Here is the beginning of the training log.
/root/anaconda3/envs/psenet/bin/python3.5 /data3/xxx/tensorflow_PSENet/train.py --gpu_list=0,1 --input_size=512 --batch_size_per_gpu=4 --checkpoint_path=./resnet_v1_50/ --training_data_path=./icdar2017rctw_train_v1.2/train/
DEBUG:matplotlib:$HOME=/root
DEBUG:matplotlib:CONFIGDIR=/root/.config/matplotlib
DEBUG:matplotlib:matplotlib data path: /root/anaconda3/envs/psenet/lib/python3.5/site-packages/matplotlib/mpl-data
DEBUG:matplotlib:loaded rc file /root/anaconda3/envs/psenet/lib/python3.5/site-packages/matplotlib/mpl-data/matplotlibrc
DEBUG:matplotlib:matplotlib version 3.0.3
DEBUG:matplotlib:interactive is False
DEBUG:matplotlib:platform is linux
DEBUG:matplotlib:loaded modules: ['email.parser', 'tensorflow.contrib.integrate.python.ops', '_collections_abc', 'tensorflow.python.ops.random_ops', 'pkg_resources.extern.packaging.specifiers', 'numpy.polynomial.hermite', 'tensorflow.contrib.distributions.python.ops.bijectors.conditional_bijector_impl', 'tensorflow.contrib.learn.python.learn.datasets.synthetic', 'cv2.face', 'google.protobuf.internal._api_implementation', 'unittest.main', 'tensorflow.contrib.labeled_tensor.python.ops.sugar', 'tensorflow.python.saved_model.utils', 'tensorflow.contrib.learn.python.learn.dataframe.transforms.reader_source', 'tensorflow.contrib.opt.python.training.moving_average_optimizer', 'tensorflow.contrib.solvers.python.ops.least_squares', 'cv2.ogl', 'cv2.instr', 'google.protobuf.text_format', 'tensorflow.contrib.keras.api.keras.datasets.mnist', 'tensorflow.contrib.linalg.python.ops.linear_operator_full_matrix', '_sitebuiltins', 'tensorflow.python.ops.confusion_matrix', 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'tensorflow.python.ops.template', 'tensorflow.contrib.bayesflow.python.ops.entropy', 'tensorflow.python.ops.losses.losses', 'tensorflow.python.saved_model.signature_constants', 'tensorflow.contrib.metrics.python', 'tensorflow.core.framework.summary_pb2', 'tensorflow.python.summary.writer.event_file_writer', 'tensorflow.contrib.slim.python.slim.data.tfexample_decoder', 'numpy.lib.utils', 'tensorflow.python.util.decorator_utils', 'numpy.core.dtype', 'numpy.compat.inspect', 'tensorflow.contrib.layers.python.layers.regularizers', 'tensorflow.contrib.keras.api.keras.applications.xception', 'tensorflow.contrib.framework.python.framework', 'tensorflow.contrib.copy_graph.python.util', 'tensorflow.python.ops.gen_array_ops', 'tensorflow.contrib.linear_optimizer.python', 'tensorflow.contrib.distributions.python.ops.bijectors.affine_impl', 'tensorflow.python.layers.convolutional', 'tensorflow.contrib.distributions.python.ops.bijectors.power_transform', 'tensorflow.contrib.learn.python.learn.dataframe.transforms.split_mask', 'ctypes.util', 'tensorflow.contrib.labeled_tensor.python.ops.nn', 'tensorflow.contrib.learn.python.learn.estimators.rnn_common', 'tensorflow.contrib.training.python.training.bucket_ops', 'select', 'xml.parsers.expat.errors', 'numpy.compat', 'tensorflow.contrib.learn.python.learn.metric_spec', 'tensorflow.python.layers.pooling', 'tensorflow.contrib.testing.python.framework.fake_summary_writer', 'tensorflow.contrib.memory_stats.python.ops.memory_stats_ops', 'cv2.ppf_match_3d', 'tensorflow.python.ops.array_grad', 'tensorflow.contrib.keras.python.keras.preprocessing.image', 'tensorflow.core.util.event_pb2', 'tensorflow.python.training', 'tensorflow.contrib.factorization.python.ops.gmm_ops', 'tensorflow.contrib.keras.python.keras.layers.wrappers', 'tensorflow.contrib.learn.python.learn.dataframe.tensorflow_dataframe', 'tensorflow.contrib.learn.python.learn.dataframe.transforms.sum', 'tensorflow.contrib.seq2seq.python.ops.basic_decoder', 'tensorflow.python.training.adadelta', 'tensorflow.contrib.quantization', 'numpy.lib.financial', 'tensorflow.contrib.grid_rnn.python.ops.grid_rnn_cell', 'tensorflow.python.training.queue_runner_impl']
DEBUG:matplotlib:CACHEDIR=/root/.cache/matplotlib
DEBUG:matplotlib.font_manager:Using fontManager instance from /root/.cache/matplotlib/fontlist-v300.json
DEBUG:matplotlib.pyplot:Loaded backend TkAgg version unknown.
