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
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12


Trial 1 Complete [00h 00m 05s]
val_loss: 15.549690246582031

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 05s

Search: Running Trial #2

Value             |Best Value So Far |Hyperparameter
5                 |3                 |n_layers
32                |256               |filter_unit0
64                |256               |filter_unit1
64                |256               |filter_unit2
32                |None              |filter_unit3
32                |None              |filter_unit4
2                 |5                 |kernel_size0
2                 |3                 |kernel_size1
4                 |4                 |kernel_size2
5                 |None              |kernel_size3
1                 |None              |kernel_size4
5                 |4                 |pool_size0
5                 |4                 |pool_size1
5                 |4                 |pool_size2
1                 |None              |pool_size3
3                 |None              |pool_size4
1                 |5                 |stride_size0
5                 |5                 |stride_size1
3                 |5                 |stride_size2
2                 |None              |stride_size3
4                 |None              |stride_size4
0.1               |0.3               |dropout0
0.2               |0.4               |dropout1
0                 |0.3               |dropout2
0.3               |None              |dropout3
0.1               |None              |dropout4



Trial 2 Complete [00h 00m 06s]
val_loss: 16.72626495361328

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 12s

Search: Running Trial #3

Value             |Best Value So Far |Hyperparameter
1                 |3                 |n_layers
128               |256               |filter_unit0
2                 |5                 |kernel_size0
2                 |4                 |pool_size0
4                 |5                 |stride_size0
0.1               |0.3               |dropout0



Trial 3 Complete [00h 00m 03s]
val_loss: 15.780876159667969

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 15s

Search: Running Trial #4

Value             |Best Value So Far |Hyperparameter
4                 |3                 |n_layers
64                |256               |filter_unit0
128               |256               |filter_unit1
256               |256               |filter_unit2
32                |None              |filter_unit3
3                 |5                 |kernel_size0
2                 |3                 |kernel_size1
5                 |4                 |kernel_size2
1                 |None              |kernel_size3
4                 |4                 |pool_size0
1                 |4                 |pool_size1
1                 |4                 |pool_size2
1                 |None              |pool_size3
1                 |5                 |stride_size0
2                 |5                 |stride_size1
5                 |5                 |stride_size2
4                 |None              |stride_size3
0.1               |0.3               |dropout0
0                 |0.4               |dropout1
0.2               |0.3               |dropout2
0.4               |None              |dropout3



Trial 4 Complete [00h 00m 06s]
val_loss: 16.449926376342773

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 20s

Search: Running Trial #5

Value             |Best Value So Far |Hyperparameter
4                 |3                 |n_layers
256               |256               |filter_unit0
64                |256               |filter_unit1
64                |256               |filter_unit2
256               |None              |filter_unit3
3                 |5                 |kernel_size0
2                 |3                 |kernel_size1
2                 |4                 |kernel_size2
2                 |None              |kernel_size3
1                 |4                 |pool_size0
4                 |4                 |pool_size1
1                 |4                 |pool_size2
3                 |None              |pool_size3
3                 |5                 |stride_size0
5                 |5                 |stride_size1
4                 |5                 |stride_size2
2                 |None              |stride_size3
0.2               |0.3               |dropout0
0.1               |0.4               |dropout1
0.3               |0.3               |dropout2
0.3               |None              |dropout3



Trial 5 Complete [00h 00m 05s]
val_loss: 16.867578506469727

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 25s

Search: Running Trial #6

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
32                |256               |filter_unit0
64                |256               |filter_unit1
64                |256               |filter_unit2
5                 |5                 |kernel_size0
1                 |3                 |kernel_size1
2                 |4                 |kernel_size2
2                 |4                 |pool_size0
3                 |4                 |pool_size1
3                 |4                 |pool_size2
4                 |5                 |stride_size0
3                 |5                 |stride_size1
4                 |5                 |stride_size2
0.1               |0.3               |dropout0
0.3               |0.4               |dropout1
0.3               |0.3               |dropout2



