diff --git a/.ipynb_checkpoints/config_poem-checkpoint.py b/.ipynb_checkpoints/config_poem-checkpoint.py
new file mode 100644
index 0000000..ae063dc
--- /dev/null
+++ b/.ipynb_checkpoints/config_poem-checkpoint.py
@@ -0,0 +1,138 @@
+import argparse
+import numpy as np
+
+def config_poem_train(args=''):
+    parser = argparse.ArgumentParser()
+
+    # Data and vocabulary file
+    # parser.add_argument('--data_file', type=str,
+    #                     default='../data/poem/poems_space.txt',
+    #                     help='data file')
+
+    parser.add_argument('--data_path', type=str,
+                        default='./data/poem/',
+                        help='data path')
+
+
+    parser.add_argument('--encoding', type=str,
+                        default='utf-8',
+                        help='the encoding of the data file.')
+
+    # Parameters for saving models.
+    parser.add_argument('--output_dir', type=str, default='output_model',
+                        help=('directory to store final and'
+                              ' intermediate results and models.'))
+    # Parameters for using saved best models.
+    parser.add_argument('--init_dir', type=str, default='',
+                        help='continue from the outputs in the given directory')
+
+    # Parameters to configure the neural network.
+    parser.add_argument('--hidden_size', type=int, default=128,#128,
+                        help='size of RNN hidden state vector')
+    parser.add_argument('--embedding_size', type=int, default=128,#0,
+                        help='size of character embeddings, 0 for one-hot')
+    parser.add_argument('--num_layers', type=int, default=2,
+                        help='number of layers in the RNN')
+    parser.add_argument('--num_unrollings', type=int, default=64,#10,
+                        help='number of unrolling steps.')
+    parser.add_argument('--cell_type', type=str, default='lstm',
+                        help='which model to use (rnn, lstm or gru).')
+
+    # Parameters to control the training.
+    parser.add_argument('--num_epochs', type=int, default=8,
+                        help='number of epochs')
+    parser.add_argument('--batch_size', type=int, default=16,
+                        help='minibatch size')
+    parser.add_argument('--train_frac', type=float, default=0.9,
+                        help='fraction of data used for training.')
+    parser.add_argument('--valid_frac', type=float, default=0.05,
+                        help='fraction of data used for validation.')
+    # test_frac is computed as (1 - train_frac - valid_frac).
+    parser.add_argument('--dropout', type=float, default=0.0,
+                        help='dropout rate, default to 0 (no dropout).')
+
+    parser.add_argument('--input_dropout', type=float, default=0.0,
+                        help=('dropout rate on input layer, default to 0 (no dropout),'
+                              'and no dropout if using one-hot representation.'))
+
+    # Parameters for gradient descent.
+    parser.add_argument('--max_grad_norm', type=float, default=5.,
+                        help='clip global grad norm')
+    parser.add_argument('--learning_rate', type=float, default=5e-3,
+                        help='initial learning rate')
+
+    # Parameters for logging.
+    parser.add_argument('--progress_freq', type=int, default=100,
+                        help=('frequency for progress report in training and evalution.'))
+    parser.add_argument('--verbose', type=int, default=0,
+                        help=('whether to show progress report in training and evalution.'))
+
+    # Parameters to feed in the initial model and current best model.
+    parser.add_argument('--init_model', type=str,
+                        default='', help=('initial model'))
+    parser.add_argument('--best_model', type=str,
+                        default='', help=('current best model'))
+    parser.add_argument('--best_valid_ppl', type=float,
+                        default=np.Inf, help=('current valid perplexity'))
+
+    # # Parameters for using saved best models.
+    # parser.add_argument('--model_dir', type=str, default='',
+    #                     help='continue from the outputs in the given directory')
+
+    # Parameters for debugging.
+    parser.add_argument('--debug', dest='debug', action='store_true',
+                        help='show debug information')
+    parser.set_defaults(debug=False)
+
+    # Parameters for unittesting the implementation.
+    parser.add_argument('--test', dest='test', action='store_true',
+                        help=('use the first 1000 character to as data to test the implementation'))
+    parser.set_defaults(test=False)
+
+    # input_args = '--data_path ./data/poem --output_dir output_poem --hidden_size 256 --embedding_size 128 --num_unrollings 128 --debug --encoding utf-8'
+    args = parser.parse_args(args.split())
+
+    return args
+
+
+
+def config_sample(args=''):
+    parser = argparse.ArgumentParser()
+
+    # hyper-parameters for using saved best models.
+    # 学习日志和结果相关的超参数
+    logging_args = parser.add_argument_group('Logging_Options')
+    logging_args.add_argument('--model_dir', type=str,
+            default='demo_model/',
+            help='continue from the outputs in the given directory')
+
+    logging_args.add_argument('--data_dir', type=str,
+            default='./data/poem',
+            help='data file path')
+
+    logging_args.add_argument('--best_model', type=str,
+            default='', help=('current best model'))
+
+    # hyper-parameters for sampling.
+    # 设置sampling相关的超参数
+    testing_args = parser.add_argument_group('Sampling Options')
+    testing_args.add_argument('--max_prob', dest='max_prob', action='store_true',
+                        help='always pick the most probable next character in sampling')
+    testing_args.set_defaults(max_prob=False)
+
+    testing_args.add_argument('--start_text', type=str,
+                        default='The meaning of life is ',
+                        help='the text to start with')
+
+    testing_args.add_argument('--length', type=int,
+                        default=100,
+                        help='length of sampled sequence')
+
+    testing_args.add_argument('--seed', type=int,
+                        default=-1,
+                        help=('seed for sampling to replicate results, '
+                              'an integer between 0 and 4294967295.'))
+
+    args = parser.parse_args(args.split())
+
+    return args
\ No newline at end of file
diff --git a/.ipynb_checkpoints/train-checkpoint.py b/.ipynb_checkpoints/train-checkpoint.py
index cfaec6c..b17444d 100644
--- a/.ipynb_checkpoints/train-checkpoint.py
+++ b/.ipynb_checkpoints/train-checkpoint.py
@@ -79,9 +79,9 @@
     w2v_file = os.path.join(base_path, "vectors_poem.bin")
     w2v = Word2Vec(w2v_file)
 
-    train_data_loader = DataLoader(base_path,batch_size,num_unrollings,w2v.model,'train')
-    test1_data_loader = DataLoader(base_path,batch_size,num_unrollings,w2v.model,'test')
-    valid_data_loader = DataLoader(base_path,batch_size,num_unrollings,w2v.model,'valid')
+    train_data_loader = DataLoader(base_path, batch_size, num_unrollings, w2v.model, 'train')
+    test1_data_loader = DataLoader(base_path, batch_size, num_unrollings, w2v.model, 'test')
+    valid_data_loader = DataLoader(base_path, batch_size, num_unrollings, w2v.model, 'valid')
 
     # Create graphs
     logging.info('Creating graph')
@@ -89,14 +89,14 @@
     with graph.as_default():
         w2v_vocab_size = len(w2v.model.vocab)
         with tf.name_scope('training'):
-            train_model = CharRNNLM(is_training=True,w2v_model = w2v.model,vocab_size=w2v_vocab_size, infer=False, **params)
+            train_model = CharRNNLM(is_training=True, w2v_model = w2v.model, vocab_size=w2v_vocab_size, infer=False, **params)
             tf.get_variable_scope().reuse_variables()
 
         with tf.name_scope('validation'):
-            valid_model = CharRNNLM(is_training=False,w2v_model = w2v.model, vocab_size=w2v_vocab_size, infer=False, **params)
+            valid_model = CharRNNLM(is_training=False, w2v_model = w2v.model, vocab_size=w2v_vocab_size, infer=False, **params)
 
         with tf.name_scope('evaluation'):
-            test_model = CharRNNLM(is_training=False,w2v_model = w2v.model,vocab_size=w2v_vocab_size,  infer=False, **params)
+            test_model = CharRNNLM(is_training=False, w2v_model = w2v.model,vocab_size=w2v_vocab_size,  infer=False, **params)
             saver = tf.train.Saver(name='model_saver')
             best_model_saver = tf.train.Saver(name='best_model_saver')
 
@@ -104,7 +104,6 @@
 
     result = {}
     result['params'] = params
-
 
     try:
         with tf.Session(graph=graph) as session:
@@ -187,10 +186,10 @@
         result_path = os.path.join(args.output_dir, 'result.json')
         if os.path.exists(result_path):
             os.remove(result_path)
-        with open(result_path, 'w',encoding='utf-8',errors='ignore') as f:
+        with open(result_path, 'w', encoding='utf-8', errors='ignore') as f:
             json.dump(result, f, indent=2, sort_keys=True)
 
 
 if __name__ == '__main__':
-    args = '--output_dir /home/jovyan/work/results/output_poem --data_path /home/jovyan/work/data/poem/  --hidden_size 128 --embedding_size 128 --cell_type lstm'
+    args = '--output_dir ./results/output_poem --data_path ./data/poem/  --hidden_size 128 --embedding_size 128 --cell_type lstm'
     main(args)
diff --git a/config_poem.py b/config_poem.py
index dd0fa68..ae063dc 100644
--- a/config_poem.py
+++ b/config_poem.py
@@ -39,7 +39,7 @@
                         help='which model to use (rnn, lstm or gru).')
 
