch[37] Batch [4250-4300] Speed: 242.88 samples/sec accuracy=0.972656 +2020-04-17 04:18:57,344 Epoch[37] Batch [4300-4350] Speed: 243.46 samples/sec accuracy=0.972500 +2020-04-17 04:19:23,670 Epoch[37] Batch [4350-4400] Speed: 243.11 samples/sec 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] Speed: 243.33 samples/sec accuracy=0.968750 +2020-04-17 04:29:02,625 Epoch[37] Batch [5450-5500] Speed: 243.76 samples/sec accuracy=0.971719 +2020-04-17 04:29:28,931 Epoch[37] Batch [5500-5550] Speed: 243.29 samples/sec accuracy=0.970781 +2020-04-17 04:29:55,234 Epoch[37] Batch [5550-5600] Speed: 243.32 samples/sec accuracy=0.972812 +2020-04-17 04:30:21,519 Epoch[37] Batch [5600-5650] Speed: 243.48 samples/sec accuracy=0.967812 +2020-04-17 04:30:47,739 Epoch[37] Batch [5650-5700] Speed: 244.10 samples/sec accuracy=0.971094 +2020-04-17 04:31:14,142 Epoch[37] Batch [5700-5750] 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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] Speed: 242.49 samples/sec accuracy=0.969688 +2020-04-17 04:42:38,664 Epoch[37] Batch [7000-7050] Speed: 244.13 samples/sec accuracy=0.973594 +2020-04-17 04:43:04,919 Epoch[37] Batch [7050-7100] Speed: 243.77 samples/sec accuracy=0.973750 +2020-04-17 04:43:31,323 Epoch[37] Batch [7100-7150] Speed: 242.39 samples/sec accuracy=0.975156 +2020-04-17 04:43:57,532 Epoch[37] Batch [7150-7200] Speed: 244.19 samples/sec accuracy=0.972969 +2020-04-17 04:44:23,811 Epoch[37] Batch [7200-7250] Speed: 243.54 samples/sec accuracy=0.969531 +2020-04-17 04:44:50,092 Epoch[37] Batch [7250-7300] Speed: 243.53 samples/sec accuracy=0.968281 +2020-04-17 04:45:16,297 Epoch[37] Batch [7300-7350] Speed: 244.23 samples/sec accuracy=0.973594 +2020-04-17 04:45:42,596 Epoch[37] Batch [7350-7400] Speed: 243.36 samples/sec accuracy=0.971562 +2020-04-17 04:46:09,001 Epoch[37] Batch [7400-7450] Speed: 242.37 samples/sec accuracy=0.975000 +2020-04-17 04:46:35,313 Epoch[37] Batch [7450-7500] Speed: 243.24 samples/sec 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] Speed: 243.97 samples/sec accuracy=0.972500 +2020-04-17 04:56:14,754 Epoch[37] Batch [8550-8600] Speed: 243.24 samples/sec accuracy=0.973281 +2020-04-17 04:56:40,992 Epoch[37] Batch [8600-8650] Speed: 243.93 samples/sec accuracy=0.969219 +2020-04-17 04:57:07,343 Epoch[37] Batch [8650-8700] Speed: 242.87 samples/sec accuracy=0.967031 +2020-04-17 04:57:33,677 Epoch[37] Batch [8700-8750] Speed: 243.04 samples/sec accuracy=0.974063 +2020-04-17 04:57:59,896 Epoch[37] Batch [8750-8800] Speed: 244.10 samples/sec accuracy=0.972969 +2020-04-17 04:58:26,152 Epoch[37] Batch [8800-8850] Speed: 243.75 samples/sec accuracy=0.974531 +2020-04-17 04:58:52,466 Epoch[37] Batch [8850-8900] Speed: 243.22 samples/sec accuracy=0.972812 +2020-04-17 04:59:18,747 Epoch[37] Batch [8900-8950] Speed: 243.53 samples/sec accuracy=0.974688 +2020-04-17 04:59:45,030 Epoch[37] Batch [8950-9000] Speed: 243.50 samples/sec accuracy=0.971094 +2020-04-17 05:00:11,413 Epoch[37] Batch [9000-9050] Speed: 242.58 samples/sec 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] 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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 06:47:40,657 Epoch[37] Batch [21250-21300] Speed: 242.56 samples/sec accuracy=0.972656 +2020-04-17 06:48:07,083 Epoch[37] Batch [21300-21350] Speed: 242.18 samples/sec accuracy=0.970000 +2020-04-17 06:48:33,814 Epoch[37] Batch [21350-21400] Speed: 239.43 samples/sec accuracy=0.971875 +2020-04-17 06:49:00,128 Epoch[37] Batch [21400-21450] Speed: 243.21 samples/sec accuracy=0.971562 +2020-04-17 06:49:26,433 Epoch[37] Batch [21450-21500] Speed: 243.30 samples/sec accuracy=0.971719 +2020-04-17 06:49:52,710 Epoch[37] Batch [21500-21550] Speed: 243.56 samples/sec accuracy=0.970156 +2020-04-17 06:50:19,008 Epoch[37] Batch [21550-21600] Speed: 243.37 samples/sec accuracy=0.970469 +2020-04-17 06:50:45,277 Epoch[37] Batch [21600-21650] Speed: 243.63 samples/sec accuracy=0.967187 +2020-04-17 06:51:11,713 Epoch[37] Batch [21650-21700] Speed: 242.10 samples/sec accuracy=0.973906 +2020-04-17 06:51:38,059 Epoch[37] Batch [21700-21750] Speed: 242.93 samples/sec accuracy=0.971250 +2020-04-17 06:52:04,351 Epoch[37] Batch [21750-21800] Speed: 243.42 samples/sec accuracy=0.968125 +2020-04-17 06:52:30,552 Epoch[37] Batch [21800-21850] Speed: 244.27 samples/sec accuracy=0.970000 +2020-04-17 06:52:56,809 Epoch[37] Batch [21850-21900] Speed: 243.75 samples/sec accuracy=0.972031 +2020-04-17 06:53:23,102 Epoch[37] Batch [21900-21950] Speed: 243.42 samples/sec accuracy=0.968594 +2020-04-17 06:53:49,294 Epoch[37] Batch [21950-22000] Speed: 244.35 samples/sec accuracy=0.974531 +2020-04-17 06:54:15,631 Epoch[37] Batch [22000-22050] Speed: 243.01 samples/sec accuracy=0.973750 +2020-04-17 06:54:41,969 Epoch[37] Batch [22050-22100] Speed: 242.99 samples/sec accuracy=0.968125 +2020-04-17 06:55:08,204 Epoch[37] Batch [22100-22150] Speed: 243.95 samples/sec accuracy=0.971250 +2020-04-17 06:55:34,497 Epoch[37] Batch [22150-22200] Speed: 243.41 samples/sec accuracy=0.975781 +2020-04-17 06:56:00,799 Epoch[37] Batch [22200-22250] Speed: 243.32 samples/sec accuracy=0.971875 +2020-04-17 06:56:27,029 Epoch[37] Batch [22250-22300] Speed: 244.00 samples/sec accuracy=0.975156 +2020-04-17 06:56:53,393 Epoch[37] Batch [22300-22350] Speed: 242.76 samples/sec accuracy=0.973281 +2020-04-17 06:57:19,630 Epoch[37] Batch [22350-22400] Speed: 243.93 samples/sec accuracy=0.967344 +2020-04-17 06:57:45,989 Epoch[37] Batch [22400-22450] Speed: 242.80 samples/sec accuracy=0.968437 +2020-04-17 06:58:12,324 Epoch[37] Batch [22450-22500] Speed: 243.02 samples/sec accuracy=0.975469 +2020-04-17 06:58:38,564 Epoch[37] Batch [22500-22550] Speed: 243.91 samples/sec accuracy=0.968750 +2020-04-17 06:59:04,859 Epoch[37] Batch [22550-22600] Speed: 243.39 samples/sec accuracy=0.972500 +2020-04-17 06:59:31,123 Epoch[37] Batch [22600-22650] Speed: 243.68 samples/sec accuracy=0.967500 +2020-04-17 06:59:57,425 Epoch[37] Batch [22650-22700] Speed: 243.33 samples/sec accuracy=0.970625 +2020-04-17 07:00:23,655 Epoch[37] Batch [22700-22750] Speed: 244.00 samples/sec accuracy=0.970781 +2020-04-17 07:00:49,983 Epoch[37] Batch [22750-22800] Speed: 243.08 samples/sec accuracy=0.971562 +2020-04-17 07:01:16,223 Epoch[37] Batch [22800-22850] Speed: 243.91 samples/sec accuracy=0.975313 +2020-04-17 07:01:42,548 Epoch[37] Batch [22850-22900] Speed: 243.12 samples/sec accuracy=0.971094 +2020-04-17 07:02:09,311 Epoch[37] Batch [22900-22950] Speed: 239.14 samples/sec accuracy=0.970313 +2020-04-17 07:02:35,618 Epoch[37] Batch [22950-23000] Speed: 243.28 samples/sec accuracy=0.973437 +2020-04-17 07:03:01,849 Epoch[37] Batch [23000-23050] Speed: 243.99 samples/sec accuracy=0.969688 +2020-04-17 07:03:28,114 Epoch[37] Batch [23050-23100] Speed: 243.67 samples/sec accuracy=0.969531 +2020-04-17 07:03:54,420 Epoch[37] Batch [23100-23150] Speed: 243.29 samples/sec accuracy=0.970156 +2020-04-17 07:04:20,768 Epoch[37] Batch [23150-23200] Speed: 242.90 samples/sec accuracy=0.970781 +2020-04-17 07:04:47,055 Epoch[37] Batch [23200-23250] Speed: 243.47 samples/sec accuracy=0.973125 +2020-04-17 07:05:13,419 Epoch[37] Batch [23250-23300] Speed: 242.76 samples/sec 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 Epoch[37] Batch [24800-24850] Speed: 243.52 samples/sec accuracy=0.971250 +2020-04-17 07:19:15,950 Epoch[37] Batch [24850-24900] Speed: 242.93 samples/sec accuracy=0.970313 +2020-04-17 07:19:42,320 Epoch[37] Batch [24900-24950] Speed: 242.70 samples/sec accuracy=0.972187 +2020-04-17 07:20:08,603 Epoch[37] Batch [24950-25000] Speed: 243.50 samples/sec accuracy=0.969063 +2020-04-17 07:20:34,929 Epoch[37] Batch [25000-25050] Speed: 243.11 samples/sec accuracy=0.970313 +2020-04-17 07:21:01,241 Epoch[37] Batch [25050-25100] Speed: 243.23 samples/sec accuracy=0.972344 +2020-04-17 07:21:27,518 Epoch[37] Batch [25100-25150] Speed: 243.57 samples/sec accuracy=0.970313 +2020-04-17 07:21:53,776 Epoch[37] Batch [25150-25200] Speed: 243.73 samples/sec accuracy=0.973906 +2020-04-17 07:22:20,056 Epoch[37] Batch [25200-25250] Speed: 243.54 samples/sec accuracy=0.970938 +2020-04-17 07:22:46,269 Epoch[37] Batch [25250-25300] Speed: 244.15 samples/sec accuracy=0.967500 +2020-04-17 07:23:12,674 Epoch[37] Batch [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] 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+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 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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 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+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 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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 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+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 Epoch[38] Batch [27650-27700] Speed: 242.76 samples/sec accuracy=0.969844 +2020-04-17 12:19:19,031 Epoch[38] Batch [27700-27750] Speed: 242.53 samples/sec accuracy=0.972031 +2020-04-17 12:19:45,397 Epoch[38] Batch [27750-27800] Speed: 242.74 samples/sec accuracy=0.970781 +2020-04-17 12:20:11,744 Epoch[38] Batch [27800-27850] Speed: 242.91 samples/sec accuracy=0.968906 +2020-04-17 12:20:38,081 Epoch[38] Batch [27850-27900] Speed: 243.01 samples/sec accuracy=0.969844 +2020-04-17 12:21:04,296 Epoch[38] Batch [27900-27950] Speed: 244.13 samples/sec accuracy=0.970625 +2020-04-17 12:21:30,624 Epoch[38] Batch [27950-28000] Speed: 243.09 samples/sec accuracy=0.972344 +2020-04-17 12:21:57,029 Epoch[38] Batch [28000-28050] Speed: 242.38 samples/sec accuracy=0.971719 +2020-04-17 12:22:23,354 Epoch[38] Batch [28050-28100] Speed: 243.12 samples/sec accuracy=0.971875 +2020-04-17 12:22:49,684 Epoch[38] Batch [28100-28150] Speed: 243.06 samples/sec accuracy=0.972031 +2020-04-17 12:23:16,584 Epoch[38] Batch [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 +2020-04-17 12:54:06,365 Epoch[39] Batch [350-400] Speed: 244.33 samples/sec accuracy=0.972344 +2020-04-17 12:54:32,619 Epoch[39] Batch [400-450] Speed: 243.77 samples/sec accuracy=0.971094 +2020-04-17 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+2020-04-17 13:22:13,738 Epoch[39] Batch [3550-3600] Speed: 244.47 samples/sec accuracy=0.971250 +2020-04-17 13:22:40,087 Epoch[39] Batch [3600-3650] Speed: 242.90 samples/sec accuracy=0.969531 +2020-04-17 13:23:06,308 Epoch[39] Batch [3650-3700] Speed: 244.08 samples/sec accuracy=0.973281 +2020-04-17 13:23:32,620 Epoch[39] Batch [3700-3750] Speed: 243.24 samples/sec accuracy=0.968594 +2020-04-17 13:23:58,904 Epoch[39] Batch [3750-3800] Speed: 243.50 samples/sec accuracy=0.970938 +2020-04-17 13:24:25,107 Epoch[39] Batch [3800-3850] Speed: 244.25 samples/sec accuracy=0.970625 +2020-04-17 13:24:51,353 Epoch[39] Batch [3850-3900] Speed: 243.85 samples/sec accuracy=0.971406 +2020-04-17 13:25:17,613 Epoch[39] Batch [3900-3950] Speed: 243.71 samples/sec accuracy=0.970000 +2020-04-17 13:25:43,796 Epoch[39] Batch [3950-4000] Speed: 244.44 samples/sec accuracy=0.973750 +2020-04-17 13:26:10,084 Epoch[39] Batch [4000-4050] Speed: 243.46 samples/sec accuracy=0.969375 +2020-04-17 13:26:36,413 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+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 13:58:52,074 Epoch[39] Batch [7600-7650] Speed: 241.69 samples/sec accuracy=0.973125 +2020-04-17 13:59:18,532 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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 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samples/sec accuracy=0.970469 +2020-04-17 14:35:17,201 Epoch[39] Batch [11750-11800] Speed: 243.00 samples/sec accuracy=0.971719 +2020-04-17 14:35:43,517 Epoch[39] Batch [11800-11850] Speed: 243.20 samples/sec accuracy=0.972969 +2020-04-17 14:36:09,879 Epoch[39] Batch [11850-11900] Speed: 242.78 samples/sec accuracy=0.970625 +2020-04-17 14:36:36,104 Epoch[39] Batch [11900-11950] Speed: 244.04 samples/sec accuracy=0.975781 +2020-04-17 14:37:02,387 Epoch[39] Batch [11950-12000] Speed: 243.51 samples/sec accuracy=0.971406 +2020-04-17 14:37:28,742 Epoch[39] Batch [12000-12050] Speed: 242.85 samples/sec accuracy=0.970781 +2020-04-17 14:37:55,110 Epoch[39] Batch [12050-12100] Speed: 242.71 samples/sec accuracy=0.970781 +2020-04-17 14:38:21,499 Epoch[39] Batch [12100-12150] Speed: 242.53 samples/sec accuracy=0.971719 +2020-04-17 14:38:48,130 Epoch[39] Batch [12150-12200] Speed: 240.33 samples/sec accuracy=0.971875 +2020-04-17 14:39:14,464 Epoch[39] Batch [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 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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: 235.68 samples/sec accuracy=0.970469 +2020-04-17 15:37:39,041 Epoch[39] Batch [18850-18900] Speed: 243.50 samples/sec accuracy=0.970938 +2020-04-17 15:38:05,449 Epoch[39] Batch [18900-18950] Speed: 242.36 samples/sec accuracy=0.971875 +2020-04-17 15:38:31,799 Epoch[39] Batch [18950-19000] Speed: 242.89 samples/sec accuracy=0.970938 +2020-04-17 15:38:58,057 Epoch[39] Batch [19000-19050] Speed: 243.73 samples/sec accuracy=0.974063 +2020-04-17 15:39:24,405 Epoch[39] Batch [19050-19100] Speed: 242.90 samples/sec accuracy=0.968281 +2020-04-17 15:39:50,707 Epoch[39] Batch [19100-19150] Speed: 243.33 samples/sec accuracy=0.969219 +2020-04-17 15:40:16,949 Epoch[39] Batch [19150-19200] Speed: 243.89 samples/sec accuracy=0.971719 +2020-04-17 15:40:43,228 Epoch[39] Batch [19200-19250] Speed: 243.54 samples/sec accuracy=0.973906 +2020-04-17 15:41:09,486 Epoch[39] Batch [19250-19300] Speed: 243.74 samples/sec accuracy=0.972187 +2020-04-17 15:41:35,811 Epoch[39] Batch [19300-19350] Speed: 243.12 samples/sec 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 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samples/sec accuracy=0.972344 +2020-04-17 16:55:46,161 Epoch[39] Batch [27750-27800] Speed: 244.07 samples/sec accuracy=0.975000 +2020-04-17 16:56:12,378 Epoch[39] Batch [27800-27850] Speed: 244.12 samples/sec accuracy=0.971406 +2020-04-17 16:56:38,648 Epoch[39] Batch [27850-27900] Speed: 243.62 samples/sec accuracy=0.972812 +2020-04-17 16:57:04,993 Epoch[39] Batch [27900-27950] Speed: 242.93 samples/sec accuracy=0.969219 +2020-04-17 16:57:31,255 Epoch[39] Batch [27950-28000] Speed: 243.70 samples/sec accuracy=0.970156 +2020-04-17 16:57:57,630 Epoch[39] Batch [28000-28050] Speed: 242.66 samples/sec accuracy=0.972969 +2020-04-17 16:58:23,907 Epoch[39] Batch [28050-28100] Speed: 243.56 samples/sec accuracy=0.972969 +2020-04-17 16:58:50,155 Epoch[39] Batch [28100-28150] Speed: 243.83 samples/sec accuracy=0.973125 +2020-04-17 16:59:16,421 Epoch[39] Batch [28150-28200] Speed: 243.66 samples/sec accuracy=0.968906 +2020-04-17 16:59:36,656 Epoch[39] Train-accuracy=0.971496 +2020-04-17 16:59:36,656 Epoch[39] Time cost=14942.029 +2020-04-17 16:59:36,708 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0040.params" +2020-04-17 17:26:26,186 Epoch[39] Validation-accuracy=0.985810 +2020-04-17 17:27:00,416 Epoch[40] Batch [0-50] Speed: 242.67 samples/sec accuracy=0.971814 +2020-04-17 17:27:26,755 Epoch[40] Batch [50-100] Speed: 242.99 samples/sec accuracy=0.971094 +2020-04-17 