Trial 6 Complete [00h 00m 05s]
val_loss: 17.19329261779785

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 30s

Search: Running Trial #7

Value             |Best Value So Far |Hyperparameter
2                 |3                 |n_layers
128               |256               |filter_unit0
32                |256               |filter_unit1
3                 |5                 |kernel_size0
4                 |3                 |kernel_size1
2                 |4                 |pool_size0
3                 |4                 |pool_size1
4                 |5                 |stride_size0
1                 |5                 |stride_size1
0.3               |0.3               |dropout0
0.3               |0.4               |dropout1



Trial 7 Complete [00h 00m 03s]
val_loss: 17.65382194519043

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 33s

Search: Running Trial #8

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
128               |256               |filter_unit0
64                |256               |filter_unit1
32                |256               |filter_unit2
2                 |5                 |kernel_size0
4                 |3                 |kernel_size1
3                 |4                 |kernel_size2
5                 |4                 |pool_size0
3                 |4                 |pool_size1
3                 |4                 |pool_size2
1                 |5                 |stride_size0
1                 |5                 |stride_size1
1                 |5                 |stride_size2
0.4               |0.3               |dropout0
0                 |0.4               |dropout1
0.3               |0.3               |dropout2



Trial 8 Complete [00h 00m 05s]
val_loss: 16.759624481201172

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 38s

Search: Running Trial #9

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
32                |256               |filter_unit0
256               |256               |filter_unit1
128               |256               |filter_unit2
2                 |5                 |kernel_size0
1                 |3                 |kernel_size1
3                 |4                 |kernel_size2
4                 |4                 |pool_size0
3                 |4                 |pool_size1
4                 |4                 |pool_size2
4                 |5                 |stride_size0
2                 |5                 |stride_size1
3                 |5                 |stride_size2
0.3               |0.3               |dropout0
0.1               |0.4               |dropout1
0.4               |0.3               |dropout2



Trial 9 Complete [00h 00m 04s]
val_loss: 16.287906646728516

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 42s

Search: Running Trial #10

Value             |Best Value So Far |Hyperparameter
1                 |3                 |n_layers
64                |256               |filter_unit0
1                 |5                 |kernel_size0
4                 |4                 |pool_size0
2                 |5                 |stride_size0
0                 |0.3               |dropout0



Trial 10 Complete [00h 00m 02s]
val_loss: 19.203983306884766

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 44s

Search: Running Trial #11

Value             |Best Value So Far |Hyperparameter
5                 |3                 |n_layers
64                |256               |filter_unit0
256               |256               |filter_unit1
128               |256               |filter_unit2
32                |None              |filter_unit3
256               |None              |filter_unit4
4                 |5                 |kernel_size0
1                 |3                 |kernel_size1
4                 |4                 |kernel_size2
1                 |None              |kernel_size3
4                 |None              |kernel_size4
3                 |4                 |pool_size0
1                 |4                 |pool_size1
4                 |4                 |pool_size2
2                 |None              |pool_size3
5                 |None              |pool_size4
4                 |5                 |stride_size0
2                 |5                 |stride_size1
3                 |5                 |stride_size2
2                 |None              |stride_size3
3                 |None              |stride_size4
0.4               |0.3               |dropout0
0.2               |0.4               |dropout1
0                 |0.3               |dropout2
0.1               |None              |dropout3
0.3               |None              |dropout4



Trial 11 Complete [00h 00m 06s]
val_loss: 16.74260902404785

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 50s

Search: Running Trial #12

Value             |Best Value So Far |Hyperparameter
4                 |3                 |n_layers
256               |256               |filter_unit0
32                |256               |filter_unit1
64                |256               |filter_unit2
128               |None              |filter_unit3
1                 |5                 |kernel_size0
2                 |3                 |kernel_size1
3                 |4                 |kernel_size2
2                 |None              |kernel_size3
5                 |4                 |pool_size0
4                 |4                 |pool_size1
4                 |4                 |pool_size2
4                 |None              |pool_size3
3                 |5                 |stride_size0
3                 |5                 |stride_size1
4                 |5                 |stride_size2
1                 |None              |stride_size3
0                 |0.3               |dropout0
0.1               |0.4               |dropout1
0                 |0.3               |dropout2
0.4               |None              |dropout3



