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2023-11-28 11:11:29.134200: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
Using TensorFlow backend
Namespace(data_input='imu-bvp', feature_method='minirocket', lbl_str='pss', model='ard', overwrite=0, subject=3, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
Using pre-set data id: 0
imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-12.0-15.0
train
(36036, 11)
test
(287283, 10)
minirocket transforming...
---ARD---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
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
.. ... ... ... ... ... ... ...
586 Pilot02 3 elastic ... -0.832011 0.014414 0.611245
587 Pilot02 3 elastic ... -0.777954 0.006047 0.831128
588 Pilot02 3 elastic ... -4.740700 0.001226 0.965517
589 Pilot02 3 elastic ... -0.478754 -0.043455 0.125258
590 Pilot03 0 ard ... -2.132250 -0.030804 0.335888
[591 rows x 18 columns]
imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-12.0-17.0
train
(35916, 11)
test
(287283, 10)
minirocket transforming...
---ARD---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
warnings.warn(
/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
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
.. ... ... ... ... ... ... ...
588 Pilot02 3 elastic ... -4.740700 0.001226 0.965517
589 Pilot02 3 elastic ... -0.478754 -0.043455 0.125258
590 Pilot03 0 ard ... -2.132250 -0.030804 0.335888
591 Pilot02 0 ard ... -4.077427 0.064294 0.023235
592 Pilot03 0 ard ... -3.425517 -0.064052 0.045220
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