17:27:53,055 Epoch[40] Batch [100-150] Speed: 243.35 samples/sec accuracy=0.970781 +2020-04-17 17:28:19,288 Epoch[40] Batch [150-200] Speed: 243.97 samples/sec accuracy=0.970781 +2020-04-17 17:28:45,633 Epoch[40] Batch [200-250] Speed: 242.94 samples/sec accuracy=0.973906 +2020-04-17 17:29:12,109 Epoch[40] Batch [250-300] Speed: 241.73 samples/sec accuracy=0.974688 +2020-04-17 17:29:38,518 Epoch[40] Batch [300-350] Speed: 242.35 samples/sec accuracy=0.970156 +2020-04-17 17:30:04,893 Epoch[40] Batch [350-400] Speed: 242.65 samples/sec accuracy=0.968125 +2020-04-17 17:30:31,201 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+2020-04-17 17:39:43,871 Epoch[40] Batch [1450-1500] Speed: 242.14 samples/sec accuracy=0.969063 +2020-04-17 17:40:10,320 Epoch[40] Batch [1500-1550] Speed: 241.98 samples/sec accuracy=0.973594 +2020-04-17 17:40:36,586 Epoch[40] Batch [1550-1600] Speed: 243.66 samples/sec accuracy=0.969844 +2020-04-17 17:41:02,863 Epoch[40] Batch [1600-1650] Speed: 243.56 samples/sec accuracy=0.971094 +2020-04-17 17:41:29,232 Epoch[40] Batch [1650-1700] Speed: 242.71 samples/sec accuracy=0.969219 +2020-04-17 17:41:55,528 Epoch[40] Batch [1700-1750] Speed: 243.39 samples/sec accuracy=0.970781 +2020-04-17 17:42:21,896 Epoch[40] Batch [1750-1800] Speed: 242.71 samples/sec accuracy=0.974844 +2020-04-17 17:42:48,571 Epoch[40] Batch [1800-1850] Speed: 239.93 samples/sec accuracy=0.971719 +2020-04-17 17:43:14,862 Epoch[40] Batch [1850-1900] Speed: 243.44 samples/sec accuracy=0.975313 +2020-04-17 17:43:41,151 Epoch[40] Batch [1900-1950] Speed: 243.45 samples/sec accuracy=0.974219 +2020-04-17 17:44:07,494 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accuracy=0.969375 +2020-04-17 17:53:20,483 Epoch[40] Batch [3000-3050] Speed: 243.10 samples/sec accuracy=0.974688 +2020-04-17 17:53:46,762 Epoch[40] Batch [3050-3100] Speed: 243.53 samples/sec accuracy=0.973125 +2020-04-17 17:54:13,429 Epoch[40] Batch [3100-3150] Speed: 240.00 samples/sec accuracy=0.968594 +2020-04-17 17:54:39,652 Epoch[40] Batch [3150-3200] Speed: 244.06 samples/sec accuracy=0.972344 +2020-04-17 17:55:05,932 Epoch[40] Batch [3200-3250] Speed: 243.54 samples/sec accuracy=0.972031 +2020-04-17 17:55:32,213 Epoch[40] Batch [3250-3300] Speed: 243.52 samples/sec accuracy=0.971094 +2020-04-17 17:55:58,479 Epoch[40] Batch [3300-3350] Speed: 243.66 samples/sec accuracy=0.973281 +2020-04-17 17:56:24,859 Epoch[40] Batch [3350-3400] Speed: 242.61 samples/sec accuracy=0.969688 +2020-04-17 17:56:51,223 Epoch[40] Batch [3400-3450] Speed: 242.76 samples/sec accuracy=0.971875 +2020-04-17 17:57:17,496 Epoch[40] Batch [3450-3500] Speed: 243.60 samples/sec accuracy=0.975469 +2020-04-17 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[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 18:04:45,272 Epoch[40] Batch [4300-4350] Speed: 241.74 samples/sec accuracy=0.971562 +2020-04-17 18:05:11,618 Epoch[40] Batch [4350-4400] Speed: 242.93 samples/sec accuracy=0.969844 +2020-04-17 18:05:38,017 Epoch[40] Batch [4400-4450] Speed: 242.43 samples/sec accuracy=0.968906 +2020-04-17 18:06:04,322 Epoch[40] Batch [4450-4500] Speed: 243.30 samples/sec accuracy=0.968125 +2020-04-17 18:06:30,712 Epoch[40] Batch [4500-4550] Speed: 242.51 samples/sec accuracy=0.968125 +2020-04-17 18:06:57,001 Epoch[40] Batch [4550-4600] Speed: 243.45 samples/sec accuracy=0.971094 +2020-04-17 18:07:23,324 Epoch[40] Batch [4600-4650] Speed: 243.14 samples/sec accuracy=0.968281 +2020-04-17 18:07:50,059 Epoch[40] Batch [4650-4700] Speed: 239.39 samples/sec accuracy=0.972500 +2020-04-17 18:08:16,334 Epoch[40] Batch [4700-4750] Speed: 243.58 samples/sec accuracy=0.972187 +2020-04-17 18:08:42,738 Epoch[40] Batch [4750-4800] Speed: 242.39 samples/sec accuracy=0.969375 +2020-04-17 18:09:09,027 Epoch[40] Batch [4800-4850] Speed: 243.45 samples/sec accuracy=0.969844 +2020-04-17 18:09:35,406 Epoch[40] Batch [4850-4900] Speed: 242.62 samples/sec accuracy=0.972031 +2020-04-17 18:10:01,618 Epoch[40] Batch [4900-4950] Speed: 244.16 samples/sec accuracy=0.972187 +2020-04-17 18:10:27,934 Epoch[40] Batch [4950-5000] Speed: 243.20 samples/sec accuracy=0.971875 +2020-04-17 18:10:54,232 Epoch[40] Batch [5000-5050] Speed: 243.37 samples/sec accuracy=0.971719 +2020-04-17 18:11:20,627 Epoch[40] Batch [5050-5100] Speed: 242.47 samples/sec accuracy=0.971250 +2020-04-17 18:11:46,921 Epoch[40] Batch [5100-5150] Speed: 243.41 samples/sec accuracy=0.973594 +2020-04-17 18:12:14,175 Epoch[40] Batch [5150-5200] Speed: 234.83 samples/sec accuracy=0.975313 +2020-04-17 18:12:40,828 Epoch[40] Batch [5200-5250] Speed: 240.13 samples/sec accuracy=0.973281 +2020-04-17 18:13:07,118 Epoch[40] Batch [5250-5300] Speed: 243.44 samples/sec accuracy=0.971406 +2020-04-17 18:13:33,463 Epoch[40] Batch [5300-5350] Speed: 242.93 samples/sec 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] 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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 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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 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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 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samples/sec accuracy=0.973594 +2020-04-17 21:34:29,204 Epoch[40] Train-accuracy=0.971625 +2020-04-17 21:34:29,204 Epoch[40] Time cost=14876.144 +2020-04-17 21:34:29,253 Saved checkpoint to "/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 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+2020-04-17 22:32:04,725 Epoch[41] Batch [3450-3500] Speed: 243.19 samples/sec accuracy=0.971562 +2020-04-17 22:32:30,963 Epoch[41] Batch [3500-3550] Speed: 243.92 samples/sec accuracy=0.970781 +2020-04-17 22:32:57,241 Epoch[41] Batch [3550-3600] Speed: 243.55 samples/sec accuracy=0.971875 +2020-04-17 22:33:23,536 Epoch[41] Batch [3600-3650] Speed: 243.39 samples/sec accuracy=0.972812 +2020-04-17 22:33:49,773 Epoch[41] Batch [3650-3700] Speed: 243.94 samples/sec accuracy=0.970000 +2020-04-17 22:34:16,417 Epoch[41] Batch [3700-3750] Speed: 240.20 samples/sec accuracy=0.971875 +2020-04-17 22:34:42,746 Epoch[41] Batch [3750-3800] Speed: 243.09 samples/sec accuracy=0.969531 +2020-04-17 22:35:09,098 Epoch[41] Batch [3800-3850] Speed: 242.87 samples/sec accuracy=0.972656 +2020-04-17 22:35:35,437 Epoch[41] Batch [3850-3900] Speed: 242.99 samples/sec accuracy=0.974219 +2020-04-17 22:36:01,683 Epoch[41] Batch [3900-3950] Speed: 243.85 samples/sec accuracy=0.966875 +2020-04-17 22:36:27,951 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+2020-04-17 23:03:39,656 Epoch[41] Batch [7050-7100] Speed: 242.86 samples/sec accuracy=0.971875 +2020-04-17 23:04:05,931 Epoch[41] Batch [7100-7150] Speed: 243.58 samples/sec accuracy=0.970469 +2020-04-17 23:04:32,252 Epoch[41] Batch [7150-7200] Speed: 243.16 samples/sec 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 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samples/sec accuracy=0.973125 +2020-04-17 23:57:10,436 Epoch[41] Batch [13150-13200] Speed: 243.71 samples/sec accuracy=0.975938 +2020-04-17 23:57:36,757 Epoch[41] Batch [13200-13250] Speed: 243.15 samples/sec accuracy=0.970469 +2020-04-17 23:58:03,163 Epoch[41] Batch [13250-13300] Speed: 242.37 samples/sec accuracy=0.970000 +2020-04-17 23:58:29,407 Epoch[41] Batch [13300-13350] Speed: 243.87 samples/sec 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 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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 00:07:42,129 Epoch[41] Batch [14350-14400] Speed: 242.81 samples/sec accuracy=0.970313 +2020-04-18 00:08:08,430 Epoch[41] Batch [14400-14450] Speed: 243.33 samples/sec accuracy=0.975156 +2020-04-18 00:08:34,765 Epoch[41] Batch [14450-14500] Speed: 243.03 samples/sec accuracy=0.969219 +2020-04-18 00:09:01,353 Epoch[41] Batch [14500-14550] Speed: 240.71 samples/sec accuracy=0.967500 +2020-04-18 00:09:27,800 Epoch[41] Batch [14550-14600] Speed: 242.00 samples/sec accuracy=0.967812 +2020-04-18 00:09:54,187 Epoch[41] Batch [14600-14650] Speed: 242.55 samples/sec accuracy=0.970313 +2020-04-18 00:10:20,446 Epoch[41] Batch [14650-14700] Speed: 243.72 samples/sec accuracy=0.972344 +2020-04-18 00:10:46,681 Epoch[41] Batch [14700-14750] Speed: 243.95 samples/sec accuracy=0.972031 +2020-04-18 00:11:12,935 Epoch[41] Batch [14750-14800] Speed: 243.78 samples/sec accuracy=0.971719 +2020-04-18 00:11:39,264 Epoch[41] Batch [14800-14850] Speed: 243.08 samples/sec accuracy=0.968750 +2020-04-18 00:12:05,639 Epoch[41] Batch [14850-14900] Speed: 242.65 samples/sec accuracy=0.975625 +2020-04-18 00:12:31,973 Epoch[41] Batch [14900-14950] Speed: 243.04 samples/sec accuracy=0.975781 +2020-04-18 00:12:58,268 Epoch[41] Batch [14950-15000] Speed: 243.39 samples/sec accuracy=0.974063 +2020-04-18 00:13:24,746 Epoch[41] Batch [15000-15050] Speed: 241.71 samples/sec accuracy=0.965313 +2020-04-18 00:13:51,031 Epoch[41] Batch [15050-15100] Speed: 243.49 samples/sec accuracy=0.967344 +2020-04-18 00:14:17,367 Epoch[41] Batch [15100-15150] Speed: 243.02 samples/sec accuracy=0.973437 +2020-04-18 00:14:43,689 Epoch[41] Batch [15150-15200] Speed: 243.14 samples/sec accuracy=0.970469 +2020-04-18 00:15:10,104 Epoch[41] Batch [15200-15250] Speed: 242.29 samples/sec accuracy=0.971094 +2020-04-18 00:15:36,502 Epoch[41] Batch [15250-15300] Speed: 242.45 samples/sec accuracy=0.967656 +2020-04-18 00:16:02,782 Epoch[41] Batch [15300-15350] Speed: 243.53 samples/sec accuracy=0.972812 +2020-04-18 00:16:29,562 Epoch[41] Batch [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: 243.12 samples/sec accuracy=0.969844 +2020-04-18 00:21:18,494 Epoch[41] Batch [15900-15950] Speed: 244.24 samples/sec accuracy=0.971562 +2020-04-18 00:21:44,802 Epoch[41] Batch [15950-16000] Speed: 243.27 samples/sec accuracy=0.971406 +2020-04-18 00:22:11,031 Epoch[41] Batch [16000-16050] Speed: 244.01 samples/sec accuracy=0.974063 +2020-04-18 00:22:37,285 Epoch[41] Batch [16050-16100] Speed: 243.78 samples/sec accuracy=0.970000 +2020-04-18 00:23:03,568 Epoch[41] Batch [16100-16150] Speed: 243.50 samples/sec accuracy=0.972500 +2020-04-18 00:23:29,912 Epoch[41] Batch [16150-16200] Speed: 242.94 samples/sec accuracy=0.969844 +2020-04-18 00:23:56,227 Epoch[41] Batch [16200-16250] Speed: 243.21 samples/sec accuracy=0.966562 +2020-04-18 00:24:22,510 Epoch[41] Batch [16250-16300] Speed: 243.51 samples/sec accuracy=0.969063 +2020-04-18 00:24:48,785 Epoch[41] Batch [16300-16350] Speed: 243.57 samples/sec accuracy=0.972969 +2020-04-18 00:25:15,056 Epoch[41] Batch [16350-16400] Speed: 243.62 samples/sec 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 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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 Epoch[41] Batch [20950-21000] Speed: 243.50 samples/sec accuracy=0.975469 +2020-04-18 01:06:02,011 Epoch[41] Batch [21000-21050] Speed: 242.62 samples/sec accuracy=0.971562 +2020-04-18 01:06:28,346 Epoch[41] Batch [21050-21100] Speed: 243.03 samples/sec accuracy=0.971094 +2020-04-18 01:06:54,657 Epoch[41] Batch [21100-21150] Speed: 243.25 samples/sec accuracy=0.969844 +2020-04-18 01:07:21,059 Epoch[41] Batch [21150-21200] Speed: 242.40 samples/sec accuracy=0.968594 +2020-04-18 01:07:47,296 Epoch[41] Batch [21200-21250] Speed: 243.93 samples/sec accuracy=0.970000 +2020-04-18 01:08:13,653 Epoch[41] Batch [21250-21300] Speed: 242.82 samples/sec accuracy=0.972344 +2020-04-18 01:08:39,969 Epoch[41] Batch [21300-21350] Speed: 243.20 samples/sec accuracy=0.971406 +2020-04-18 01:09:06,326 Epoch[41] Batch [21350-21400] Speed: 242.82 samples/sec accuracy=0.968750 +2020-04-18 01:09:33,016 Epoch[41] Batch [21400-21450] Speed: 239.80 samples/sec accuracy=0.973125 +2020-04-18 01:09:59,242 Epoch[41] Batch [21450-21500] Speed: 244.04 samples/sec accuracy=0.973437 +2020-04-18 01:10:25,564 Epoch[41] Batch [21500-21550] Speed: 243.14 samples/sec accuracy=0.971250 +2020-04-18 01:10:51,765 Epoch[41] Batch [21550-21600] Speed: 244.26 samples/sec accuracy=0.968750 +2020-04-18 01:11:18,137 Epoch[41] Batch [21600-21650] Speed: 242.69 samples/sec accuracy=0.974688 +2020-04-18 01:11:44,490 Epoch[41] Batch [21650-21700] Speed: 242.86 samples/sec accuracy=0.973750 +2020-04-18 01:12:10,771 Epoch[41] Batch [21700-21750] Speed: 243.52 samples/sec accuracy=0.971250 +2020-04-18 01:12:37,102 Epoch[41] Batch [21750-21800] Speed: 243.06 samples/sec accuracy=0.967812 +2020-04-18 01:13:03,446 Epoch[41] Batch [21800-21850] Speed: 242.94 samples/sec accuracy=0.970469 +2020-04-18 01:13:29,981 Epoch[41] Batch [21850-21900] Speed: 241.19 samples/sec accuracy=0.972187 +2020-04-18 01:13:56,250 Epoch[41] Batch [21900-21950] Speed: 243.64 samples/sec accuracy=0.976250 +2020-04-18 01:14:22,584 Epoch[41] Batch [21950-22000] Speed: 243.03 samples/sec accuracy=0.970938 +2020-04-18 01:14:48,854 Epoch[41] Batch [22000-22050] Speed: 243.63 samples/sec accuracy=0.972500 +2020-04-18 01:15:15,080 Epoch[41] Batch [22050-22100] Speed: 244.04 samples/sec accuracy=0.973125 +2020-04-18 01:15:41,382 Epoch[41] Batch [22100-22150] Speed: 243.33 samples/sec accuracy=0.967656 +2020-04-18 01:16:07,807 Epoch[41] Batch [22150-22200] Speed: 242.20 samples/sec accuracy=0.972031 +2020-04-18 01:16:34,088 Epoch[41] Batch [22200-22250] Speed: 243.52 samples/sec accuracy=0.969063 +2020-04-18 01:17:00,370 Epoch[41] Batch [22250-22300] Speed: 243.52 samples/sec accuracy=0.974688 +2020-04-18 01:17:26,660 Epoch[41] Batch [22300-22350] Speed: 243.44 samples/sec accuracy=0.970938 +2020-04-18 01:17:52,887 Epoch[41] Batch [22350-22400] Speed: 244.03 samples/sec accuracy=0.974375 +2020-04-18 01:18:19,252 Epoch[41] Batch [22400-22450] Speed: 242.74 samples/sec accuracy=0.969063 +2020-04-18 01:18:45,607 Epoch[41] Batch [22450-22500] Speed: 242.85 samples/sec 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 Epoch[41] Batch [24000-24050] Speed: 243.40 samples/sec accuracy=0.970313 +2020-04-18 01:32:47,690 Epoch[41] Batch [24050-24100] Speed: 243.74 samples/sec accuracy=0.970938 +2020-04-18 01:33:14,092 Epoch[41] Batch [24100-24150] Speed: 242.41 samples/sec accuracy=0.968750 +2020-04-18 01:33:40,395 Epoch[41] Batch [24150-24200] Speed: 243.31 samples/sec accuracy=0.970000 +2020-04-18 01:34:06,867 Epoch[41] Batch [24200-24250] Speed: 241.77 samples/sec accuracy=0.969375 +2020-04-18 01:34:33,131 Epoch[41] Batch [24250-24300] Speed: 243.69 samples/sec accuracy=0.974375 +2020-04-18 01:34:59,874 Epoch[41] Batch [24300-24350] Speed: 239.31 samples/sec accuracy=0.973125 +2020-04-18 01:35:26,175 Epoch[41] Batch [24350-24400] Speed: 243.34 samples/sec accuracy=0.969688 +2020-04-18 01:35:52,479 Epoch[41] Batch [24400-24450] Speed: 243.31 samples/sec accuracy=0.970469 +2020-04-18 01:36:18,837 Epoch[41] Batch [24450-24500] Speed: 242.81 samples/sec accuracy=0.973437 +2020-04-18 01:36:45,192 Epoch[41] Batch [24500-24550] Speed: 242.84 samples/sec accuracy=0.968437 +2020-04-18 01:37:11,604 Epoch[41] Batch [24550-24600] Speed: 242.32 samples/sec accuracy=0.970313 +2020-04-18 01:37:37,984 Epoch[41] Batch [24600-24650] Speed: 242.60 samples/sec accuracy=0.973281 +2020-04-18 01:38:04,241 Epoch[41] Batch [24650-24700] Speed: 243.74 samples/sec accuracy=0.972656 +2020-04-18 