流式输出内容被截断，只能显示最后 5000 行内容。
current local expert:
x y t lon lat
570 -600000.0 600000.0 11190.0 -135.0 82.397073
'local_data_select': 0.006 seconds
number obs: 491
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.013 seconds
'set_likelihood_variance_constraints': 0.039 seconds
'optimise_parameters': 1.014 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99993076, 11.99956346, 0.98577872])
kernel_variance: 0.004963885079095464
likelihood_variance: 0.0016327246970720985
'predict': 0.118 seconds
total run time : 2.08 seconds
--------------------------------------------------
572 / 961
current local expert:
x y t lon lat
571 -400000.0 600000.0 11190.0 -146.309932 83.540179
'local_data_select': 0.007 seconds
number obs: 443
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.037 seconds
**********
optimization failed!
'optimise_parameters': 1.593 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 7.64745071, 11.9999833 , 0.94199337])
kernel_variance: 0.0010467745427734357
likelihood_variance: 0.0014184540259204572
'predict': 0.102 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.84 seconds
--------------------------------------------------
573 / 961
current local expert:
x y t lon lat
572 -200000.0 600000.0 11190.0 -161.565051 84.335111
'local_data_select': 0.006 seconds
number obs: 438
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.846 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([7.84026626, 8.51930846, 0.98991685])
kernel_variance: 0.000910028643525708
likelihood_variance: 0.001250000086777129
'predict': 0.104 seconds
total run time : 1.90 seconds
--------------------------------------------------
574 / 961
current local expert:
x y t lon lat
573 0.0 600000.0 11190.0 180.0 84.626051
'local_data_select': 0.006 seconds
number obs: 476
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.012 seconds
'set_likelihood_variance_constraints': 0.035 seconds
'optimise_parameters': 1.092 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.61165246, 5.75286404, 0.9968581 ])
kernel_variance: 0.0008947801675981783
likelihood_variance: 0.001707514806758995
'predict': 0.108 seconds
total run time : 2.13 seconds
--------------------------------------------------
575 / 961
current local expert:
x y t lon lat
574 200000.0 600000.0 11190.0 161.565051 84.335111
'local_data_select': 0.006 seconds
number obs: 452
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.766 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.40769933, 4.54637253, 1.00011556])
kernel_variance: 0.0014455177234259176
likelihood_variance: 0.0016162954213129698
'predict': 0.111 seconds
total run time : 1.81 seconds
--------------------------------------------------
576 / 961
current local expert:
x y t lon lat
575 400000.0 600000.0 11190.0 146.309932 83.540179
'local_data_select': 0.006 seconds
number obs: 479
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 1.179 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99999618, 7.13606762, 0.91444106])
kernel_variance: 0.0031433376194222257
likelihood_variance: 0.00125004720581413
'predict': 0.116 seconds
total run time : 2.23 seconds
--------------------------------------------------
577 / 961
current local expert:
x y t lon lat
576 600000.0 600000.0 11190.0 135.0 82.397073
'local_data_select': 0.007 seconds
number obs: 561
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.035 seconds
'optimise_parameters': 0.734 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.00000000e-13, 1.20000000e+01, 8.33125564e-01])
kernel_variance: 2.13836238625053
likelihood_variance: 0.0012906292165665988
'predict': 0.155 seconds
total run time : 1.84 seconds
--------------------------------------------------
578 / 961
current local expert:
x y t lon lat
577 800000.0 600000.0 11190.0 126.869898 81.037096
'local_data_select': 0.006 seconds
number obs: 592
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 1.393 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99922255, 8.46730256, 1.01644554])
kernel_variance: 0.0034887992465428286
likelihood_variance: 0.001250000298530905
'predict': 0.129 seconds
total run time : 2.45 seconds
--------------------------------------------------
579 / 961
current local expert:
x y t lon lat
578 1000000.0 600000.0 11190.0 120.963757 79.54339
'local_data_select': 0.006 seconds
number obs: 583
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 1.119 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99927418, 10.09864271, 0.96648173])
kernel_variance: 0.0052350879291319825
likelihood_variance: 0.0012500132347024893
'predict': 0.127 seconds
total run time : 2.18 seconds
--------------------------------------------------
580 / 961
current local expert:
x y t lon lat
579 1200000.0 600000.0 11190.0 116.565051 77.964362
'local_data_select': 0.006 seconds
number obs: 423
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.035 seconds
'optimise_parameters': 0.797 seconds
'get_parameters': 0.008 seconds
parameters:
lengthscales: array([6.35329396, 5.54318066, 0.99871934])
kernel_variance: 0.03047679185335792
likelihood_variance: 0.0030734166252896237
'predict': 0.109 seconds
total run time : 1.84 seconds
--------------------------------------------------
581 / 961
current local expert:
x y t lon lat
580 1400000.0 600000.0 11190.0 113.198591 76.328153
'local_data_select': 0.006 seconds
number obs: 299
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.037 seconds
**********
optimization failed!
'optimise_parameters': 0.931 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([4.58511617, 4.37558826, 0.99959797])
kernel_variance: 0.022651726234583017
likelihood_variance: 0.007869771982779715
'predict': 0.089 seconds
total run time : 1.97 seconds
--------------------------------------------------
582 / 961
current local expert:
x y t lon lat
581 1600000.0 600000.0 11190.0 110.556045 74.651565
'local_data_select': 0.006 seconds
number obs: 111
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.035 seconds
**********
optimization failed!
'optimise_parameters': 0.656 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99999285, 5.42220567, 1.29600457])
kernel_variance: 0.07209723833822235
likelihood_variance: 0.009999996911095595
'predict': 0.074 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 1.98 seconds
--------------------------------------------------
583 / 961
current local expert:
x y t lon lat
582 1800000.0 600000.0 11190.0 108.434949 72.944956
'local_data_select': 0.006 seconds
number obs: 30
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.035 seconds
**********
optimization failed!
'optimise_parameters': 0.694 seconds
'get_parameters': 0.008 seconds
parameters:
lengthscales: array([ 2.46149827, 11.99999957, 1.0025173 ])
kernel_variance: 0.020555534540136075
likelihood_variance: 0.009999999887202375
'predict': 0.077 seconds
total run time : 1.72 seconds
--------------------------------------------------
584 / 961
current local expert:
x y t lon lat
583 2000000.0 600000.0 11190.0 106.699244 71.214902
there are no predictions locations, skipping
--------------------------------------------------
585 / 961
current local expert:
x y t lon lat
584 2200000.0 600000.0 11190.0 105.255119 69.465665
there are no predictions locations, skipping
--------------------------------------------------
586 / 961
current local expert:
x y t lon lat
585 2400000.0 600000.0 11190.0 104.036243 67.700048
there are no predictions locations, skipping
--------------------------------------------------
587 / 961
current local expert:
x y t lon lat
586 2600000.0 600000.0 11190.0 102.994617 65.919893
there are no predictions locations, skipping
--------------------------------------------------
588 / 961
current local expert:
x y t lon lat
587 2800000.0 600000.0 11190.0 102.094757 64.126392
there are no predictions locations, skipping
--------------------------------------------------
589 / 961
current local expert:
x y t lon lat
588 3000000.0 600000.0 11190.0 101.309932 62.320283
there are no predictions locations, skipping
--------------------------------------------------
590 / 961
current local expert:
x y t lon lat
589 -3000000.0 800000.0 11190.0 -104.931417 61.900337
there are no predictions locations, skipping
--------------------------------------------------
591 / 961
current local expert:
x y t lon lat
590 -2800000.0 800000.0 11190.0 -105.945396 63.67998
there are no predictions locations, skipping
--------------------------------------------------
592 / 961
current local expert:
x y t lon lat
591 -2600000.0 800000.0 11190.0 -107.102729 65.443193
there are no predictions locations, skipping
--------------------------------------------------
593 / 961
current local expert:
x y t lon lat
592 -2400000.0 800000.0 11190.0 -108.434949 67.188426
'local_data_select': 0.006 seconds
number obs: 7
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.505 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.29279834e-03, 1.19981844e+01, 1.00031100e+00])
kernel_variance: 0.0015100204990063392
likelihood_variance: 0.00999993022060979
'predict': 0.079 seconds
total run time : 1.53 seconds
--------------------------------------------------
594 / 961
current local expert:
x y t lon lat
593 -2200000.0 800000.0 11190.0 -109.983107 68.913437
'local_data_select': 0.007 seconds
number obs: 8
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.470 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.62080336, 0.2548922 , 1. ])
kernel_variance: 8.859673609815061e-08
likelihood_variance: 0.009999798606371459
'predict': 0.075 seconds
total run time : 1.47 seconds
--------------------------------------------------
595 / 961
current local expert:
x y t lon lat
594 -2000000.0 800000.0 11190.0 -111.801409 70.615022
'local_data_select': 0.006 seconds
number obs: 44
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.637 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.24747684, 0.0883482 , 1.000038 ])
kernel_variance: 0.0015025979475304537
likelihood_variance: 0.008527052432196666
'predict': 0.078 seconds
total run time : 1.67 seconds
--------------------------------------------------
596 / 961
current local expert:
x y t lon lat
595 -1800000.0 800000.0 11190.0 -113.962489 72.28859
'local_data_select': 0.006 seconds
number obs: 103
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.035 seconds
'optimise_parameters': 0.562 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.64070042, 1.66245178, 0.99994757])
kernel_variance: 0.004862263895326935
likelihood_variance: 0.009266667848844288
'predict': 0.081 seconds
total run time : 1.59 seconds
--------------------------------------------------
597 / 961
current local expert:
x y t lon lat
596 -1600000.0 800000.0 11190.0 -116.565051 73.927516
'local_data_select': 0.006 seconds
number obs: 140
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.036 seconds
'optimise_parameters': 0.745 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.36576128, 1.39056028, 0.99769038])
kernel_variance: 0.005542868353882373
likelihood_variance: 0.009999999761599172
'predict': 0.085 seconds
total run time : 1.80 seconds
--------------------------------------------------
598 / 961
current local expert:
x y t lon lat
597 -1400000.0 800000.0 11190.0 -119.744881 75.522123
'local_data_select': 0.006 seconds
number obs: 211
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.548 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.72438944, 1.89627068, 0.99987617])
kernel_variance: 0.005280676488136015
likelihood_variance: 0.007133969194537732
'predict': 0.074 seconds
total run time : 1.57 seconds
--------------------------------------------------
599 / 961
current local expert:
x y t lon lat
598 -1200000.0 800000.0 11190.0 -123.690068 77.058063
'local_data_select': 0.006 seconds
number obs: 336
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.041 seconds
'set_lengthscales_constraints': 0.012 seconds
'set_likelihood_variance_constraints': 0.036 seconds
'optimise_parameters': 0.724 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.97058436, 2.47047894, 1.00000646])
kernel_variance: 0.003633310407226581
likelihood_variance: 0.004104378687937724
'predict': 0.096 seconds
total run time : 1.79 seconds
--------------------------------------------------
600 / 961
current local expert:
x y t lon lat
599 -1000000.0 800000.0 11190.0 -128.659808 78.51376
'local_data_select': 0.007 seconds
number obs: 495
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.035 seconds
**********
optimization failed!
'optimise_parameters': 1.718 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.98520771, 8.96234887, 0.97235842])
kernel_variance: 0.004864300818233752
likelihood_variance: 0.0021960901019370356
'predict': 0.111 seconds
total run time : 2.79 seconds
--------------------------------------------------
601 / 961
current local expert:
x y t lon lat
600 -800000.0 800000.0 11190.0 -135.0 79.856495
'local_data_select': 0.006 seconds
number obs: 574
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 2.476 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([10.822033 , 8.74510098, 0.83091695])
kernel_variance: 0.00475315308100443
likelihood_variance: 0.0014033798486134798
'predict': 0.124 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 3.71 seconds
--------------------------------------------------
602 / 961
current local expert:
x y t lon lat
601 -600000.0 800000.0 11190.0 -143.130102 81.037096
'local_data_select': 0.006 seconds
number obs: 560
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 1.517 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99928247, 8.19321496, 0.91221484])
kernel_variance: 0.002634169157478638
likelihood_variance: 0.0016007199309176425
'predict': 0.122 seconds
total run time : 2.60 seconds
--------------------------------------------------
603 / 961
current local expert:
x y t lon lat
602 -400000.0 800000.0 11190.0 -153.434949 81.985104
'local_data_select': 0.006 seconds
number obs: 531
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 1.535 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.20000000e+01, 2.00513249e-13, 1.00000000e-08])
kernel_variance: 0.0017279180930466636
likelihood_variance: 0.006324265378604806
'predict': 0.140 seconds
total run time : 2.66 seconds
--------------------------------------------------
604 / 961
current local expert:
x y t lon lat
603 -200000.0 800000.0 11190.0 -165.963757 82.611609
'local_data_select': 0.007 seconds
number obs: 517
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.042 seconds
'set_lengthscales_constraints': 0.012 seconds
'set_likelihood_variance_constraints': 0.034 seconds
**********
optimization failed!
