==================
training car_model = JaguarXF
==================
len(train_files) = 16861
len(val_files) = 3229
len(train_files) = 16861
len(val_files) = 3229
mkdir: JaguarXF: File exists
2020-06-15 17:10:32.290943: 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/JaguarXF/injection/train/Attack/SteeringAngle/Attack_SSA-CH_Cycle_Add_back_02_050_1to1_B_01.csv
       Timestamp Label  CarSpeed  SteeringAngle  YawRate       Gx        Gy
2089  500.015261    Tx       NaN            1.5      NaN      NaN       NaN
2090  500.018370    Rx       NaN            NaN      NaN -0.01869       NaN
2091  500.018752    Rx       NaN            NaN  1.68826      NaN       NaN
2092  500.018993    Rx       NaN            NaN      NaN      NaN -0.016376
2093  500.020280    Rx       NaN            0.6      NaN      NaN       NaN
2094  500.025280    Tx       NaN            2.5      NaN      NaN       NaN
2095  500.028058    Rx       0.9            NaN      NaN      NaN       NaN
2096  500.028776    Rx       NaN            NaN  0.60684      NaN       NaN
2097  500.029017    Rx       NaN            NaN      NaN      NaN -0.033396
2098  500.030256    Rx       NaN            0.6      NaN      NaN       NaN
2099  500.034589    Rx       NaN            NaN      NaN -0.00623       NaN
2100  500.035256    Tx       NaN            3.4      NaN      NaN       NaN
2101  500.038737    Rx       NaN            NaN  0.00778      NaN       NaN
2102  500.038973    Rx       NaN            NaN      NaN      NaN -0.032977
2103  500.040256    Rx       NaN            0.6      NaN      NaN       NaN
2104  500.045256    Tx       NaN            4.3      NaN      NaN       NaN
2105  500.048078    Rx       0.9            NaN      NaN      NaN       NaN
2106  500.048617    Rx       NaN            NaN      NaN -0.00623       NaN
2107  500.048881    Rx       NaN            NaN  1.15144      NaN       NaN
2108  500.049117    Rx       NaN            NaN      NaN      NaN -0.015958
Sample transformed data
      CarSpeed  SteeringAngle   YawRate        Gx  ...  YawRate_is_na  Gx_is_na  Gy_is_na  TimeDiff
2089  0.000000       0.003040  0.000000  0.000000  ...           True      True      True -0.060345
2090  0.000000       0.000000  0.000000 -0.017957  ...           True     False      True  0.207672
2091  0.000000       0.000000  0.091041  0.000000  ...          False      True      True -0.027414
2092  0.000000       0.000000  0.000000  0.000000  ...           True      True     False -0.039569
2093  0.000000       0.001216  0.000000  0.000000  ...           True      True      True  0.050603
2094  0.000000       0.005066  0.000000  0.000000  ...           True      True      True  0.370690
2095  0.013187       0.000000  0.000000  0.000000  ...           True      True      True  0.179138
2096  0.000000       0.000000  0.032724  0.000000  ...          False      True      True  0.001552
2097  0.000000       0.000000  0.000000  0.000000  ...           True      True     False -0.039569
2098  0.000000       0.001216  0.000000  0.000000  ...           True      True      True  0.046466
2099  0.000000       0.000000  0.000000 -0.005986  ...           True     False      True  0.313190
2100  0.000000       0.006890  0.000000  0.000000  ...           True      True      True -0.002845
2101  0.000000       0.000000  0.000420  0.000000  ...          False      True      True  0.239741
2102  0.000000       0.000000  0.000000  0.000000  ...           True      True     False -0.040000
2103  0.000000       0.001216  0.000000  0.000000  ...           True      True      True  0.050259
2104  0.000000       0.008713  0.000000  0.000000  ...           True      True      True  0.370690
2105  0.013187       0.000000  0.000000  0.000000  ...           True      True      True  0.182931
2106  0.000000       0.000000  0.000000 -0.005986  ...           True     False      True -0.013879
2107  0.000000       0.000000  0.062092  0.000000  ...          False      True      True -0.037586
2108  0.000000       0.000000  0.000000  0.000000  ...           True      True     False -0.040000

[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
[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:37.532408: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:38.068978: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:38.643805: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:39.217678: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:39.745225: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:40.310921: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:40.852434: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:41.376819: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:41.912884: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:42.435307: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:42.989462: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:43.498394: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:44.014710: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:44.513456: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:45.028084: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:45.600825: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:46.162680: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:46.723518: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:47.230037: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:47.814052: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:48.375643: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:48.918714: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:49.502561: 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


[(168, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (177, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (186, 11), (187, 11), (187, 11), (176, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11), (167, 11), (167, 11), (166, 11)]
2020-06-15 17:10:50.166788: 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=JaguarXF
 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_31821]

Function call stack:
train_function
