0
Matern(length_scale=1, nu=2.5)
/home/will/miniconda3/lib/python3.5/site-packages/sklearn/gaussian_process/gpr.py:427: UserWarning: fmin_l_bfgs_b terminated abnormally with the  state: {'warnflag': 2, 'grad': array([ 0.41654551]), 'nit': 7, 'funcalls': 89, 'task': b'ABNORMAL_TERMINATION_IN_LNSRCH'}
  " state: %s" % convergence_dict)
/home/will/miniconda3/lib/python3.5/site-packages/sklearn/gaussian_process/gpr.py:427: UserWarning: fmin_l_bfgs_b terminated abnormally with the  state: {'warnflag': 2, 'grad': array([-0.11603463]), 'nit': 4, 'funcalls': 62, 'task': b'ABNORMAL_TERMINATION_IN_LNSRCH'}
  " state: %s" % convergence_dict)
[  2.51977039e-06]
1
1**2 * Matern(length_scale=1, nu=2.5)
/home/will/miniconda3/lib/python3.5/site-packages/sklearn/gaussian_process/gpr.py:427: UserWarning: fmin_l_bfgs_b terminated abnormally with the  state: {'warnflag': 2, 'grad': array([-10.79702759,  54.081117  ]), 'nit': 14, 'funcalls': 61, 'task': b'ABNORMAL_TERMINATION_IN_LNSRCH'}
  " state: %s" % convergence_dict)
[ 0.09040411]
2
RBF(length_scale=10)
/home/will/miniconda3/lib/python3.5/site-packages/sklearn/gaussian_process/gpr.py:427: UserWarning: fmin_l_bfgs_b terminated abnormally with the  state: {'warnflag': 2, 'grad': array([ 11.22264099]), 'nit': 5, 'funcalls': 86, 'task': b'ABNORMAL_TERMINATION_IN_LNSRCH'}
  " state: %s" % convergence_dict)
[ 0.09679488]
3
1**2 * RBF(length_scale=10)
[ 0.08975751]
[0]
        Process Time: 9.28 minutes
0
Matern(length_scale=1, nu=2.5)
/home/will/Dropbox/Github projects/PyML/other_pc_testing.py:306: VisibleDeprecationWarning: converting an array with ndim > 0 to an index will result in an error in the future
  joblib.dump(modelList[bestIndex], model_type+'Model_col'+str(predict_col)+'.pkl')
[  5.15533423e-06]
1
1**2 * Matern(length_scale=1, nu=2.5)
/home/will/miniconda3/lib/python3.5/site-packages/sklearn/gaussian_process/gpr.py:427: UserWarning: fmin_l_bfgs_b terminated abnormally with the  state: {'warnflag': 2, 'grad': array([ 0.58034515, -4.33844259]), 'nit': 15, 'funcalls': 83, 'task': b'ABNORMAL_TERMINATION_IN_LNSRCH'}
  " state: %s" % convergence_dict)
/home/will/miniconda3/lib/python3.5/site-packages/sklearn/gaussian_process/gpr.py:427: UserWarning: fmin_l_bfgs_b terminated abnormally with the  state: {'warnflag': 2, 'grad': array([-0.43276596,  0.70654131]), 'nit': 18, 'funcalls': 91, 'task': b'ABNORMAL_TERMINATION_IN_LNSRCH'}
  " state: %s" % convergence_dict)
[ 0.03512973]
2
RBF(length_scale=10)
ERROR: execution aborted