==================
training car_model = Impreza
==================
len(train_files) = 15272
len(val_files) = 2917
len(train_files) = 15272
len(val_files) = 2917
mkdir: Impreza: File exists
2020-06-15 17:10:06.090889: I tensorflow/core/profiler/lib/profiler_session.cc:159] Profiler session started.
FEATURES = ['CarSpeed', 'SteeringAngle', 'YawRate', 'Gx', 'Gy', 'CarSpeed_is_na', 'SteeringAngle_is_na', 'YawRate_is_na', 'Gx_is_na', 'Gy_is_na', 'TimeDiff']
n_actual_features = 11
Sample raw data from file s3://arimo-pana-cyber/data/sda1/IoT_CyberSecurity/autocyber_team_data/Impreza/injection/train/Attack/CarSpeed/Attack_SP1-I_Cycle_Add_back_02_005_1to1_C_05.csv
         Timestamp Label  CarSpeed  SteeringAngle  YawRate      Gx     Gy
1504  10775.011781    Tx    14.375            NaN      NaN     NaN    NaN
1505  10775.011982    Rx       NaN           42.9      NaN     NaN    NaN
1506  10775.017825    Rx       NaN            NaN      NaN     NaN -0.023
1507  10775.021962    Rx       NaN           42.6      NaN     NaN    NaN
1508  10775.030357    Rx       NaN            NaN    2.240     NaN    NaN
1509  10775.030828    Rx    10.000            NaN      NaN     NaN    NaN
1510  10775.031066    Rx       NaN            NaN      NaN  0.0469    NaN
1511  10775.031828    Tx    14.375            NaN      NaN     NaN    NaN
1512  10775.031966    Rx       NaN           42.2      NaN     NaN    NaN
1513  10775.037823    Rx       NaN            NaN      NaN     NaN -0.024
1514  10775.041973    Rx       NaN           41.9      NaN     NaN    NaN
1515  10775.050390    Rx       NaN            NaN    2.205     NaN    NaN
1516  10775.050857    Rx    10.000            NaN      NaN     NaN    NaN
1517  10775.051099    Rx       NaN            NaN      NaN  0.0469    NaN
1518  10775.051857    Tx    14.375            NaN      NaN     NaN    NaN
1519  10775.051982    Rx       NaN           41.5      NaN     NaN    NaN
1520  10775.057819    Rx       NaN            NaN      NaN     NaN -0.027
1521  10775.061984    Rx       NaN           41.2      NaN     NaN    NaN
1522  10775.070435    Rx       NaN            NaN    2.170     NaN    NaN
1523  10775.070905    Rx    10.000            NaN      NaN     NaN    NaN
Sample transformed data
      CarSpeed  SteeringAngle   YawRate        Gx  ...  YawRate_is_na  Gx_is_na  Gy_is_na  TimeDiff
1504  0.210623       0.000000  0.000000  0.000000  ...           True      True      True -0.060345
1505  0.000000       0.086930  0.000000  0.000000  ...           True      True      True -0.043017
1506  0.000000       0.000000  0.000000  0.000000  ...           True      True     False  0.443362
1507  0.000000       0.086322  0.000000  0.000000  ...           True      True      True  0.296293
1508  0.000000       0.000000  0.120794  0.000000  ...          False      True      True  0.663362
1509  0.146520       0.000000  0.000000  0.000000  ...           True      True      True -0.019741
1510  0.000000       0.000000  0.000000  0.045061  ...           True     False      True -0.039828
1511  0.210623       0.000000  0.000000  0.000000  ...           True      True      True  0.005345
1512  0.000000       0.085512  0.000000  0.000000  ...           True      True      True -0.048448
1513  0.000000       0.000000  0.000000  0.000000  ...           True      True     False  0.444569
1514  0.000000       0.084904  0.000000  0.000000  ...           True      True      True  0.297414
1515  0.000000       0.000000  0.118906  0.000000  ...          False      True      True  0.665259
1516  0.146520       0.000000  0.000000  0.000000  ...           True      True      True -0.020086
1517  0.000000       0.000000  0.000000  0.045061  ...           True     False      True -0.039483
1518  0.210623       0.000000  0.000000  0.000000  ...           True      True      True  0.005000
1519  0.000000       0.084093  0.000000  0.000000  ...           True      True      True -0.049569
1520  0.000000       0.000000  0.000000  0.000000  ...           True      True     False  0.442845
1521  0.000000       0.083485  0.000000  0.000000  ...           True      True      True  0.298707
1522  0.000000       0.000000  0.117019  0.000000  ...          False      True      True  0.668190
1523  0.146520       0.000000  0.000000  0.000000  ...           True      True      True -0.019828

[20 rows x 11 columns]
ds ret = <TensorSliceDataset shapes: ((128, 11), (128, 5)), types: (tf.float32, tf.float32)>
ds ret = <TensorSliceDataset shapes: ((128, 11), (128, 5)), types: (tf.float32, tf.float32)>
Epoch 1/2
[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:11.044251: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:11.538857: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:12.057975: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:12.580569: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:13.085898: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:13.566181: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:14.050607: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:14.536594: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:15.039986: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (140, 11), (137, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:15.986833: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:16.503653: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:16.982799: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:17.446240: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:17.962962: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:18.454563: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:18.956556: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:19.456386: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (140, 11), (140, 11), (139, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:19.967233: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (139, 11), (140, 11), (140, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:20.483722: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (139, 11), (140, 11), (140, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:20.980721: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (139, 11), (140, 11), (140, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:21.546466: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (139, 11), (140, 11), (140, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:22.035930: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (139, 11), (140, 11), (140, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:22.559423: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


[(128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (136, 11), (139, 11), (140, 11), (140, 11), (138, 11), (139, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (140, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11), (128, 11)]
2020-06-15 17:10:23.031627: W tensorflow/core/framework/op_kernel.cc:1741] Invalid argument: ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


Error while training for car_model=Impreza
 ValueError: all input arrays must have the same shape
Traceback (most recent call last):

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/ops/script_ops.py", line 243, in __call__
    ret = func(*args)

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/tensorflow/python/autograph/impl/api.py", line 309, in wrapper
    return func(*args, **kwargs)

  File "package/AutoCyber/detectors/HAnet.py", line 235, in parse_windows
    X = np.stack(Xs)

  File "<__array_function__ internals>", line 5, in stack

  File "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy/core/shape_base.py", line 426, in stack
    raise ValueError('all input arrays must have the same shape')

ValueError: all input arrays must have the same shape


	 [[{{node PyFunc}}]]
	 [[IteratorGetNext]] [Op:__inference_train_function_21960]

Function call stack:
train_function
