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| ================== | |
| 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 |
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| ================== | |
| 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 |
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