     # Parameters to control the training.
-    parser.add_argument('--num_epochs', type=int, default=5,
+    parser.add_argument('--num_epochs', type=int, default=8,
                         help='number of epochs')
     parser.add_argument('--batch_size', type=int, default=16,
                         help='minibatch size')
diff --git a/job_logs/job-gpu-5bfe24501afd942eee5c5020.log b/job_logs/job-gpu-5bfe24501afd942eee5c5020.log
new file mode 100644
index 0000000..8a075fa
--- /dev/null
+++ b/job_logs/job-gpu-5bfe24501afd942eee5c5020.log
@@ -0,0 +1,487 @@
+2018-11-28T05:15:14.320735257Z SYSTEM: Preparing env...
+2018-11-28T05:15:14.647877554Z SYSTEM: Running...
+2018-11-28T05:15:18.106402357Z Writing to /home/jovyan/work/results/output_poem/tensorboard_log/1543382118
+2018-11-28T05:15:18.106430315Z 
+2018-11-28T05:15:18.241492422Z ============================================================
+2018-11-28T05:15:18.241525934Z All final and intermediate outputs will be stored in ./results/output_poem/
+2018-11-28T05:15:18.241530809Z ============================================================
+2018-11-28T05:15:18.241534122Z 
+2018-11-28T05:15:18.241537089Z 01:15:18 INFO:args are:
+2018-11-28T05:15:18.241542025Z Namespace(batch_size=16, best_model='', best_valid_ppl=inf, cell_type='lstm', data_path='./data/poem/', debug=False, dropout=0.0, embedding_size=128, encoding='utf-8', hidden_size=128, init_dir='', init_model='', input_dropout=0.0, learning_rate=0.005, max_grad_norm=5.0, num_epochs=8, num_layers=2, num_unrollings=64, output_dir='./results/output_poem', progress_freq=100, save_best_model='./results/output_poem/best_model/model', save_model='./results/output_poem/save_model/model', tb_log_dir='/home/jovyan/work/results/output_poem/tensorboard_log/1543382118', test=False, train_frac=0.9, valid_frac=0.05, verbose=0)
+2018-11-28T05:15:18.241548415Z 01:15:18 INFO:Parameters are:
+2018-11-28T05:15:18.241551292Z {
+2018-11-28T05:15:18.241555549Z     "batch_size": 16,
+2018-11-28T05:15:18.241560357Z     "cell_type": "lstm",
+2018-11-28T05:15:18.241565107Z     "dropout": 0.0,
+2018-11-28T05:15:18.241569874Z     "embedding_size": 128,
+2018-11-28T05:15:18.241574722Z     "hidden_size": 128,
+2018-11-28T05:15:18.241577874Z     "input_dropout": 0.0,
+2018-11-28T05:15:18.241581158Z     "learning_rate": 0.005,
+2018-11-28T05:15:18.241584298Z     "max_grad_norm": 5.0,
+2018-11-28T05:15:18.241587178Z     "num_layers": 2,
+2018-11-28T05:15:18.241590185Z     "num_unrollings": 64
+2018-11-28T05:15:18.241593164Z }
+2018-11-28T05:15:18.241595822Z 
+2018-11-28T05:15:18.396889511Z tensor_file:./data/poem/poem_ids.txt
+2018-11-28T05:15:18.397244689Z Loading dataset from ./data/poem/poem_ids.txt
+2018-11-28T05:15:18.711302229Z file maxSeqLen = 64
+2018-11-28T05:15:18.712849098Z Loaded ./data/poem/:  training  samples:65235 ,validationSamples:3837,testingSamples:7676
+2018-11-28T05:15:19.225663457Z tensor_file:./data/poem/poem_ids.txt
+2018-11-28T05:15:19.225695279Z Loading dataset from ./data/poem/poem_ids.txt
+2018-11-28T05:15:19.634889498Z file maxSeqLen = 64
+2018-11-28T05:15:19.634937044Z Loaded ./data/poem/:  training  samples:65235 ,validationSamples:3837,testingSamples:7676
+2018-11-28T05:15:19.677671888Z tensor_file:./data/poem/poem_ids.txt
+2018-11-28T05:15:19.677708851Z Loading dataset from ./data/poem/poem_ids.txt
+2018-11-28T05:15:20.182924225Z file maxSeqLen = 64
+2018-11-28T05:15:20.182974095Z Loaded ./data/poem/:  training  samples:65235 ,validationSamples:3837,testingSamples:7676
+2018-11-28T05:15:20.215050752Z 01:15:20 INFO:Creating graph
+2018-11-28T05:15:33.324106085Z 01:15:33 INFO:Start training
+2018-11-28T05:15:33.324155825Z 
+2018-11-28T05:15:33.32475036Z 2018-11-28 13:15:33.324366: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
+2018-11-28T05:15:33.50406859Z 2018-11-28 13:15:33.503475: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
+2018-11-28T05:15:33.504319293Z 2018-11-28 13:15:33.504140: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 0 with properties: 
+2018-11-28T05:15:33.504328004Z name: Tesla P100-PCIE-16GB major: 6 minor: 0 memoryClockRate(GHz): 1.3285
+2018-11-28T05:15:33.504331566Z pciBusID: 0000:00:07.0
+2018-11-28T05:15:33.504334469Z totalMemory: 15.90GiB freeMemory: 15.61GiB
+2018-11-28T05:15:33.504337518Z 2018-11-28 13:15:33.504183: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0
+2018-11-28T05:15:34.733181051Z 2018-11-28 13:15:34.732672: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
+2018-11-28T05:15:34.733221672Z 2018-11-28 13:15:34.732718: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988]      0 
+2018-11-28T05:15:34.733230214Z 2018-11-28 13:15:34.732726: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0:   N 
+2018-11-28T05:15:34.733512258Z 2018-11-28 13:15:34.733245: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 15129 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:07.0, compute capability: 6.0)
+2018-11-28T05:15:41.290521983Z 01:15:41 INFO:=================== Epoch 0 ===================
+2018-11-28T05:15:41.290566673Z 
+2018-11-28T05:15:41.290573607Z 01:15:41 INFO:Training on training set
+2018-11-28T05:15:52.151909785Z 01:15:52 INFO:2.5%, step:99, perplexity: 578.325, speed: 9591 words
+2018-11-28T05:15:57.430336017Z 01:15:57 INFO:4.9%, step:199, perplexity: 357.929, speed: 12836 words
+2018-11-28T05:16:02.116662673Z 01:16:02 INFO:7.4%, step:299, perplexity: 273.130, speed: 14883 words
+2018-11-28T05:16:07.253916222Z 01:16:07 INFO:9.8%, step:399, perplexity: 227.320, speed: 15890 words
+2018-11-28T05:16:11.835896741Z 01:16:11 INFO:12.3%, step:499, perplexity: 198.077, speed: 16864 words
+2018-11-28T05:16:18.358938679Z 01:16:18 INFO:14.7%, step:599, perplexity: 177.427, speed: 16659 words
+2018-11-28T05:16:24.523903582Z 01:16:24 INFO:17.2%, step:699, perplexity: 161.822, speed: 16651 words
+2018-11-28T05:16:30.173918306Z 01:16:30 INFO:19.6%, step:799, perplexity: 149.461, speed: 16823 words
+2018-11-28T05:16:34.752631718Z 01:16:34 INFO:22.1%, step:899, perplexity: 139.500, speed: 17299 words
+2018-11-28T05:16:39.546106241Z 01:16:39 INFO:24.5%, step:999, perplexity: 131.369, speed: 17634 words
+2018-11-28T05:16:44.397107699Z 01:16:44 INFO:27.0%, step:1099, perplexity: 124.590, speed: 17902 words
+2018-11-28T05:16:49.074953597Z 01:16:49 INFO:29.4%, step:1199, perplexity: 118.776, speed: 18180 words
+2018-11-28T05:16:54.465967056Z 01:16:54 INFO:31.9%, step:1299, perplexity: 113.747, speed: 18239 words
+2018-11-28T05:16:59.400682889Z 01:16:59 INFO:34.3%, step:1399, perplexity: 109.345, speed: 18397 words
+2018-11-28T05:17:04.438936976Z 01:17:04 INFO:36.8%, step:1499, perplexity: 105.459, speed: 18514 words
+2018-11-28T05:17:09.406938999Z 01:17:09 INFO:39.2%, step:1599, perplexity: 102.013, speed: 18633 words
+2018-11-28T05:17:14.492306748Z 01:17:14 INFO:41.7%, step:1699, perplexity: 98.932, speed: 18715 words
+2018-11-28T05:17:18.955922673Z 01:17:18 INFO:44.1%, step:1799, perplexity: 96.158, speed: 18909 words
+2018-11-28T05:17:23.83692923Z 01:17:23 INFO:46.6%, step:1899, perplexity: 93.630, speed: 19007 words
+2018-11-28T05:17:28.314893125Z 01:17:28 INFO:49.0%, step:1999, perplexity: 91.307, speed: 19169 words
+2018-11-28T05:17:32.944925873Z 01:17:32 INFO:51.5%, step:2099, perplexity: 89.191, speed: 19291 words
+2018-11-28T05:17:37.499867891Z 01:17:37 INFO:53.9%, step:2199, perplexity: 87.256, speed: 19417 words
+2018-11-28T05:17:42.102061433Z 01:17:42 INFO:56.4%, step:2299, perplexity: 85.471, speed: 19525 words
+2018-11-28T05:17:46.701617682Z 01:17:46 INFO:58.9%, step:2399, perplexity: 83.806, speed: 19625 words
+2018-11-28T05:17:51.156559266Z 01:17:51 INFO:61.3%, step:2499, perplexity: 82.256, speed: 19741 words
+2018-11-28T05:17:55.621960785Z 01:17:55 INFO:63.8%, step:2599, perplexity: 80.791, speed: 19847 words
+2018-11-28T05:18:00.095881941Z 01:18:00 INFO:66.2%, step:2699, perplexity: 79.407, speed: 19945 words
+2018-11-28T05:18:04.564095005Z 01:18:04 INFO:68.7%, step:2799, perplexity: 78.098, speed: 20038 words
+2018-11-28T05:18:09.212007978Z 01:18:09 INFO:71.1%, step:2899, perplexity: 76.856, speed: 20101 words
+2018-11-28T05:18:13.827493369Z 01:18:13 INFO:73.6%, step:2999, perplexity: 75.676, speed: 20164 words
+2018-11-28T05:18:18.407461963Z 01:18:18 INFO:76.0%, step:3099, perplexity: 74.560, speed: 20228 words
+2018-11-28T05:18:22.885785963Z 01:18:22 INFO:78.5%, step:3199, perplexity: 73.501, speed: 20301 words
+2018-11-28T05:18:27.241545233Z 01:18:27 INFO:80.9%, step:3299, perplexity: 72.491, speed: 20385 words
+2018-11-28T05:18:31.824936735Z 01:18:31 INFO:83.4%, step:3399, perplexity: 71.525, speed: 20438 words
+2018-11-28T05:18:36.274325471Z 01:18:36 INFO:85.8%, step:3499, perplexity: 70.604, speed: 20504 words
+2018-11-28T05:18:42.083556975Z 01:18:42 INFO:88.3%, step:3599, perplexity: 69.727, speed: 20412 words
+2018-11-28T05:18:46.920702765Z 01:18:46 INFO:90.7%, step:3699, perplexity: 68.891, speed: 20431 words
+2018-11-28T05:18:51.64409895Z 01:18:51 INFO:93.2%, step:3799, perplexity: 68.090, speed: 20462 words
+2018-11-28T05:18:56.179571666Z 01:18:56 INFO:95.6%, step:3899, perplexity: 67.321, speed: 20511 words
+2018-11-28T05:19:00.463665777Z 01:19:00 INFO:98.1%, step:3999, perplexity: 66.586, speed: 20585 words
+2018-11-28T05:19:04.217818589Z 01:19:04 INFO:Perplexity: 37.638, speed: 20597 words per sec
+2018-11-28T05:19:05.623957366Z 01:19:05 INFO:Latest model saved in ./results/output_poem/save_model/model-4078
+2018-11-28T05:19:05.623995605Z 
+2018-11-28T05:19:05.624001752Z 01:19:05 INFO:Evaluate on validation set
+2018-11-28T05:19:09.109920512Z 01:19:09 INFO:41.7%, step:99, perplexity: 25.095, speed: 34222 words
+2018-11-28T05:19:11.062413884Z 01:19:11 INFO:83.3%, step:199, perplexity: 24.852, speed: 41418 words
+2018-11-28T05:19:11.95742685Z 01:19:11 INFO:Perplexity: 25.451, speed: 42076 words per sec
+2018-11-28T05:19:13.797936688Z 01:19:13 INFO:Best model is saved in ./results/output_poem/best_model/model-4078
+2018-11-28T05:19:13.797975448Z 01:19:13 INFO:Best validation ppl is 25.451208
+2018-11-28T05:19:13.797982653Z 
+2018-11-28T05:19:13.800808043Z 01:19:13 INFO:=================== Epoch 1 ===================
+2018-11-28T05:19:13.80083244Z 
+2018-11-28T05:19:13.80083835Z 01:19:13 INFO:Training on training set
+2018-11-28T05:19:18.300777807Z 01:19:18 INFO:2.5%, step:99, perplexity: 29.545, speed: 22765 words
+2018-11-28T05:19:22.940339608Z 01:19:22 INFO:4.9%, step:199, perplexity: 28.671, speed: 22412 words
+2018-11-28T05:19:27.479189102Z 01:19:27 INFO:7.4%, step:299, perplexity: 28.460, speed: 22461 words
+2018-11-28T05:19:32.002925368Z 01:19:31 INFO:9.8%, step:399, perplexity: 28.393, speed: 22507 words
+2018-11-28T05:19:36.56603061Z 01:19:36 INFO:12.3%, step:499, perplexity: 28.350, speed: 22492 words
+2018-11-28T05:19:41.013002929Z 01:19:41 INFO:14.7%, step:599, perplexity: 28.298, speed: 22580 words
+2018-11-28T05:19:45.691995675Z 01:19:45 INFO:17.2%, step:699, perplexity: 28.192, speed: 22478 words
+2018-11-28T05:19:50.735863468Z 01:19:50 INFO:19.6%, step:799, perplexity: 28.013, speed: 22181 words
+2018-11-28T05:19:56.363837035Z 01:19:56 INFO:22.1%, step:899, perplexity: 27.850, speed: 21654 words
+2018-11-28T05:20:00.652844593Z 01:20:00 INFO:24.5%, step:999, perplexity: 27.736, speed: 21859 words
+2018-11-28T05:20:05.169376631Z 01:20:05 INFO:27.0%, step:1099, perplexity: 27.648, speed: 21929 words
+2018-11-28T05:20:09.963226341Z 01:20:09 INFO:29.4%, step:1199, perplexity: 27.551, speed: 21880 words
+2018-11-28T05:20:14.317996577Z 01:20:14 INFO:31.9%, step:1299, perplexity: 27.464, speed: 21998 words
+2018-11-28T05:20:19.020423739Z 01:20:19 INFO:34.3%, step:1399, perplexity: 27.384, speed: 21982 words
+2018-11-28T05:20:23.436615332Z 01:20:23 INFO:36.8%, step:1499, perplexity: 27.314, speed: 22058 words
+2018-11-28T05:20:27.965321026Z 01:20:27 INFO:39.2%, step:1599, perplexity: 27.259, speed: 22092 words
+2018-11-28T05:20:32.405933788Z 01:20:32 INFO:41.7%, step:1699, perplexity: 27.214, speed: 22147 words
+2018-11-28T05:20:36.840325902Z 01:20:36 INFO:44.1%, step:1799, perplexity: 27.178, speed: 22197 words
+2018-11-28T05:20:41.284337972Z 01:20:41 INFO:46.6%, step:1899, perplexity: 27.140, speed: 22240 words
+2018-11-28T05:20:45.853882344Z 01:20:45 INFO:49.0%, step:1999, perplexity: 27.099, speed: 22249 words
+2018-11-28T05:20:50.403481951Z 01:20:50 INFO:51.5%, step:2099, perplexity: 27.069, speed: 22261 words
+2018-11-28T05:20:55.0149652Z 01:20:55 INFO:53.9%, step:2199, perplexity: 27.051, speed: 22258 words
+2018-11-28T05:20:59.368873395Z 01:20:59 INFO:56.4%, step:2299, perplexity: 27.037, speed: 22311 words
+2018-11-28T05:21:03.839913475Z 01:21:03 INFO:58.9%, step:2399, perplexity: 27.021, speed: 22334 words
+2018-11-28T05:21:08.292414533Z 01:21:08 INFO:61.3%, step:2499, perplexity: 27.006, speed: 22360 words
