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akurasi.txt
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akurasi.txt
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WARNING:tensorflow:From <ipython-input-1-5f2a714e9852>:6: read_data_sets (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use alternatives such as official/mnist/dataset.py from tensorflow/models.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:260: maybe_download (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.
Instructions for updating:
Please write your own downloading logic.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:252: _internal_retry.<locals>.wrap.<locals>.wrapped_fn (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.
Instructions for updating:
Please use urllib or similar directly.
Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:262: extract_images (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use tf.data to implement this functionality.
Extracting /tmp/data/train-images-idx3-ubyte.gz
Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:267: extract_labels (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use tf.data to implement this functionality.
Extracting /tmp/data/train-labels-idx1-ubyte.gz
Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.
Extracting /tmp/data/t10k-images-idx3-ubyte.gz
Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.
Extracting /tmp/data/t10k-labels-idx1-ubyte.gz
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:290: DataSet.__init__ (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use alternatives such as official/mnist/dataset.py from tensorflow/models.
INFO:tensorflow:Using default config.
WARNING:tensorflow:Using temporary folder as model directory: /tmp/tmpsapex9g2
INFO:tensorflow:Using config: {'_model_dir': '/tmp/tmpsapex9g2', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': None, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_train_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x7faf15a2e4e0>, '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 1 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 2.3186197, step = 0
INFO:tensorflow:Loss for final step: 2.3186197.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:15
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-1
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:16
INFO:tensorflow:Saving dict for global step 1: accuracy = 0.0958, global_step = 1, loss = 2.3627965
Akurasi: 9.57999974489212%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-1
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 2 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 2.3097615, step = 1
INFO:tensorflow:Loss for final step: 2.3097615.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:17
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-2
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:18
INFO:tensorflow:Saving dict for global step 2: accuracy = 0.3012, global_step = 2, loss = 2.1285326
Akurasi: 30.12000024318695%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-2
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 3 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 2.0633855, step = 2
INFO:tensorflow:Loss for final step: 2.0633855.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:20
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-3
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:20
INFO:tensorflow:Saving dict for global step 3: accuracy = 0.4611, global_step = 3, loss = 1.9410132
Akurasi: 46.11000120639801%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-3
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 4 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 1.9617882, step = 3
INFO:tensorflow:Loss for final step: 1.9617882.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:22
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-4
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:23
INFO:tensorflow:Saving dict for global step 4: accuracy = 0.6823, global_step = 4, loss = 1.7609551
Akurasi: 68.22999715805054%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-4
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 5 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 1.8082767, step = 4
INFO:tensorflow:Loss for final step: 1.8082767.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:24
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-5
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:25
INFO:tensorflow:Saving dict for global step 5: accuracy = 0.7363, global_step = 5, loss = 1.5893508
Akurasi: 73.6299991607666%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-5
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 6 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 1.5727179, step = 5
INFO:tensorflow:Loss for final step: 1.5727179.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:27
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-6
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:27
INFO:tensorflow:Saving dict for global step 6: accuracy = 0.7328, global_step = 6, loss = 1.4115713
Akurasi: 73.28000068664551%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-6
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 7 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 1.4605188, step = 6
INFO:tensorflow:Loss for final step: 1.4605188.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:29
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-7
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:30
INFO:tensorflow:Saving dict for global step 7: accuracy = 0.7102, global_step = 7, loss = 1.231716
Akurasi: 71.02000117301941%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-7
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 8 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 1.2951105, step = 7
INFO:tensorflow:Loss for final step: 1.2951105.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:31
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-8
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:32
INFO:tensorflow:Saving dict for global step 8: accuracy = 0.7115, global_step = 8, loss = 1.0444866
Akurasi: 71.14999890327454%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-8
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 9 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 1.1250293, step = 8
INFO:tensorflow:Loss for final step: 1.1250293.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:34
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-9
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:34
INFO:tensorflow:Saving dict for global step 9: accuracy = 0.7774, global_step = 9, loss = 0.85287756
Akurasi: 77.7400016784668%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-9
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 10 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.93332934, step = 9
INFO:tensorflow:Loss for final step: 0.93332934.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:36
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-10
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:37
INFO:tensorflow:Saving dict for global step 10: accuracy = 0.8031, global_step = 10, loss = 0.72762746
Akurasi: 80.30999898910522%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-10
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 11 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.6698035, step = 10
INFO:tensorflow:Loss for final step: 0.6698035.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:38
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-11
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:39
INFO:tensorflow:Saving dict for global step 11: accuracy = 0.8243, global_step = 11, loss = 0.65309495
Akurasi: 82.42999911308289%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-11
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 12 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.74666584, step = 11
INFO:tensorflow:Loss for final step: 0.74666584.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:41
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-12
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:41
INFO:tensorflow:Saving dict for global step 12: accuracy = 0.8397, global_step = 12, loss = 0.56357056
Akurasi: 83.96999835968018%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-12
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 13 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.5120429, step = 12
INFO:tensorflow:Loss for final step: 0.5120429.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:43
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-13
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:44
INFO:tensorflow:Saving dict for global step 13: accuracy = 0.8459, global_step = 13, loss = 0.5221531
Akurasi: 84.58999991416931%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-13