01:38:30,539 Epoch[41] Batch [24700-24750] Speed: 243.37 samples/sec accuracy=0.974375 +2020-04-18 01:38:56,853 Epoch[41] Batch [24750-24800] Speed: 243.22 samples/sec accuracy=0.970469 +2020-04-18 01:39:23,221 Epoch[41] Batch [24800-24850] Speed: 242.71 samples/sec accuracy=0.974063 +2020-04-18 01:39:49,583 Epoch[41] Batch [24850-24900] Speed: 242.78 samples/sec accuracy=0.973750 +2020-04-18 01:40:15,885 Epoch[41] Batch [24900-24950] Speed: 243.33 samples/sec accuracy=0.972344 +2020-04-18 01:40:42,218 Epoch[41] Batch [24950-25000] Speed: 243.04 samples/sec accuracy=0.973125 +2020-04-18 01:41:08,494 Epoch[41] Batch [25000-25050] Speed: 243.57 samples/sec accuracy=0.967656 +2020-04-18 01:41:34,758 Epoch[41] Batch [25050-25100] Speed: 243.69 samples/sec accuracy=0.968906 +2020-04-18 01:42:01,067 Epoch[41] Batch [25100-25150] Speed: 243.26 samples/sec accuracy=0.970781 +2020-04-18 01:42:27,345 Epoch[41] Batch [25150-25200] Speed: 243.55 samples/sec accuracy=0.970469 +2020-04-18 01:42:53,708 Epoch[41] Batch [25200-25250] Speed: 242.77 samples/sec accuracy=0.977031 +2020-04-18 01:43:19,999 Epoch[41] Batch [25250-25300] Speed: 243.43 samples/sec accuracy=0.969688 +2020-04-18 01:43:46,358 Epoch[41] Batch [25300-25350] Speed: 242.81 samples/sec accuracy=0.972344 +2020-04-18 01:44:12,616 Epoch[41] Batch [25350-25400] Speed: 243.74 samples/sec accuracy=0.973125 +2020-04-18 01:44:38,919 Epoch[41] Batch [25400-25450] Speed: 243.32 samples/sec accuracy=0.969688 +2020-04-18 01:45:05,362 Epoch[41] Batch [25450-25500] Speed: 242.02 samples/sec accuracy=0.972344 +2020-04-18 01:45:31,750 Epoch[41] Batch [25500-25550] Speed: 242.54 samples/sec 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 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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: 243.51 samples/sec accuracy=0.970469 +2020-04-18 02:08:19,516 Epoch[41] Batch [28100-28150] Speed: 243.85 samples/sec accuracy=0.972031 +2020-04-18 02:08:45,685 Epoch[41] Batch [28150-28200] Speed: 244.57 samples/sec accuracy=0.970156 +2020-04-18 02:09:05,921 Epoch[41] Train-accuracy=0.971517 +2020-04-18 02:09:05,921 Epoch[41] Time cost=14863.054 +2020-04-18 02:09:05,969 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0042.params" +2020-04-18 02:35:51,524 Epoch[41] Validation-accuracy=0.985851 +2020-04-18 02:36:25,733 Epoch[42] Batch [0-50] Speed: 244.14 samples/sec accuracy=0.972426 +2020-04-18 02:36:52,018 Epoch[42] Batch [50-100] Speed: 243.48 samples/sec accuracy=0.967500 +2020-04-18 02:37:18,276 Epoch[42] Batch [100-150] Speed: 243.74 samples/sec accuracy=0.974688 +2020-04-18 02:37:44,470 Epoch[42] Batch [150-200] Speed: 244.33 samples/sec accuracy=0.972187 +2020-04-18 02:38:10,688 Epoch[42] Batch [200-250] Speed: 244.10 samples/sec accuracy=0.970938 +2020-04-18 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: 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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 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+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] 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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 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+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] 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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 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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 [27350-27400] Speed: 243.27 samples/sec accuracy=0.970000 +2020-04-18 06:36:30,974 Epoch[42] Batch [27400-27450] Speed: 242.00 samples/sec accuracy=0.972344 +2020-04-18 06:36:57,302 Epoch[42] Batch [27450-27500] Speed: 243.08 samples/sec accuracy=0.972187 +2020-04-18 06:37:23,633 Epoch[42] Batch [27500-27550] Speed: 243.07 samples/sec accuracy=0.977031 +2020-04-18 06:37:49,993 Epoch[42] Batch [27550-27600] Speed: 242.79 samples/sec accuracy=0.971094 +2020-04-18 06:38:16,456 Epoch[42] Batch [27600-27650] Speed: 241.85 samples/sec accuracy=0.969531 +2020-04-18 06:38:42,847 Epoch[42] Batch [27650-27700] Speed: 242.52 samples/sec accuracy=0.971094 +2020-04-18 06:39:09,244 Epoch[42] Batch [27700-27750] Speed: 242.45 samples/sec accuracy=0.972031 +2020-04-18 06:39:36,024 Epoch[42] Batch [27750-27800] Speed: 238.99 samples/sec accuracy=0.971875 +2020-04-18 06:40:02,365 Epoch[42] Batch [27800-27850] Speed: 242.97 samples/sec accuracy=0.973594 +2020-04-18 06:40:28,519 Epoch[42] Batch [27850-27900] Speed: 244.70 samples/sec accuracy=0.971406 +2020-04-18 06:40:54,770 Epoch[42] Batch [27900-27950] Speed: 243.81 samples/sec accuracy=0.971250 +2020-04-18 06:41:21,027 Epoch[42] Batch [27950-28000] Speed: 243.75 samples/sec accuracy=0.969844 +2020-04-18 06:41:47,262 Epoch[42] Batch [28000-28050] Speed: 243.95 samples/sec accuracy=0.971562 +2020-04-18 06:42:13,476 Epoch[42] Batch [28050-28100] Speed: 244.14 samples/sec accuracy=0.972187 +2020-04-18 06:42:39,773 Epoch[42] Batch [28100-28150] Speed: 243.38 samples/sec accuracy=0.973906 +2020-04-18 06:43:05,969 Epoch[42] Batch [28150-28200] Speed: 244.31 samples/sec accuracy=0.971406 +2020-04-18 06:43:26,246 Epoch[42] Train-accuracy=0.971585 +2020-04-18 06:43:26,246 Epoch[42] Time cost=14847.718 +2020-04-18 06:43:26,294 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-lstm-0043.params" +2020-04-18 07:10:14,740 Epoch[42] Validation-accuracy=0.985775 +2020-04-18 07:10:48,819 Epoch[43] Batch [0-50] Speed: 243.61 samples/sec accuracy=0.969056 +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: 243.70 samples/sec accuracy=0.974063 +2020-04-18 07:16:04,257 Epoch[43] Batch [600-650] Speed: 243.26 samples/sec accuracy=0.972187 +2020-04-18 07:16:30,427 Epoch[43] Batch [650-700] Speed: 244.56 samples/sec accuracy=0.970313 +2020-04-18 07:16:56,719 Epoch[43] Batch [700-750] Speed: 243.43 samples/sec accuracy=0.973125 +2020-04-18 07:17:23,025 Epoch[43] Batch [750-800] Speed: 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+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] Speed: 244.09 samples/sec accuracy=0.975625 +2020-04-18 07:25:16,511 Epoch[43] Batch [1650-1700] Speed: 243.50 samples/sec accuracy=0.973750 +2020-04-18 07:25:42,819 Epoch[43] Batch [1700-1750] Speed: 243.28 samples/sec accuracy=0.970938 +2020-04-18 07:26:09,171 Epoch[43] Batch [1750-1800] Speed: 242.86 samples/sec accuracy=0.975469 +2020-04-18 07:26:35,479 Epoch[43] Batch [1800-1850] Speed: 243.27 samples/sec accuracy=0.971250 +2020-04-18 07:27:01,734 Epoch[43] Batch [1850-1900] Speed: 243.77 samples/sec accuracy=0.972969 +2020-04-18 07:27:28,005 Epoch[43] Batch [1900-1950] Speed: 243.62 samples/sec accuracy=0.968281 +2020-04-18 07:27:54,338 Epoch[43] Batch [1950-2000] Speed: 243.04 samples/sec accuracy=0.972812 +2020-04-18 07:28:20,687 Epoch[43] Batch [2000-2050] Speed: 242.89 samples/sec accuracy=0.970000 +2020-04-18 07:28:46,903 Epoch[43] Batch [2050-2100] Speed: 244.12 samples/sec accuracy=0.970000 +2020-04-18 07:29:13,419 Epoch[43] Batch [2100-2150] Speed: 241.36 samples/sec 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] 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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] Speed: 243.98 samples/sec accuracy=0.973594 +2020-04-18 07:38:52,017 Epoch[43] Batch [3200-3250] Speed: 243.06 samples/sec accuracy=0.975156 +2020-04-18 07:39:18,319 Epoch[43] Batch [3250-3300] Speed: 243.33 samples/sec accuracy=0.966094 +2020-04-18 07:39:44,596 Epoch[43] Batch [3300-3350] Speed: 243.56 samples/sec accuracy=0.974531 +2020-04-18 07:40:10,811 Epoch[43] Batch [3350-3400] Speed: 