+2018-11-28T05:21:13.881829178Z 01:21:13 INFO:63.8%, step:2599, perplexity: 26.983, speed: 22172 words
+2018-11-28T05:21:19.282779709Z 01:21:19 INFO:66.2%, step:2699, perplexity: 26.955, speed: 22034 words
+2018-11-28T05:21:24.088115395Z 01:21:24 INFO:68.7%, step:2799, perplexity: 26.923, speed: 22007 words
+2018-11-28T05:21:28.646995184Z 01:21:28 INFO:71.1%, step:2899, perplexity: 26.888, speed: 22023 words
+2018-11-28T05:21:33.112124137Z 01:21:33 INFO:73.6%, step:2999, perplexity: 26.850, speed: 22052 words
+2018-11-28T05:21:37.642299653Z 01:21:37 INFO:76.0%, step:3099, perplexity: 26.813, speed: 22069 words
+2018-11-28T05:21:42.211277597Z 01:21:42 INFO:78.5%, step:3199, perplexity: 26.777, speed: 22080 words
+2018-11-28T05:21:46.714947184Z 01:21:46 INFO:80.9%, step:3299, perplexity: 26.739, speed: 22099 words
+2018-11-28T05:21:51.196736419Z 01:21:51 INFO:83.4%, step:3399, perplexity: 26.700, speed: 22120 words
+2018-11-28T05:21:56.150497463Z 01:21:56 INFO:85.8%, step:3499, perplexity: 26.661, speed: 22076 words
+2018-11-28T05:22:00.636990661Z 01:22:00 INFO:88.3%, step:3599, perplexity: 26.624, speed: 22096 words
+2018-11-28T05:22:05.157937912Z 01:22:05 INFO:90.7%, step:3699, perplexity: 26.590, speed: 22111 words
+2018-11-28T05:22:09.823902429Z 01:22:09 INFO:93.2%, step:3799, perplexity: 26.555, speed: 22106 words
+2018-11-28T05:22:14.373324064Z 01:22:14 INFO:95.6%, step:3899, perplexity: 26.522, speed: 22117 words
+2018-11-28T05:22:19.15143595Z 01:22:19 INFO:98.1%, step:3999, perplexity: 26.490, speed: 22099 words
+2018-11-28T05:22:23.31504694Z 01:22:23 INFO:Perplexity: 25.254, speed: 22035 words per sec
+2018-11-28T05:22:24.656984837Z 01:22:24 INFO:Latest model saved in ./results/output_poem/save_model/model-8156
+2018-11-28T05:22:24.657026417Z 
+2018-11-28T05:22:24.657041095Z 01:22:24 INFO:Evaluate on validation set
+2018-11-28T05:22:28.268539683Z 01:22:28 INFO:41.7%, step:99, perplexity: 22.229, speed: 32722 words
+2018-11-28T05:22:30.121644601Z 01:22:30 INFO:83.3%, step:199, perplexity: 22.053, speed: 41101 words
+2018-11-28T05:22:30.872943005Z 01:22:30 INFO:Perplexity: 22.685, speed: 42857 words per sec
+2018-11-28T05:22:31.994848413Z 01:22:31 INFO:Best model is saved in ./results/output_poem/best_model/model-8156
+2018-11-28T05:22:31.994899778Z 01:22:31 INFO:Best validation ppl is 22.685474
+2018-11-28T05:22:31.994908703Z 
+2018-11-28T05:22:32.000031225Z 01:22:31 INFO:=================== Epoch 2 ===================
+2018-11-28T05:22:32.000063957Z 
+2018-11-28T05:22:32.000067847Z 01:22:31 INFO:Training on training set
+2018-11-28T05:22:37.01322994Z 01:22:36 INFO:2.5%, step:99, perplexity: 25.183, speed: 20578 words
+2018-11-28T05:22:42.345905405Z 01:22:42 INFO:4.9%, step:199, perplexity: 24.417, speed: 19797 words
+2018-11-28T05:22:46.811464779Z 01:22:46 INFO:7.4%, step:299, perplexity: 24.233, speed: 20745 words
+2018-11-28T05:22:51.339805925Z 01:22:51 INFO:9.8%, step:399, perplexity: 24.185, speed: 21183 words
+2018-11-28T05:22:55.75755766Z 01:22:55 INFO:12.3%, step:499, perplexity: 24.163, speed: 21552 words
+2018-11-28T05:23:00.223069181Z 01:23:00 INFO:14.7%, step:599, perplexity: 24.106, speed: 21771 words
+2018-11-28T05:23:04.757544648Z 01:23:04 INFO:17.2%, step:699, perplexity: 23.988, speed: 21884 words
+2018-11-28T05:23:09.657961466Z 01:23:09 INFO:19.6%, step:799, perplexity: 23.818, speed: 21755 words
+2018-11-28T05:23:14.221313031Z 01:23:14 INFO:22.1%, step:899, perplexity: 23.671, speed: 21829 words
+2018-11-28T05:23:18.816911047Z 01:23:18 INFO:24.5%, step:999, perplexity: 23.571, speed: 21873 words
+2018-11-28T05:23:23.491947631Z 01:23:23 INFO:27.0%, step:1099, perplexity: 23.497, speed: 21876 words
+2018-11-28T05:23:27.968567177Z 01:23:27 INFO:29.4%, step:1199, perplexity: 23.420, speed: 21956 words
+2018-11-28T05:23:32.372116584Z 01:23:32 INFO:31.9%, step:1299, perplexity: 23.355, speed: 22051 words
+2018-11-28T05:23:36.837942718Z 01:23:36 INFO:34.3%, step:1399, perplexity: 23.298, speed: 22111 words
+2018-11-28T05:23:41.530493226Z 01:23:41 INFO:36.8%, step:1499, perplexity: 23.251, speed: 22092 words
+2018-11-28T05:23:46.171053889Z 01:23:46 INFO:39.2%, step:1599, perplexity: 23.218, speed: 22090 words
+2018-11-28T05:23:51.156219491Z 01:23:51 INFO:41.7%, step:1699, perplexity: 23.195, speed: 21995 words
+2018-11-28T05:23:57.037946213Z 01:23:57 INFO:44.1%, step:1799, perplexity: 23.180, speed: 21676 words
+2018-11-28T05:24:01.733920546Z 01:24:01 INFO:46.6%, step:1899, perplexity: 23.164, speed: 21682 words
+2018-11-28T05:24:06.543857715Z 01:24:06 INFO:49.0%, step:1999, perplexity: 23.145, speed: 21662 words
+2018-11-28T05:24:11.1022342Z 01:24:11 INFO:51.5%, step:2099, perplexity: 23.137, speed: 21699 words
+2018-11-28T05:24:15.555619529Z 01:24:15 INFO:53.9%, step:2199, perplexity: 23.138, speed: 21755 words
+2018-11-28T05:24:20.324677068Z 01:24:20 INFO:56.4%, step:2299, perplexity: 23.142, speed: 21742 words
+2018-11-28T05:24:24.767991934Z 01:24:24 INFO:58.9%, step:2399, perplexity: 23.145, speed: 21794 words
+2018-11-28T05:24:29.263320179Z 01:24:29 INFO:61.3%, step:2499, perplexity: 23.148, speed: 21831 words
+2018-11-28T05:24:33.837418532Z 01:24:33 INFO:63.8%, step:2599, perplexity: 23.146, speed: 21852 words
+2018-11-28T05:24:38.245001975Z 01:24:38 INFO:66.2%, step:2699, perplexity: 23.138, speed: 21901 words
+2018-11-28T05:24:43.067659081Z 01:24:43 INFO:68.7%, step:2799, perplexity: 23.127, speed: 21877 words
+2018-11-28T05:24:47.570327429Z 01:24:47 INFO:71.1%, step:2899, perplexity: 23.113, speed: 21905 words
+2018-11-28T05:24:52.106962793Z 01:24:52 INFO:73.6%, step:2999, perplexity: 23.097, speed: 21926 words
+2018-11-28T05:24:56.733937331Z 01:24:56 INFO:76.0%, step:3099, perplexity: 23.081, speed: 21933 words
+2018-11-28T05:25:01.3840531Z 01:25:01 INFO:78.5%, step:3199, perplexity: 23.066, speed: 21936 words
+2018-11-28T05:25:05.850832622Z 01:25:05 INFO:80.9%, step:3299, perplexity: 23.049, speed: 21965 words
+2018-11-28T05:25:11.302970236Z 01:25:11 INFO:83.4%, step:3399, perplexity: 23.030, speed: 21855 words
+2018-11-28T05:25:16.443282651Z 01:25:16 INFO:85.8%, step:3499, perplexity: 23.012, speed: 21795 words
+2018-11-28T05:25:20.904907735Z 01:25:20 INFO:88.3%, step:3599, perplexity: 22.996, speed: 21825 words
+2018-11-28T05:25:25.99788701Z 01:25:25 INFO:90.7%, step:3699, perplexity: 22.981, speed: 21775 words
+2018-11-28T05:25:30.435583999Z 01:25:30 INFO:93.2%, step:3799, perplexity: 22.966, speed: 21807 words
+2018-11-28T05:25:34.962901956Z 01:25:34 INFO:95.6%, step:3899, perplexity: 22.951, speed: 21827 words
+2018-11-28T05:25:39.461122588Z 01:25:39 INFO:98.1%, step:3999, perplexity: 22.938, speed: 21850 words
+2018-11-28T05:25:43.11879421Z 01:25:43 INFO:Perplexity: 22.465, speed: 21850 words per sec
+2018-11-28T05:25:44.32372101Z 01:25:44 INFO:Latest model saved in ./results/output_poem/save_model/model-12234
+2018-11-28T05:25:44.323789691Z 
+2018-11-28T05:25:44.323799938Z 01:25:44 INFO:Evaluate on validation set
+2018-11-28T05:25:47.654595159Z 01:25:47 INFO:41.7%, step:99, perplexity: 21.375, speed: 35303 words
+2018-11-28T05:25:49.458907733Z 01:25:49 INFO:83.3%, step:199, perplexity: 21.171, speed: 43524 words
+2018-11-28T05:25:50.267339Z 01:25:50 INFO:Perplexity: 21.812, speed: 44671 words per sec
+2018-11-28T05:25:51.437721053Z 01:25:51 INFO:Best model is saved in ./results/output_poem/best_model/model-12234
+2018-11-28T05:25:51.437796304Z 01:25:51 INFO:Best validation ppl is 21.812408
+2018-11-28T05:25:51.437805478Z 
+2018-11-28T05:25:51.447694929Z 01:25:51 INFO:=================== Epoch 3 ===================
+2018-11-28T05:25:51.447752254Z 
+2018-11-28T05:25:51.447770475Z 01:25:51 INFO:Training on training set
+2018-11-28T05:25:56.163104052Z 01:25:56 INFO:2.5%, step:99, perplexity: 23.369, speed: 21685 words
+2018-11-28T05:26:00.771960189Z 01:26:00 INFO:4.9%, step:199, perplexity: 22.668, speed: 21949 words
+2018-11-28T05:26:05.264627514Z 01:26:05 INFO:7.4%, step:299, perplexity: 22.480, speed: 22224 words
+2018-11-28T05:26:09.737915227Z 01:26:09 INFO:9.8%, step:399, perplexity: 22.428, speed: 22386 words
+2018-11-28T05:26:14.149234808Z 01:26:14 INFO:12.3%, step:499, perplexity: 22.404, speed: 22547 words
+2018-11-28T05:26:18.631519097Z 01:26:18 INFO:14.7%, step:599, perplexity: 22.353, speed: 22597 words
+2018-11-28T05:26:23.328940848Z 01:26:23 INFO:17.2%, step:699, perplexity: 22.249, speed: 22479 words
+2018-11-28T05:26:28.011841335Z 01:26:28 INFO:19.6%, step:799, perplexity: 22.095, speed: 22401 words
+2018-11-28T05:26:34.160596502Z 01:26:34 INFO:22.1%, step:899, perplexity: 21.962, speed: 21573 words
+2018-11-28T05:26:38.691265843Z 01:26:38 INFO:24.5%, step:999, perplexity: 21.873, speed: 21672 words
+2018-11-28T05:26:43.331959385Z 01:26:43 INFO:27.0%, step:1099, perplexity: 21.809, speed: 21707 words
+2018-11-28T05:26:47.838880244Z 01:26:47 INFO:29.4%, step:1199, perplexity: 21.746, speed: 21788 words
+2018-11-28T05:26:52.309418041Z 01:26:52 INFO:31.9%, step:1299, perplexity: 21.696, speed: 21870 words
+2018-11-28T05:26:56.978889617Z 01:26:56 INFO:34.3%, step:1399, perplexity: 21.653, speed: 21877 words
+2018-11-28T05:27:01.786059562Z 01:27:01 INFO:36.8%, step:1499, perplexity: 21.619, speed: 21835 words
+2018-11-28T05:27:06.341602616Z 01:27:06 INFO:39.2%, step:1599, perplexity: 21.597, speed: 21874 words
+2018-11-28T05:27:10.622703722Z 01:27:10 INFO:41.7%, step:1699, perplexity: 21.583, speed: 21985 words
+2018-11-28T05:27:15.287529709Z 01:27:15 INFO:44.1%, step:1799, perplexity: 21.576, speed: 21984 words
+2018-11-28T05:27:19.604181296Z 01:27:19 INFO:46.6%, step:1899, perplexity: 21.568, speed: 22068 words
+2018-11-28T05:27:24.268040948Z 01:27:24 INFO:49.0%, step:1999, perplexity: 21.557, speed: 22064 words
+2018-11-28T05:27:28.700909801Z 01:27:28 INFO:51.5%, step:2099, perplexity: 21.555, speed: 22110 words
+2018-11-28T05:27:33.128729474Z 01:27:33 INFO:53.9%, step:2199, perplexity: 21.561, speed: 22154 words
+2018-11-28T05:27:37.712923749Z 01:27:37 INFO:56.4%, step:2299, perplexity: 21.571, speed: 22162 words
+2018-11-28T05:27:43.721394242Z 01:27:43 INFO:58.9%, step:2399, perplexity: 21.578, speed: 21888 words
+2018-11-28T05:27:48.394192028Z 01:27:48 INFO:61.3%, step:2499, perplexity: 21.587, speed: 21889 words
+2018-11-28T05:27:52.671101475Z 01:27:52 INFO:63.8%, step:2599, perplexity: 21.589, speed: 21961 words
+2018-11-28T05:27:57.456770277Z 01:27:57 INFO:66.2%, step:2699, perplexity: 21.587, speed: 21940 words
+2018-11-28T05:28:01.925033947Z 01:28:01 INFO:68.7%, step:2799, perplexity: 21.581, speed: 21974 words
+2018-11-28T05:28:06.179046633Z 01:28:06 INFO:71.1%, step:2899, perplexity: 21.573, speed: 22040 words
+2018-11-28T05:28:11.579914925Z 01:28:11 INFO:73.6%, step:2999, perplexity: 21.562, speed: 21921 words
+2018-11-28T05:28:16.073542252Z 01:28:16 INFO:76.0%, step:3099, perplexity: 21.552, speed: 21948 words
+2018-11-28T05:28:20.491060097Z 01:28:20 INFO:78.5%, step:3199, perplexity: 21.543, speed: 21985 words
+2018-11-28T05:28:25.036105231Z 01:28:25 INFO:80.9%, step:3299, perplexity: 21.532, speed: 22001 words
+2018-11-28T05:28:29.718805904Z 01:28:29 INFO:83.4%, step:3399, perplexity: 21.519, speed: 21997 words
+2018-11-28T05:28:34.330994683Z 01:28:34 INFO:85.8%, step:3499, perplexity: 21.506, speed: 22003 words
+2018-11-28T05:28:38.797031311Z 01:28:38 INFO:88.3%, step:3599, perplexity: 21.495, speed: 22027 words
+2018-11-28T05:28:43.538902828Z 01:28:43 INFO:90.7%, step:3699, perplexity: 21.486, speed: 22015 words
+2018-11-28T05:28:47.968136508Z 01:28:47 INFO:93.2%, step:3799, perplexity: 21.476, speed: 22044 words
+2018-11-28T05:28:53.702905292Z 01:28:53 INFO:95.6%, step:3899, perplexity: 21.467, speed: 21911 words
+2018-11-28T05:28:58.871337987Z 01:28:58 INFO:98.1%, step:3999, perplexity: 21.459, speed: 21854 words
+2018-11-28T05:29:02.574677671Z 01:29:02 INFO:Perplexity: 21.200, speed: 21848 words per sec
+2018-11-28T05:29:03.895102225Z 01:29:03 INFO:Latest model saved in ./results/output_poem/save_model/model-16312
+2018-11-28T05:29:03.895152581Z 
+2018-11-28T05:29:03.89515908Z 01:29:03 INFO:Evaluate on validation set
+2018-11-28T05:29:07.220458535Z 01:29:07 INFO:41.7%, step:99, perplexity: 21.318, speed: 35732 words
+2018-11-28T05:29:09.166104371Z 01:29:09 INFO:83.3%, step:199, perplexity: 21.100, speed: 42574 words
+2018-11-28T05:29:09.890979Z 01:29:09 INFO:Perplexity: 21.767, speed: 44400 words per sec
+2018-11-28T05:29:11.103512427Z 01:29:11 INFO:Best model is saved in ./results/output_poem/best_model/model-16312
+2018-11-28T05:29:11.103560344Z 01:29:11 INFO:Best validation ppl is 21.767382
+2018-11-28T05:29:11.103568424Z 
+2018-11-28T05:29:11.106738122Z 01:29:11 INFO:=================== Epoch 4 ===================
+2018-11-28T05:29:11.106777023Z 
+2018-11-28T05:29:11.106784816Z 01:29:11 INFO:Training on training set