resnet_v1_50/block1 (?, ?, ?, 256)
resnet_v1_50/block2 (?, ?, ?, 512)
resnet_v1_50/block3 (?, ?, ?, 1024)
resnet_v1_50/block4 (?, ?, ?, 2048)
resnet_v1_50/block1 (?, ?, ?, 256)
resnet_v1_50/block2 (?, ?, ?, 512)
resnet_v1_50/block3 (?, ?, ?, 1024)
resnet_v1_50/block4 (?, ?, ?, 2048)
2019-06-16 02:22:46.345406: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE4.1 instructions, but these are available on your machine and could speed up CPU computations.
2019-06-16 02:22:46.345462: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE4.2 instructions, but these are available on your machine and could speed up CPU computations.
2019-06-16 02:22:46.345472: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use AVX instructions, but these are available on your machine and could speed up CPU computations.
2019-06-16 02:22:46.345480: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use AVX2 instructions, but these are available on your machine and could speed up CPU computations.
2019-06-16 02:22:46.345488: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use FMA instructions, but these are available on your machine and could speed up CPU computations.
2019-06-16 02:22:46.948758: I tensorflow/core/common_runtime/gpu/gpu_device.cc:887] Found device 0 with properties:
name: Tesla P4
major: 6 minor: 1 memoryClockRate (GHz) 1.1135
pciBusID 0000:05:00.0
Total memory: 7.43GiB
Free memory: 7.31GiB
2019-06-16 02:22:46.948930: W tensorflow/stream_executor/cuda/cuda_driver.cc:485] creating context when one is currently active; existing: 0xcf23ab0
2019-06-16 02:22:47.529396: I tensorflow/core/common_runtime/gpu/gpu_device.cc:887] Found device 1 with properties:
name: Tesla P4
major: 6 minor: 1 memoryClockRate (GHz) 1.1135
pciBusID 0000:81:00.0
Total memory: 7.43GiB
Free memory: 7.31GiB
2019-06-16 02:22:47.529478: I tensorflow/core/common_runtime/gpu/gpu_device.cc:779] Peer access not supported between device ordinals 0 and 1
2019-06-16 02:22:47.529496: I tensorflow/core/common_runtime/gpu/gpu_device.cc:779] Peer access not supported between device ordinals 1 and 0
2019-06-16 02:22:47.529522: I tensorflow/core/common_runtime/gpu/gpu_device.cc:908] DMA: 0 1
2019-06-16 02:22:47.529530: I tensorflow/core/common_runtime/gpu/gpu_device.cc:918] 0: Y N
2019-06-16 02:22:47.529536: I tensorflow/core/common_runtime/gpu/gpu_device.cc:918] 1: N Y
2019-06-16 02:22:47.529550: I tensorflow/core/common_runtime/gpu/gpu_device.cc:977] Creating TensorFlow device (/gpu:0) -> (device: 0, name: Tesla P4, pci bus id: 0000:05:00.0)
2019-06-16 02:22:47.529558: I tensorflow/core/common_runtime/gpu/gpu_device.cc:977] Creating TensorFlow device (/gpu:1) -> (device: 1, name: Tesla P4, pci bus id: 0000:81:00.0)
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:before shrink poly area:24.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part3/image_2117.jpg
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:8034 training images in ./icdar2017rctw_train_v1.2/train/
INFO:root:before shrink poly area:32.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_6929.jpg
INFO:root:before shrink poly area:30.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part2/image_1501.jpg
INFO:root:before shrink poly area:150.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_7908.jpg
INFO:root:before shrink poly area:26.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_7643.jpg
2019-06-16 02:23:09.599360: I tensorflow/core/common_runtime/gpu/pool_allocator.cc:247] PoolAllocator: After 1640 get requests, put_count=1574 evicted_count=1000 eviction_rate=0.635324 and unsatisfied allocation rate=0.710976