'optimise_parameters': 1.791 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([9.64576736, 7.80909133, 0.82730602])
kernel_variance: 0.002065360916946207
likelihood_variance: 0.0014703933122793469
'predict': 0.113 seconds
total run time : 2.85 seconds
--------------------------------------------------
605 / 961
current local expert:
x y t lon lat
604 0.0 800000.0 11190.0 180.0 82.832524
'local_data_select': 0.006 seconds
number obs: 489
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.318 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.46395748, 7.54205125, 0.99862256])
kernel_variance: 0.0022113785233750737
likelihood_variance: 0.0015302637387504055
'predict': 0.106 seconds
total run time : 2.37 seconds
--------------------------------------------------
606 / 961
current local expert:
x y t lon lat
605 200000.0 800000.0 11190.0 165.963757 82.611609
'local_data_select': 0.006 seconds
number obs: 505
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.766 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99867544, 10.0535482 , 0.95809279])
kernel_variance: 0.006211797287328029
likelihood_variance: 0.0013222342026606194
'predict': 0.110 seconds
total run time : 2.83 seconds
--------------------------------------------------
607 / 961
current local expert:
x y t lon lat
606 400000.0 800000.0 11190.0 153.434949 81.985104
'local_data_select': 0.006 seconds
number obs: 561
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 1.266 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.15099813, 5.70327924, 0.60334342])
kernel_variance: 0.002194379230717969
likelihood_variance: 0.0012500000092952753
'predict': 0.119 seconds
total run time : 2.34 seconds
--------------------------------------------------
608 / 961
current local expert:
x y t lon lat
607 600000.0 800000.0 11190.0 143.130102 81.037096
'local_data_select': 0.006 seconds
number obs: 580
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 2.171 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([9.00938856, 5.77842139, 0.0974751 ])
kernel_variance: 0.003564266500989968
likelihood_variance: 0.00125
'predict': 0.121 seconds
total run time : 3.24 seconds
--------------------------------------------------
609 / 961
current local expert:
x y t lon lat
608 800000.0 800000.0 11190.0 135.0 79.856495
'local_data_select': 0.006 seconds
number obs: 572
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 1.434 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99810757, 6.01761493, 0.97698429])
kernel_variance: 0.0031700967556236794
likelihood_variance: 0.0014026606202568958
'predict': 0.118 seconds
total run time : 2.49 seconds
--------------------------------------------------
610 / 961
current local expert:
x y t lon lat
609 1000000.0 800000.0 11190.0 128.659808 78.51376
'local_data_select': 0.006 seconds
number obs: 479
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.016 seconds
'set_likelihood_variance_constraints': 0.037 seconds
**********
optimization failed!
'optimise_parameters': 1.207 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([5.97097409, 4.58997086, 0.99878157])
kernel_variance: 0.0016799193693179035
likelihood_variance: 0.0021545373640995784
'predict': 0.103 seconds
total run time : 2.27 seconds
--------------------------------------------------
611 / 961
current local expert:
x y t lon lat
610 1200000.0 800000.0 11190.0 123.690068 77.058063
'local_data_select': 0.006 seconds
number obs: 417
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.185 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([7.11948766, 6.433251 , 0.99905206])
kernel_variance: 0.005221573022004745
likelihood_variance: 0.005266476828326296
'predict': 0.096 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.42 seconds
--------------------------------------------------
612 / 961
current local expert:
x y t lon lat
611 1400000.0 800000.0 11190.0 119.744881 75.522123
'local_data_select': 0.006 seconds
number obs: 311
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 0.760 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([5.618692 , 5.11737077, 0.9994992 ])
kernel_variance: 0.006891540823365199
likelihood_variance: 0.008788445393201304
'predict': 0.083 seconds
total run time : 1.79 seconds
--------------------------------------------------
613 / 961
current local expert:
x y t lon lat
612 1600000.0 800000.0 11190.0 116.565051 73.927516
'local_data_select': 0.007 seconds
number obs: 155
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.035 seconds
'optimise_parameters': 0.782 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 3.33394154, 10.46138339, 0.93509772])
kernel_variance: 0.00629190751849029
likelihood_variance: 0.009999999969621406
'predict': 0.070 seconds
total run time : 1.82 seconds
--------------------------------------------------
614 / 961
current local expert:
x y t lon lat
613 1800000.0 800000.0 11190.0 113.962489 72.28859
'local_data_select': 0.006 seconds
number obs: 44
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.618 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.38690164, 4.85359586, 0.97943636])
kernel_variance: 0.009717677421825568
likelihood_variance: 0.009999999999734806
'predict': 0.074 seconds
total run time : 1.65 seconds
--------------------------------------------------
615 / 961
current local expert:
x y t lon lat
614 2000000.0 800000.0 11190.0 111.801409 70.615022
there are no predictions locations, skipping
--------------------------------------------------
616 / 961
current local expert:
x y t lon lat
615 2200000.0 800000.0 11190.0 109.983107 68.913437
there are no predictions locations, skipping
--------------------------------------------------
617 / 961
current local expert:
x y t lon lat
616 2400000.0 800000.0 11190.0 108.434949 67.188426
there are no predictions locations, skipping
--------------------------------------------------
618 / 961
current local expert:
x y t lon lat
617 2600000.0 800000.0 11190.0 107.102729 65.443193
there are no predictions locations, skipping
--------------------------------------------------
619 / 961
current local expert:
x y t lon lat
618 2800000.0 800000.0 11190.0 105.945396 63.67998
there are no predictions locations, skipping
--------------------------------------------------
620 / 961
current local expert:
x y t lon lat
619 3000000.0 800000.0 11190.0 104.931417 61.900337
there are no predictions locations, skipping
--------------------------------------------------
621 / 961
current local expert:
x y t lon lat
620 -3000000.0 1000000.0 11190.0 -108.434949 61.368679
there are no predictions locations, skipping
--------------------------------------------------
622 / 961
current local expert:
x y t lon lat
621 -2800000.0 1000000.0 11190.0 -109.653824 63.116094
there are no predictions locations, skipping
--------------------------------------------------
623 / 961
current local expert:
x y t lon lat
622 -2600000.0 1000000.0 11190.0 -111.037511 64.842699
there are no predictions locations, skipping
--------------------------------------------------
624 / 961
current local expert:
x y t lon lat
623 -2400000.0 1000000.0 11190.0 -112.619865 66.5461
there are no predictions locations, skipping
--------------------------------------------------
625 / 961
current local expert:
x y t lon lat
624 -2200000.0 1000000.0 11190.0 -114.443955 68.223016
'local_data_select': 0.006 seconds
number obs: 28
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.478 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 1.91342717, 11.99968699, 0.99968513])
kernel_variance: 0.001721306167132081
likelihood_variance: 0.009999999994862256
'predict': 0.066 seconds
total run time : 1.49 seconds
--------------------------------------------------
626 / 961
current local expert:
x y t lon lat
625 -2000000.0 1000000.0 11190.0 -116.565051 69.868945
'local_data_select': 0.006 seconds
number obs: 90
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.517 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.77519647, 1.8202833 , 0.9999789 ])
kernel_variance: 0.001971581053221985
likelihood_variance: 0.007439399320771326
'predict': 0.072 seconds
total run time : 1.54 seconds
--------------------------------------------------
627 / 961
current local expert:
x y t lon lat
626 -1800000.0 1000000.0 11190.0 -119.054604 71.477702
'local_data_select': 0.006 seconds
number obs: 117
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.535 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.107074 , 2.17528412, 0.9998743 ])
kernel_variance: 0.002391711113282975
likelihood_variance: 0.006600162160370467
'predict': 0.073 seconds
total run time : 1.56 seconds
--------------------------------------------------
628 / 961
current local expert:
x y t lon lat
627 -1600000.0 1000000.0 11190.0 -122.005383 73.040728
'local_data_select': 0.006 seconds
number obs: 178
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.748 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.74333149, 1.6261885 , 0.99992394])
kernel_variance: 0.004732439641880434
likelihood_variance: 0.006999898662623528
'predict': 0.072 seconds
total run time : 1.77 seconds
--------------------------------------------------
629 / 961
current local expert:
x y t lon lat
628 -1400000.0 1000000.0 11190.0 -125.537678 74.546108
'local_data_select': 0.006 seconds
number obs: 242
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
**********
optimization failed!
'optimise_parameters': 0.671 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.16101264, 2.02862099, 0.99985667])
kernel_variance: 0.005711312184489906
likelihood_variance: 0.0048980398920309715
'predict': 0.079 seconds
total run time : 1.70 seconds
--------------------------------------------------
630 / 961
current local expert:
x y t lon lat
629 -1200000.0 1000000.0 11190.0 -129.805571 75.977161
'local_data_select': 0.006 seconds
number obs: 348
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.037 seconds
**********
optimization failed!
'optimise_parameters': 0.887 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.21549049, 6.88136332, 0.99847596])
kernel_variance: 0.019767906119903783
likelihood_variance: 0.0024902523121680146
'predict': 0.091 seconds
total run time : 1.97 seconds
--------------------------------------------------
631 / 961
current local expert:
x y t lon lat
630 -1000000.0 1000000.0 11190.0 -135.0 77.310512
'local_data_select': 0.007 seconds
number obs: 432
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.797 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.00000074e-13, 1.20000000e+01, 1.00000000e-08])
kernel_variance: 1.6420704069847436
likelihood_variance: 0.00125
'predict': 0.119 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.07 seconds
--------------------------------------------------
632 / 961
current local expert:
x y t lon lat
631 -800000.0 1000000.0 11190.0 -141.340192 78.51376
'local_data_select': 0.006 seconds
number obs: 485
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 1.191 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([8.47430701, 9.89071949, 0.97726116])
kernel_variance: 0.005767452265123113
likelihood_variance: 0.0012525243548762905
'predict': 0.099 seconds
total run time : 2.24 seconds
--------------------------------------------------
633 / 961
current local expert:
x y t lon lat
632 -600000.0 1000000.0 11190.0 -149.036243 79.54339
'local_data_select': 0.006 seconds
number obs: 558
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 2.040 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([9.11814798, 8.51593344, 0.87533291])
kernel_variance: 0.0030859067616256443
likelihood_variance: 0.0014967458619988055
'predict': 0.113 seconds
total run time : 3.11 seconds
--------------------------------------------------
634 / 961
current local expert:
x y t lon lat
633 -400000.0 1000000.0 11190.0 -158.198591 80.344951
'local_data_select': 0.006 seconds
number obs: 554
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 1.949 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99929157, 7.82780039, 0.51225222])
kernel_variance: 0.002723725050497406
likelihood_variance: 0.0015349086495359712
'predict': 0.117 seconds
total run time : 3.05 seconds
--------------------------------------------------
635 / 961
current local expert:
x y t lon lat
634 -200000.0 1000000.0 11190.0 -168.690068 80.859192
'local_data_select': 0.007 seconds
number obs: 565
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.035 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.734 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.55250108, 7.94254768, 0.91156032])
kernel_variance: 0.0017370099474363174
likelihood_variance: 0.001723755461164907
'predict': 0.117 seconds
total run time : 2.85 seconds
--------------------------------------------------
636 / 961
current local expert:
x y t lon lat
635 0.0 1000000.0 11190.0 180.0 81.037096
'local_data_select': 0.006 seconds
number obs: 577
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 1.766 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99813577, 11.99991413, 0.60168334])
kernel_variance: 0.006927884570030557
likelihood_variance: 0.0017051551319801096
'predict': 0.119 seconds
total run time : 2.86 seconds
--------------------------------------------------
637 / 961
current local expert:
x y t lon lat
636 200000.0 1000000.0 11190.0 168.690068 80.859192
'local_data_select': 0.006 seconds
number obs: 581
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.012 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.568 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([9.42430891, 9.02621355, 0.94416177])
kernel_variance: 0.00401914026524237
likelihood_variance: 0.0015993250102307476
'predict': 0.125 seconds
total run time : 2.69 seconds
--------------------------------------------------
638 / 961
current local expert:
x y t lon lat
637 400000.0 1000000.0 11190.0 158.198591 80.344951