Trial 12 Complete [00h 00m 06s]
val_loss: 16.710918426513672

Best val_loss So Far: 15.549690246582031
Total elapsed time: 00h 00m 56s

Search: Running Trial #13

Value             |Best Value So Far |Hyperparameter
1                 |3                 |n_layers
128               |256               |filter_unit0
4                 |5                 |kernel_size0
2                 |4                 |pool_size0
5                 |5                 |stride_size0
0.3               |0.3               |dropout0



Trial 13 Complete [00h 00m 03s]
val_loss: 15.252945899963379

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 00m 59s

Search: Running Trial #14

Value             |Best Value So Far |Hyperparameter
1                 |1                 |n_layers
128               |128               |filter_unit0
1                 |4                 |kernel_size0
4                 |2                 |pool_size0
4                 |5                 |stride_size0
0.1               |0.3               |dropout0



Trial 14 Complete [00h 00m 03s]
val_loss: 17.000974655151367

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 01m 02s

Search: Running Trial #15

Value             |Best Value So Far |Hyperparameter
4                 |1                 |n_layers
128               |128               |filter_unit0
256               |None              |filter_unit1
64                |None              |filter_unit2
256               |None              |filter_unit3
3                 |4                 |kernel_size0
4                 |None              |kernel_size1
3                 |None              |kernel_size2
3                 |None              |kernel_size3
2                 |2                 |pool_size0
1                 |None              |pool_size1
5                 |None              |pool_size2
4                 |None              |pool_size3
1                 |5                 |stride_size0
5                 |None              |stride_size1
3                 |None              |stride_size2
2                 |None              |stride_size3
0                 |0.3               |dropout0
0.4               |None              |dropout1
0                 |None              |dropout2
0.4               |None              |dropout3



Trial 15 Complete [00h 00m 06s]
val_loss: 16.423913955688477

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 01m 08s

Search: Running Trial #16

Value             |Best Value So Far |Hyperparameter
2                 |1                 |n_layers
64                |128               |filter_unit0
128               |None              |filter_unit1
2                 |4                 |kernel_size0
4                 |None              |kernel_size1
4                 |2                 |pool_size0
2                 |None              |pool_size1
5                 |5                 |stride_size0
2                 |None              |stride_size1
0.3               |0.3               |dropout0
0.4               |None              |dropout1



Trial 16 Complete [00h 00m 03s]
val_loss: 17.38715362548828

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 01m 11s

Search: Running Trial #17

Value             |Best Value So Far |Hyperparameter
1                 |1                 |n_layers
32                |128               |filter_unit0
1                 |4                 |kernel_size0
2                 |2                 |pool_size0
2                 |5                 |stride_size0
0.4               |0.3               |dropout0



Trial 17 Complete [00h 00m 03s]
val_loss: 17.04624366760254

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 01m 13s

Search: Running Trial #18

Value             |Best Value So Far |Hyperparameter
2                 |1                 |n_layers
128               |128               |filter_unit0
64                |None              |filter_unit1
5                 |4                 |kernel_size0
2                 |None              |kernel_size1
5                 |2                 |pool_size0
5                 |None              |pool_size1
2                 |5                 |stride_size0
1                 |None              |stride_size1
0.3               |0.3               |dropout0
0.4               |None              |dropout1



Trial 18 Complete [00h 00m 03s]
val_loss: 17.852888107299805

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 01m 17s

Search: Running Trial #19

Value             |Best Value So Far |Hyperparameter
3                 |1                 |n_layers
32                |128               |filter_unit0
256               |None              |filter_unit1
128               |None              |filter_unit2
3                 |4                 |kernel_size0
5                 |None              |kernel_size1
4                 |None              |kernel_size2
1                 |2                 |pool_size0
4                 |None              |pool_size1
5                 |None              |pool_size2
1                 |5                 |stride_size0
4                 |None              |stride_size1
5                 |None              |stride_size2
0                 |0.3               |dropout0
0                 |None              |dropout1
0                 |None              |dropout2