+2018-11-28T05:29:15.646892058Z 01:29:15 INFO:2.5%, step:99, perplexity: 22.391, speed: 22570 words
+2018-11-28T05:29:20.135912922Z 01:29:20 INFO:4.9%, step:199, perplexity: 21.689, speed: 22683 words
+2018-11-28T05:29:24.884797113Z 01:29:24 INFO:7.4%, step:299, perplexity: 21.493, speed: 22303 words
+2018-11-28T05:29:29.413523238Z 01:29:29 INFO:9.8%, step:399, perplexity: 21.438, speed: 22376 words
+2018-11-28T05:29:34.206511815Z 01:29:34 INFO:12.3%, step:499, perplexity: 21.414, speed: 22168 words
+2018-11-28T05:29:38.726895264Z 01:29:38 INFO:14.7%, step:599, perplexity: 21.365, speed: 22247 words
+2018-11-28T05:29:43.21747835Z 01:29:43 INFO:17.2%, step:699, perplexity: 21.265, speed: 22324 words
+2018-11-28T05:29:47.892395135Z 01:29:47 INFO:19.6%, step:799, perplexity: 21.121, speed: 22270 words
+2018-11-28T05:29:52.372947152Z 01:29:52 INFO:22.1%, step:899, perplexity: 20.998, speed: 22334 words
+2018-11-28T05:29:57.16613738Z 01:29:57 INFO:24.5%, step:999, perplexity: 20.916, speed: 22233 words
+2018-11-28T05:30:02.127932718Z 01:30:02 INFO:27.0%, step:1099, perplexity: 20.858, speed: 22077 words
+2018-11-28T05:30:07.958247984Z 01:30:07 INFO:29.4%, step:1199, perplexity: 20.797, speed: 21616 words
+2018-11-28T05:30:12.738110322Z 01:30:12 INFO:31.9%, step:1299, perplexity: 20.746, speed: 21603 words
+2018-11-28T05:30:17.363699049Z 01:30:17 INFO:34.3%, step:1399, perplexity: 20.704, speed: 21638 words
+2018-11-28T05:30:22.224928344Z 01:30:22 INFO:36.8%, step:1499, perplexity: 20.669, speed: 21598 words
+2018-11-28T05:30:26.785686985Z 01:30:26 INFO:39.2%, step:1599, perplexity: 20.647, speed: 21650 words
+2018-11-28T05:30:31.437942052Z 01:30:31 INFO:41.7%, step:1699, perplexity: 20.635, speed: 21671 words
+2018-11-28T05:30:36.095579361Z 01:30:36 INFO:44.1%, step:1799, perplexity: 20.629, speed: 21688 words
+2018-11-28T05:30:40.825893933Z 01:30:40 INFO:46.6%, step:1899, perplexity: 20.623, speed: 21686 words
+2018-11-28T05:30:45.456927806Z 01:30:45 INFO:49.0%, step:1999, perplexity: 20.614, speed: 21707 words
+2018-11-28T05:30:50.003129325Z 01:30:49 INFO:51.5%, step:2099, perplexity: 20.614, speed: 21745 words
+2018-11-28T05:30:54.843951861Z 01:30:54 INFO:53.9%, step:2199, perplexity: 20.623, speed: 21717 words
+2018-11-28T05:30:59.415949138Z 01:30:59 INFO:56.4%, step:2299, perplexity: 20.634, speed: 21746 words
+2018-11-28T05:31:04.189452019Z 01:31:04 INFO:58.9%, step:2399, perplexity: 20.644, speed: 21733 words
+2018-11-28T05:31:08.846121082Z 01:31:08 INFO:61.3%, step:2499, perplexity: 20.654, speed: 21743 words
+2018-11-28T05:31:14.405105746Z 01:31:14 INFO:63.8%, step:2599, perplexity: 20.659, speed: 21593 words
+2018-11-28T05:31:19.732932121Z 01:31:19 INFO:66.2%, step:2699, perplexity: 20.659, speed: 21495 words
+2018-11-28T05:31:24.400819388Z 01:31:24 INFO:68.7%, step:2799, perplexity: 20.656, speed: 21511 words
+2018-11-28T05:31:29.124944257Z 01:31:29 INFO:71.1%, step:2899, perplexity: 20.651, speed: 21516 words
+2018-11-28T05:31:33.809891023Z 01:31:33 INFO:73.6%, step:2999, perplexity: 20.643, speed: 21528 words
+2018-11-28T05:31:38.513603607Z 01:31:38 INFO:76.0%, step:3099, perplexity: 20.636, speed: 21535 words
+2018-11-28T05:31:43.406432591Z 01:31:43 INFO:78.5%, step:3199, perplexity: 20.629, speed: 21516 words
+2018-11-28T05:31:48.119764689Z 01:31:48 INFO:80.9%, step:3299, perplexity: 20.621, speed: 21522 words
+2018-11-28T05:31:52.634808232Z 01:31:52 INFO:83.4%, step:3399, perplexity: 20.611, speed: 21554 words
+2018-11-28T05:31:57.196914874Z 01:31:57 INFO:85.8%, step:3499, perplexity: 20.601, speed: 21579 words
+2018-11-28T05:32:02.05182765Z 01:32:02 INFO:88.3%, step:3599, perplexity: 20.593, speed: 21565 words
+2018-11-28T05:32:06.629024079Z 01:32:06 INFO:90.7%, step:3699, perplexity: 20.586, speed: 21586 words
+2018-11-28T05:32:11.305463028Z 01:32:11 INFO:93.2%, step:3799, perplexity: 20.578, speed: 21594 words
+2018-11-28T05:32:15.893979365Z 01:32:15 INFO:95.6%, step:3899, perplexity: 20.572, speed: 21612 words
+2018-11-28T05:32:20.332299705Z 01:32:20 INFO:98.1%, step:3999, perplexity: 20.566, speed: 21646 words
+2018-11-28T05:32:24.438717422Z 01:32:24 INFO:Perplexity: 20.395, speed: 21600 words per sec
+2018-11-28T05:32:25.971929217Z 01:32:25 INFO:Latest model saved in ./results/output_poem/save_model/model-20390
+2018-11-28T05:32:25.971965872Z 
+2018-11-28T05:32:25.97197032Z 01:32:25 INFO:Evaluate on validation set
+2018-11-28T05:32:29.830859497Z 01:32:29 INFO:41.7%, step:99, perplexity: 21.123, speed: 29554 words
+2018-11-28T05:32:31.739870111Z 01:32:31 INFO:83.3%, step:199, perplexity: 20.887, speed: 38112 words
+2018-11-28T05:32:32.424183727Z 01:32:32 INFO:Perplexity: 21.564, speed: 40562 words per sec
+2018-11-28T05:32:33.689601041Z 01:32:33 INFO:Best model is saved in ./results/output_poem/best_model/model-20390
+2018-11-28T05:32:33.689635576Z 01:32:33 INFO:Best validation ppl is 21.564394
+2018-11-28T05:32:33.689639886Z 
+2018-11-28T05:32:33.697379503Z 01:32:33 INFO:=================== Epoch 5 ===================
+2018-11-28T05:32:33.69739793Z 
+2018-11-28T05:32:33.697405143Z 01:32:33 INFO:Training on training set
+2018-11-28T05:32:37.985787519Z 01:32:37 INFO:2.5%, step:99, perplexity: 21.658, speed: 23874 words
+2018-11-28T05:32:42.621622433Z 01:32:42 INFO:4.9%, step:199, perplexity: 20.995, speed: 22947 words
+2018-11-28T05:32:47.172662816Z 01:32:47 INFO:7.4%, step:299, perplexity: 20.824, speed: 22796 words
+2018-11-28T05:32:51.600789975Z 01:32:51 INFO:9.8%, step:399, perplexity: 20.790, speed: 22880 words
+2018-11-28T05:32:56.243515346Z 01:32:56 INFO:12.3%, step:499, perplexity: 20.779, speed: 22709 words
+2018-11-28T05:33:00.502435021Z 01:33:00 INFO:14.7%, step:599, perplexity: 20.741, speed: 22920 words
+2018-11-28T05:33:05.238875614Z 01:33:05 INFO:17.2%, step:699, perplexity: 20.652, speed: 22725 words
+2018-11-28T05:33:10.197519026Z 01:33:10 INFO:19.6%, step:799, perplexity: 20.519, speed: 22443 words
+2018-11-28T05:33:14.916545325Z 01:33:14 INFO:22.1%, step:899, perplexity: 20.402, speed: 22358 words
+2018-11-28T05:33:19.135109223Z 01:33:19 INFO:24.5%, step:999, perplexity: 20.324, speed: 22537 words
+2018-11-28T05:33:23.791288483Z 01:33:23 INFO:27.0%, step:1099, perplexity: 20.269, speed: 22486 words
+2018-11-28T05:33:28.16992119Z 01:33:28 INFO:29.4%, step:1199, perplexity: 20.210, speed: 22558 words
+2018-11-28T05:33:32.519097677Z 01:33:32 INFO:31.9%, step:1299, perplexity: 20.162, speed: 22631 words
+2018-11-28T05:33:38.263877109Z 01:33:38 INFO:34.3%, step:1399, perplexity: 20.121, speed: 22203 words
+2018-11-28T05:33:43.08828305Z 01:33:43 INFO:36.8%, step:1499, perplexity: 20.088, speed: 22135 words
+2018-11-28T05:33:47.553131028Z 01:33:47 INFO:39.2%, step:1599, perplexity: 20.067, speed: 22184 words
+2018-11-28T05:33:51.986490924Z 01:33:51 INFO:41.7%, step:1699, perplexity: 20.055, speed: 22236 words
+2018-11-28T05:33:57.332936597Z 01:33:57 INFO:44.1%, step:1799, perplexity: 20.050, speed: 22038 words
+2018-11-28T05:34:01.8038692Z 01:34:01 INFO:46.6%, step:1899, perplexity: 20.044, speed: 22082 words
+2018-11-28T05:34:07.354678573Z 01:34:07 INFO:49.0%, step:1999, perplexity: 20.036, speed: 21867 words
+2018-11-28T05:34:13.649983064Z 01:34:13 INFO:51.5%, step:2099, perplexity: 20.037, speed: 21514 words
+2018-11-28T05:34:18.732371673Z 01:34:18 INFO:53.9%, step:2199, perplexity: 20.046, speed: 21448 words
+2018-11-28T05:34:24.546469012Z 01:34:24 INFO:56.4%, step:2299, perplexity: 20.057, speed: 21247 words
+2018-11-28T05:34:30.177949572Z 01:34:30 INFO:58.9%, step:2399, perplexity: 20.067, speed: 21099 words
+2018-11-28T05:34:35.152075087Z 01:34:35 INFO:61.3%, step:2499, perplexity: 20.077, speed: 21078 words
+2018-11-28T05:34:39.761042024Z 01:34:39 INFO:63.8%, step:2599, perplexity: 20.083, speed: 21119 words
+2018-11-28T05:34:44.479961469Z 01:34:44 INFO:66.2%, step:2699, perplexity: 20.084, speed: 21140 words
+2018-11-28T05:34:50.139953305Z 01:34:50 INFO:68.7%, step:2799, perplexity: 20.082, speed: 21015 words
+2018-11-28T05:34:55.311821519Z 01:34:55 INFO:71.1%, step:2899, perplexity: 20.078, speed: 20970 words
+2018-11-28T05:35:00.411536286Z 01:35:00 INFO:73.6%, step:2999, perplexity: 20.071, speed: 20939 words
+2018-11-28T05:35:05.860039108Z 01:35:05 INFO:76.0%, step:3099, perplexity: 20.065, speed: 20862 words
+2018-11-28T05:35:10.528738136Z 01:35:10 INFO:78.5%, step:3199, perplexity: 20.059, speed: 20894 words
+2018-11-28T05:35:15.445247176Z 01:35:15 INFO:80.9%, step:3299, perplexity: 20.052, speed: 20892 words
+2018-11-28T05:35:20.020995604Z 01:35:20 INFO:83.4%, step:3399, perplexity: 20.043, speed: 20933 words
+2018-11-28T05:35:24.680512371Z 01:35:24 INFO:85.8%, step:3499, perplexity: 20.034, speed: 20961 words
+2018-11-28T05:35:29.256086196Z 01:35:29 INFO:88.3%, step:3599, perplexity: 20.028, speed: 20998 words
+2018-11-28T05:35:33.786591338Z 01:35:33 INFO:90.7%, step:3699, perplexity: 20.023, speed: 21039 words
+2018-11-28T05:35:38.648986985Z 01:35:38 INFO:93.2%, step:3799, perplexity: 20.018, speed: 21039 words
+2018-11-28T05:35:44.669905213Z 01:35:44 INFO:95.6%, step:3899, perplexity: 20.013, speed: 20912 words
+2018-11-28T05:35:50.732917319Z 01:35:50 INFO:98.1%, step:3999, perplexity: 20.009, speed: 20788 words
+2018-11-28T05:35:54.785723813Z 01:35:54 INFO:Perplexity: 19.914, speed: 20766 words per sec
+2018-11-28T05:35:56.479199974Z 01:35:56 INFO:Latest model saved in ./results/output_poem/save_model/model-24468
+2018-11-28T05:35:56.479246472Z 
+2018-11-28T05:35:56.479253591Z 01:35:56 INFO:Evaluate on validation set
+2018-11-28T05:36:00.140294992Z 01:36:00 INFO:41.7%, step:99, perplexity: 21.246, speed: 32185 words
+2018-11-28T05:36:02.062325051Z 01:36:02 INFO:83.3%, step:199, perplexity: 21.008, speed: 40125 words
+2018-11-28T05:36:02.811858743Z 01:36:02 INFO:Perplexity: 21.731, speed: 41982 words per sec
+2018-11-28T05:36:02.811906452Z 01:36:02 INFO:Decay the learning rate: 0.0025
+2018-11-28T05:36:02.815668365Z 01:36:02 INFO:Best model is saved in ./results/output_poem/best_model/model-20390
+2018-11-28T05:36:02.815690115Z 01:36:02 INFO:Best validation ppl is 21.564394
+2018-11-28T05:36:02.815696861Z 
+2018-11-28T05:36:02.822729485Z 01:36:02 INFO:=================== Epoch 6 ===================
+2018-11-28T05:36:02.822800258Z 
+2018-11-28T05:36:02.822806952Z 01:36:02 INFO:Training on training set
+2018-11-28T05:36:08.616841996Z 01:36:08 INFO:2.5%, step:99, perplexity: 21.108, speed: 17683 words
+2018-11-28T05:36:14.432072783Z 01:36:14 INFO:4.9%, step:199, perplexity: 20.455, speed: 17646 words
+2018-11-28T05:36:19.02813022Z 01:36:19 INFO:7.4%, step:299, perplexity: 20.259, speed: 18969 words
+2018-11-28T05:36:23.749238827Z 01:36:23 INFO:9.8%, step:399, perplexity: 20.197, speed: 19576 words
+2018-11-28T05:36:28.212223508Z 01:36:28 INFO:12.3%, step:499, perplexity: 20.163, speed: 20167 words
+2018-11-28T05:36:32.820523302Z 01:36:32 INFO:14.7%, step:599, perplexity: 20.107, speed: 20484 words
+2018-11-28T05:36:37.291275716Z 01:36:37 INFO:17.2%, step:699, perplexity: 20.005, speed: 20797 words
+2018-11-28T05:36:42.189822946Z 01:36:42 INFO:19.6%, step:799, perplexity: 19.862, speed: 20810 words
+2018-11-28T05:36:46.790198097Z 01:36:46 INFO:22.1%, step:899, perplexity: 19.738, speed: 20962 words
+2018-11-28T05:36:51.508890275Z 01:36:51 INFO:24.5%, step:999, perplexity: 19.652, speed: 21035 words
+2018-11-28T05:36:56.684992781Z 01:36:56 INFO:27.0%, step:1099, perplexity: 19.587, speed: 20915 words
+2018-11-28T05:37:01.584967426Z 01:37:01 INFO:29.4%, step:1199, perplexity: 19.521, speed: 20912 words
+2018-11-28T05:37:06.282888328Z 01:37:06 INFO:31.9%, step:1299, perplexity: 19.464, speed: 20978 words
+2018-11-28T05:37:10.907942308Z 01:37:10 INFO:34.3%, step:1399, perplexity: 19.416, speed: 21057 words
+2018-11-28T05:37:16.317963599Z 01:37:16 INFO:36.8%, step:1499, perplexity: 19.375, speed: 20900 words
+2018-11-28T05:37:23.358881306Z 01:37:23 INFO:39.2%, step:1599, perplexity: 19.346, speed: 20347 words
+2018-11-28T05:37:29.990216183Z 01:37:29 INFO:41.7%, step:1699, perplexity: 19.325, speed: 19971 words
+2018-11-28T05:37:36.187724632Z 01:37:36 INFO:44.1%, step:1799, perplexity: 19.311, speed: 19742 words
+2018-11-28T05:37:40.68887598Z 01:37:40 INFO:46.6%, step:1899, perplexity: 19.296, speed: 19881 words
+2018-11-28T05:37:45.673687131Z 01:37:45 INFO:49.0%, step:1999, perplexity: 19.280, speed: 19913 words
+2018-11-28T05:37:50.439706829Z 01:37:50 INFO:51.5%, step:2099, perplexity: 19.272, speed: 19983 words
+2018-11-28T05:37:55.224934462Z 01:37:55 INFO:53.9%, step:2199, perplexity: 19.272, speed: 20043 words
+2018-11-28T05:37:59.886703294Z 01:37:59 INFO:56.4%, step:2299, perplexity: 19.274, speed: 20119 words
+2018-11-28T05:38:04.457938224Z 01:38:04 INFO:58.9%, step:2399, perplexity: 19.275, speed: 20205 words