'local_data_select': 0.006 seconds
number obs: 593
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 1.459 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.00000000e-13, 1.19999795e+01, 1.74641120e-03])
kernel_variance: 0.0014119098030709958
likelihood_variance: 0.0012755917461067003
'predict': 0.148 seconds
total run time : 2.60 seconds
--------------------------------------------------
639 / 961
current local expert:
x y t lon lat
638 600000.0 1000000.0 11190.0 149.036243 79.54339
'local_data_select': 0.006 seconds
number obs: 568
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 1.127 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([6.42963247, 4.86637091, 0.9954221 ])
kernel_variance: 0.004073890824721931
likelihood_variance: 0.0016272204204699934
'predict': 0.120 seconds
total run time : 2.25 seconds
--------------------------------------------------
640 / 961
current local expert:
x y t lon lat
639 800000.0 1000000.0 11190.0 141.340192 78.51376
'local_data_select': 0.006 seconds
number obs: 472
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 1.144 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([5.78888063, 3.87131076, 0.99710855])
kernel_variance: 0.00281801158149816
likelihood_variance: 0.003539992525255181
'predict': 0.105 seconds
total run time : 2.23 seconds
--------------------------------------------------
641 / 961
current local expert:
x y t lon lat
640 1000000.0 1000000.0 11190.0 135.0 77.310512
'local_data_select': 0.006 seconds
number obs: 375
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.588 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([8.77871533, 5.15013286, 0.9992197 ])
kernel_variance: 0.005083819928462066
likelihood_variance: 0.006944558510199771
'predict': 0.089 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 1.91 seconds
--------------------------------------------------
642 / 961
current local expert:
x y t lon lat
641 1200000.0 1000000.0 11190.0 129.805571 75.977161
'local_data_select': 0.006 seconds
number obs: 359
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.658 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.98319623, 11.98520555, 0.99767312])
kernel_variance: 0.010478917078716234
likelihood_variance: 0.009999714408166955
'predict': 0.090 seconds
total run time : 1.74 seconds
--------------------------------------------------
643 / 961
current local expert:
x y t lon lat
642 1400000.0 1000000.0 11190.0 125.537678 74.546108
'local_data_select': 0.006 seconds
number obs: 270
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.680 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.2381742e-09, 1.2000000e+01, 1.0000000e-08])
kernel_variance: 7.952576921456677e-06
likelihood_variance: 0.01
'predict': 0.090 seconds
total run time : 1.75 seconds
--------------------------------------------------
644 / 961
current local expert:
x y t lon lat
643 1600000.0 1000000.0 11190.0 122.005383 73.040728
'local_data_select': 0.006 seconds
number obs: 130
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.665 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 4.99115731, 11.99999361, 0.99104928])
kernel_variance: 0.007448598372464287
likelihood_variance: 0.009999999455560234
'predict': 0.071 seconds
total run time : 1.71 seconds
--------------------------------------------------
645 / 961
current local expert:
x y t lon lat
644 1800000.0 1000000.0 11190.0 119.054604 71.477702
'local_data_select': 0.006 seconds
number obs: 22
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 0.602 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([3.26553474, 5.75123419, 1.00131935])
kernel_variance: 0.01314671295987767
likelihood_variance: 0.009999998733604805
'predict': 0.067 seconds
total run time : 1.67 seconds
--------------------------------------------------
646 / 961
current local expert:
x y t lon lat
645 2000000.0 1000000.0 11190.0 116.565051 69.868945
there are no predictions locations, skipping
--------------------------------------------------
647 / 961
current local expert:
x y t lon lat
646 2200000.0 1000000.0 11190.0 114.443955 68.223016
there are no predictions locations, skipping
--------------------------------------------------
648 / 961
current local expert:
x y t lon lat
647 2400000.0 1000000.0 11190.0 112.619865 66.5461
there are no predictions locations, skipping
--------------------------------------------------
649 / 961
current local expert:
x y t lon lat
648 2600000.0 1000000.0 11190.0 111.037511 64.842699
there are no predictions locations, skipping
--------------------------------------------------
650 / 961
current local expert:
x y t lon lat
649 2800000.0 1000000.0 11190.0 109.653824 63.116094
there are no predictions locations, skipping
--------------------------------------------------
651 / 961
current local expert:
x y t lon lat
650 3000000.0 1000000.0 11190.0 108.434949 61.368679
there are no predictions locations, skipping
--------------------------------------------------
652 / 961
current local expert:
x y t lon lat
651 -3000000.0 1200000.0 11190.0 -111.801409 60.730822
there are no predictions locations, skipping
--------------------------------------------------
653 / 961
current local expert:
x y t lon lat
652 -2800000.0 1200000.0 11190.0 -113.198591 62.441342
there are no predictions locations, skipping
--------------------------------------------------
654 / 961
current local expert:
x y t lon lat
653 -2600000.0 1200000.0 11190.0 -114.775141 64.126392
there are no predictions locations, skipping
--------------------------------------------------
655 / 961
current local expert:
x y t lon lat
654 -2400000.0 1200000.0 11190.0 -116.565051 65.782798
there are no predictions locations, skipping
--------------------------------------------------
656 / 961
current local expert:
x y t lon lat
655 -2200000.0 1200000.0 11190.0 -118.61046 67.406353
'local_data_select': 0.007 seconds
number obs: 27
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.475 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99262543, 11.99922835, 1.00407797])
kernel_variance: 0.0015454125979547143
likelihood_variance: 0.009999958904269909
'predict': 0.071 seconds
total run time : 1.54 seconds
--------------------------------------------------
657 / 961
current local expert:
x y t lon lat
656 -2000000.0 1200000.0 11190.0 -120.963757 68.99148
'local_data_select': 0.006 seconds
number obs: 91
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.618 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.16130284, 2.19838533, 0.99980646])
kernel_variance: 0.002259515243445832
likelihood_variance: 0.006378942159498193
'predict': 0.070 seconds
total run time : 1.66 seconds
--------------------------------------------------
658 / 961
current local expert:
x y t lon lat
657 -1800000.0 1200000.0 11190.0 -123.690068 70.530773
'local_data_select': 0.006 seconds
number obs: 133
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.515 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.38641386, 3.43135938, 0.99985557])
kernel_variance: 0.0026378701391059365
likelihood_variance: 0.007541972237131728
'predict': 0.073 seconds
total run time : 1.56 seconds
--------------------------------------------------
659 / 961
current local expert:
x y t lon lat
658 -1600000.0 1200000.0 11190.0 -126.869898 72.014378
'local_data_select': 0.006 seconds
number obs: 205
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.035 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.545 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([5.1285624 , 7.38805654, 0.99979141])
kernel_variance: 0.006276412618528478
likelihood_variance: 0.00537103944277184
'predict': 0.084 seconds
total run time : 1.62 seconds
--------------------------------------------------
660 / 961
current local expert:
x y t lon lat
659 -1400000.0 1200000.0 11190.0 -130.601295 73.429172
'local_data_select': 0.006 seconds
number obs: 288
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.748 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.09887473, 11.39699686, 0.99725483])
kernel_variance: 0.025328089208438213
likelihood_variance: 0.0027640503680125836
'predict': 0.084 seconds
total run time : 1.82 seconds
--------------------------------------------------
661 / 961
current local expert:
x y t lon lat
660 -1200000.0 1200000.0 11190.0 -135.0 74.757732
'local_data_select': 0.006 seconds
number obs: 349
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.787 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([8.45180753, 9.5760828 , 0.94383025])
kernel_variance: 0.008515021469110751
likelihood_variance: 0.0012500004514660822
'predict': 0.090 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.03 seconds
--------------------------------------------------
662 / 961
current local expert:
x y t lon lat
661 -1000000.0 1200000.0 11190.0 -140.194429 75.977161
'local_data_select': 0.006 seconds
number obs: 361
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.784 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([10.56561328, 11.99967674, 0.95466181])
kernel_variance: 0.00978140009779338
likelihood_variance: 0.0012500003197590235
'predict': 0.091 seconds
total run time : 1.87 seconds
--------------------------------------------------
663 / 961
current local expert:
x y t lon lat
662 -800000.0 1200000.0 11190.0 -146.309932 77.058063
'local_data_select': 0.006 seconds
number obs: 412
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.748 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 9.38055785, 11.99996755, 0.93728784])
kernel_variance: 0.008001950317464373
likelihood_variance: 0.001250000297644941
'predict': 0.107 seconds
total run time : 1.86 seconds
--------------------------------------------------
664 / 961
current local expert:
x y t lon lat
663 -600000.0 1200000.0 11190.0 -153.434949 77.964362
'local_data_select': 0.006 seconds
number obs: 433
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.289 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([ 8.89349584, 11.99942726, 0.91892644])
kernel_variance: 0.010408114401352161
likelihood_variance: 0.0013575913802341406
'predict': 0.099 seconds
total run time : 2.37 seconds
--------------------------------------------------
665 / 961
current local expert:
x y t lon lat
664 -400000.0 1200000.0 11190.0 -161.565051 78.655203
'local_data_select': 0.006 seconds
number obs: 495
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.972 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 7.69687512, 10.64621969, 0.98151246])
kernel_variance: 0.007913236491036155
likelihood_variance: 0.0013961232683995474
'predict': 0.103 seconds
total run time : 2.07 seconds
--------------------------------------------------
666 / 961
current local expert:
x y t lon lat
665 -200000.0 1200000.0 11190.0 -170.537678 79.090372
'local_data_select': 0.006 seconds
number obs: 545
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.681 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 8.76210166, 11.32037071, 0.98136702])
kernel_variance: 0.007086976086238705
likelihood_variance: 0.0016148068095612625
'predict': 0.114 seconds
total run time : 2.80 seconds
--------------------------------------------------
667 / 961
current local expert:
x y t lon lat
666 0.0 1200000.0 11190.0 180.0 79.239286
'local_data_select': 0.006 seconds
number obs: 555
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.881 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([7.86239767, 9.25948276, 0.99203224])
kernel_variance: 0.005063271086205407
likelihood_variance: 0.0018033402926580446
'predict': 0.118 seconds
total run time : 2.01 seconds
--------------------------------------------------
668 / 961
current local expert:
x y t lon lat
667 200000.0 1200000.0 11190.0 170.537678 79.090372
'local_data_select': 0.006 seconds
number obs: 569
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 1.654 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 9.6000214 , 11.99923251, 0.88108799])
kernel_variance: 0.008943927215191067
likelihood_variance: 0.0017428573507141934
'predict': 0.120 seconds
total run time : 2.79 seconds
--------------------------------------------------
669 / 961
current local expert:
x y t lon lat
668 400000.0 1200000.0 11190.0 161.565051 78.655203
'local_data_select': 0.006 seconds
number obs: 508
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.237 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 8.92149162, 11.11427807, 0.99345271])
kernel_variance: 0.007260691047189428
likelihood_variance: 0.002148840591147025
'predict': 0.106 seconds
total run time : 2.36 seconds
--------------------------------------------------
670 / 961
current local expert:
x y t lon lat
669 600000.0 1200000.0 11190.0 153.434949 77.964362
'local_data_select': 0.006 seconds
number obs: 458
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.069 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.43056374, 6.02655263, 0.99796368])
kernel_variance: 0.005962088954039586
likelihood_variance: 0.003443216907156963
'predict': 0.103 seconds
total run time : 2.18 seconds
--------------------------------------------------
671 / 961
current local expert:
x y t lon lat
670 800000.0 1200000.0 11190.0 146.309932 77.058063
'local_data_select': 0.006 seconds
number obs: 374
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.586 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([5.82053509, 4.70499006, 0.9996031 ])
kernel_variance: 0.006329753107154582
likelihood_variance: 0.005849435057415552
'predict': 0.096 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 1.90 seconds
--------------------------------------------------
672 / 961
current local expert:
x y t lon lat
671 1000000.0 1200000.0 11190.0 140.194429 75.977161
'local_data_select': 0.006 seconds
number obs: 355
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.034 seconds
**********
optimization failed!