Trial 19 Complete [00h 00m 04s]
val_loss: 16.044113159179688

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 01m 21s

Search: Running Trial #20

Value             |Best Value So Far |Hyperparameter
4                 |1                 |n_layers
64                |128               |filter_unit0
256               |None              |filter_unit1
256               |None              |filter_unit2
128               |None              |filter_unit3
4                 |4                 |kernel_size0
3                 |None              |kernel_size1
4                 |None              |kernel_size2
5                 |None              |kernel_size3
5                 |2                 |pool_size0
5                 |None              |pool_size1
1                 |None              |pool_size2
4                 |None              |pool_size3
4                 |5                 |stride_size0
2                 |None              |stride_size1
1                 |None              |stride_size2
5                 |None              |stride_size3
0                 |0.3               |dropout0
0.4               |None              |dropout1
0.3               |None              |dropout2
0                 |None              |dropout3



Trial 20 Complete [00h 00m 05s]
val_loss: 17.071748733520508

Best val_loss So Far: 15.252945899963379
Total elapsed time: 00h 01m 26s
{'n_layers': 1, 'filter_unit0': 128, 'kernel_size0': 4, 'pool_size0': 2, 'stride_size0': 5, 'dropout0': 0.30000000000000004}

 1/39 [..............................] - ETA: 5s
39/39 [==============================] - 0s 1ms/step
     subject  config_id mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
0    Pilot02          0  linreg  ...  -9.864563        0.038776      0.364940
1    Pilot02          0  linreg  ... -11.875765        0.070097      0.101171
2    Pilot02          0  linreg  ... -11.069278        0.047023      0.271822
3    Pilot02          0  linreg  ... -25.345517        0.016892      0.693177
4    Pilot02          0  linreg  ... -15.299470        0.118749      0.005380
..       ...        ...     ...  ...        ...             ...           ...
491  Pilot02          1   cnn1d  ... -11.676574        0.035630      0.208814
492  Pilot02          1   cnn1d  ...  -4.888823       -0.053843      0.057427
493  Pilot02          1   cnn1d  ...  -7.532032       -0.045511      0.108340
494  Pilot02          1   cnn1d  ...  -4.912724       -0.041740      0.140874
495  Pilot02          1   cnn1d  ...  -5.305683       -0.056356      0.046716

[496 rows x 18 columns]
imu_rr_Pilot02_id1_combi5.0-10.0-12.0-15.0-20.0
train
(35921, 10)
test
(364536, 9)
---CNN1D---
input shape:  (1440, 6)
x shape:  (110, 1440, 6)
Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu_rr/01/cnn1d_imu_rr_Pilot02_id1_combi5.0-10.0-12.0-15.0-20.0/bayesianoptimization/tuner0.json

Search: Running Trial #2

Value             |Best Value So Far |Hyperparameter
3                 |1                 |n_layers
32                |128               |filter_unit0
64                |None              |filter_unit1
128               |None              |filter_unit2
1                 |2                 |kernel_size0
4                 |None              |kernel_size1
4                 |None              |kernel_size2
2                 |2                 |pool_size0
2                 |None              |pool_size1
3                 |None              |pool_size2
1                 |1                 |stride_size0
5                 |None              |stride_size1
3                 |None              |stride_size2
0.3               |0.1               |dropout0
0.4               |None              |dropout1
0.3               |None              |dropout2

WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28


Trial 2 Complete [00h 00m 05s]
val_loss: 19.352916717529297

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 05s

Search: Running Trial #3

Value             |Best Value So Far |Hyperparameter
4                 |3                 |n_layers
128               |32                |filter_unit0
256               |64                |filter_unit1
32                |128               |filter_unit2
64                |None              |filter_unit3
4                 |1                 |kernel_size0
5                 |4                 |kernel_size1
1                 |4                 |kernel_size2
1                 |None              |kernel_size3
1                 |2                 |pool_size0
2                 |2                 |pool_size1
4                 |3                 |pool_size2
3                 |None              |pool_size3
2                 |1                 |stride_size0
3                 |5                 |stride_size1
3                 |3                 |stride_size2
3                 |None              |stride_size3
0                 |0.3               |dropout0
0.3               |0.4               |dropout1
0.4               |0.3               |dropout2
0.2               |None              |dropout3



Trial 3 Complete [00h 00m 05s]
val_loss: 19.37083625793457

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 10s

Search: Running Trial #4

Value             |Best Value So Far |Hyperparameter
5                 |3                 |n_layers
128               |32                |filter_unit0
64                |64                |filter_unit1
64                |128               |filter_unit2
128               |None              |filter_unit3
32                |None              |filter_unit4
3                 |1                 |kernel_size0
4                 |4                 |kernel_size1
2                 |4                 |kernel_size2
3                 |None              |kernel_size3
1                 |None              |kernel_size4
1                 |2                 |pool_size0
2                 |2                 |pool_size1
5                 |3                 |pool_size2
2                 |None              |pool_size3
3                 |None              |pool_size4
4                 |1                 |stride_size0
2                 |5                 |stride_size1
3                 |3                 |stride_size2
5                 |None              |stride_size3
2                 |None              |stride_size4
0.4               |0.3               |dropout0
0.2               |0.4               |dropout1
0.4               |0.3               |dropout2
0.1               |None              |dropout3
0.2               |None              |dropout4



Trial 4 Complete [00h 00m 06s]
val_loss: 19.378751754760742

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 16s

Search: Running Trial #5

Value             |Best Value So Far |Hyperparameter
1                 |3                 |n_layers
128               |32                |filter_unit0
1                 |1                 |kernel_size0
2                 |2                 |pool_size0
3                 |1                 |stride_size0
0.4               |0.3               |dropout0



Trial 5 Complete [00h 00m 03s]
val_loss: 19.662921905517578

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 19s

Search: Running Trial #6

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
128               |32                |filter_unit0
256               |64                |filter_unit1
64                |128               |filter_unit2
2                 |1                 |kernel_size0
1                 |4                 |kernel_size1
5                 |4                 |kernel_size2
5                 |2                 |pool_size0
1                 |2                 |pool_size1
5                 |3                 |pool_size2
5                 |1                 |stride_size0
5                 |5                 |stride_size1
1                 |3                 |stride_size2
0.3               |0.3               |dropout0
0.3               |0.4               |dropout1
0.1               |0.3               |dropout2



Trial 6 Complete [00h 00m 04s]
val_loss: 19.479150772094727

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 23s

Search: Running Trial #7

Value             |Best Value So Far |Hyperparameter
5                 |3                 |n_layers
256               |32                |filter_unit0
32                |64                |filter_unit1
256               |128               |filter_unit2
256               |None              |filter_unit3
128               |None              |filter_unit4
3                 |1                 |kernel_size0
3                 |4                 |kernel_size1
4                 |4                 |kernel_size2
3                 |None              |kernel_size3
3                 |None              |kernel_size4
1                 |2                 |pool_size0
5                 |2                 |pool_size1
4                 |3                 |pool_size2
4                 |None              |pool_size3
5                 |None              |pool_size4
5                 |1                 |stride_size0
5                 |5                 |stride_size1
2                 |3                 |stride_size2
2                 |None              |stride_size3
5                 |None              |stride_size4
0.2               |0.3               |dropout0
0                 |0.4               |dropout1
0.2               |0.3               |dropout2
0.1               |None              |dropout3
0.4               |None              |dropout4



