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test_bert_512.out
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test_bert_512.out
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[1583034724.638280] [h02r2n01:30466:0] ucp_context.c:601 UCX WARN transport 'rocm_cpy' is not available
[1583034724.638312] [h02r2n01:30466:0] ucp_context.c:601 UCX WARN transport 'rocm_gdr' is not available
[1583034724.638320] [h02r2n01:30466:0] ucp_context.c:601 UCX WARN transport 'rocm_ipc' is not available
[1583034724.638277] [h02r2n01:30464:0] ucp_context.c:601 UCX WARN transport 'rocm_cpy' is not available
[1583034724.638312] [h02r2n01:30464:0] ucp_context.c:601 UCX WARN transport 'rocm_gdr' is not available
[1583034724.638319] [h02r2n01:30464:0] ucp_context.c:601 UCX WARN transport 'rocm_ipc' is not available
[1583034724.638276] [h02r2n01:30463:0] ucp_context.c:601 UCX WARN transport 'rocm_cpy' is not available
[1583034724.638312] [h02r2n01:30463:0] ucp_context.c:601 UCX WARN transport 'rocm_gdr' is not available
[1583034724.638320] [h02r2n01:30463:0] ucp_context.c:601 UCX WARN transport 'rocm_ipc' is not available
[1583034724.638296] [h02r2n01:30468:0] ucp_context.c:601 UCX WARN transport 'rocm_cpy' is not available
[1583034724.638324] [h02r2n01:30468:0] ucp_context.c:601 UCX WARN transport 'rocm_gdr' is not available
[1583034724.638330] [h02r2n01:30468:0] ucp_context.c:601 UCX WARN transport 'rocm_ipc' is not available
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint8 = np.dtype([("qint8", np.int8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint8 = np.dtype([("quint8", np.uint8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint16 = np.dtype([("qint16", np.int16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint16 = np.dtype([("quint16", np.uint16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint32 = np.dtype([("qint32", np.int32, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
np_resource = np.dtype([("resource", np.ubyte, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.6 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.7
return f(*args, **kwds)
INFO:tensorflow:*** Input Files ***
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint8 = np.dtype([("qint8", np.int8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint8 = np.dtype([("quint8", np.uint8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint16 = np.dtype([("qint16", np.int16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint16 = np.dtype([("quint16", np.uint16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint32 = np.dtype([("qint32", np.int32, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
np_resource = np.dtype([("resource", np.ubyte, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.6 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.7
return f(*args, **kwds)
INFO:tensorflow:*** Input Files ***
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_O_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_O_512.tfrecord
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint8 = np.dtype([("qint8", np.int8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint8 = np.dtype([("quint8", np.uint8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint16 = np.dtype([("qint16", np.int16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint16 = np.dtype([("quint16", np.uint16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint32 = np.dtype([("qint32", np.int32, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
np_resource = np.dtype([("resource", np.ubyte, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.6 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.7
return f(*args, **kwds)
INFO:tensorflow:*** Input Files ***
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_O_512.tfrecord
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint8 = np.dtype([("qint8", np.int8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint8 = np.dtype([("quint8", np.uint8, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint16 = np.dtype([("qint16", np.int16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint16 = np.dtype([("quint16", np.uint16, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint32 = np.dtype([("qint32", np.int32, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
np_resource = np.dtype([("resource", np.ubyte, 1)])
/public/home/zzx6320/anaconda3/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.6 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.7
return f(*args, **kwds)
INFO:tensorflow:*** Input Files ***
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_O_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_S_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TF_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TK_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_S_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TF_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TK_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_S_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TF_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TP_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TV_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_S_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TF_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TP_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TV_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TK_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TP_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TV_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_P_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TB_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TG_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TK_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TP_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_P_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TB_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TG_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TL_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TV_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_P_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_P_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TL_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TB_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TG_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TL_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TQ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TQ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_U_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_Q_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TD_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TQ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_U_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_Q_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TD_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TB_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TG_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TL_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TQ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_U_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_Q_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TD_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TH_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TH_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TM_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TS_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_V_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_R_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TH_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TM_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TS_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_V_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_U_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_Q_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TD_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TH_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TM_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TS_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_V_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_R_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_R_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TE_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TJ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TN_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TM_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TS_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_V_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_R_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TE_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TE_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TJ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TN_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TU_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TE_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TJ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TN_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TU_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_X_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_X_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TJ_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TN_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TU_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_X_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_TU_512.tfrecord
INFO:tensorflow: /work1/zzx6320/lh/Projects/bert/data/cscd_pre/pre_training_X_512.tfrecord
WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.
For more information, please see:
* https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
* https://github.com/tensorflow/addons
If you depend on functionality not listed there, please file an issue.
WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.
For more information, please see:
* https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
* https://github.com/tensorflow/addons
If you depend on functionality not listed there, please file an issue.
WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.
For more information, please see:
* https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
* https://github.com/tensorflow/addons
If you depend on functionality not listed there, please file an issue.
WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.
For more information, please see:
* https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
* https://github.com/tensorflow/addons
If you depend on functionality not listed there, please file an issue.