'optimise_parameters': 0.954 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.27406934, 4.20257106, 0.99427727])
kernel_variance: 0.006032811003876689
likelihood_variance: 0.009999997879567112
'predict': 0.088 seconds
total run time : 2.07 seconds
--------------------------------------------------
673 / 961
current local expert:
x y t lon lat
672 1200000.0 1200000.0 11190.0 135.0 74.757732
'local_data_select': 0.006 seconds
number obs: 289
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.633 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.20000000e+01, 4.59954241e-02, 1.00000000e-08])
kernel_variance: 0.000158925338359455
likelihood_variance: 0.01
'predict': 0.089 seconds
total run time : 1.75 seconds
--------------------------------------------------
674 / 961
current local expert:
x y t lon lat
673 1400000.0 1200000.0 11190.0 130.601295 73.429172
'local_data_select': 0.007 seconds
number obs: 221
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.666 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.43672821, 3.71331196, 0.99390534])
kernel_variance: 0.00794478586008074
likelihood_variance: 0.00999999988213382
'predict': 0.079 seconds
total run time : 1.75 seconds
--------------------------------------------------
675 / 961
current local expert:
x y t lon lat
674 1600000.0 1200000.0 11190.0 126.869898 72.014378
'local_data_select': 0.007 seconds
number obs: 77
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.537 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 3.27625181, 11.99996487, 0.91207426])
kernel_variance: 0.009943251315705469
likelihood_variance: 0.009999989183478683
'predict': 0.074 seconds
total run time : 1.61 seconds
--------------------------------------------------
676 / 961
current local expert:
x y t lon lat
675 1800000.0 1200000.0 11190.0 123.690068 70.530773
there are no predictions locations, skipping
--------------------------------------------------
677 / 961
current local expert:
x y t lon lat
676 2000000.0 1200000.0 11190.0 120.963757 68.99148
there are no predictions locations, skipping
--------------------------------------------------
678 / 961
current local expert:
x y t lon lat
677 2200000.0 1200000.0 11190.0 118.61046 67.406353
there are no predictions locations, skipping
--------------------------------------------------
679 / 961
current local expert:
x y t lon lat
678 2400000.0 1200000.0 11190.0 116.565051 65.782798
there are no predictions locations, skipping
--------------------------------------------------
680 / 961
current local expert:
x y t lon lat
679 2600000.0 1200000.0 11190.0 114.775141 64.126392
there are no predictions locations, skipping
--------------------------------------------------
681 / 961
current local expert:
x y t lon lat
680 2800000.0 1200000.0 11190.0 113.198591 62.441342
there are no predictions locations, skipping
--------------------------------------------------
682 / 961
current local expert:
x y t lon lat
681 3000000.0 1200000.0 11190.0 111.801409 60.730822
there are no predictions locations, skipping
--------------------------------------------------
683 / 961
current local expert:
x y t lon lat
682 -3000000.0 1400000.0 11190.0 -115.016893 59.992849
there are no predictions locations, skipping
--------------------------------------------------
684 / 961
current local expert:
x y t lon lat
683 -2800000.0 1400000.0 11190.0 -116.565051 61.662922
there are no predictions locations, skipping
--------------------------------------------------
685 / 961
current local expert:
x y t lon lat
684 -2600000.0 1400000.0 11190.0 -118.300756 63.302836
there are no predictions locations, skipping
--------------------------------------------------
686 / 961
current local expert:
x y t lon lat
685 -2400000.0 1400000.0 11190.0 -120.256437 64.908759
there are no predictions locations, skipping
--------------------------------------------------
687 / 961
current local expert:
x y t lon lat
686 -2200000.0 1400000.0 11190.0 -122.471192 66.47575
there are no predictions locations, skipping
--------------------------------------------------
688 / 961
current local expert:
x y t lon lat
687 -2000000.0 1400000.0 11190.0 -124.99202 67.997446
'local_data_select': 0.006 seconds
number obs: 32
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.496 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.9999998 , 11.99997795, 1.00065386])
kernel_variance: 0.0019605005683969333
likelihood_variance: 0.007520487795097745
'predict': 0.068 seconds
total run time : 1.57 seconds
--------------------------------------------------
689 / 961
current local expert:
x y t lon lat
688 -1800000.0 1400000.0 11190.0 -127.874984 69.465665
'local_data_select': 0.006 seconds
number obs: 101
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.691 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([7.37783425, 7.99880324, 0.99986161])
kernel_variance: 0.007075440994339161
likelihood_variance: 0.008309871430142468
'predict': 0.075 seconds
total run time : 1.79 seconds
--------------------------------------------------
690 / 961
current local expert:
x y t lon lat
689 -1600000.0 1400000.0 11190.0 -131.185925 70.869902
'local_data_select': 0.006 seconds
number obs: 179
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.753 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([ 7.50977993, 11.99934502, 0.9985987 ])
kernel_variance: 0.020953794669491717
likelihood_variance: 0.00544622915737817
'predict': 0.072 seconds
total run time : 1.85 seconds
--------------------------------------------------
691 / 961
current local expert:
x y t lon lat
690 -1400000.0 1400000.0 11190.0 -135.0 72.196733
'local_data_select': 0.006 seconds
number obs: 273
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.683 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99723484, 11.99933156, 0.98895306])
kernel_variance: 0.03089914307381053
likelihood_variance: 0.003757241161398398
'predict': 0.082 seconds
total run time : 1.78 seconds
--------------------------------------------------
692 / 961
current local expert:
x y t lon lat
691 -1200000.0 1400000.0 11190.0 -139.398705 73.429172
'local_data_select': 0.006 seconds
number obs: 336
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.961 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([ 9.05386389, 11.00336049, 0.92431239])
kernel_variance: 0.017347059415218618
likelihood_variance: 0.0012500031595091157
'predict': 0.090 seconds
total run time : 2.08 seconds
--------------------------------------------------
693 / 961
current local expert:
x y t lon lat
692 -1000000.0 1400000.0 11190.0 -144.462322 74.546108
'local_data_select': 0.007 seconds
number obs: 344
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.037 seconds
**********
optimization failed!
'optimise_parameters': 0.870 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([8.58902399, 9.77556404, 0.96107485])
kernel_variance: 0.01208762097666613
likelihood_variance: 0.001250001413313911
'predict': 0.088 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.25 seconds
--------------------------------------------------
694 / 961
current local expert:
x y t lon lat
693 -800000.0 1400000.0 11190.0 -150.255119 75.522123
'local_data_select': 0.006 seconds
number obs: 358
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 1.020 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([ 7.68050243, 11.97973365, 0.96362282])
kernel_variance: 0.01102976753563228
likelihood_variance: 0.0012652339436457984
'predict': 0.094 seconds
total run time : 2.13 seconds
--------------------------------------------------
695 / 961
current local expert:
x y t lon lat
694 -600000.0 1400000.0 11190.0 -156.801409 76.328153
'local_data_select': 0.006 seconds
number obs: 382
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.041 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 0.866 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 7.14736134, 11.99819644, 0.82634467])
kernel_variance: 0.01031292975331104
likelihood_variance: 0.0012616834635090436
'predict': 0.091 seconds
total run time : 2.01 seconds
--------------------------------------------------
696 / 961
current local expert:
x y t lon lat
695 -400000.0 1400000.0 11190.0 -164.054604 76.933635
'local_data_select': 0.007 seconds
number obs: 382
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 1.106 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 7.89856739, 11.6006615 , 0.98786181])
kernel_variance: 0.010814486193401423
likelihood_variance: 0.0013850427052753231
'predict': 0.095 seconds
total run time : 2.24 seconds
--------------------------------------------------
697 / 961
current local expert:
x y t lon lat
696 -200000.0 1400000.0 11190.0 -171.869898 77.310512
'local_data_select': 0.006 seconds
number obs: 417
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.946 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([5.98416474, 8.24323254, 0.99526845])
kernel_variance: 0.005486516504691697
likelihood_variance: 0.0015441223372005515
'predict': 0.098 seconds
total run time : 2.08 seconds
--------------------------------------------------
698 / 961
current local expert:
x y t lon lat
697 0.0 1400000.0 11190.0 180.0 77.438605
'local_data_select': 0.006 seconds
number obs: 448
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.648 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.44082915, 7.36861766, 0.9965431 ])
kernel_variance: 0.005315172568213852
likelihood_variance: 0.0018605575889362584
'predict': 0.097 seconds
total run time : 1.81 seconds
--------------------------------------------------
699 / 961
current local expert:
x y t lon lat
698 200000.0 1400000.0 11190.0 171.869898 77.310512
'local_data_select': 0.006 seconds
number obs: 437
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.801 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([4.35966636, 6.57637536, 0.99684575])
kernel_variance: 0.005189224903888855
likelihood_variance: 0.0025330097846819294
'predict': 0.099 seconds
total run time : 1.92 seconds
--------------------------------------------------
700 / 961
current local expert:
x y t lon lat
699 400000.0 1400000.0 11190.0 164.054604 76.933635
'local_data_select': 0.006 seconds
number obs: 430
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.670 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([3.09296065, 5.46168609, 0.99837821])
kernel_variance: 0.004065810648578662
likelihood_variance: 0.0036901845258200776
'predict': 0.096 seconds
total run time : 1.79 seconds
--------------------------------------------------
701 / 961
current local expert:
x y t lon lat
700 600000.0 1400000.0 11190.0 156.801409 76.328153
'local_data_select': 0.006 seconds
number obs: 398
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.631 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.81927306, 4.96940665, 0.99899825])
kernel_variance: 0.004676446870439484
likelihood_variance: 0.00430854286744579
'predict': 0.095 seconds
total run time : 1.75 seconds
--------------------------------------------------
702 / 961
current local expert:
x y t lon lat
701 800000.0 1400000.0 11190.0 150.255119 75.522123
'local_data_select': 0.006 seconds
number obs: 376
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.766 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.33238528, 7.01945766, 0.99969471])
kernel_variance: 0.0070210326063754585
likelihood_variance: 0.006562255972055287
'predict': 0.091 seconds
total run time : 1.89 seconds
--------------------------------------------------
703 / 961
current local expert:
x y t lon lat
702 1000000.0 1400000.0 11190.0 144.462322 74.546108
'local_data_select': 0.006 seconds
number obs: 290
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.763 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.60599204, 7.25085188, 0.94064717])
kernel_variance: 0.008681740624601988
likelihood_variance: 0.00999999893532059
'predict': 0.084 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.05 seconds
--------------------------------------------------
704 / 961
current local expert:
x y t lon lat
703 1200000.0 1400000.0 11190.0 139.398705 73.429172
'local_data_select': 0.006 seconds
number obs: 213
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 0.809 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.18835499, 3.17705811, 0.99424543])
kernel_variance: 0.01168259434789823
likelihood_variance: 0.009999999509661829
'predict': 0.077 seconds
total run time : 1.94 seconds
--------------------------------------------------
705 / 961
current local expert:
x y t lon lat
704 1400000.0 1400000.0 11190.0 135.0 72.196733
'local_data_select': 0.007 seconds
number obs: 146
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.780 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.31648555, 2.97625248, 0.99556227])
kernel_variance: 0.015784189268129353
likelihood_variance: 0.009999999953152846
'predict': 0.077 seconds
total run time : 2.02 seconds
--------------------------------------------------
706 / 961
current local expert:
x y t lon lat
705 1600000.0 1400000.0 11190.0 131.185925 70.869902
'local_data_select': 0.006 seconds
number obs: 52
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.038 seconds
**********
optimization failed!
'optimise_parameters': 0.604 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([4.02571104, 3.49717551, 0.99974909])
kernel_variance: 0.015694649463233915
likelihood_variance: 0.009999999167181074
'predict': 0.072 seconds
total run time : 1.75 seconds
--------------------------------------------------
707 / 961
current local expert:
x y t lon lat
706 1800000.0 1400000.0 11190.0 127.874984 69.465665
'local_data_select': 0.006 seconds
number obs: 8
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.551 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.74519858, 2.32367229, 1.00037335])
kernel_variance: 0.04469829117539265
likelihood_variance: 0.009999986101106612
'predict': 0.073 seconds
total run time : 1.68 seconds
--------------------------------------------------
708 / 961
current local expert:
x y t lon lat
707 2000000.0 1400000.0 11190.0 124.99202 67.997446
there are no predictions locations, skipping
--------------------------------------------------
709 / 961
current local expert:
x y t lon lat
708 2200000.0 1400000.0 11190.0 122.471192 66.47575
there are no predictions locations, skipping
--------------------------------------------------
710 / 961
current local expert:
x y t lon lat
709 2400000.0 1400000.0 11190.0 120.256437 64.908759
there are no predictions locations, skipping
--------------------------------------------------
711 / 961
current local expert:
x y t lon lat
710 2600000.0 1400000.0 11190.0 118.300756 63.302836
there are no predictions locations, skipping
--------------------------------------------------
712 / 961
current local expert:
x y t lon lat
711 2800000.0 1400000.0 11190.0 116.565051 61.662922
there are no predictions locations, skipping
--------------------------------------------------
713 / 961
current local expert:
x y t lon lat
712 3000000.0 1400000.0 11190.0 115.016893 59.992849
there are no predictions locations, skipping
--------------------------------------------------
714 / 961
current local expert:
x y t lon lat
713 -3000000.0 1600000.0 11190.0 -118.072487 59.16115
there are no predictions locations, skipping
--------------------------------------------------
715 / 961
current local expert:
x y t lon lat
714 -2800000.0 1600000.0 11190.0 -119.744881 60.788286
there are no predictions locations, skipping
--------------------------------------------------
716 / 961
current local expert:
x y t lon lat
715 -2600000.0 1600000.0 11190.0 -121.607502 62.380752
there are no predictions locations, skipping
--------------------------------------------------
717 / 961
current local expert:
x y t lon lat
716 -2400000.0 1600000.0 11190.0 -123.690068 63.934206
there are no predictions locations, skipping
--------------------------------------------------
718 / 961
current local expert:
x y t lon lat
717 -2200000.0 1600000.0 11190.0 -126.027373 65.443193
there are no predictions locations, skipping
--------------------------------------------------
719 / 961
current local expert:
x y t lon lat
718 -2000000.0 1600000.0 11190.0 -128.659808 66.900872
there are no predictions locations, skipping
--------------------------------------------------
720 / 961
current local expert:
x y t lon lat
719 -1800000.0 1600000.0 11190.0 -131.633539 68.298699
'local_data_select': 0.008 seconds
number obs: 34
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.045 seconds
'optimise_parameters': 0.679 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99999963, 7.53373192, 0.99608331])
kernel_variance: 0.010946148041395732
likelihood_variance: 0.00999999929846923
'predict': 0.069 seconds
total run time : 1.82 seconds
--------------------------------------------------
721 / 961
current local expert:
x y t lon lat
720 -1600000.0 1600000.0 11190.0 -135.0 69.626063
'local_data_select': 0.006 seconds
number obs: 106
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.725 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([9.11216258, 8.14216395, 0.99966775])
kernel_variance: 0.029593380491805966
likelihood_variance: 0.008072113182138936
'predict': 0.075 seconds
total run time : 1.85 seconds
--------------------------------------------------
722 / 961
current local expert:
x y t lon lat
721 -1400000.0 1600000.0 11190.0 -138.814075 70.869902
'local_data_select': 0.006 seconds
number obs: 207
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
**********
optimization failed!