244.14 samples/sec accuracy=0.972812 +2020-04-18 07:40:36,977 Epoch[43] Batch [3400-3450] Speed: 244.59 samples/sec accuracy=0.967656 +2020-04-18 07:41:03,378 Epoch[43] Batch [3450-3500] Speed: 242.42 samples/sec accuracy=0.970938 +2020-04-18 07:41:29,637 Epoch[43] Batch [3500-3550] Speed: 243.73 samples/sec accuracy=0.972969 +2020-04-18 07:41:55,908 Epoch[43] Batch [3550-3600] Speed: 243.61 samples/sec accuracy=0.969531 +2020-04-18 07:42:22,177 Epoch[43] Batch [3600-3650] Speed: 243.64 samples/sec accuracy=0.969688 +2020-04-18 07:42:48,388 Epoch[43] Batch [3650-3700] Speed: 244.18 samples/sec 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 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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] Speed: 243.73 samples/sec accuracy=0.970781 +2020-04-18 07:52:27,244 Epoch[43] Batch [4750-4800] Speed: 243.45 samples/sec accuracy=0.971094 +2020-04-18 07:52:53,480 Epoch[43] Batch [4800-4850] Speed: 243.94 samples/sec accuracy=0.970469 +2020-04-18 07:53:19,776 Epoch[43] Batch [4850-4900] Speed: 243.39 samples/sec accuracy=0.971875 +2020-04-18 07:53:46,093 Epoch[43] Batch [4900-4950] Speed: 243.19 samples/sec accuracy=0.972187 +2020-04-18 07:54:12,325 Epoch[43] Batch [4950-5000] Speed: 243.98 samples/sec accuracy=0.974844 +2020-04-18 07:54:38,813 Epoch[43] Batch [5000-5050] Speed: 241.62 samples/sec accuracy=0.969219 +2020-04-18 07:55:05,056 Epoch[43] Batch [5050-5100] Speed: 243.87 samples/sec accuracy=0.970000 +2020-04-18 07:55:31,450 Epoch[43] Batch [5100-5150] Speed: 242.49 samples/sec accuracy=0.970313 +2020-04-18 07:55:57,884 Epoch[43] Batch [5150-5200] Speed: 242.12 samples/sec accuracy=0.971250 +2020-04-18 07:56:24,183 Epoch[43] Batch [5200-5250] Speed: 243.36 samples/sec 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] 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accuracy=0.970781 +2020-04-18 08:07:21,659 Epoch[43] Batch [6450-6500] Speed: 242.64 samples/sec accuracy=0.974063 +2020-04-18 08:07:47,985 Epoch[43] Batch [6500-6550] Speed: 243.11 samples/sec accuracy=0.969063 +2020-04-18 08:08:14,172 Epoch[43] Batch [6550-6600] Speed: 244.39 samples/sec accuracy=0.972344 +2020-04-18 08:08:40,475 Epoch[43] Batch [6600-6650] Speed: 243.32 samples/sec accuracy=0.968750 +2020-04-18 08:09:06,791 Epoch[43] Batch [6650-6700] Speed: 243.20 samples/sec accuracy=0.971875 +2020-04-18 08:09:33,100 Epoch[43] Batch [6700-6750] Speed: 243.26 samples/sec accuracy=0.971875 +2020-04-18 08:09:59,424 Epoch[43] Batch [6750-6800] Speed: 243.13 samples/sec 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: 242.50 samples/sec accuracy=0.970313 +2020-04-18 10:47:01,176 Epoch[43] Batch [24650-24700] Speed: 242.54 samples/sec accuracy=0.970781 +2020-04-18 10:47:27,543 Epoch[43] Batch [24700-24750] Speed: 242.74 samples/sec accuracy=0.973125 +2020-04-18 10:47:53,854 Epoch[43] Batch [24750-24800] Speed: 243.24 samples/sec accuracy=0.975469 +2020-04-18 10:48:20,161 Epoch[43] Batch [24800-24850] Speed: 243.29 samples/sec accuracy=0.968437 +2020-04-18 10:48:46,420 Epoch[43] Batch [24850-24900] Speed: 243.72 samples/sec accuracy=0.972344 +2020-04-18 10:49:12,745 Epoch[43] Batch [24900-24950] Speed: 243.12 samples/sec accuracy=0.975313 +2020-04-18 10:49:39,163 Epoch[43] Batch [24950-25000] Speed: 242.25 samples/sec accuracy=0.971562 +2020-04-18 10:50:05,437 Epoch[43] Batch [25000-25050] Speed: 243.59 samples/sec accuracy=0.971562 +2020-04-18 10:50:31,742 Epoch[43] Batch [25050-25100] Speed: 243.30 samples/sec accuracy=0.968437 +2020-04-18 10:50:58,026 Epoch[43] Batch [25100-25150] Speed: 243.50 samples/sec 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 +2020-04-18 10:55:47,779 Epoch[43] Batch [25650-25700] Speed: 243.46 samples/sec accuracy=0.972344 +2020-04-18 10:56:14,058 Epoch[43] Batch [25700-25750] Speed: 243.54 samples/sec accuracy=0.971875 +2020-04-18 10:56:40,325 Epoch[43] Batch [25750-25800] Speed: 243.66 samples/sec accuracy=0.969531 +2020-04-18 10:57:06,560 Epoch[43] Batch [25800-25850] Speed: 243.95 samples/sec accuracy=0.972500 +2020-04-18 10:57:32,741 Epoch[43] Batch [25850-25900] Speed: 244.45 samples/sec accuracy=0.972812 +2020-04-18 10:57:58,974 Epoch[43] Batch [25900-25950] Speed: 243.98 samples/sec accuracy=0.969375 +2020-04-18 10:58:25,269 Epoch[43] Batch [25950-26000] Speed: 243.39 samples/sec accuracy=0.972187 +2020-04-18 10:58:51,508 Epoch[43] Batch [26000-26050] Speed: 243.92 samples/sec accuracy=0.974375 +2020-04-18 10:59:17,763 Epoch[43] Batch [26050-26100] Speed: 243.76 samples/sec accuracy=0.971250 +2020-04-18 10:59:44,004 Epoch[43] Batch [26100-26150] Speed: 243.89 samples/sec accuracy=0.970625 +2020-04-18 11:00:10,346 Epoch[43] Batch [26150-26200] Speed: 242.97 samples/sec accuracy=0.970469 +2020-04-18 11:00:36,604 Epoch[43] Batch [26200-26250] Speed: 243.74 samples/sec accuracy=0.971094 +2020-04-18 11:01:02,919 Epoch[43] Batch [26250-26300] Speed: 243.21 samples/sec accuracy=0.968437 +2020-04-18 11:01:29,202 Epoch[43] Batch [26300-26350] Speed: 243.51 samples/sec accuracy=0.973594 +2020-04-18 11:01:55,429 Epoch[43] Batch [26350-26400] Speed: 244.02 samples/sec accuracy=0.971562 +2020-04-18 11:02:21,710 Epoch[43] Batch [26400-26450] Speed: 243.53 samples/sec accuracy=0.975156 +2020-04-18 11:02:47,925 Epoch[43] Batch [26450-26500] Speed: 244.13 samples/sec accuracy=0.971719 +2020-04-18 11:03:14,134 Epoch[43] Batch [26500-26550] Speed: 244.19 samples/sec accuracy=0.970625 +2020-04-18 11:03:40,362 Epoch[43] Batch [26550-26600] Speed: 244.02 samples/sec accuracy=0.972969 +2020-04-18 11:04:06,639 Epoch[43] Batch [26600-26650] Speed: 243.55 samples/sec accuracy=0.971250 +2020-04-18 11:04:33,048 Epoch[43] Batch [26650-26700] Speed: 242.34 samples/sec accuracy=0.971875 +2020-04-18 11:04:59,425 Epoch[43] Batch [26700-26750] Speed: 242.64 samples/sec accuracy=0.973906 +2020-04-18 11:05:25,665 Epoch[43] Batch [26750-26800] Speed: 243.91 samples/sec accuracy=0.969063 +2020-04-18 11:05:51,981 Epoch[43] Batch [26800-26850] Speed: 243.20 samples/sec accuracy=0.972969 +2020-04-18 11:06:18,325 Epoch[43] Batch [26850-26900] Speed: 242.94 samples/sec accuracy=0.969375 +2020-04-18 11:06:45,040 Epoch[43] Batch [26900-26950] Speed: 239.57 samples/sec accuracy=0.971094 +2020-04-18 11:07:11,277 Epoch[43] Batch [26950-27000] Speed: 243.93 samples/sec accuracy=0.971094 +2020-04-18 11:07:37,566 Epoch[43] Batch [27000-27050] Speed: 243.45 samples/sec accuracy=0.969063 +2020-04-18 11:08:03,836 Epoch[43] Batch [27050-27100] Speed: 243.62 samples/sec accuracy=0.972187 +2020-04-18 11:08:30,079 Epoch[43] Batch [27100-27150] Speed: 243.87 samples/sec accuracy=0.971250 +2020-04-18 11:08:56,325 Epoch[43] Batch [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: 243.57 samples/sec accuracy=0.969219 +2020-04-18 11:13:46,063 Epoch[43] Batch [27700-27750] Speed: 242.88 samples/sec accuracy=0.969063 +2020-04-18 11:14:12,402 Epoch[43] Batch [27750-27800] Speed: 242.99 samples/sec accuracy=0.969688 +2020-04-18 11:14:38,677 Epoch[43] Batch [27800-27850] Speed: 243.58 samples/sec accuracy=0.967500 +2020-04-18 11:15:05,060 Epoch[43] Batch [27850-27900] Speed: 242.58 samples/sec accuracy=0.971875 +2020-04-18 11:15:31,323 Epoch[43] Batch [27900-27950] Speed: 243.69 samples/sec accuracy=0.970625 +2020-04-18 11:15:57,661 Epoch[43] Batch [27950-28000] Speed: 243.00 samples/sec accuracy=0.967656 +2020-04-18 11:16:24,028 Epoch[43] Batch [28000-28050] Speed: 242.73 samples/sec accuracy=0.970625 +2020-04-18 11:16:50,385 Epoch[43] Batch [28050-28100] Speed: 242.82 samples/sec accuracy=0.971875 +2020-04-18 11:17:16,724 Epoch[43] Batch [28100-28150] Speed: 242.99 samples/sec accuracy=0.970313 +2020-04-18 11:17:43,180 Epoch[43] Batch [28150-28200] Speed: 241.91 samples/sec 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 [350-400] Speed: 243.62 samples/sec accuracy=0.974844 +2020-04-18 11:48:58,283 Epoch[44] Batch [400-450] Speed: 244.04 samples/sec accuracy=0.973906 +2020-04-18 11:49:24,522 Epoch[44] Batch [450-500] Speed: 243.91 samples/sec accuracy=0.977031 +2020-04-18 11:49:50,799 Epoch[44] Batch [500-550] Speed: 243.56 samples/sec accuracy=0.972656 +2020-04-18 11:50:17,061 Epoch[44] Batch [550-600] Speed: 243.70 samples/sec accuracy=0.966875 +2020-04-18 11:50:43,367 Epoch[44] Batch [600-650] Speed: 243.29 samples/sec accuracy=0.970156 +2020-04-18 11:51:09,658 Epoch[44] Batch [650-700] Speed: 243.43 samples/sec accuracy=0.972031 +2020-04-18 11:51:35,913 Epoch[44] Batch [700-750] Speed: 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+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 [1400-1450] Speed: 244.02 samples/sec accuracy=0.971562 +2020-04-18 11:58:09,978 Epoch[44] Batch [1450-1500] Speed: 244.06 samples/sec accuracy=0.975625 +2020-04-18 11:58:36,198 Epoch[44] Batch [1500-1550] Speed: 244.08 samples/sec accuracy=0.972031 +2020-04-18 11:59:02,418 Epoch[44] Batch [1550-1600] Speed: 244.09 samples/sec accuracy=0.969531 +2020-04-18 11:59:28,634 Epoch[44] Batch [1600-1650] Speed: 244.13 samples/sec accuracy=0.969531 +2020-04-18 11:59:54,921 Epoch[44] Batch [1650-1700] Speed: 243.47 samples/sec accuracy=0.967344 +2020-04-18 12:00:21,150 Epoch[44] Batch [1700-1750] Speed: 244.00 samples/sec accuracy=0.972500 +2020-04-18 12:00:47,436 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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] Speed: 244.13 samples/sec accuracy=0.967500 +2020-04-18 12:11:44,319 Epoch[44] Batch [3000-3050] Speed: 242.98 samples/sec accuracy=0.973125 +2020-04-18 12:12:10,505 Epoch[44] Batch [3050-3100] Speed: 244.41 samples/sec accuracy=0.969688 +2020-04-18 12:12:36,795 Epoch[44] Batch [3100-3150] Speed: 243.44 samples/sec accuracy=0.972500 +2020-04-18 12:13:03,089 Epoch[44] Batch [3150-3200] Speed: 243.40 samples/sec accuracy=0.973906 +2020-04-18 12:13:29,293 Epoch[44] Batch [3200-3250] Speed: 244.24 samples/sec accuracy=0.972656 +2020-04-18 12:13:55,533 Epoch[44] Batch [3250-3300] Speed: 243.91 samples/sec accuracy=0.976719 +2020-04-18 12:14:21,821 Epoch[44] Batch [3300-3350] Speed: 243.45 samples/sec accuracy=0.969844 +2020-04-18 12:14:48,099 Epoch[44] Batch [3350-3400] Speed: 243.55 samples/sec accuracy=0.970156 +2020-04-18 12:15:14,286 Epoch[44] Batch [3400-3450] Speed: 244.40 samples/sec accuracy=0.971094 +2020-04-18 12:15:40,593 Epoch[44] Batch [3450-3500] Speed: 243.28 samples/sec 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 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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 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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 Epoch[44] Batch [22900-22950] Speed: 243.85 samples/sec accuracy=0.972969 +2020-04-18 15:06:45,493 Epoch[44] Batch [22950-23000] Speed: 244.47 samples/sec accuracy=0.971094 +2020-04-18 15:07:11,702 Epoch[44] Batch [23000-23050] Speed: 244.19 samples/sec accuracy=0.970938 +2020-04-18 15:07:38,005 Epoch[44] Batch [23050-23100] Speed: 243.32 samples/sec accuracy=0.975000 +2020-04-18 15:08:04,457 Epoch[44] Batch [23100-23150] Speed: 241.95 samples/sec accuracy=0.972187 +2020-04-18 15:08:30,758 Epoch[44] Batch [23150-23200] Speed: 243.34 samples/sec accuracy=0.973906 +2020-04-18 15:08:56,959 Epoch[44] Batch [23200-23250] Speed: 244.27 samples/sec accuracy=0.970156 +2020-04-18 15:09:23,196 Epoch[44] Batch [23250-23300] Speed: 243.93 samples/sec accuracy=0.971875 +2020-04-18 15:09:49,559 Epoch[44] Batch [23300-23350] Speed: 242.77 samples/sec accuracy=0.973125 +2020-04-18 15:10:15,808 Epoch[44] Batch [23350-23400] Speed: 243.82 samples/sec accuracy=0.970781 +2020-04-18 15:10:42,044 Epoch[44] Batch [23400-23450] Speed: 243.94 samples/sec accuracy=0.971094 +2020-04-18 15:11:08,309 Epoch[44] Batch [23450-23500] Speed: 243.67 samples/sec accuracy=0.974063 +2020-04-18 15:11:34,611 Epoch[44] Batch [23500-23550] Speed: 243.34 samples/sec accuracy=0.970781 +2020-04-18 15:12:00,847 Epoch[44] Batch [23550-23600] Speed: 243.93 samples/sec accuracy=0.973437 +2020-04-18 15:12:27,109 Epoch[44] Batch [23600-23650] Speed: 243.70 samples/sec accuracy=0.971875 +2020-04-18 15:12:53,323 Epoch[44] Batch [23650-23700] Speed: 244.14 samples/sec accuracy=0.974688 +2020-04-18 15:13:19,586 Epoch[44] Batch [23700-23750] Speed: 243.69 samples/sec accuracy=0.973437 +2020-04-18 15:13:45,932 Epoch[44] Batch [23750-23800] Speed: 242.93 samples/sec accuracy=0.971250 +2020-04-18 15:14:12,192 Epoch[44] Batch [23800-23850] Speed: 243.71 samples/sec accuracy=0.970781 +2020-04-18 15:14:38,455 Epoch[44] Batch [23850-23900] Speed: 243.69 samples/sec accuracy=0.970156 +2020-04-18 15:15:04,721 Epoch[44] Batch [23900-23950] Speed: 243.67 samples/sec accuracy=0.975781 +2020-04-18 15:15:31,038 Epoch[44] Batch [23950-24000] Speed: 243.19 samples/sec accuracy=0.973125 +2020-04-18 15:15:57,243 Epoch[44] Batch [24000-24050] Speed: 244.23 samples/sec accuracy=0.970938 +2020-04-18 15:16:23,533 Epoch[44] Batch [24050-24100] Speed: 243.44 samples/sec accuracy=0.974375 +2020-04-18 15:16:49,783 Epoch[44] Batch [24100-24150] Speed: 243.81 samples/sec accuracy=0.975313 +2020-04-18 15:17:15,966 Epoch[44] Batch [24150-24200] Speed: 244.44 samples/sec accuracy=0.972344 +2020-04-18 15:17:42,220 Epoch[44] Batch [24200-24250] Speed: 243.78 samples/sec accuracy=0.973906 +2020-04-18 15:18:08,459 Epoch[44] Batch [24250-24300] Speed: 243.91 samples/sec accuracy=0.970156 +2020-04-18 15:18:34,796 Epoch[44] Batch [24300-24350] Speed: 243.01 samples/sec accuracy=0.971875 +2020-04-18 15:19:01,151 Epoch[44] Batch [24350-24400] Speed: 242.84 samples/sec accuracy=0.977031 +2020-04-18 15:19:27,434 Epoch[44] Batch [24400-24450] Speed: 243.51 samples/sec 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 15:28:39,923 Epoch[44] Batch [25450-25500] Speed: 243.41 samples/sec accuracy=0.970313 +2020-04-18 15:29:06,167 Epoch[44] Batch [25500-25550] Speed: 243.87 samples/sec accuracy=0.972812 +2020-04-18 15:29:32,432 Epoch[44] Batch [25550-25600] Speed: 243.67 samples/sec accuracy=0.972031 +2020-04-18 15:29:58,685 Epoch[44] Batch [25600-25650] Speed: 243.79 samples/sec accuracy=0.972187 +2020-04-18 15:30:24,944 Epoch[44] Batch [25650-25700] Speed: 243.72 samples/sec accuracy=0.974063 +2020-04-18 15:30:51,365 Epoch[44] Batch [25700-25750] Speed: 242.24 samples/sec accuracy=0.971562 +2020-04-18 15:31:17,643 Epoch[44] Batch [25750-25800] Speed: 243.55 samples/sec accuracy=0.971250 +2020-04-18 15:31:43,896 Epoch[44] Batch [25800-25850] Speed: 243.78 samples/sec accuracy=0.967812 +2020-04-18 15:32:10,128 Epoch[44] Batch [25850-25900] Speed: 243.98 samples/sec accuracy=0.973437 +2020-04-18 15:32:36,851 Epoch[44] Batch [25900-25950] Speed: 239.50 samples/sec accuracy=0.970938 +2020-04-18 15:33:03,196 Epoch[44] Batch [25950-26000] Speed: 242.93 samples/sec accuracy=0.972812 +2020-04-18 15:33:29,467 Epoch[44] Batch [26000-26050] Speed: 243.61 samples/sec accuracy=0.970000 +2020-04-18 15:33:55,680 Epoch[44] Batch [26050-26100] Speed: 244.16 samples/sec accuracy=0.971875 +2020-04-18 15:34:21,977 Epoch[44] Batch [26100-26150] Speed: 243.38 samples/sec accuracy=0.970000 +2020-04-18 15:34:48,201 Epoch[44] Batch [26150-26200] Speed: 244.05 samples/sec accuracy=0.973750 +2020-04-18 15:35:14,552 