2019-06-16 02:23:09.599395: I tensorflow/core/common_runtime/gpu/pool_allocator.cc:259] Raising pool_size_limit from 100 to 110
INFO:root:Step 000000, model loss 0.7630, total loss 1.0419, 1.77 seconds/step, 4.52 examples/second
INFO:root:Step 000010, model loss 0.6606, total loss 0.9395, 1.93 seconds/step, 4.14 examples/second
2019-06-16 02:23:31.091535: I tensorflow/core/common_runtime/gpu/pool_allocator.cc:247] PoolAllocator: After 2568 get requests, put_count=2121 evicted_count=1000 eviction_rate=0.471476 and unsatisfied allocation rate=0.57243
2019-06-16 02:23:31.091587: I tensorflow/core/common_runtime/gpu/pool_allocator.cc:259] Raising pool_size_limit from 256 to 281
INFO:root:Step 000020, model loss 0.8125, total loss 1.0914, 1.00 seconds/step, 8.00 examples/second
INFO:root:Step 000030, model loss 0.9919, total loss 1.2708, 0.99 seconds/step, 8.06 examples/second
2019-06-16 02:23:50.217105: I tensorflow/core/common_runtime/gpu/pool_allocator.cc:247] PoolAllocator: After 3852 get requests, put_count=3903 evicted_count=1000 eviction_rate=0.256213 and unsatisfied allocation rate=0.261682
2019-06-16 02:23:50.217166: I tensorflow/core/common_runtime/gpu/pool_allocator.cc:259] Raising pool_size_limit from 655 to 720
INFO:root:Step 000040, model loss 0.8503, total loss 1.1292, 1.00 seconds/step, 8.00 examples/second
INFO:root:before shrink poly area:14.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_7948.jpg
INFO:root:Step 000050, model loss 0.7931, total loss 1.0720, 0.98 seconds/step, 8.14 examples/second
INFO:root:before shrink poly area:16.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_677.jpg
INFO:root:before shrink poly area:14.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_677.jpg
INFO:root:before shrink poly area:14.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_686.jpg
INFO:root:Step 000060, model loss 0.8387, total loss 1.1175, 0.99 seconds/step, 8.07 examples/second
INFO:root:Step 000070, model loss 0.5866, total loss 0.8655, 0.99 seconds/step, 8.12 examples/second
INFO:root:Step 000080, model loss 0.4927, total loss 0.7715, 0.99 seconds/step, 8.05 examples/second
INFO:root:before shrink poly area:18.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part2/image_1620.jpg
INFO:root:Step 000090, model loss 0.9037, total loss 1.1825, 1.47 seconds/step, 5.45 examples/second
INFO:root:before shrink poly area:56.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part5/image_5449.jpg
INFO:root:Step 000100, model loss 0.4607, total loss 0.7395, 1.69 seconds/step, 4.74 examples/second
INFO:root:Step 000110, model loss 0.5811, total loss 0.8599, 1.88 seconds/step, 4.25 examples/second
INFO:root:Step 000120, model loss 0.7551, total loss 1.0339, 1.72 seconds/step, 4.64 examples/second
INFO:root:Step 000130, model loss 0.8812, total loss 1.1600, 1.72 seconds/step, 4.64 examples/second
INFO:root:Step 000140, model loss 0.4375, total loss 0.7163, 2.16 seconds/step, 3.71 examples/second
INFO:root:Step 000150, model loss 0.7385, total loss 1.0172, 2.43 seconds/step, 3.30 examples/second
INFO:root:before shrink poly area:58.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part2/image_1006.jpg
INFO:root:Step 000160, model loss 0.7277, total loss 1.0064, 2.43 seconds/step, 3.29 examples/second
INFO:root:Step 000170, model loss 0.5224, total loss 0.8011, 2.43 seconds/step, 3.29 examples/second
INFO:root:Step 000180, model loss 0.9714, total loss 1.2501, 2.43 seconds/step, 3.29 examples/second
INFO:root:before shrink poly area:16.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part3/image_2166.jpg
INFO:root:Step 000190, model loss 0.5887, total loss 0.8674, 2.43 seconds/step, 3.29 examples/second