'optimise_parameters': 0.652 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([9.31721306, 9.92312104, 0.99973155])
kernel_variance: 0.025748096172778456
likelihood_variance: 0.006155544459816378
'predict': 0.077 seconds
total run time : 1.78 seconds
--------------------------------------------------
723 / 961
current local expert:
x y t lon lat
722 -1200000.0 1600000.0 11190.0 -143.130102 72.014378
'local_data_select': 0.006 seconds
number obs: 272
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.816 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.67367685, 7.82433421, 0.99929278])
kernel_variance: 0.023992017740220802
likelihood_variance: 0.0035861631786556405
'predict': 0.089 seconds
total run time : 1.98 seconds
--------------------------------------------------
724 / 961
current local expert:
x y t lon lat
723 -1000000.0 1600000.0 11190.0 -147.994617 73.040728
'local_data_select': 0.006 seconds
number obs: 294
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.801 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 9.58685251, 10.11447804, 0.99577506])
kernel_variance: 0.05772770384868149
likelihood_variance: 0.0025909291276588436
'predict': 0.084 seconds
total run time : 1.92 seconds
--------------------------------------------------
725 / 961
current local expert:
x y t lon lat
724 -800000.0 1600000.0 11190.0 -153.434949 73.927516
'local_data_select': 0.006 seconds
number obs: 328
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.012 seconds
'set_likelihood_variance_constraints': 0.034 seconds
**********
optimization failed!
'optimise_parameters': 0.977 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([6.38698669, 7.79107511, 0.99822375])
kernel_variance: 0.021010853139570445
likelihood_variance: 0.0022865695588462436
'predict': 0.086 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.29 seconds
--------------------------------------------------
726 / 961
current local expert:
x y t lon lat
725 -600000.0 1600000.0 11190.0 -159.443955 74.651565
'local_data_select': 0.006 seconds
number obs: 342
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.977 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.11097316, 9.22161188, 0.99940393])
kernel_variance: 0.009739972009718332
likelihood_variance: 0.0029686738897842344
'predict': 0.088 seconds
total run time : 2.12 seconds
--------------------------------------------------
727 / 961
current local expert:
x y t lon lat
726 -400000.0 1600000.0 11190.0 -165.963757 75.189812
'local_data_select': 0.006 seconds
number obs: 355
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.634 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.44362241, 7.13791539, 0.99947675])
kernel_variance: 0.005408823552304931
likelihood_variance: 0.003251053482691867
'predict': 0.090 seconds
total run time : 1.78 seconds
--------------------------------------------------
728 / 961
current local expert:
x y t lon lat
727 -200000.0 1600000.0 11190.0 -172.874984 75.522123
'local_data_select': 0.006 seconds
number obs: 369
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.671 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.54715184, 6.48938683, 0.9965616 ])
kernel_variance: 0.003992342270423571
likelihood_variance: 0.00283007540730931
'predict': 0.092 seconds
total run time : 1.84 seconds
--------------------------------------------------
729 / 961
current local expert:
x y t lon lat
728 0.0 1600000.0 11190.0 180.0 75.634561
'local_data_select': 0.006 seconds
number obs: 375
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.717 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([5.1848002 , 5.43301893, 0.99925755])
kernel_variance: 0.003388439728564392
likelihood_variance: 0.004671907617781869
'predict': 0.090 seconds
total run time : 1.87 seconds
--------------------------------------------------
730 / 961
current local expert:
x y t lon lat
729 200000.0 1600000.0 11190.0 172.874984 75.522123
'local_data_select': 0.006 seconds
number obs: 383
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.631 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.76260698, 5.52824357, 0.99948171])
kernel_variance: 0.004642890618491988
likelihood_variance: 0.007230011143126557
'predict': 0.094 seconds
total run time : 1.79 seconds
--------------------------------------------------
731 / 961
current local expert:
x y t lon lat
730 400000.0 1600000.0 11190.0 165.963757 75.189812
'local_data_select': 0.007 seconds
number obs: 385
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.771 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.298651 , 4.43913971, 0.99836181])
kernel_variance: 0.003092371882199776
likelihood_variance: 0.007933991917652962
'predict': 0.091 seconds
total run time : 1.93 seconds
--------------------------------------------------
732 / 961
current local expert:
x y t lon lat
731 600000.0 1600000.0 11190.0 159.443955 74.651565
'local_data_select': 0.006 seconds
number obs: 351
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.809 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.8526176 , 7.46606892, 0.99935471])
kernel_variance: 0.004784701211090162
likelihood_variance: 0.006856426538443391
'predict': 0.089 seconds
total run time : 1.96 seconds
--------------------------------------------------
733 / 961
current local expert:
x y t lon lat
732 800000.0 1600000.0 11190.0 153.434949 73.927516
'local_data_select': 0.006 seconds
number obs: 325
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.613 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([4.32125333, 9.36788892, 0.99923305])
kernel_variance: 0.009427481882731929
likelihood_variance: 0.005333794931213057
'predict': 0.090 seconds
total run time : 1.77 seconds
--------------------------------------------------
734 / 961
current local expert:
x y t lon lat
733 1000000.0 1600000.0 11190.0 147.994617 73.040728
'local_data_select': 0.006 seconds
number obs: 235
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.652 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.47327479, 11.99990885, 0.95920738])
kernel_variance: 0.006110266189087357
likelihood_variance: 0.008450574102880533
'predict': 0.077 seconds
total run time : 1.79 seconds
--------------------------------------------------
735 / 961
current local expert:
x y t lon lat
734 1200000.0 1600000.0 11190.0 143.130102 72.014378
'local_data_select': 0.006 seconds
number obs: 141
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.672 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([ 3.38283858, 12. , 0.94969847])
kernel_variance: 0.045134813988786
likelihood_variance: 0.00999999999999874
'predict': 0.068 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.11 seconds
--------------------------------------------------
736 / 961
current local expert:
x y t lon lat
735 1400000.0 1600000.0 11190.0 138.814075 70.869902
'local_data_select': 0.006 seconds
number obs: 68
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.013 seconds
'set_likelihood_variance_constraints': 0.042 seconds
'optimise_parameters': 0.577 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.00000000e-13, 9.64041416e+00, 4.81238916e-01])
kernel_variance: 0.2298687284527521
likelihood_variance: 0.01
'predict': 0.074 seconds
total run time : 1.73 seconds
--------------------------------------------------
737 / 961
current local expert:
x y t lon lat
736 1600000.0 1600000.0 11190.0 135.0 69.626063
'local_data_select': 0.006 seconds
number obs: 21
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.504 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.50207246, 2.24217621, 1.00165538])
kernel_variance: 0.019730795030638255
likelihood_variance: 0.009999999362131645
'predict': 0.073 seconds
total run time : 1.64 seconds
--------------------------------------------------
738 / 961
current local expert:
x y t lon lat
737 1800000.0 1600000.0 11190.0 131.633539 68.298699
there are no predictions locations, skipping
--------------------------------------------------
739 / 961
current local expert:
x y t lon lat
738 2000000.0 1600000.0 11190.0 128.659808 66.900872
there are no predictions locations, skipping
--------------------------------------------------
740 / 961
current local expert:
x y t lon lat
739 2200000.0 1600000.0 11190.0 126.027373 65.443193
there are no predictions locations, skipping
--------------------------------------------------
741 / 961
current local expert:
x y t lon lat
740 2400000.0 1600000.0 11190.0 123.690068 63.934206
there are no predictions locations, skipping
--------------------------------------------------
742 / 961
current local expert:
x y t lon lat
741 2600000.0 1600000.0 11190.0 121.607502 62.380752
there are no predictions locations, skipping
--------------------------------------------------
743 / 961
current local expert:
x y t lon lat
742 2800000.0 1600000.0 11190.0 119.744881 60.788286
there are no predictions locations, skipping
--------------------------------------------------
744 / 961
current local expert:
x y t lon lat
743 3000000.0 1600000.0 11190.0 118.072487 59.16115
there are no predictions locations, skipping
--------------------------------------------------
745 / 961
current local expert:
x y t lon lat
744 -3000000.0 1800000.0 11190.0 -120.963757 58.242184
there are no predictions locations, skipping
--------------------------------------------------
746 / 961
current local expert:
x y t lon lat
745 -2800000.0 1800000.0 11190.0 -122.735226 59.824863
there are no predictions locations, skipping
--------------------------------------------------
747 / 961
current local expert:
x y t lon lat
746 -2600000.0 1800000.0 11190.0 -124.695154 61.368679
there are no predictions locations, skipping
--------------------------------------------------
748 / 961
current local expert:
x y t lon lat
747 -2400000.0 1800000.0 11190.0 -126.869898 62.868947
there are no predictions locations, skipping
--------------------------------------------------
749 / 961
current local expert:
x y t lon lat
748 -2200000.0 1800000.0 11190.0 -129.289407 64.319909
there are no predictions locations, skipping
--------------------------------------------------
750 / 961
current local expert:
x y t lon lat
749 -2000000.0 1800000.0 11190.0 -131.987212 65.714522
there are no predictions locations, skipping
--------------------------------------------------
751 / 961
current local expert:
x y t lon lat
750 -1800000.0 1800000.0 11190.0 -135.0 67.044225
'local_data_select': 0.006 seconds
number obs: 3
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.478 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99897786, 11.99986235, 1.01715991])
kernel_variance: 0.01443926615171503
likelihood_variance: 0.009999995098012256
'predict': 0.069 seconds
total run time : 1.62 seconds
--------------------------------------------------
752 / 961
current local expert:
x y t lon lat
751 -1600000.0 1800000.0 11190.0 -138.366461 68.298699
'local_data_select': 0.006 seconds
number obs: 32
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.698 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([5.41358202, 4.18721436, 1.00087355])
kernel_variance: 0.01313501159674579
likelihood_variance: 0.009999999915297306
'predict': 0.070 seconds
total run time : 1.84 seconds
--------------------------------------------------
753 / 961
current local expert:
x y t lon lat
752 -1400000.0 1800000.0 11190.0 -142.125016 69.465665
'local_data_select': 0.006 seconds
number obs: 90
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.690 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([4.30190907, 4.44022065, 0.99799215])
kernel_variance: 0.019036272570108818
likelihood_variance: 0.009999996027652152
'predict': 0.070 seconds
total run time : 1.83 seconds
--------------------------------------------------
754 / 961
current local expert:
x y t lon lat
753 -1200000.0 1800000.0 11190.0 -146.309932 70.530773
'local_data_select': 0.006 seconds
number obs: 143
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.460 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([7.40312032, 6.21114724, 0.99964817])
kernel_variance: 0.03888099286998856
likelihood_variance: 0.006316568357132472
'predict': 0.073 seconds
total run time : 1.62 seconds
--------------------------------------------------
755 / 961
current local expert:
x y t lon lat
754 -1000000.0 1800000.0 11190.0 -150.945396 71.477702
'local_data_select': 0.006 seconds
number obs: 209
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.041 seconds
'set_lengthscales_constraints': 0.015 seconds
'set_likelihood_variance_constraints': 0.035 seconds
**********
optimization failed!