Epoch[44] Batch [26200-26250] Speed: 242.87 samples/sec accuracy=0.973437 +2020-04-18 15:35:40,859 Epoch[44] Batch [26250-26300] Speed: 243.29 samples/sec accuracy=0.973125 +2020-04-18 15:36:07,139 Epoch[44] Batch [26300-26350] Speed: 243.54 samples/sec accuracy=0.971406 +2020-04-18 15:36:33,454 Epoch[44] Batch [26350-26400] Speed: 243.21 samples/sec accuracy=0.970000 +2020-04-18 15:36:59,646 Epoch[44] Batch [26400-26450] Speed: 244.35 samples/sec accuracy=0.970000 +2020-04-18 15:37:25,927 Epoch[44] Batch [26450-26500] Speed: 243.52 samples/sec accuracy=0.975313 +2020-04-18 15:37:52,259 Epoch[44] Batch [26500-26550] Speed: 243.05 samples/sec accuracy=0.971406 +2020-04-18 15:38:18,585 Epoch[44] Batch [26550-26600] Speed: 243.11 samples/sec accuracy=0.967344 +2020-04-18 15:38:44,894 Epoch[44] Batch [26600-26650] Speed: 243.27 samples/sec accuracy=0.972969 +2020-04-18 15:39:11,189 Epoch[44] Batch [26650-26700] Speed: 243.39 samples/sec accuracy=0.973125 +2020-04-18 15:39:37,450 Epoch[44] Batch [26700-26750] Speed: 243.71 samples/sec accuracy=0.971875 +2020-04-18 15:40:03,709 Epoch[44] Batch [26750-26800] Speed: 243.72 samples/sec accuracy=0.971406 +2020-04-18 15:40:30,020 Epoch[44] Batch [26800-26850] Speed: 243.25 samples/sec accuracy=0.972656 +2020-04-18 15:40:56,288 Epoch[44] Batch [26850-26900] Speed: 243.64 samples/sec accuracy=0.970000 +2020-04-18 15:41:22,608 Epoch[44] Batch [26900-26950] Speed: 243.16 samples/sec accuracy=0.972656 +2020-04-18 15:41:48,994 Epoch[44] Batch [26950-27000] Speed: 242.56 samples/sec accuracy=0.969531 +2020-04-18 15:42:15,307 Epoch[44] Batch [27000-27050] Speed: 243.23 samples/sec accuracy=0.975938 +2020-04-18 15:42:41,585 Epoch[44] Batch [27050-27100] Speed: 243.55 samples/sec accuracy=0.974531 +2020-04-18 15:43:07,876 Epoch[44] Batch [27100-27150] Speed: 243.43 samples/sec accuracy=0.972656 +2020-04-18 15:43:34,220 Epoch[44] Batch [27150-27200] Speed: 242.94 samples/sec accuracy=0.972656 +2020-04-18 15:44:00,458 Epoch[44] Batch [27200-27250] Speed: 243.92 samples/sec accuracy=0.968906 +2020-04-18 15:44:26,745 Epoch[44] Batch [27250-27300] Speed: 243.47 samples/sec accuracy=0.970938 +2020-04-18 15:44:53,028 Epoch[44] Batch [27300-27350] Speed: 243.51 samples/sec accuracy=0.969688 +2020-04-18 15:45:19,393 Epoch[44] Batch [27350-27400] Speed: 242.74 samples/sec accuracy=0.972344 +2020-04-18 15:45:45,879 Epoch[44] Batch [27400-27450] Speed: 241.64 samples/sec accuracy=0.970938 +2020-04-18 15:46:12,745 Epoch[44] Batch [27450-27500] Speed: 238.23 samples/sec 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 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+2020-04-18 16:30:41,785 Epoch[45] Batch [1200-1250] Speed: 244.62 samples/sec accuracy=0.972187 +2020-04-18 16:31:08,010 Epoch[45] Batch [1250-1300] Speed: 244.04 samples/sec accuracy=0.970469 +2020-04-18 16:31:34,228 Epoch[45] Batch [1300-1350] Speed: 244.11 samples/sec accuracy=0.972500 +2020-04-18 16:32:00,432 Epoch[45] Batch [1350-1400] Speed: 244.24 samples/sec accuracy=0.972969 +2020-04-18 16:32:26,657 Epoch[45] Batch [1400-1450] Speed: 244.04 samples/sec accuracy=0.972969 +2020-04-18 16:32:52,895 Epoch[45] Batch [1450-1500] Speed: 243.92 samples/sec accuracy=0.972500 +2020-04-18 16:33:19,196 Epoch[45] Batch [1500-1550] Speed: 243.34 samples/sec accuracy=0.971094 +2020-04-18 16:33:45,423 Epoch[45] Batch [1550-1600] Speed: 244.03 samples/sec accuracy=0.972812 +2020-04-18 16:34:11,723 Epoch[45] Batch [1600-1650] Speed: 243.34 samples/sec accuracy=0.969844 +2020-04-18 16:34:37,924 Epoch[45] Batch [1650-1700] Speed: 244.27 samples/sec accuracy=0.970313 +2020-04-18 16:35:04,226 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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 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+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 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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 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+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 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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: 242.64 samples/sec accuracy=0.969688 +2020-04-18 18:01:29,411 Epoch[45] Batch [11550-11600] Speed: 237.95 samples/sec accuracy=0.971562 +2020-04-18 18:01:55,682 Epoch[45] Batch [11600-11650] Speed: 243.61 samples/sec accuracy=0.974844 +2020-04-18 18:02:21,937 Epoch[45] Batch [11650-11700] Speed: 243.77 samples/sec accuracy=0.970781 +2020-04-18 18:02:48,207 Epoch[45] Batch [11700-11750] Speed: 243.62 samples/sec accuracy=0.974219 +2020-04-18 18:03:14,583 Epoch[45] Batch [11750-11800] Speed: 242.64 samples/sec accuracy=0.971719 +2020-04-18 18:03:41,031 Epoch[45] Batch [11800-11850] Speed: 241.99 samples/sec accuracy=0.974375 +2020-04-18 18:04:07,358 Epoch[45] Batch [11850-11900] Speed: 243.10 samples/sec accuracy=0.972187 +2020-04-18 18:04:33,604 Epoch[45] Batch [11900-11950] Speed: 243.84 samples/sec accuracy=0.975156 +2020-04-18 18:04:59,939 Epoch[45] Batch [11950-12000] Speed: 243.03 samples/sec accuracy=0.974219 +2020-04-18 18:05:26,180 Epoch[45] Batch [12000-12050] Speed: 243.89 samples/sec 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 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accuracy=0.970000 +2020-04-18 18:18:09,110 Epoch[45] Batch [13450-13500] Speed: 243.95 samples/sec accuracy=0.970469 +2020-04-18 18:18:35,447 Epoch[45] Batch [13500-13550] Speed: 243.00 samples/sec accuracy=0.970156 +2020-04-18 18:19:01,724 Epoch[45] Batch [13550-13600] Speed: 243.57 samples/sec accuracy=0.974688 +2020-04-18 18:19:28,041 Epoch[45] Batch [13600-13650] Speed: 243.19 samples/sec accuracy=0.974375 +2020-04-18 18:19:54,407 Epoch[45] Batch [13650-13700] Speed: 242.74 samples/sec accuracy=0.967812 +2020-04-18 18:20:20,661 Epoch[45] Batch [13700-13750] Speed: 243.78 samples/sec accuracy=0.971250 +2020-04-18 18:20:47,020 Epoch[45] Batch [13750-13800] Speed: 242.80 samples/sec accuracy=0.974375 +2020-04-18 18:21:13,316 Epoch[45] Batch [13800-13850] Speed: 243.38 samples/sec accuracy=0.972812 +2020-04-18 18:21:39,580 Epoch[45] Batch [13850-13900] Speed: 243.68 samples/sec accuracy=0.971250 +2020-04-18 18:22:05,848 Epoch[45] Batch [13900-13950] Speed: 243.65 samples/sec accuracy=0.970313 +2020-04-18 18:22:32,264 Epoch[45] Batch [13950-14000] Speed: 242.28 samples/sec accuracy=0.971719 +2020-04-18 18:22:58,630 Epoch[45] Batch [14000-14050] Speed: 242.74 samples/sec accuracy=0.971406 +2020-04-18 18:23:24,989 Epoch[45] Batch [14050-14100] Speed: 242.81 samples/sec accuracy=0.970938 +2020-04-18 18:23:51,375 Epoch[45] Batch [14100-14150] Speed: 242.55 samples/sec accuracy=0.975000 +2020-04-18 18:24:17,717 Epoch[45] Batch [14150-14200] Speed: 242.96 samples/sec accuracy=0.970938 +2020-04-18 18:24:43,976 Epoch[45] Batch [14200-14250] Speed: 243.73 samples/sec accuracy=0.967344 +2020-04-18 18:25:10,181 Epoch[45] Batch [14250-14300] Speed: 244.23 samples/sec accuracy=0.975313 +2020-04-18 18:25:36,806 Epoch[45] Batch [14300-14350] Speed: 240.38 samples/sec accuracy=0.970781 +2020-04-18 18:26:03,019 Epoch[45] Batch [14350-14400] Speed: 244.16 samples/sec accuracy=0.969844 +2020-04-18 18:26:29,287 Epoch[45] Batch [14400-14450] Speed: 243.64 samples/sec accuracy=0.974375 +2020-04-18 18:26:55,524 Epoch[45] Batch [14450-14500] Speed: 243.94 samples/sec accuracy=0.970938 +2020-04-18 18:27:21,694 Epoch[45] Batch [14500-14550] Speed: 244.55 samples/sec accuracy=0.973281 +2020-04-18 18:27:47,975 Epoch[45] Batch [14550-14600] Speed: 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] + +