+2018-11-28T05:38:09.552948444Z 01:38:09 INFO:61.3%, step:2499, perplexity: 19.277, speed: 20200 words
+2018-11-28T05:38:14.408207141Z 01:38:14 INFO:63.8%, step:2599, perplexity: 19.275, speed: 20233 words
+2018-11-28T05:38:19.083949352Z 01:38:19 INFO:66.2%, step:2699, perplexity: 19.269, speed: 20292 words
+2018-11-28T05:38:23.726901821Z 01:38:23 INFO:68.7%, step:2799, perplexity: 19.260, speed: 20349 words
+2018-11-28T05:38:28.409923335Z 01:38:28 INFO:71.1%, step:2899, perplexity: 19.250, speed: 20398 words
+2018-11-28T05:38:33.303088534Z 01:38:33 INFO:73.6%, step:2999, perplexity: 19.236, speed: 20415 words
+2018-11-28T05:38:37.825371941Z 01:38:37 INFO:76.0%, step:3099, perplexity: 19.224, speed: 20480 words
+2018-11-28T05:38:43.614140756Z 01:38:43 INFO:78.5%, step:3199, perplexity: 19.213, speed: 20380 words
+2018-11-28T05:38:49.909926786Z 01:38:49 INFO:80.9%, step:3299, perplexity: 19.200, speed: 20224 words
+2018-11-28T05:38:56.832879889Z 01:38:56 INFO:83.4%, step:3399, perplexity: 19.185, speed: 20009 words
+2018-11-28T05:39:01.8463188Z 01:39:01 INFO:85.8%, step:3499, perplexity: 19.171, speed: 20020 words
+2018-11-28T05:39:06.62809651Z 01:39:06 INFO:88.3%, step:3599, perplexity: 19.159, speed: 20056 words
+2018-11-28T05:39:11.254979442Z 01:39:11 INFO:90.7%, step:3699, perplexity: 19.148, speed: 20107 words
+2018-11-28T05:39:16.042919407Z 01:39:16 INFO:93.2%, step:3799, perplexity: 19.136, speed: 20139 words
+2018-11-28T05:39:20.729901429Z 01:39:20 INFO:95.6%, step:3899, perplexity: 19.126, speed: 20180 words
+2018-11-28T05:39:25.524913007Z 01:39:25 INFO:98.1%, step:3999, perplexity: 19.116, speed: 20207 words
+2018-11-28T05:39:29.19798531Z 01:39:29 INFO:Perplexity: 18.780, speed: 20235 words per sec
+2018-11-28T05:39:30.488379394Z 01:39:30 INFO:Latest model saved in ./results/output_poem/save_model/model-28546
+2018-11-28T05:39:30.488427349Z 
+2018-11-28T05:39:30.490843202Z 01:39:30 INFO:Evaluate on validation set
+2018-11-28T05:39:33.853919169Z 01:39:33 INFO:41.7%, step:99, perplexity: 20.626, speed: 35171 words
+2018-11-28T05:39:35.859929388Z 01:39:35 INFO:83.3%, step:199, perplexity: 20.405, speed: 41713 words
+2018-11-28T05:39:36.65815797Z 01:39:36 INFO:Perplexity: 21.129, speed: 43047 words per sec
+2018-11-28T05:39:37.924819697Z 01:39:37 INFO:Best model is saved in ./results/output_poem/best_model/model-28546
+2018-11-28T05:39:37.924862968Z 01:39:37 INFO:Best validation ppl is 21.129450
+2018-11-28T05:39:37.924869814Z 
+2018-11-28T05:39:37.926842322Z 01:39:37 INFO:=================== Epoch 7 ===================
+2018-11-28T05:39:37.926857488Z 
+2018-11-28T05:39:37.926861075Z 01:39:37 INFO:Training on training set
+2018-11-28T05:39:42.545986885Z 01:39:42 INFO:2.5%, step:99, perplexity: 20.231, speed: 22175 words
+2018-11-28T05:39:47.219042928Z 01:39:47 INFO:4.9%, step:199, perplexity: 19.613, speed: 22050 words
+2018-11-28T05:39:51.713899439Z 01:39:51 INFO:7.4%, step:299, perplexity: 19.427, speed: 22285 words
+2018-11-28T05:39:56.4159164Z 01:39:56 INFO:9.8%, step:399, perplexity: 19.375, speed: 22157 words
+2018-11-28T05:40:01.056732197Z 01:40:01 INFO:12.3%, step:499, perplexity: 19.349, speed: 22146 words
+2018-11-28T05:40:06.150904102Z 01:40:06 INFO:14.7%, step:599, perplexity: 19.303, speed: 21769 words
+2018-11-28T05:40:12.303871251Z 01:40:12 INFO:17.2%, step:699, perplexity: 19.213, speed: 20853 words
+2018-11-28T05:40:17.468218711Z 01:40:17 INFO:19.6%, step:799, perplexity: 19.084, speed: 20719 words
+2018-11-28T05:40:22.685622701Z 01:40:22 INFO:22.1%, step:899, perplexity: 18.972, speed: 20591 words
+2018-11-28T05:40:27.995858362Z 01:40:27 INFO:24.5%, step:999, perplexity: 18.896, speed: 20453 words
+2018-11-28T05:40:33.625996882Z 01:40:33 INFO:27.0%, step:1099, perplexity: 18.841, speed: 20223 words
+2018-11-28T05:40:38.237403159Z 01:40:38 INFO:29.4%, step:1199, perplexity: 18.784, speed: 20375 words
+2018-11-28T05:40:43.130527899Z 01:40:43 INFO:31.9%, step:1299, perplexity: 18.736, speed: 20417 words
+2018-11-28T05:40:47.688159913Z 01:40:47 INFO:34.3%, step:1399, perplexity: 18.696, speed: 20551 words
+2018-11-28T05:40:52.295745027Z 01:40:52 INFO:36.8%, step:1499, perplexity: 18.663, speed: 20655 words
+2018-11-28T05:40:57.021959616Z 01:40:57 INFO:39.2%, step:1599, perplexity: 18.640, speed: 20717 words
+2018-11-28T05:41:01.533930833Z 01:41:01 INFO:41.7%, step:1699, perplexity: 18.626, speed: 20822 words
+2018-11-28T05:41:06.280907452Z 01:41:06 INFO:44.1%, step:1799, perplexity: 18.618, speed: 20862 words
+2018-11-28T05:41:11.105830858Z 01:41:11 INFO:46.6%, step:1899, perplexity: 18.609, speed: 20881 words
+2018-11-28T05:41:16.045993013Z 01:41:16 INFO:49.0%, step:1999, perplexity: 18.599, speed: 20873 words
+2018-11-28T05:41:20.645861233Z 01:41:20 INFO:51.5%, step:2099, perplexity: 18.596, speed: 20935 words
+2018-11-28T05:41:25.464343549Z 01:41:25 INFO:53.9%, step:2199, perplexity: 18.601, speed: 20950 words
+2018-11-28T05:41:30.177886259Z 01:41:30 INFO:56.4%, step:2299, perplexity: 18.608, speed: 20982 words
+2018-11-28T05:41:34.694890957Z 01:41:34 INFO:58.9%, step:2399, perplexity: 18.614, speed: 21047 words
+2018-11-28T05:41:39.471856164Z 01:41:39 INFO:61.3%, step:2499, perplexity: 18.621, speed: 21063 words
+2018-11-28T05:41:44.007353311Z 01:41:44 INFO:63.8%, step:2599, perplexity: 18.624, speed: 21117 words
+2018-11-28T05:41:48.659023016Z 01:41:48 INFO:66.2%, step:2699, perplexity: 18.622, speed: 21149 words
+2018-11-28T05:41:53.105647699Z 01:41:53 INFO:68.7%, step:2799, perplexity: 18.619, speed: 21211 words
+2018-11-28T05:41:58.023522994Z 01:41:58 INFO:71.1%, step:2899, perplexity: 18.613, speed: 21197 words
+2018-11-28T05:42:02.908491615Z 01:42:02 INFO:73.6%, step:2999, perplexity: 18.605, speed: 21189 words
+2018-11-28T05:42:07.454416166Z 01:42:07 INFO:76.0%, step:3099, perplexity: 18.598, speed: 21230 words
+2018-11-28T05:42:12.203017455Z 01:42:12 INFO:78.5%, step:3199, perplexity: 18.591, speed: 21240 words
+2018-11-28T05:42:16.695884994Z 01:42:16 INFO:80.9%, step:3299, perplexity: 18.582, speed: 21284 words
+2018-11-28T05:42:21.331409954Z 01:42:21 INFO:83.4%, step:3399, perplexity: 18.573, speed: 21307 words
+2018-11-28T05:42:26.091776613Z 01:42:26 INFO:85.8%, step:3499, perplexity: 18.563, speed: 21313 words
+2018-11-28T05:42:30.853723817Z 01:42:30 INFO:88.3%, step:3599, perplexity: 18.555, speed: 21318 words
+2018-11-28T05:42:35.424723952Z 01:42:35 INFO:90.7%, step:3699, perplexity: 18.548, speed: 21346 words
+2018-11-28T05:42:39.898239337Z 01:42:39 INFO:93.2%, step:3799, perplexity: 18.541, speed: 21384 words
+2018-11-28T05:42:44.620485928Z 01:42:44 INFO:95.6%, step:3899, perplexity: 18.534, speed: 21392 words
+2018-11-28T05:42:49.182772303Z 01:42:49 INFO:98.1%, step:3999, perplexity: 18.529, speed: 21417 words
+2018-11-28T05:42:52.808659933Z 01:42:52 INFO:Perplexity: 18.360, speed: 21428 words per sec
+2018-11-28T05:42:53.997961882Z 01:42:53 INFO:Latest model saved in ./results/output_poem/save_model/model-32624
+2018-11-28T05:42:53.998007082Z 
+2018-11-28T05:42:53.998014156Z 01:42:53 INFO:Evaluate on validation set
+2018-11-28T05:42:57.319734688Z 01:42:57 INFO:41.7%, step:99, perplexity: 20.762, speed: 34947 words
+2018-11-28T05:42:59.213694127Z 01:42:59 INFO:83.3%, step:199, perplexity: 20.515, speed: 42447 words
+2018-11-28T05:42:59.979589189Z 01:42:59 INFO:Perplexity: 21.241, speed: 43960 words per sec
+2018-11-28T05:42:59.979632036Z 01:42:59 INFO:Decay the learning rate: 0.00125
+2018-11-28T05:42:59.980369065Z 01:42:59 INFO:Best model is saved in ./results/output_poem/best_model/model-28546
+2018-11-28T05:42:59.980384934Z 01:42:59 INFO:Best validation ppl is 21.129450
+2018-11-28T05:42:59.980389656Z 
+2018-11-28T05:42:59.981776916Z 01:42:59 INFO:Latest model is saved in ./results/output_poem/save_model/model-32624
+2018-11-28T05:42:59.981790536Z 01:42:59 INFO:Best model is saved in ./results/output_poem/best_model/model-28546
+2018-11-28T05:42:59.981794359Z 01:42:59 INFO:Best validation ppl is 21.129450
+2018-11-28T05:42:59.981810163Z 
+2018-11-28T05:42:59.981813401Z 01:42:59 INFO:Evaluate the best model on test set
+2018-11-28T05:43:03.798086219Z 01:43:03 INFO:20.8%, step:99, perplexity: 24.469, speed: 32869 words
+2018-11-28T05:43:05.659887299Z 01:43:05 INFO:41.7%, step:199, perplexity: 25.556, speed: 41153 words
+2018-11-28T05:43:07.551507217Z 01:43:07 INFO:62.5%, step:299, perplexity: 25.675, speed: 44730 words
+2018-11-28T05:43:09.502860421Z 01:43:09 INFO:83.3%, step:399, perplexity: 25.702, speed: 46441 words
+2018-11-28T05:43:11.366013365Z 01:43:11 INFO:Perplexity: 25.562, speed: 46007 words per sec
+2018-11-28T05:43:12.680105735Z SYSTEM: Finishing...
diff --git a/results/output_poem/.ipynb_checkpoints/result-checkpoint.json b/results/output_poem/.ipynb_checkpoints/result-checkpoint.json
deleted file mode 100644
index 1291e56..0000000
--- a/results/output_poem/.ipynb_checkpoints/result-checkpoint.json
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "best_model": "./results/output_poem/best_model/model-20390",
-  "best_valid_ppl": 22.313692092895508,
-  "latest_model": "./results/output_poem/save_model/model-20390",
-  "params": {
-    "batch_size": 16,
-    "cell_type": "lstm",
-    "dropout": 0.0,
-    "embedding_size": 128,
-    "hidden_size": 128,
-    "input_dropout": 0.0,
-    "learning_rate": 0.005,
-    "max_grad_norm": 5.0,
-    "num_layers": 2,
-    "num_unrollings": 64
-  },
-  "test_ppl": 27.004379272460938
-}
\ No newline at end of file
diff --git a/results/output_poem/best_model/checkpoint b/results/output_poem/best_model/checkpoint
index bbb89aa..6637167 100644
--- a/results/output_poem/best_model/checkpoint
+++ b/results/output_poem/best_model/checkpoint
@@ -1,6 +1,6 @@
-model_checkpoint_path: "/home/jovyan/work/results/output_poem/best_model/model-20390"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/best_model/model-4078"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/best_model/model-8156"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/best_model/model-12234"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/best_model/model-16312"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/best_model/model-20390"
+model_checkpoint_path: "model-28546"
+all_model_checkpoint_paths: "model-8156"
+all_model_checkpoint_paths: "model-12234"
+all_model_checkpoint_paths: "model-16312"
+all_model_checkpoint_paths: "model-20390"
+all_model_checkpoint_paths: "model-28546"
diff --git a/results/output_poem/best_model/model-12234.data-00000-of-00001 b/results/output_poem/best_model/model-12234.data-00000-of-00001
index c3f5661..97363cc 100644
Binary files a/results/output_poem/best_model/model-12234.data-00000-of-00001 and b/results/output_poem/best_model/model-12234.data-00000-of-00001 differ
diff --git a/results/output_poem/best_model/model-12234.index b/results/output_poem/best_model/model-12234.index
index 080864d..525b603 100644
Binary files a/results/output_poem/best_model/model-12234.index and b/results/output_poem/best_model/model-12234.index differ
diff --git a/results/output_poem/best_model/model-12234.meta b/results/output_poem/best_model/model-12234.meta
index d9f96de..80c8cbd 100644
Binary files a/results/output_poem/best_model/model-12234.meta and b/results/output_poem/best_model/model-12234.meta differ
diff --git a/results/output_poem/best_model/model-16312.data-00000-of-00001 b/results/output_poem/best_model/model-16312.data-00000-of-00001
index fa023ae..b4f05d4 100644
Binary files a/results/output_poem/best_model/model-16312.data-00000-of-00001 and b/results/output_poem/best_model/model-16312.data-00000-of-00001 differ
diff --git a/results/output_poem/best_model/model-16312.index b/results/output_poem/best_model/model-16312.index
index 1dbe3a7..e6129da 100644
Binary files a/results/output_poem/best_model/model-16312.index and b/results/output_poem/best_model/model-16312.index differ
diff --git a/results/output_poem/best_model/model-16312.meta b/results/output_poem/best_model/model-16312.meta
index 49a1eba..d19f059 100644
Binary files a/results/output_poem/best_model/model-16312.meta and b/results/output_poem/best_model/model-16312.meta differ
diff --git a/results/output_poem/best_model/model-20390.data-00000-of-00001 b/results/output_poem/best_model/model-20390.data-00000-of-00001
index fefbec3..486bbaa 100644
Binary files a/results/output_poem/best_model/model-20390.data-00000-of-00001 and b/results/output_poem/best_model/model-20390.data-00000-of-00001 differ
diff --git a/results/output_poem/best_model/model-20390.index b/results/output_poem/best_model/model-20390.index
index a533f55..961bd2b 100644
Binary files a/results/output_poem/best_model/model-20390.index and b/results/output_poem/best_model/model-20390.index differ
diff --git a/results/output_poem/best_model/model-20390.meta b/results/output_poem/best_model/model-20390.meta