'optimise_parameters': 0.807 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([7.39981242, 4.41220797, 0.99991713])
kernel_variance: 0.01683204460664078
likelihood_variance: 0.005263336178141999
'predict': 0.076 seconds
total run time : 1.98 seconds
--------------------------------------------------
756 / 961
current local expert:
x y t lon lat
755 -800000.0 1800000.0 11190.0 -156.037511 72.28859
'local_data_select': 0.006 seconds
number obs: 241
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.540 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.69260447, 4.34913463, 0.9999124 ])
kernel_variance: 0.016514957250623682
likelihood_variance: 0.005381266796051738
'predict': 0.080 seconds
total run time : 1.71 seconds
--------------------------------------------------
757 / 961
current local expert:
x y t lon lat
756 -600000.0 1800000.0 11190.0 -161.565051 72.944956
'local_data_select': 0.006 seconds
number obs: 303
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.842 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.76832687, 4.85819778, 0.9998683 ])
kernel_variance: 0.012178070666457977
likelihood_variance: 0.0074135074060251195
'predict': 0.084 seconds
total run time : 2.00 seconds
--------------------------------------------------
758 / 961
current local expert:
x y t lon lat
757 -400000.0 1800000.0 11190.0 -167.471192 73.429172
'local_data_select': 0.006 seconds
number obs: 327
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.977 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([1.20963031, 4.0211613 , 0.96922248])
kernel_variance: 0.006570756775301644
likelihood_variance: 0.009999986374262602
'predict': 0.086 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.30 seconds
--------------------------------------------------
759 / 961
current local expert:
x y t lon lat
758 -200000.0 1800000.0 11190.0 -173.659808 73.726401
'local_data_select': 0.006 seconds
number obs: 315
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.012 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.688 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([1.42436177, 4.58085983, 0.99964886])
kernel_variance: 0.007809644407832146
likelihood_variance: 0.009062770157867257
'predict': 0.089 seconds
total run time : 1.86 seconds
--------------------------------------------------
760 / 961
current local expert:
x y t lon lat
759 0.0 1800000.0 11190.0 180.0 73.826655
'local_data_select': 0.006 seconds
number obs: 324
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.703 seconds
'get_parameters': 0.008 seconds
parameters:
lengthscales: array([ 2.34678809, 11.99984927, 0.92543567])
kernel_variance: 0.030031461997989395
likelihood_variance: 0.009999628399564007
'predict': 0.087 seconds
total run time : 1.88 seconds
--------------------------------------------------
761 / 961
current local expert:
x y t lon lat
760 200000.0 1800000.0 11190.0 173.659808 73.726401
'local_data_select': 0.006 seconds
number obs: 318
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.881 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.01814682, 5.05815088, 0.99429306])
kernel_variance: 0.005447295467820124
likelihood_variance: 0.009999999948756133
'predict': 0.087 seconds
total run time : 2.06 seconds
--------------------------------------------------
762 / 961
current local expert:
x y t lon lat
761 400000.0 1800000.0 11190.0 167.471192 73.429172
'local_data_select': 0.006 seconds
number obs: 315
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 0.979 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([1.28103764, 5.4682523 , 0.94547445])
kernel_variance: 0.006221433278269815
likelihood_variance: 0.009999998690938162
'predict': 0.086 seconds
total run time : 2.15 seconds
--------------------------------------------------
763 / 961
current local expert:
x y t lon lat
762 600000.0 1800000.0 11190.0 161.565051 72.944956
'local_data_select': 0.006 seconds
number obs: 319
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.721 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.00925197, 6.50380249, 0.99927919])
kernel_variance: 0.004653490348089666
likelihood_variance: 0.009477291172895821
'predict': 0.082 seconds
total run time : 1.89 seconds
--------------------------------------------------
764 / 961
current local expert:
x y t lon lat
763 800000.0 1800000.0 11190.0 156.037511 72.28859
'local_data_select': 0.006 seconds
number obs: 243
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 0.774 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 3.34577612, 11.99998443, 0.9944 ])
kernel_variance: 0.00999699210551845
likelihood_variance: 0.006389635232570895
'predict': 0.079 seconds
total run time : 1.96 seconds
--------------------------------------------------
765 / 961
current local expert:
x y t lon lat
764 1000000.0 1800000.0 11190.0 150.945396 71.477702
'local_data_select': 0.006 seconds
number obs: 131
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.637 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 2.32546286, 11.99997714, 0.99781471])
kernel_variance: 0.006909365005687555
likelihood_variance: 0.00659616226534087
'predict': 0.071 seconds
total run time : 1.80 seconds
--------------------------------------------------
766 / 961
current local expert:
x y t lon lat
765 1200000.0 1800000.0 11190.0 146.309932 70.530773
'local_data_select': 0.006 seconds
number obs: 46
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.468 seconds
'get_parameters': 0.008 seconds
parameters:
lengthscales: array([11.99989524, 11.99993709, 0.6727346 ])
kernel_variance: 0.013616431413988416
likelihood_variance: 0.009999987326345381
'predict': 0.070 seconds
total run time : 1.62 seconds
--------------------------------------------------
767 / 961
current local expert:
x y t lon lat
766 1400000.0 1800000.0 11190.0 142.125016 69.465665
there are no predictions locations, skipping
--------------------------------------------------
768 / 961
current local expert:
x y t lon lat
767 1600000.0 1800000.0 11190.0 138.366461 68.298699
there are no predictions locations, skipping
--------------------------------------------------
769 / 961
current local expert:
x y t lon lat
768 1800000.0 1800000.0 11190.0 135.0 67.044225
there are no predictions locations, skipping
--------------------------------------------------
770 / 961
current local expert:
x y t lon lat
769 2000000.0 1800000.0 11190.0 131.987212 65.714522
there are no predictions locations, skipping
--------------------------------------------------
771 / 961
current local expert:
x y t lon lat
770 2200000.0 1800000.0 11190.0 129.289407 64.319909
there are no predictions locations, skipping
--------------------------------------------------
772 / 961
current local expert:
x y t lon lat
771 2400000.0 1800000.0 11190.0 126.869898 62.868947
there are no predictions locations, skipping
--------------------------------------------------
773 / 961
current local expert:
x y t lon lat
772 2600000.0 1800000.0 11190.0 124.695154 61.368679
there are no predictions locations, skipping
--------------------------------------------------
774 / 961
current local expert:
x y t lon lat
773 2800000.0 1800000.0 11190.0 122.735226 59.824863
there are no predictions locations, skipping
--------------------------------------------------
775 / 961
current local expert:
x y t lon lat
774 3000000.0 1800000.0 11190.0 120.963757 58.242184
there are no predictions locations, skipping
--------------------------------------------------
776 / 961
current local expert:
x y t lon lat
775 -3000000.0 2000000.0 11190.0 -123.690068 57.242294
there are no predictions locations, skipping
--------------------------------------------------
777 / 961
current local expert:
x y t lon lat
776 -2800000.0 2000000.0 11190.0 -125.537678 58.77983
there are no predictions locations, skipping
--------------------------------------------------
778 / 961
current local expert:
x y t lon lat
777 -2600000.0 2000000.0 11190.0 -127.568592 60.274727
there are no predictions locations, skipping
--------------------------------------------------
779 / 961
current local expert:
x y t lon lat
778 -2400000.0 2000000.0 11190.0 -129.805571 61.722105
there are no predictions locations, skipping
--------------------------------------------------
780 / 961
current local expert:
x y t lon lat
779 -2200000.0 2000000.0 11190.0 -132.273689 63.116094
there are no predictions locations, skipping
--------------------------------------------------
781 / 961
current local expert:
x y t lon lat
780 -2000000.0 2000000.0 11190.0 -135.0 64.449675
there are no predictions locations, skipping
--------------------------------------------------
782 / 961
current local expert:
x y t lon lat
781 -1800000.0 2000000.0 11190.0 -138.012788 65.714522
there are no predictions locations, skipping
--------------------------------------------------
783 / 961
current local expert:
x y t lon lat
782 -1600000.0 2000000.0 11190.0 -141.340192 66.900872
there are no predictions locations, skipping
--------------------------------------------------
784 / 961
current local expert:
x y t lon lat
783 -1400000.0 2000000.0 11190.0 -145.00798 67.997446
there are no predictions locations, skipping
--------------------------------------------------
785 / 961
current local expert:
x y t lon lat
784 -1200000.0 2000000.0 11190.0 -149.036243 68.99148
'local_data_select': 0.006 seconds
number obs: 41
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.552 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([11.99999622, 1.38151872, 0.99752437])
kernel_variance: 0.005174885322180727
likelihood_variance: 0.009999999960965004
'predict': 0.067 seconds
total run time : 1.71 seconds
--------------------------------------------------
786 / 961
current local expert:
x y t lon lat
785 -1000000.0 2000000.0 11190.0 -153.434949 69.868945
'local_data_select': 0.006 seconds
number obs: 72
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.040 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.586 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([3.71967475, 2.67166298, 0.99998399])
kernel_variance: 0.021047965832916404
likelihood_variance: 0.009725801742536398
'predict': 0.075 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 1.92 seconds
--------------------------------------------------
787 / 961
current local expert:
x y t lon lat
786 -800000.0 2000000.0 11190.0 -158.198591 70.615022
'local_data_select': 0.006 seconds
number obs: 127
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.529 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.84559746, 2.59208388, 0.9999162 ])
kernel_variance: 0.013297942822706613
likelihood_variance: 0.00878033085669696
'predict': 0.069 seconds
total run time : 1.69 seconds
--------------------------------------------------
788 / 961
current local expert:
x y t lon lat
787 -600000.0 2000000.0 11190.0 -163.300756 71.214902
'local_data_select': 0.006 seconds
number obs: 227
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.750 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.10494855, 2.86152068, 0.99035661])
kernel_variance: 0.009037330389119906
likelihood_variance: 0.009999999952919605
'predict': 0.074 seconds
total run time : 1.94 seconds
--------------------------------------------------
789 / 961
current local expert:
x y t lon lat
788 -400000.0 2000000.0 11190.0 -168.690068 71.654913
'local_data_select': 0.006 seconds
number obs: 278
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.829 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.1060967 , 3.50507356, 0.98593701])
kernel_variance: 0.008251480726852198
likelihood_variance: 0.009999999953480426
'predict': 0.081 seconds
total run time : 2.02 seconds
--------------------------------------------------
790 / 961
current local expert:
x y t lon lat
789 -200000.0 2000000.0 11190.0 -174.289407 71.923866
'local_data_select': 0.006 seconds
number obs: 283
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.035 seconds
'optimise_parameters': 0.694 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.36396494, 6.07378247, 0.77729146])
kernel_variance: 0.03210188598134289
likelihood_variance: 0.01
'predict': 0.083 seconds
total run time : 1.87 seconds
--------------------------------------------------
791 / 961
current local expert:
x y t lon lat
790 0.0 2000000.0 11190.0 180.0 72.014378
'local_data_select': 0.006 seconds
number obs: 269
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.935 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([1.13490504, 4.60243528, 0.99392796])
kernel_variance: 0.010351563331313896
likelihood_variance: 0.009999999876307798
'predict': 0.083 seconds
total run time : 2.14 seconds
--------------------------------------------------
792 / 961
current local expert:
x y t lon lat
791 200000.0 2000000.0 11190.0 174.289407 71.923866
'local_data_select': 0.006 seconds
number obs: 253
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.712 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.73832104, 3.61101258, 0.99804607])
kernel_variance: 0.005026311666559098
likelihood_variance: 0.009999999962476034
'predict': 0.084 seconds
total run time : 1.90 seconds
--------------------------------------------------
793 / 961
current local expert:
x y t lon lat
792 400000.0 2000000.0 11190.0 168.690068 71.654913
'local_data_select': 0.006 seconds
number obs: 271
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.785 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([0.89116261, 4.26950538, 0.99825781])
kernel_variance: 0.003758510177715361
likelihood_variance: 0.009999996820230199
'predict': 0.085 seconds
total run time : 1.96 seconds
--------------------------------------------------
794 / 961
current local expert:
x y t lon lat
793 600000.0 2000000.0 11190.0 163.300756 71.214902
'local_data_select': 0.006 seconds
number obs: 222
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.745 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.04336291, 8.57166809, 0.9977063 ])
kernel_variance: 0.004973112290734278
likelihood_variance: 0.00999999967627042
'predict': 0.077 seconds
total run time : 1.92 seconds
--------------------------------------------------
795 / 961
current local expert:
x y t lon lat
794 800000.0 2000000.0 11190.0 158.198591 70.615022
'local_data_select': 0.006 seconds
number obs: 161
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.602 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 1.91146454, 11.99995725, 0.97845043])
kernel_variance: 0.006619701412752538
likelihood_variance: 0.00996953902592262
'predict': 0.074 seconds
total run time : 1.79 seconds
--------------------------------------------------
796 / 961
current local expert:
x y t lon lat
795 1000000.0 2000000.0 11190.0 153.434949 69.868945
'local_data_select': 0.006 seconds
number obs: 57
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.706 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 1.03073565, 11.99999141, 0.99742456])
kernel_variance: 0.009850341476335022
likelihood_variance: 0.00957509566130702