Trial 7 Complete [00h 00m 07s]
val_loss: 19.385587692260742

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 30s

Search: Running Trial #8

Value             |Best Value So Far |Hyperparameter
1                 |3                 |n_layers
256               |32                |filter_unit0
1                 |1                 |kernel_size0
2                 |2                 |pool_size0
4                 |1                 |stride_size0
0.4               |0.3               |dropout0



Trial 8 Complete [00h 00m 03s]
val_loss: 19.801551818847656

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 33s

Search: Running Trial #9

Value             |Best Value So Far |Hyperparameter
2                 |3                 |n_layers
32                |32                |filter_unit0
64                |64                |filter_unit1
5                 |1                 |kernel_size0
4                 |4                 |kernel_size1
2                 |2                 |pool_size0
4                 |2                 |pool_size1
4                 |1                 |stride_size0
3                 |5                 |stride_size1
0.1               |0.3               |dropout0
0.3               |0.4               |dropout1



Trial 9 Complete [00h 00m 04s]
val_loss: 19.92585563659668

Best val_loss So Far: 19.352916717529297
Total elapsed time: 00h 00m 37s

Search: Running Trial #10

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
128               |32                |filter_unit0
64                |64                |filter_unit1
64                |128               |filter_unit2
3                 |1                 |kernel_size0
2                 |4                 |kernel_size1
3                 |4                 |kernel_size2
5                 |2                 |pool_size0
5                 |2                 |pool_size1
2                 |3                 |pool_size2
5                 |1                 |stride_size0
3                 |5                 |stride_size1
2                 |3                 |stride_size2
0.4               |0.3               |dropout0
0.3               |0.4               |dropout1
0.3               |0.3               |dropout2



Trial 10 Complete [00h 00m 04s]
val_loss: 19.284528732299805

Best val_loss So Far: 19.284528732299805
Total elapsed time: 00h 00m 41s

Search: Running Trial #11

Value             |Best Value So Far |Hyperparameter
2                 |3                 |n_layers
128               |128               |filter_unit0
32                |64                |filter_unit1
2                 |3                 |kernel_size0
5                 |2                 |kernel_size1
2                 |5                 |pool_size0
1                 |5                 |pool_size1
3                 |5                 |stride_size0
5                 |3                 |stride_size1
0.2               |0.4               |dropout0
0.3               |0.3               |dropout1



Trial 11 Complete [00h 00m 04s]
val_loss: 19.50843620300293

Best val_loss So Far: 19.284528732299805
Total elapsed time: 00h 00m 45s

Search: Running Trial #12

Value             |Best Value So Far |Hyperparameter
4                 |3                 |n_layers
128               |128               |filter_unit0
32                |64                |filter_unit1
32                |64                |filter_unit2
256               |None              |filter_unit3
2                 |3                 |kernel_size0
4                 |2                 |kernel_size1
5                 |3                 |kernel_size2
2                 |None              |kernel_size3
4                 |5                 |pool_size0
3                 |5                 |pool_size1
3                 |2                 |pool_size2
1                 |None              |pool_size3
5                 |5                 |stride_size0
1                 |3                 |stride_size1
1                 |2                 |stride_size2
4                 |None              |stride_size3
0                 |0.4               |dropout0
0                 |0.3               |dropout1
0.2               |0.3               |dropout2
0.2               |None              |dropout3



Trial 12 Complete [00h 00m 06s]
val_loss: 19.505571365356445

Best val_loss So Far: 19.284528732299805
Total elapsed time: 00h 00m 51s

Search: Running Trial #13

Value             |Best Value So Far |Hyperparameter
5                 |3                 |n_layers
32                |128               |filter_unit0
256               |64                |filter_unit1
32                |64                |filter_unit2
64                |None              |filter_unit3
128               |None              |filter_unit4
3                 |3                 |kernel_size0
4                 |2                 |kernel_size1
4                 |3                 |kernel_size2
2                 |None              |kernel_size3
4                 |None              |kernel_size4
4                 |5                 |pool_size0
3                 |5                 |pool_size1
3                 |2                 |pool_size2
2                 |None              |pool_size3
3                 |None              |pool_size4
3                 |5                 |stride_size0
3                 |3                 |stride_size1
4                 |2                 |stride_size2
5                 |None              |stride_size3
1                 |None              |stride_size4
0                 |0.4               |dropout0
0.4               |0.3               |dropout1
0.1               |0.3               |dropout2
0.3               |None              |dropout3
0.2               |None              |dropout4