INFO:root:before shrink poly area:30.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part5/image_4927.jpg
INFO:root:Step 000200, model loss 0.6891, total loss 0.9678, 2.45 seconds/step, 3.27 examples/second
INFO:root:Step 000210, model loss 0.5563, total loss 0.8350, 2.77 seconds/step, 2.89 examples/second
INFO:root:before shrink poly area:26.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part5/image_4695.jpg
INFO:root:before shrink poly area:46.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part5/image_4695.jpg
INFO:root:Step 000220, model loss 0.5175, total loss 0.7961, 2.61 seconds/step, 3.06 examples/second
INFO:root:Step 000230, model loss 0.5861, total loss 0.8648, 2.70 seconds/step, 2.97 examples/second
INFO:root:before shrink poly area:24.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:24.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:24.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:12.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:18.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:10.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:10.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:12.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:10.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:10.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:8.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part1/image_883.jpg
INFO:root:before shrink poly area:10.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part2/image_1937.jpg
INFO:root:Step 000240, model loss 0.9837, total loss 1.2623, 2.71 seconds/step, 2.95 examples/second
INFO:root:Step 000250, model loss 0.7516, total loss 1.0302, 2.75 seconds/step, 2.91 examples/second
INFO:root:Step 000260, model loss 0.4626, total loss 0.7412, 2.68 seconds/step, 2.98 examples/second
INFO:root:Step 000270, model loss 0.8013, total loss 1.0799, 2.74 seconds/step, 2.92 examples/second
INFO:root:Step 000280, model loss 0.4171, total loss 0.6957, 2.86 seconds/step, 2.79 examples/second
INFO:root:Step 000290, model loss 0.5999, total loss 0.8785, 2.80 seconds/step, 2.85 examples/second
INFO:root:before shrink poly area:18.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part5/image_4795.jpg
INFO:root:Step 000300, model loss 0.8744, total loss 1.1530, 2.85 seconds/step, 2.80 examples/second
INFO:root:before shrink poly area:30.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_6528.jpg
INFO:root:before shrink poly area:20.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_6528.jpg
INFO:root:before shrink poly area:60.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_6528.jpg
INFO:root:before shrink poly area:32.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part6/image_6528.jpg
INFO:root:Step 000310, model loss 0.4642, total loss 0.7427, 3.16 seconds/step, 2.53 examples/second
INFO:root:Step 000320, model loss 0.7711, total loss 1.0497, 2.82 seconds/step, 2.84 examples/second
INFO:root:Step 000330, model loss 0.5749, total loss 0.8535, 2.85 seconds/step, 2.81 examples/second
INFO:root:before shrink poly area:14.0 len(shrinked_poly) is 0,image ./icdar2017rctw_train_v1.2/train/part3/image_2001.jpg
INFO:root:Step 000340, model loss 0.8024, total loss 1.0809, 2.79 seconds/step, 2.86 examples/second
INFO:root:Step 000350, model loss 0.8053, total loss 1.0838, 2.85 seconds/step, 2.81 examples/second
INFO:root:Step 000360, model loss 0.5403, total loss 0.8189, 2.88 seconds/step, 2.78 examples/second
INFO:root:Step 000370, model loss 0.5011, total loss 0.7796, 2.83 seconds/step, 2.83 examples/second
INFO:root:Step 000380, model loss 0.4545, total loss 0.7330, 2.90 seconds/step, 2.76 examples/second