'predict': 0.071 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.06 seconds
--------------------------------------------------
797 / 961
current local expert:
x y t lon lat
796 1200000.0 2000000.0 11190.0 149.036243 68.99148
there are no predictions locations, skipping
--------------------------------------------------
798 / 961
current local expert:
x y t lon lat
797 1400000.0 2000000.0 11190.0 145.00798 67.997446
there are no predictions locations, skipping
--------------------------------------------------
799 / 961
current local expert:
x y t lon lat
798 1600000.0 2000000.0 11190.0 141.340192 66.900872
there are no predictions locations, skipping
--------------------------------------------------
800 / 961
current local expert:
x y t lon lat
799 1800000.0 2000000.0 11190.0 138.012788 65.714522
there are no predictions locations, skipping
--------------------------------------------------
801 / 961
current local expert:
x y t lon lat
800 2000000.0 2000000.0 11190.0 135.0 64.449675
there are no predictions locations, skipping
--------------------------------------------------
802 / 961
current local expert:
x y t lon lat
801 2200000.0 2000000.0 11190.0 132.273689 63.116094
there are no predictions locations, skipping
--------------------------------------------------
803 / 961
current local expert:
x y t lon lat
802 2400000.0 2000000.0 11190.0 129.805571 61.722105
there are no predictions locations, skipping
--------------------------------------------------
804 / 961
current local expert:
x y t lon lat
803 2600000.0 2000000.0 11190.0 127.568592 60.274727
there are no predictions locations, skipping
--------------------------------------------------
805 / 961
current local expert:
x y t lon lat
804 2800000.0 2000000.0 11190.0 125.537678 58.77983
there are no predictions locations, skipping
--------------------------------------------------
806 / 961
current local expert:
x y t lon lat
805 3000000.0 2000000.0 11190.0 123.690068 57.242294
there are no predictions locations, skipping
--------------------------------------------------
807 / 961
current local expert:
x y t lon lat
806 -3000000.0 2200000.0 11190.0 -126.253838 56.167556
there are no predictions locations, skipping
--------------------------------------------------
808 / 961
current local expert:
x y t lon lat
807 -2800000.0 2200000.0 11190.0 -128.157227 57.659965
there are no predictions locations, skipping
--------------------------------------------------
809 / 961
current local expert:
x y t lon lat
808 -2600000.0 2200000.0 11190.0 -130.236358 59.106418
there are no predictions locations, skipping
--------------------------------------------------
810 / 961
current local expert:
x y t lon lat
809 -2400000.0 2200000.0 11190.0 -132.510447 60.501977
there are no predictions locations, skipping
--------------------------------------------------
811 / 961
current local expert:
x y t lon lat
810 -2200000.0 2200000.0 11190.0 -135.0 61.840812
there are no predictions locations, skipping
--------------------------------------------------
812 / 961
current local expert:
x y t lon lat
811 -2000000.0 2200000.0 11190.0 -137.726311 63.116094
there are no predictions locations, skipping
--------------------------------------------------
813 / 961
current local expert:
x y t lon lat
812 -1800000.0 2200000.0 11190.0 -140.710593 64.319909
there are no predictions locations, skipping
--------------------------------------------------
814 / 961
current local expert:
x y t lon lat
813 -1600000.0 2200000.0 11190.0 -143.972627 65.443193
there are no predictions locations, skipping
--------------------------------------------------
815 / 961
current local expert:
x y t lon lat
814 -1400000.0 2200000.0 11190.0 -147.528808 66.47575
there are no predictions locations, skipping
--------------------------------------------------
816 / 961
current local expert:
x y t lon lat
815 -1200000.0 2200000.0 11190.0 -151.38954 67.406353
there are no predictions locations, skipping
--------------------------------------------------
817 / 961
current local expert:
x y t lon lat
816 -1000000.0 2200000.0 11190.0 -155.556045 68.223016
there are no predictions locations, skipping
--------------------------------------------------
818 / 961
current local expert:
x y t lon lat
817 -800000.0 2200000.0 11190.0 -160.016893 68.913437
'local_data_select': 0.006 seconds
number obs: 59
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.461 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([2.00000000e-13, 1.19901910e+01, 9.99011642e-01])
kernel_variance: 79.90196397294513
likelihood_variance: 0.0012503763836051846
'predict': 0.067 seconds
total run time : 1.65 seconds
--------------------------------------------------
819 / 961
current local expert:
x y t lon lat
818 -600000.0 2200000.0 11190.0 -164.744881 69.465665
'local_data_select': 0.006 seconds
number obs: 163
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.767 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.6413917 , 4.8740615 , 0.98347184])
kernel_variance: 0.00828486271223917
likelihood_variance: 0.01
'predict': 0.071 seconds
total run time : 1.97 seconds
--------------------------------------------------
820 / 961
current local expert:
x y t lon lat
819 -400000.0 2200000.0 11190.0 -169.695154 69.868945
'local_data_select': 0.006 seconds
number obs: 236
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.704 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.96116517, 4.44657604, 0.9908489 ])
kernel_variance: 0.013338615670676882
likelihood_variance: 0.009999998846357737
'predict': 0.079 seconds
total run time : 1.90 seconds
--------------------------------------------------
821 / 961
current local expert:
x y t lon lat
820 -200000.0 2200000.0 11190.0 -174.805571 70.114661
'local_data_select': 0.006 seconds
number obs: 247
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.644 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.41158976, 4.40910442, 0.91734626])
kernel_variance: 0.011001443746298242
likelihood_variance: 0.009999999999999176
'predict': 0.080 seconds
total run time : 1.83 seconds
--------------------------------------------------
822 / 961
current local expert:
x y t lon lat
821 0.0 2200000.0 11190.0 180.0 70.197213
'local_data_select': 0.006 seconds
number obs: 176
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.688 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 1.66146563, 11.99651724, 0.9987646 ])
kernel_variance: 0.013911647564480203
likelihood_variance: 0.009999991148283914
'predict': 0.075 seconds
total run time : 1.91 seconds
--------------------------------------------------
823 / 961
current local expert:
x y t lon lat
822 200000.0 2200000.0 11190.0 174.805571 70.114661
'local_data_select': 0.006 seconds
number obs: 142
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.755 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.6125678 , 3.77838861, 0.99680302])
kernel_variance: 0.0069133037206781075
likelihood_variance: 0.009999999952774253
'predict': 0.073 seconds
total run time : 1.94 seconds
--------------------------------------------------
824 / 961
current local expert:
x y t lon lat
823 400000.0 2200000.0 11190.0 169.695154 69.868945
'local_data_select': 0.006 seconds
number obs: 138
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.736 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.73936868, 4.05950937, 1.00596747])
kernel_variance: 0.0030635563041264413
likelihood_variance: 0.009999999999942335
'predict': 0.079 seconds
total run time : 1.94 seconds
--------------------------------------------------
825 / 961
current local expert:
x y t lon lat
824 600000.0 2200000.0 11190.0 164.744881 69.465665
'local_data_select': 0.006 seconds
number obs: 117
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.578 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.44310534, 9.52106287, 0.99860684])
kernel_variance: 0.007314207969739871
likelihood_variance: 0.00999998878868836
'predict': 0.076 seconds
total run time : 1.79 seconds
--------------------------------------------------
826 / 961
current local expert:
x y t lon lat
825 800000.0 2200000.0 11190.0 160.016893 68.913437
'local_data_select': 0.006 seconds
number obs: 65
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.813 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 0.59384318, 11.99999778, 0.99845056])
kernel_variance: 0.01285331941058076
likelihood_variance: 0.00999999975278194
'predict': 0.070 seconds
total run time : 2.01 seconds
--------------------------------------------------
827 / 961
current local expert:
x y t lon lat
826 1000000.0 2200000.0 11190.0 155.556045 68.223016
there are no predictions locations, skipping
--------------------------------------------------
828 / 961
current local expert:
x y t lon lat
827 1200000.0 2200000.0 11190.0 151.38954 67.406353
there are no predictions locations, skipping
--------------------------------------------------
829 / 961
current local expert:
x y t lon lat
828 1400000.0 2200000.0 11190.0 147.528808 66.47575
there are no predictions locations, skipping
--------------------------------------------------
830 / 961
current local expert:
x y t lon lat
829 1600000.0 2200000.0 11190.0 143.972627 65.443193
there are no predictions locations, skipping
--------------------------------------------------
831 / 961
current local expert:
x y t lon lat
830 1800000.0 2200000.0 11190.0 140.710593 64.319909
there are no predictions locations, skipping
--------------------------------------------------
832 / 961
current local expert:
x y t lon lat
831 2000000.0 2200000.0 11190.0 137.726311 63.116094
there are no predictions locations, skipping
--------------------------------------------------
833 / 961
current local expert:
x y t lon lat
832 2200000.0 2200000.0 11190.0 135.0 61.840812
there are no predictions locations, skipping
--------------------------------------------------
834 / 961
current local expert:
x y t lon lat
833 2400000.0 2200000.0 11190.0 132.510447 60.501977
there are no predictions locations, skipping
--------------------------------------------------
835 / 961
current local expert:
x y t lon lat
834 2600000.0 2200000.0 11190.0 130.236358 59.106418
there are no predictions locations, skipping
--------------------------------------------------
836 / 961
current local expert:
x y t lon lat
835 2800000.0 2200000.0 11190.0 128.157227 57.659965
there are no predictions locations, skipping
--------------------------------------------------
837 / 961
current local expert:
x y t lon lat
836 3000000.0 2200000.0 11190.0 126.253838 56.167556
there are no predictions locations, skipping
--------------------------------------------------
838 / 961
current local expert:
x y t lon lat
837 -3000000.0 2400000.0 11190.0 -128.659808 55.023682
there are no predictions locations, skipping
--------------------------------------------------
839 / 961
current local expert:
x y t lon lat
838 -2800000.0 2400000.0 11190.0 -130.601295 56.471539
there are no predictions locations, skipping
--------------------------------------------------
840 / 961
current local expert:
x y t lon lat
839 -2600000.0 2400000.0 11190.0 -132.70939 57.870599
there are no predictions locations, skipping
--------------------------------------------------
841 / 961
current local expert:
x y t lon lat
840 -2400000.0 2400000.0 11190.0 -135.0 59.215969
there are no predictions locations, skipping
--------------------------------------------------
842 / 961
current local expert:
x y t lon lat
841 -2200000.0 2400000.0 11190.0 -137.489553 60.501977
there are no predictions locations, skipping
--------------------------------------------------
843 / 961
current local expert:
x y t lon lat
842 -2000000.0 2400000.0 11190.0 -140.194429 61.722105
there are no predictions locations, skipping
--------------------------------------------------
844 / 961
current local expert:
x y t lon lat
843 -1800000.0 2400000.0 11190.0 -143.130102 62.868947
there are no predictions locations, skipping
--------------------------------------------------
845 / 961
current local expert:
x y t lon lat
844 -1600000.0 2400000.0 11190.0 -146.309932 63.934206
there are no predictions locations, skipping
--------------------------------------------------
846 / 961
current local expert:
x y t lon lat
845 -1400000.0 2400000.0 11190.0 -149.743563 64.908759
there are no predictions locations, skipping
--------------------------------------------------
847 / 961
current local expert:
x y t lon lat
846 -1200000.0 2400000.0 11190.0 -153.434949 65.782798
there are no predictions locations, skipping
--------------------------------------------------
848 / 961
current local expert:
x y t lon lat
847 -1000000.0 2400000.0 11190.0 -157.380135 66.5461
'local_data_select': 0.006 seconds
number obs: 8
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.527 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.00014446e-13, 1.20000000e+01, 9.94472249e-01])
kernel_variance: 0.009536474669172247
likelihood_variance: 0.002937203247653862
'predict': 0.070 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 1.91 seconds
--------------------------------------------------
849 / 961
current local expert:
x y t lon lat
848 -800000.0 2400000.0 11190.0 -161.565051 67.188426
'local_data_select': 0.006 seconds
number obs: 34
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.716 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([7.31994006e-04, 5.56308910e+00, 9.85159867e-01])
kernel_variance: 0.0356876012270506
likelihood_variance: 0.009999993359502971
'predict': 0.066 seconds
total run time : 1.93 seconds
--------------------------------------------------
850 / 961
current local expert:
x y t lon lat
849 -600000.0 2400000.0 11190.0 -165.963757 67.700048
'local_data_select': 0.006 seconds
number obs: 157
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.630 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.64693739, 5.44678505, 1.00029235])
kernel_variance: 0.009321585972030854
likelihood_variance: 0.009999999889241877
'predict': 0.071 seconds
total run time : 1.82 seconds
--------------------------------------------------
851 / 961
current local expert:
x y t lon lat
850 -400000.0 2400000.0 11190.0 -170.537678 68.072392
'local_data_select': 0.006 seconds
number obs: 208
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.704 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([0.9868843 , 7.00860917, 0.99894252])
kernel_variance: 0.012711827901618275
likelihood_variance: 0.00999999915519874
'predict': 0.076 seconds
total run time : 1.90 seconds
--------------------------------------------------
852 / 961
current local expert:
x y t lon lat
851 -200000.0 2400000.0 11190.0 -175.236358 68.298699
'local_data_select': 0.006 seconds
number obs: 157
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.715 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.72346953, 7.02005125, 1.00043145])
kernel_variance: 0.01312638103882856
likelihood_variance: 0.009999999315422245
'predict': 0.077 seconds
total run time : 1.94 seconds
--------------------------------------------------