Trial 13 Complete [00h 00m 07s]
val_loss: 19.32008171081543

Best val_loss So Far: 19.284528732299805
Total elapsed time: 00h 00m 58s

Search: Running Trial #14

Value             |Best Value So Far |Hyperparameter
2                 |3                 |n_layers
32                |128               |filter_unit0
128               |64                |filter_unit1
3                 |3                 |kernel_size0
5                 |2                 |kernel_size1
3                 |5                 |pool_size0
5                 |5                 |pool_size1
1                 |5                 |stride_size0
3                 |3                 |stride_size1
0.1               |0.4               |dropout0
0.4               |0.3               |dropout1



Trial 14 Complete [00h 00m 03s]
val_loss: 20.506267547607422

Best val_loss So Far: 19.284528732299805
Total elapsed time: 00h 01m 01s

Search: Running Trial #15

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
64                |128               |filter_unit0
64                |64                |filter_unit1
64                |64                |filter_unit2
4                 |3                 |kernel_size0
4                 |2                 |kernel_size1
1                 |3                 |kernel_size2
3                 |5                 |pool_size0
3                 |5                 |pool_size1
2                 |2                 |pool_size2
3                 |5                 |stride_size0
4                 |3                 |stride_size1
1                 |2                 |stride_size2
0.1               |0.4               |dropout0
0.2               |0.3               |dropout1
0                 |0.3               |dropout2



Trial 15 Complete [00h 00m 04s]
val_loss: 19.285181045532227

Best val_loss So Far: 19.284528732299805
Total elapsed time: 00h 01m 05s

Search: Running Trial #16

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
256               |128               |filter_unit0
32                |64                |filter_unit1
32                |64                |filter_unit2
4                 |3                 |kernel_size0
3                 |2                 |kernel_size1
2                 |3                 |kernel_size2
2                 |5                 |pool_size0
2                 |5                 |pool_size1
3                 |2                 |pool_size2
3                 |5                 |stride_size0
5                 |3                 |stride_size1
5                 |2                 |stride_size2
0.1               |0.4               |dropout0
0                 |0.3               |dropout1
0.2               |0.3               |dropout2



Trial 16 Complete [00h 00m 04s]
val_loss: 19.004167556762695

Best val_loss So Far: 19.004167556762695
Total elapsed time: 00h 01m 09s

Search: Running Trial #17

Value             |Best Value So Far |Hyperparameter
3                 |3                 |n_layers
256               |256               |filter_unit0
32                |32                |filter_unit1
64                |32                |filter_unit2
4                 |4                 |kernel_size0
4                 |3                 |kernel_size1
4                 |2                 |kernel_size2
5                 |2                 |pool_size0
4                 |2                 |pool_size1
2                 |3                 |pool_size2
2                 |3                 |stride_size0
3                 |5                 |stride_size1
2                 |5                 |stride_size2
0.2               |0.1               |dropout0
0                 |0                 |dropout1
0.3               |0.2               |dropout2



Trial 17 Complete [00h 00m 05s]
val_loss: 19.13030242919922

Best val_loss So Far: 19.004167556762695
Total elapsed time: 00h 01m 14s

Search: Running Trial #18

Value             |Best Value So Far |Hyperparameter
2                 |3                 |n_layers
32                |256               |filter_unit0
64                |32                |filter_unit1
4                 |4                 |kernel_size0
5                 |3                 |kernel_size1
4                 |2                 |pool_size0
4                 |2                 |pool_size1
2                 |3                 |stride_size0
4                 |5                 |stride_size1
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