index 5932b36..2df3dba 100644
Binary files a/results/output_poem/best_model/model-20390.meta and b/results/output_poem/best_model/model-20390.meta differ
diff --git a/results/output_poem/best_model/model-28546.data-00000-of-00001 b/results/output_poem/best_model/model-28546.data-00000-of-00001
new file mode 100644
index 0000000..feaf1a2
Binary files /dev/null and b/results/output_poem/best_model/model-28546.data-00000-of-00001 differ
diff --git a/results/output_poem/best_model/model-28546.index b/results/output_poem/best_model/model-28546.index
new file mode 100644
index 0000000..1bc0e88
Binary files /dev/null and b/results/output_poem/best_model/model-28546.index differ
diff --git a/results/output_poem/best_model/model-28546.meta b/results/output_poem/best_model/model-28546.meta
new file mode 100644
index 0000000..c90bfe7
Binary files /dev/null and b/results/output_poem/best_model/model-28546.meta differ
diff --git a/results/output_poem/best_model/model-4078.data-00000-of-00001 b/results/output_poem/best_model/model-4078.data-00000-of-00001
deleted file mode 100644
index 3f881f9..0000000
Binary files a/results/output_poem/best_model/model-4078.data-00000-of-00001 and /dev/null differ
diff --git a/results/output_poem/best_model/model-4078.index b/results/output_poem/best_model/model-4078.index
deleted file mode 100644
index c0ac60f..0000000
Binary files a/results/output_poem/best_model/model-4078.index and /dev/null differ
diff --git a/results/output_poem/best_model/model-4078.meta b/results/output_poem/best_model/model-4078.meta
deleted file mode 100644
index 49d08eb..0000000
Binary files a/results/output_poem/best_model/model-4078.meta and /dev/null differ
diff --git a/results/output_poem/best_model/model-8156.data-00000-of-00001 b/results/output_poem/best_model/model-8156.data-00000-of-00001
index 01a09ec..6731c51 100644
Binary files a/results/output_poem/best_model/model-8156.data-00000-of-00001 and b/results/output_poem/best_model/model-8156.data-00000-of-00001 differ
diff --git a/results/output_poem/best_model/model-8156.index b/results/output_poem/best_model/model-8156.index
index ae98f18..9f8b1b0 100644
Binary files a/results/output_poem/best_model/model-8156.index and b/results/output_poem/best_model/model-8156.index differ
diff --git a/results/output_poem/best_model/model-8156.meta b/results/output_poem/best_model/model-8156.meta
index ec6fdb7..85af67b 100644
Binary files a/results/output_poem/best_model/model-8156.meta and b/results/output_poem/best_model/model-8156.meta differ
diff --git a/results/output_poem/result.json b/results/output_poem/result.json
index 1291e56..626edea 100644
--- a/results/output_poem/result.json
+++ b/results/output_poem/result.json
@@ -1,7 +1,7 @@
 {
-  "best_model": "./results/output_poem/best_model/model-20390",
-  "best_valid_ppl": 22.313692092895508,
-  "latest_model": "./results/output_poem/save_model/model-20390",
+  "best_model": "./results/output_poem/best_model/model-28546",
+  "best_valid_ppl": 21.12944984436035,
+  "latest_model": "./results/output_poem/save_model/model-32624",
   "params": {
     "batch_size": 16,
     "cell_type": "lstm",
@@ -14,5 +14,5 @@
     "num_layers": 2,
     "num_unrollings": 64
   },
-  "test_ppl": 27.004379272460938
+  "test_ppl": 25.561819076538086
 }diff --git a/results/output_poem/save_model/checkpoint b/results/output_poem/save_model/checkpoint
index 3dcf499..6a2704a 100644
--- a/results/output_poem/save_model/checkpoint
+++ b/results/output_poem/save_model/checkpoint
@@ -1,6 +1,6 @@
-model_checkpoint_path: "/home/jovyan/work/results/output_poem/save_model/model-20390"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/save_model/model-4078"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/save_model/model-8156"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/save_model/model-12234"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/save_model/model-16312"
-all_model_checkpoint_paths: "/home/jovyan/work/results/output_poem/save_model/model-20390"
+model_checkpoint_path: "model-32624"
+all_model_checkpoint_paths: "model-16312"
+all_model_checkpoint_paths: "model-20390"
+all_model_checkpoint_paths: "model-24468"
+all_model_checkpoint_paths: "model-28546"
+all_model_checkpoint_paths: "model-32624"
diff --git a/results/output_poem/save_model/model-12234.data-00000-of-00001 b/results/output_poem/save_model/model-12234.data-00000-of-00001
deleted file mode 100644
index 5615661..0000000
Binary files a/results/output_poem/save_model/model-12234.data-00000-of-00001 and /dev/null differ
diff --git a/results/output_poem/save_model/model-12234.index b/results/output_poem/save_model/model-12234.index
deleted file mode 100644
index aba956e..0000000
Binary files a/results/output_poem/save_model/model-12234.index and /dev/null differ
diff --git a/results/output_poem/save_model/model-12234.meta b/results/output_poem/save_model/model-12234.meta
deleted file mode 100644
index 679bf0f..0000000
Binary files a/results/output_poem/save_model/model-12234.meta and /dev/null differ
diff --git a/results/output_poem/save_model/model-16312.data-00000-of-00001 b/results/output_poem/save_model/model-16312.data-00000-of-00001
index 5706f44..0b1ce4c 100644
Binary files a/results/output_poem/save_model/model-16312.data-00000-of-00001 and b/results/output_poem/save_model/model-16312.data-00000-of-00001 differ
diff --git a/results/output_poem/save_model/model-16312.index b/results/output_poem/save_model/model-16312.index
index e96151a..3bffb4c 100644
Binary files a/results/output_poem/save_model/model-16312.index and b/results/output_poem/save_model/model-16312.index differ
diff --git a/results/output_poem/save_model/model-16312.meta b/results/output_poem/save_model/model-16312.meta
index 9342408..ba6cfae 100644
Binary files a/results/output_poem/save_model/model-16312.meta and b/results/output_poem/save_model/model-16312.meta differ
diff --git a/results/output_poem/save_model/model-20390.data-00000-of-00001 b/results/output_poem/save_model/model-20390.data-00000-of-00001
index 2c6500e..9b18452 100644
Binary files a/results/output_poem/save_model/model-20390.data-00000-of-00001 and b/results/output_poem/save_model/model-20390.data-00000-of-00001 differ
diff --git a/results/output_poem/save_model/model-20390.index b/results/output_poem/save_model/model-20390.index
index c187526..6fbca4f 100644
Binary files a/results/output_poem/save_model/model-20390.index and b/results/output_poem/save_model/model-20390.index differ
diff --git a/results/output_poem/save_model/model-20390.meta b/results/output_poem/save_model/model-20390.meta
index 9d81b4f..828d7d8 100644
Binary files a/results/output_poem/save_model/model-20390.meta and b/results/output_poem/save_model/model-20390.meta differ
diff --git a/results/output_poem/save_model/model-24468.data-00000-of-00001 b/results/output_poem/save_model/model-24468.data-00000-of-00001
new file mode 100644
index 0000000..9baed5e
Binary files /dev/null and b/results/output_poem/save_model/model-24468.data-00000-of-00001 differ
diff --git a/results/output_poem/save_model/model-24468.index b/results/output_poem/save_model/model-24468.index
new file mode 100644
index 0000000..8034780
Binary files /dev/null and b/results/output_poem/save_model/model-24468.index differ
diff --git a/results/output_poem/save_model/model-24468.meta b/results/output_poem/save_model/model-24468.meta
new file mode 100644
index 0000000..b108893
Binary files /dev/null and b/results/output_poem/save_model/model-24468.meta differ
diff --git a/results/output_poem/save_model/model-28546.data-00000-of-00001 b/results/output_poem/save_model/model-28546.data-00000-of-00001
new file mode 100644
index 0000000..3437de3
Binary files /dev/null and b/results/output_poem/save_model/model-28546.data-00000-of-00001 differ
diff --git a/results/output_poem/save_model/model-28546.index b/results/output_poem/save_model/model-28546.index
new file mode 100644
index 0000000..fe22879
Binary files /dev/null and b/results/output_poem/save_model/model-28546.index differ
diff --git a/results/output_poem/save_model/model-28546.meta b/results/output_poem/save_model/model-28546.meta
new file mode 100644
index 0000000..a738c44
Binary files /dev/null and b/results/output_poem/save_model/model-28546.meta differ
diff --git a/results/output_poem/save_model/model-32624.data-00000-of-00001 b/results/output_poem/save_model/model-32624.data-00000-of-00001
new file mode 100644
index 0000000..7c34cb1
Binary files /dev/null and b/results/output_poem/save_model/model-32624.data-00000-of-00001 differ
diff --git a/results/output_poem/save_model/model-32624.index b/results/output_poem/save_model/model-32624.index
new file mode 100644
index 0000000..2495aea
Binary files /dev/null and b/results/output_poem/save_model/model-32624.index differ
diff --git a/results/output_poem/save_model/model-32624.meta b/results/output_poem/save_model/model-32624.meta
new file mode 100644
index 0000000..8d626f6
Binary files /dev/null and b/results/output_poem/save_model/model-32624.meta differ
diff --git a/results/output_poem/save_model/model-4078.data-00000-of-00001 b/results/output_poem/save_model/model-4078.data-00000-of-00001
deleted file mode 100644
index 0bc067e..0000000
Binary files a/results/output_poem/save_model/model-4078.data-00000-of-00001 and /dev/null differ
diff --git a/results/output_poem/save_model/model-4078.index b/results/output_poem/save_model/model-4078.index
deleted file mode 100644
index b2a5a0b..0000000
Binary files a/results/output_poem/save_model/model-4078.index and /dev/null differ
diff --git a/results/output_poem/save_model/model-4078.meta b/results/output_poem/save_model/model-4078.meta
deleted file mode 100644
index 5020c96..0000000
Binary files a/results/output_poem/save_model/model-4078.meta and /dev/null differ
diff --git a/results/output_poem/save_model/model-8156.data-00000-of-00001 b/results/output_poem/save_model/model-8156.data-00000-of-00001
deleted file mode 100644
index 6018e60..0000000
Binary files a/results/output_poem/save_model/model-8156.data-00000-of-00001 and /dev/null differ
diff --git a/results/output_poem/save_model/model-8156.index b/results/output_poem/save_model/model-8156.index
deleted file mode 100644
index 9adea0d..0000000
Binary files a/results/output_poem/save_model/model-8156.index and /dev/null differ
diff --git a/results/output_poem/save_model/model-8156.meta b/results/output_poem/save_model/model-8156.meta
deleted file mode 100644
index 8f9cfaa..0000000
Binary files a/results/output_poem/save_model/model-8156.meta and /dev/null differ
diff --git a/results/output_poem/tensorboard_log/1543313382/summaries/train/events.out.tfevents.1543313397.job-gpu-5bfd17d51afd943016b451b9-vkh44 b/results/output_poem/tensorboard_log/1543313382/summaries/train/events.out.tfevents.1543313397.job-gpu-5bfd17d51afd943016b451b9-vkh44
deleted file mode 100644
index bd57005..0000000
Binary files a/results/output_poem/tensorboard_log/1543313382/summaries/train/events.out.tfevents.1543313397.job-gpu-5bfd17d51afd943016b451b9-vkh44 and /dev/null differ
diff --git a/results/output_poem/tensorboard_log/1543313382/summaries/valid/events.out.tfevents.1543313399.job-gpu-5bfd17d51afd943016b451b9-vkh44 b/results/output_poem/tensorboard_log/1543313382/summaries/valid/events.out.tfevents.1543313399.job-gpu-5bfd17d51afd943016b451b9-vkh44
deleted file mode 100644
index f845dc1..0000000
Binary files a/results/output_poem/tensorboard_log/1543313382/summaries/valid/events.out.tfevents.1543313399.job-gpu-5bfd17d51afd943016b451b9-vkh44 and /dev/null differ
diff --git a/results/output_poem/tensorboard_log/1543382118/summaries/train/events.out.tfevents.1543382136.job-gpu-5bfe24501afd942eee5c5020-nqf5m b/results/output_poem/tensorboard_log/1543382118/summaries/train/events.out.tfevents.1543382136.job-gpu-5bfe24501afd942eee5c5020-nqf5m
new file mode 100644
index 0000000..11441f2
Binary files /dev/null and b/results/output_poem/tensorboard_log/1543382118/summaries/train/events.out.tfevents.1543382136.job-gpu-5bfe24501afd942eee5c5020-nqf5m differ
diff --git a/results/output_poem/tensorboard_log/1543382118/summaries/valid/events.out.tfevents.1543382138.job-gpu-5bfe24501afd942eee5c5020-nqf5m b/results/output_poem/tensorboard_log/1543382118/summaries/valid/events.out.tfevents.1543382138.job-gpu-5bfe24501afd942eee5c5020-nqf5m
new file mode 100644
index 0000000..77b389f
Binary files /dev/null and b/results/output_poem/tensorboard_log/1543382118/summaries/valid/events.out.tfevents.1543382138.job-gpu-5bfe24501afd942eee5c5020-nqf5m differ
diff --git a/train.py b/train.py
index cfaec6c..b17444d 100644
--- a/train.py
+++ b/train.py
@@ -79,9 +79,9 @@
     w2v_file = os.path.join(base_path, "vectors_poem.bin")
     w2v = Word2Vec(w2v_file)
 