WARNING:tensorflow:Estimator's model_fn (<function model_fn_builder.<locals>.model_fn at 0x2b92fb78b5f0>) includes params argument, but params are not passed to Estimator.
WARNING:tensorflow:Estimator's model_fn (<function model_fn_builder.<locals>.model_fn at 0x2b111c0145f0>) includes params argument, but params are not passed to Estimator.
WARNING:tensorflow:Estimator's model_fn (<function model_fn_builder.<locals>.model_fn at 0x2ab9f63c65f0>) includes params argument, but params are not passed to Estimator.
WARNING:tensorflow:Estimator's model_fn (<function model_fn_builder.<locals>.model_fn at 0x2ad6040445f0>) includes params argument, but params are not passed to Estimator.
INFO:tensorflow:Using config: {'_model_dir': '/work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512/3', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': 1000, '_save_checkpoints_secs': None, '_session_config': gpu_options {
visible_device_list: "3"
}
, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': None, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x2b932ebbbad0>, '_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, '_tpu_config': TPUConfig(iterations_per_loop=1000, num_shards=8, num_cores_per_replica=None, per_host_input_for_training=3, tpu_job_name=None, initial_infeed_sleep_secs=None, input_partition_dims=None), '_cluster': None}
INFO:tensorflow:Using config: {'_model_dir': '/work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': 1000, '_save_checkpoints_secs': None, '_session_config': gpu_options {
visible_device_list: "0"
}
, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': None, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x2b114f445750>, '_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, '_tpu_config': TPUConfig(iterations_per_loop=1000, num_shards=8, num_cores_per_replica=None, per_host_input_for_training=3, tpu_job_name=None, initial_infeed_sleep_secs=None, input_partition_dims=None), '_cluster': None}
INFO:tensorflow:Using config: {'_model_dir': '/work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512/1', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': 1000, '_save_checkpoints_secs': None, '_session_config': gpu_options {
visible_device_list: "1"
}
, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': None, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x2aba49832a50>, '_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, '_tpu_config': TPUConfig(iterations_per_loop=1000, num_shards=8, num_cores_per_replica=None, per_host_input_for_training=3, tpu_job_name=None, initial_infeed_sleep_secs=None, input_partition_dims=None), '_cluster': None}
INFO:tensorflow:_TPUContext: eval_on_tpu True
WARNING:tensorflow:eval_on_tpu ignored because use_tpu is False.
INFO:tensorflow:_TPUContext: eval_on_tpu True
INFO:tensorflow:***** Running evaluation *****
INFO:tensorflow:Using config: {'_model_dir': '/work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512/2', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': 1000, '_save_checkpoints_secs': None, '_session_config': gpu_options {
visible_device_list: "2"
}
, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': None, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x2ad637474950>, '_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, '_tpu_config': TPUConfig(iterations_per_loop=1000, num_shards=8, num_cores_per_replica=None, per_host_input_for_training=3, tpu_job_name=None, initial_infeed_sleep_secs=None, input_partition_dims=None), '_cluster': None}
WARNING:tensorflow:eval_on_tpu ignored because use_tpu is False.
INFO:tensorflow: Batch size = 8
INFO:tensorflow:_TPUContext: eval_on_tpu True
INFO:tensorflow:***** Running evaluation *****
INFO:tensorflow: Batch size = 8
WARNING:tensorflow:eval_on_tpu ignored because use_tpu is False.
INFO:tensorflow:***** Running evaluation *****
INFO:tensorflow: Batch size = 8
INFO:tensorflow:_TPUContext: eval_on_tpu True
WARNING:tensorflow:eval_on_tpu ignored because use_tpu is False.
INFO:tensorflow:***** Running evaluation *****
INFO:tensorflow: Batch size = 8
INFO:tensorflow:Could not find trained model in model_dir: /work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512/3, running initialization to evaluate.
INFO:tensorflow:Could not find trained model in model_dir: /work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512, running initialization to evaluate.
INFO:tensorflow:Could not find trained model in model_dir: /work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512/1, running initialization to evaluate.
INFO:tensorflow:Could not find trained model in model_dir: /work1/zzx6320/lh/Projects/bert/outputs/Test_bert_cscd_all_512/2, running initialization to evaluate.
WARNING:tensorflow:From /public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From /public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From /public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From /public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From run_pretraining_hvd.py:387: map_and_batch (from tensorflow.contrib.data.python.ops.batching) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.data.experimental.map_and_batch(...)`.
WARNING:tensorflow:From run_pretraining_hvd.py:387: map_and_batch (from tensorflow.contrib.data.python.ops.batching) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.data.experimental.map_and_batch(...)`.
WARNING:tensorflow:From run_pretraining_hvd.py:387: map_and_batch (from tensorflow.contrib.data.python.ops.batching) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.data.experimental.map_and_batch(...)`.
WARNING:tensorflow:From run_pretraining_hvd.py:387: map_and_batch (from tensorflow.contrib.data.python.ops.batching) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.data.experimental.map_and_batch(...)`.