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 14 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.5220206, step = 13
INFO:tensorflow:Loss for final step: 0.5220206.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:45
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-14
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:46
INFO:tensorflow:Saving dict for global step 14: accuracy = 0.8359, global_step = 14, loss = 0.5196873
Akurasi: 83.59000086784363%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-14
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 15 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.54598343, step = 14
INFO:tensorflow:Loss for final step: 0.54598343.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:48
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-15
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:48
INFO:tensorflow:Saving dict for global step 15: accuracy = 0.846, global_step = 15, loss = 0.4916789
Akurasi: 84.60000157356262%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-15
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 16 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.42619812, step = 15
INFO:tensorflow:Loss for final step: 0.42619812.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:50
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-16
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:51
INFO:tensorflow:Saving dict for global step 16: accuracy = 0.8734, global_step = 16, loss = 0.4374277
Akurasi: 87.33999729156494%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-16
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 17 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.4620446, step = 16
INFO:tensorflow:Loss for final step: 0.4620446.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:52
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-17
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:53
INFO:tensorflow:Saving dict for global step 17: accuracy = 0.883, global_step = 17, loss = 0.400248
Akurasi: 88.30000162124634%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-17
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 18 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.42561543, step = 17
INFO:tensorflow:Loss for final step: 0.42561543.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:55
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-18
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:55
INFO:tensorflow:Saving dict for global step 18: accuracy = 0.8893, global_step = 18, loss = 0.37847865
Akurasi: 88.9299988746643%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-18
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 19 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.5409532, step = 18
INFO:tensorflow:Loss for final step: 0.5409532.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:57
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-19
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:09:58
INFO:tensorflow:Saving dict for global step 19: accuracy = 0.8972, global_step = 19, loss = 0.3585917
Akurasi: 89.71999883651733%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-19
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 20 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.13980079, step = 19
INFO:tensorflow:Loss for final step: 0.13980079.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:09:59
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-20
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:00
INFO:tensorflow:Saving dict for global step 20: accuracy = 0.8954, global_step = 20, loss = 0.36742797
Akurasi: 89.53999876976013%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-20
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 21 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.30541614, step = 20
INFO:tensorflow:Loss for final step: 0.30541614.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:02
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-21
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:02
INFO:tensorflow:Saving dict for global step 21: accuracy = 0.8964, global_step = 21, loss = 0.36162597
Akurasi: 89.6399974822998%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-21
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 22 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.30640393, step = 21
INFO:tensorflow:Loss for final step: 0.30640393.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:04
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-22
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:05
INFO:tensorflow:Saving dict for global step 22: accuracy = 0.9034, global_step = 22, loss = 0.34442422
Akurasi: 90.34000039100647%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-22
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 23 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.42329204, step = 22
INFO:tensorflow:Loss for final step: 0.42329204.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:06
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-23
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:07
INFO:tensorflow:Saving dict for global step 23: accuracy = 0.912, global_step = 23, loss = 0.31800103
Akurasi: 91.20000004768372%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-23
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 24 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.26616493, step = 23
INFO:tensorflow:Loss for final step: 0.26616493.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:09
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-24
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:09
INFO:tensorflow:Saving dict for global step 24: accuracy = 0.9146, global_step = 24, loss = 0.31740004
Akurasi: 91.46000146865845%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-24
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 25 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.44072804, step = 24
INFO:tensorflow:Loss for final step: 0.44072804.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:11
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-25
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:12
INFO:tensorflow:Saving dict for global step 25: accuracy = 0.9079, global_step = 25, loss = 0.3330522
Akurasi: 90.78999757766724%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-25
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 26 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.4988508, step = 25
INFO:tensorflow:Loss for final step: 0.4988508.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:13
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-26
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:14
INFO:tensorflow:Saving dict for global step 26: accuracy = 0.9069, global_step = 26, loss = 0.33357722
Akurasi: 90.68999886512756%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-26
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 27 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.3882796, step = 26
INFO:tensorflow:Loss for final step: 0.3882796.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:16
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-27
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:16
INFO:tensorflow:Saving dict for global step 27: accuracy = 0.9135, global_step = 27, loss = 0.31346294
Akurasi: 91.35000109672546%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-27
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 28 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.1722551, step = 27
INFO:tensorflow:Loss for final step: 0.1722551.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:18
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-28
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:19
INFO:tensorflow:Saving dict for global step 28: accuracy = 0.92, global_step = 28, loss = 0.29685685
Akurasi: 92.00000166893005%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-28
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 29 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.3564183, step = 28
INFO:tensorflow:Loss for final step: 0.3564183.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:21
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-29
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:21
INFO:tensorflow:Saving dict for global step 29: accuracy = 0.9199, global_step = 29, loss = 0.2911857
Akurasi: 91.99000000953674%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-29
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 30 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.25393257, step = 29
INFO:tensorflow:Loss for final step: 0.25393257.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:23
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-30