-    train_data_loader = DataLoader(base_path,batch_size,num_unrollings,w2v.model,'train')
-    test1_data_loader = DataLoader(base_path,batch_size,num_unrollings,w2v.model,'test')
-    valid_data_loader = DataLoader(base_path,batch_size,num_unrollings,w2v.model,'valid')
+    train_data_loader = DataLoader(base_path, batch_size, num_unrollings, w2v.model, 'train')
+    test1_data_loader = DataLoader(base_path, batch_size, num_unrollings, w2v.model, 'test')
+    valid_data_loader = DataLoader(base_path, batch_size, num_unrollings, w2v.model, 'valid')
 
     # Create graphs
     logging.info('Creating graph')
@@ -89,14 +89,14 @@
     with graph.as_default():
         w2v_vocab_size = len(w2v.model.vocab)
         with tf.name_scope('training'):
-            train_model = CharRNNLM(is_training=True,w2v_model = w2v.model,vocab_size=w2v_vocab_size, infer=False, **params)
+            train_model = CharRNNLM(is_training=True, w2v_model = w2v.model, vocab_size=w2v_vocab_size, infer=False, **params)
             tf.get_variable_scope().reuse_variables()
 
         with tf.name_scope('validation'):
-            valid_model = CharRNNLM(is_training=False,w2v_model = w2v.model, vocab_size=w2v_vocab_size, infer=False, **params)
+            valid_model = CharRNNLM(is_training=False, w2v_model = w2v.model, vocab_size=w2v_vocab_size, infer=False, **params)
 