WARNING:tensorflow:From run_pretraining_hvd.py:402: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From run_pretraining_hvd.py:402: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From run_pretraining_hvd.py:402: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From run_pretraining_hvd.py:402: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Running eval on CPU
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Running eval on CPU
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:*** Features ***
INFO:tensorflow:Running eval on CPU
INFO:tensorflow: name = input_ids, shape = (8, 512)
INFO:tensorflow: name = input_mask, shape = (8, 512)
INFO:tensorflow:*** Features ***
INFO:tensorflow: name = masked_lm_ids, shape = (8, 20)
INFO:tensorflow: name = masked_lm_positions, shape = (8, 20)
INFO:tensorflow: name = input_ids, shape = (8, 512)
INFO:tensorflow: name = masked_lm_weights, shape = (8, 20)
INFO:tensorflow: name = input_mask, shape = (8, 512)
INFO:tensorflow: name = next_sentence_labels, shape = (8, 1)
INFO:tensorflow:Calling model_fn.
INFO:tensorflow: name = masked_lm_ids, shape = (8, 20)
INFO:tensorflow: name = segment_ids, shape = (8, 512)
INFO:tensorflow:*** Features ***
INFO:tensorflow: name = masked_lm_positions, shape = (8, 20)
INFO:tensorflow: name = masked_lm_weights, shape = (8, 20)
INFO:tensorflow:Running eval on CPU
INFO:tensorflow: name = input_ids, shape = (8, 512)
INFO:tensorflow: name = next_sentence_labels, shape = (8, 1)
INFO:tensorflow: name = segment_ids, shape = (8, 512)
INFO:tensorflow: name = input_mask, shape = (8, 512)
INFO:tensorflow: name = masked_lm_ids, shape = (8, 20)
INFO:tensorflow: name = masked_lm_positions, shape = (8, 20)
INFO:tensorflow: name = masked_lm_weights, shape = (8, 20)
INFO:tensorflow: name = next_sentence_labels, shape = (8, 1)
INFO:tensorflow:*** Features ***
INFO:tensorflow: name = segment_ids, shape = (8, 512)
INFO:tensorflow: name = input_ids, shape = (8, 512)
INFO:tensorflow: name = input_mask, shape = (8, 512)
INFO:tensorflow: name = masked_lm_ids, shape = (8, 20)
INFO:tensorflow: name = masked_lm_positions, shape = (8, 20)
INFO:tensorflow: name = masked_lm_weights, shape = (8, 20)
INFO:tensorflow: name = next_sentence_labels, shape = (8, 1)
INFO:tensorflow: name = segment_ids, shape = (8, 512)
WARNING:tensorflow:From /public/home/zzx6320/lh/Projects/bert-horovod/modeling.py:673: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.
Instructions for updating:
Use keras.layers.dense instead.
WARNING:tensorflow:From /public/home/zzx6320/lh/Projects/bert-horovod/modeling.py:673: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.
Instructions for updating:
Use keras.layers.dense instead.
WARNING:tensorflow:From /public/home/zzx6320/lh/Projects/bert-horovod/modeling.py:673: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.
Instructions for updating:
Use keras.layers.dense instead.
WARNING:tensorflow:From /public/home/zzx6320/lh/Projects/bert-horovod/modeling.py:673: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.
Instructions for updating:
Use keras.layers.dense instead.
INFO:tensorflow:**** Trainable Variables ****
INFO:tensorflow: name = bert/embeddings/word_embeddings:0, shape = (21128, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/token_type_embeddings:0, shape = (2, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/position_embeddings:0, shape = (512, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow:**** Trainable Variables ****
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/word_embeddings:0, shape = (21128, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/token_type_embeddings:0, shape = (2, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/position_embeddings:0, shape = (512, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/pooler/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/pooler/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/output_bias:0, shape = (21128,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/seq_relationship/output_weights:0, shape = (2, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/seq_relationship/output_bias:0, shape = (2,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow:**** Trainable Variables ****
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/word_embeddings:0, shape = (21128, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/token_type_embeddings:0, shape = (2, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/position_embeddings:0, shape = (512, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/pooler/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/pooler/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/transform/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/predictions/output_bias:0, shape = (21128,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/seq_relationship/output_weights:0, shape = (2, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = cls/seq_relationship/output_bias:0, shape = (2,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
WARNING:tensorflow:From /public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/metrics_impl.py:455: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_5/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow:**** Trainable Variables ****
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/word_embeddings:0, shape = (21128, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/token_type_embeddings:0, shape = (2, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/position_embeddings:0, shape = (512, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/embeddings/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_6/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_0/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_7/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_1/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_8/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_2/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_9/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/key/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
WARNING:tensorflow:From /public/home/zzx6320/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/metrics_impl.py:455: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/key/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/value/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/self/value/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/dense/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/attention/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/intermediate/dense/kernel:0, shape = (768, 3072), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/intermediate/dense/bias:0, shape = (3072,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/dense/kernel:0, shape = (3072, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/dense/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_3/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/LayerNorm/beta:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_10/output/LayerNorm/gamma:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/query/kernel:0, shape = (768, 768), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_4/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*
INFO:tensorflow: name = bert/encoder/layer_11/attention/self/query/bias:0, shape = (768,), *INIT_FROM_CKPT*