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:24
INFO:tensorflow:Saving dict for global step 30: accuracy = 0.914, global_step = 30, loss = 0.3085531
Akurasi: 91.39999747276306%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-30
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 31 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.31029087, step = 30
INFO:tensorflow:Loss for final step: 0.31029087.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:25
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-31
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:26
INFO:tensorflow:Saving dict for global step 31: accuracy = 0.9169, global_step = 31, loss = 0.30025628
Akurasi: 91.68999791145325%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-31
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 32 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.41117087, step = 31
INFO:tensorflow:Loss for final step: 0.41117087.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:28
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-32
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:28
INFO:tensorflow:Saving dict for global step 32: accuracy = 0.9197, global_step = 32, loss = 0.28815654
Akurasi: 91.9700026512146%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-32
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 33 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.21521884, step = 32
INFO:tensorflow:Loss for final step: 0.21521884.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:30
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-33
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:31
INFO:tensorflow:Saving dict for global step 33: accuracy = 0.9237, global_step = 33, loss = 0.27209517
Akurasi: 92.36999750137329%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-33
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 34 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.19629918, step = 33
INFO:tensorflow:Loss for final step: 0.19629918.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:32
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-34
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:33
INFO:tensorflow:Saving dict for global step 34: accuracy = 0.9267, global_step = 34, loss = 0.2619866
Akurasi: 92.66999959945679%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-34
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 35 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.08407503, step = 34
INFO:tensorflow:Loss for final step: 0.08407503.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:35
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-35
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:35
INFO:tensorflow:Saving dict for global step 35: accuracy = 0.9268, global_step = 35, loss = 0.25911766
Akurasi: 92.6800012588501%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-35
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 36 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.24294484, step = 35
INFO:tensorflow:Loss for final step: 0.24294484.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:37
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-36
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:38
INFO:tensorflow:Saving dict for global step 36: accuracy = 0.927, global_step = 36, loss = 0.24818264
Akurasi: 92.69999861717224%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-36
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 37 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.22848731, step = 36
INFO:tensorflow:Loss for final step: 0.22848731.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:39
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-37
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:40
INFO:tensorflow:Saving dict for global step 37: accuracy = 0.9294, global_step = 37, loss = 0.24249135
Akurasi: 92.94000267982483%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-37
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 38 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.1825642, step = 37
INFO:tensorflow:Loss for final step: 0.1825642.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:42
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-38
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:42
INFO:tensorflow:Saving dict for global step 38: accuracy = 0.9317, global_step = 38, loss = 0.22917128
Akurasi: 93.16999912261963%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-38
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 39 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.34425208, step = 38
INFO:tensorflow:Loss for final step: 0.34425208.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:44
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-39
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:45
INFO:tensorflow:Saving dict for global step 39: accuracy = 0.9337, global_step = 39, loss = 0.2195133
Akurasi: 93.37000250816345%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-39
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 40 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.23358998, step = 39
INFO:tensorflow:Loss for final step: 0.23358998.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:46
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-40
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:47
INFO:tensorflow:Saving dict for global step 40: accuracy = 0.935, global_step = 40, loss = 0.21217108
Akurasi: 93.50000023841858%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-40
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 41 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.23735988, step = 40
INFO:tensorflow:Loss for final step: 0.23735988.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:49
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-41
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:49
INFO:tensorflow:Saving dict for global step 41: accuracy = 0.9401, global_step = 41, loss = 0.20556276
Akurasi: 94.01000142097473%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-41
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 42 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.21335265, step = 41
INFO:tensorflow:Loss for final step: 0.21335265.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:51
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-42
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:52
INFO:tensorflow:Saving dict for global step 42: accuracy = 0.9434, global_step = 42, loss = 0.19711219
Akurasi: 94.34000253677368%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-42
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 43 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.30330274, step = 42
INFO:tensorflow:Loss for final step: 0.30330274.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:53
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-43
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:54
INFO:tensorflow:Saving dict for global step 43: accuracy = 0.9461, global_step = 43, loss = 0.19869854
Akurasi: 94.60999965667725%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-43
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 44 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.102825485, step = 43
INFO:tensorflow:Loss for final step: 0.102825485.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:56
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-44
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:57
INFO:tensorflow:Saving dict for global step 44: accuracy = 0.9434, global_step = 44, loss = 0.20797741
Akurasi: 94.34000253677368%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-44
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 45 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.2540989, step = 44
INFO:tensorflow:Loss for final step: 0.2540989.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:10:58
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-45
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:10:59
INFO:tensorflow:Saving dict for global step 45: accuracy = 0.943, global_step = 45, loss = 0.21340339
Akurasi: 94.30000185966492%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-45
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 46 into /tmp/tmpsapex9g2/model.ckpt.
INFO:tensorflow:loss = 0.10403977, step = 45
INFO:tensorflow:Loss for final step: 0.10403977.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-06-08-16:11:01
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-46
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-06-08-16:11:01
INFO:tensorflow:Saving dict for global step 46: accuracy = 0.9436, global_step = 46, loss = 0.21006817
Akurasi: 94.35999989509583%
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /tmp/tmpsapex9g2/model.ckpt-46
INFO:tensorflow:Running local_init_op.