         with tf.name_scope('evaluation'):
-            test_model = CharRNNLM(is_training=False,w2v_model = w2v.model,vocab_size=w2v_vocab_size,  infer=False, **params)
+            test_model = CharRNNLM(is_training=False, w2v_model = w2v.model,vocab_size=w2v_vocab_size,  infer=False, **params)
             saver = tf.train.Saver(name='model_saver')
             best_model_saver = tf.train.Saver(name='best_model_saver')
 
@@ -104,7 +104,6 @@
 
     result = {}
     result['params'] = params
-
 
     try:
         with tf.Session(graph=graph) as session:
@@ -187,10 +186,10 @@
         result_path = os.path.join(args.output_dir, 'result.json')
         if os.path.exists(result_path):
             os.remove(result_path)
-        with open(result_path, 'w',encoding='utf-8',errors='ignore') as f:
+        with open(result_path, 'w', encoding='utf-8', errors='ignore') as f:
             json.dump(result, f, indent=2, sort_keys=True)
 
 
 if __name__ == '__main__':
-    args = '--output_dir /home/jovyan/work/results/output_poem --data_path /home/jovyan/work/data/poem/  --hidden_size 128 --embedding_size 128 --cell_type lstm'
+    args = '--output_dir ./results/output_poem --data_path ./data/poem/  --hidden_size 128 --embedding_size 128 --cell_type lstm'
     main(args)