853 / 961
current local expert:
x y t lon lat
852 0.0 2400000.0 11190.0 180.0 68.374634
'local_data_select': 0.006 seconds
number obs: 77
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.594 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([ 1.99558168, 11.99973699, 0.9995052 ])
kernel_variance: 0.014151687631835285
likelihood_variance: 0.009999996896537884
'predict': 0.070 seconds
total run time : 1.78 seconds
--------------------------------------------------
854 / 961
current local expert:
x y t lon lat
853 200000.0 2400000.0 11190.0 175.236358 68.298699
'local_data_select': 0.006 seconds
number obs: 58
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.490 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([11.94623967, 11.84286951, 1.00017609])
kernel_variance: 5.095269703713072e-09
likelihood_variance: 0.009999997463149588
'predict': 0.069 seconds
total run time : 1.70 seconds
--------------------------------------------------
855 / 961
current local expert:
x y t lon lat
854 400000.0 2400000.0 11190.0 170.537678 68.072392
'local_data_select': 0.006 seconds
number obs: 24
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.465 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([9.3894838 , 4.3947451 , 0.99999435])
kernel_variance: 1.645190465273948e-09
likelihood_variance: 0.008896194651951256
'predict': 0.074 seconds
total run time : 1.66 seconds
--------------------------------------------------
856 / 961
current local expert:
x y t lon lat
855 600000.0 2400000.0 11190.0 165.963757 67.700048
'local_data_select': 0.006 seconds
number obs: 25
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.035 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
'optimise_parameters': 0.526 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.20741111e-03, 1.19999710e+01, 9.99804962e-01])
kernel_variance: 0.0034575334079024094
likelihood_variance: 0.009999999029535012
'predict': 0.072 seconds
total run time : 1.73 seconds
--------------------------------------------------
857 / 961
current local expert:
x y t lon lat
856 800000.0 2400000.0 11190.0 161.565051 67.188426
there are no predictions locations, skipping
--------------------------------------------------
858 / 961
current local expert:
x y t lon lat
857 1000000.0 2400000.0 11190.0 157.380135 66.5461
there are no predictions locations, skipping
--------------------------------------------------
859 / 961
current local expert:
x y t lon lat
858 1200000.0 2400000.0 11190.0 153.434949 65.782798
there are no predictions locations, skipping
--------------------------------------------------
860 / 961
current local expert:
x y t lon lat
859 1400000.0 2400000.0 11190.0 149.743563 64.908759
there are no predictions locations, skipping
--------------------------------------------------
861 / 961
current local expert:
x y t lon lat
860 1600000.0 2400000.0 11190.0 146.309932 63.934206
there are no predictions locations, skipping
--------------------------------------------------
862 / 961
current local expert:
x y t lon lat
861 1800000.0 2400000.0 11190.0 143.130102 62.868947
there are no predictions locations, skipping
--------------------------------------------------
863 / 961
current local expert:
x y t lon lat
862 2000000.0 2400000.0 11190.0 140.194429 61.722105
there are no predictions locations, skipping
--------------------------------------------------
864 / 961
current local expert:
x y t lon lat
863 2200000.0 2400000.0 11190.0 137.489553 60.501977
there are no predictions locations, skipping
--------------------------------------------------
865 / 961
current local expert:
x y t lon lat
864 2400000.0 2400000.0 11190.0 135.0 59.215969
there are no predictions locations, skipping
--------------------------------------------------
866 / 961
current local expert:
x y t lon lat
865 2600000.0 2400000.0 11190.0 132.70939 57.870599
there are no predictions locations, skipping
--------------------------------------------------
867 / 961
current local expert:
x y t lon lat
866 2800000.0 2400000.0 11190.0 130.601295 56.471539
there are no predictions locations, skipping
--------------------------------------------------
868 / 961
current local expert:
x y t lon lat
867 3000000.0 2400000.0 11190.0 128.659808 55.023682
there are no predictions locations, skipping
--------------------------------------------------
869 / 961
current local expert:
x y t lon lat
868 -3000000.0 2600000.0 11190.0 -130.914383 53.815949
there are no predictions locations, skipping
--------------------------------------------------
870 / 961
current local expert:
x y t lon lat
869 -2800000.0 2600000.0 11190.0 -132.878904 55.220267
there are no predictions locations, skipping
--------------------------------------------------
871 / 961
current local expert:
x y t lon lat
870 -2600000.0 2600000.0 11190.0 -135.0 56.573404
there are no predictions locations, skipping
--------------------------------------------------
872 / 961
current local expert:
x y t lon lat
871 -2400000.0 2600000.0 11190.0 -137.29061 57.870599
there are no predictions locations, skipping
--------------------------------------------------
873 / 961
current local expert:
x y t lon lat
872 -2200000.0 2600000.0 11190.0 -139.763642 59.106418
there are no predictions locations, skipping
--------------------------------------------------
874 / 961
current local expert:
x y t lon lat
873 -2000000.0 2600000.0 11190.0 -142.431408 60.274727
there are no predictions locations, skipping
--------------------------------------------------
875 / 961
current local expert:
x y t lon lat
874 -1800000.0 2600000.0 11190.0 -145.304846 61.368679
there are no predictions locations, skipping
--------------------------------------------------
876 / 961
current local expert:
x y t lon lat
875 -1600000.0 2600000.0 11190.0 -148.392498 62.380752
there are no predictions locations, skipping
--------------------------------------------------
877 / 961
current local expert:
x y t lon lat
876 -1400000.0 2600000.0 11190.0 -151.699244 63.302836
there are no predictions locations, skipping
--------------------------------------------------
878 / 961
current local expert:
x y t lon lat
877 -1200000.0 2600000.0 11190.0 -155.224859 64.126392
there are no predictions locations, skipping
--------------------------------------------------
879 / 961
current local expert:
x y t lon lat
878 -1000000.0 2600000.0 11190.0 -158.962489 64.842699
'local_data_select': 0.006 seconds
number obs: 14
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.692 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([0.59213742, 1.59448964, 1.00027515])
kernel_variance: 0.034801926321105375
likelihood_variance: 0.009999999615881524
'predict': 0.069 seconds
total run time : 1.87 seconds
--------------------------------------------------
880 / 961
current local expert:
x y t lon lat
879 -800000.0 2600000.0 11190.0 -162.897271 65.443193
'local_data_select': 0.007 seconds
number obs: 60
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.031 seconds
**********
optimization failed!
'optimise_parameters': 0.765 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.02859255, 2.41514621, 1.0003726 ])
kernel_variance: 0.01996129486219073
likelihood_variance: 0.009999999966777941
'predict': 0.072 seconds
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
total run time : 2.25 seconds
--------------------------------------------------
881 / 961
current local expert:
x y t lon lat
880 -600000.0 2600000.0 11190.0 -167.005383 65.919893
'local_data_select': 0.006 seconds
number obs: 149
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.039 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.037 seconds
**********
optimization failed!
'optimise_parameters': 0.874 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.70308276, 4.63679687, 0.99968156])
kernel_variance: 0.018650071823646495
likelihood_variance: 0.009999999350173877
'predict': 0.072 seconds
total run time : 2.10 seconds
--------------------------------------------------
882 / 961
current local expert:
x y t lon lat
881 -400000.0 2600000.0 11190.0 -171.253838 66.265873
'local_data_select': 0.006 seconds
number obs: 176
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.574 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.0687876 , 4.35141747, 1.0019279 ])
kernel_variance: 0.01472890910563781
likelihood_variance: 0.00999999934713092
'predict': 0.070 seconds
total run time : 1.80 seconds
--------------------------------------------------
883 / 961
current local expert:
x y t lon lat
882 -200000.0 2600000.0 11190.0 -175.601295 66.47575
'local_data_select': 0.006 seconds
number obs: 112
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.676 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.81862245, 3.84311067, 1.00001618])
kernel_variance: 0.017817734932692605
likelihood_variance: 0.009999999919786699
'predict': 0.072 seconds
total run time : 1.90 seconds
--------------------------------------------------
884 / 961
current local expert:
x y t lon lat
883 0.0 2600000.0 11190.0 180.0 66.5461
'local_data_select': 0.006 seconds
number obs: 27
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.036 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
'optimise_parameters': 0.572 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([2.33560224, 2.7646435 , 0.99994478])
kernel_variance: 0.036733384816646494
likelihood_variance: 0.00999882661552868
'predict': 0.071 seconds
total run time : 1.78 seconds
--------------------------------------------------
885 / 961
current local expert:
x y t lon lat
884 200000.0 2600000.0 11190.0 175.601295 66.47575
there are no predictions locations, skipping
--------------------------------------------------
886 / 961
current local expert:
x y t lon lat
885 400000.0 2600000.0 11190.0 171.253838 66.265873
there are no predictions locations, skipping
--------------------------------------------------
887 / 961
current local expert:
x y t lon lat
886 600000.0 2600000.0 11190.0 167.005383 65.919893
there are no predictions locations, skipping
--------------------------------------------------
888 / 961
current local expert:
x y t lon lat
887 800000.0 2600000.0 11190.0 162.897271 65.443193
there are no predictions locations, skipping
--------------------------------------------------
889 / 961
current local expert:
x y t lon lat
888 1000000.0 2600000.0 11190.0 158.962489 64.842699
there are no predictions locations, skipping
--------------------------------------------------
890 / 961
current local expert:
x y t lon lat
889 1200000.0 2600000.0 11190.0 155.224859 64.126392
there are no predictions locations, skipping
--------------------------------------------------
891 / 961
current local expert:
x y t lon lat
890 1400000.0 2600000.0 11190.0 151.699244 63.302836
there are no predictions locations, skipping
--------------------------------------------------
892 / 961
current local expert:
x y t lon lat
891 1600000.0 2600000.0 11190.0 148.392498 62.380752
there are no predictions locations, skipping
--------------------------------------------------
893 / 961
current local expert:
x y t lon lat
892 1800000.0 2600000.0 11190.0 145.304846 61.368679
there are no predictions locations, skipping
--------------------------------------------------
894 / 961
current local expert:
x y t lon lat
893 2000000.0 2600000.0 11190.0 142.431408 60.274727
there are no predictions locations, skipping
--------------------------------------------------
895 / 961
current local expert:
x y t lon lat
894 2200000.0 2600000.0 11190.0 139.763642 59.106418
there are no predictions locations, skipping
--------------------------------------------------
896 / 961
current local expert:
x y t lon lat
895 2400000.0 2600000.0 11190.0 137.29061 57.870599
there are no predictions locations, skipping
--------------------------------------------------
897 / 961
current local expert:
x y t lon lat
896 2600000.0 2600000.0 11190.0 135.0 56.573404
there are no predictions locations, skipping
--------------------------------------------------
898 / 961
current local expert:
x y t lon lat
897 2800000.0 2600000.0 11190.0 132.878904 55.220267
there are no predictions locations, skipping
--------------------------------------------------
899 / 961
current local expert:
x y t lon lat
898 3000000.0 2600000.0 11190.0 130.914383 53.815949
there are no predictions locations, skipping
--------------------------------------------------
900 / 961
current local expert:
x y t lon lat
899 -3000000.0 2800000.0 11190.0 -133.025066 52.549172
there are no predictions locations, skipping
--------------------------------------------------
901 / 961
current local expert:
x y t lon lat
900 -2800000.0 2800000.0 11190.0 -135.0 53.911288
there are no predictions locations, skipping
--------------------------------------------------
902 / 961
current local expert:
x y t lon lat
901 -2600000.0 2800000.0 11190.0 -137.121096 55.220267
there are no predictions locations, skipping
--------------------------------------------------
903 / 961
current local expert:
x y t lon lat
902 -2400000.0 2800000.0 11190.0 -139.398705 56.471539
there are no predictions locations, skipping
--------------------------------------------------
904 / 961
current local expert:
x y t lon lat
903 -2200000.0 2800000.0 11190.0 -141.842773 57.659965
there are no predictions locations, skipping
--------------------------------------------------
905 / 961
current local expert:
x y t lon lat
904 -2000000.0 2800000.0 11190.0 -144.462322 58.77983
there are no predictions locations, skipping
--------------------------------------------------
906 / 961
current local expert:
x y t lon lat
905 -1800000.0 2800000.0 11190.0 -147.264774 59.824863
there are no predictions locations, skipping
--------------------------------------------------
907 / 961
current local expert:
x y t lon lat
906 -1600000.0 2800000.0 11190.0 -150.255119 60.788286
there are no predictions locations, skipping
--------------------------------------------------
908 / 961
current local expert:
x y t lon lat
907 -1400000.0 2800000.0 11190.0 -153.434949 61.662922
there are no predictions locations, skipping
--------------------------------------------------
909 / 961
current local expert:
x y t lon lat
908 -1200000.0 2800000.0 11190.0 -156.801409 62.441342
there are no predictions locations, skipping
--------------------------------------------------
910 / 961
current local expert:
x y t lon lat
909 -1000000.0 2800000.0 11190.0 -160.346176 63.116094
there are no predictions locations, skipping
--------------------------------------------------
911 / 961
current local expert:
x y t lon lat
910 -800000.0 2800000.0 11190.0 -164.054604 63.67998
'local_data_select': 0.006 seconds
number obs: 57
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.034 seconds
'optimise_parameters': 0.809 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([0.55045446, 1.36519747, 0.99977857])
kernel_variance: 0.0172068315069016
likelihood_variance: 0.009999999832408586
'predict': 0.070 seconds
total run time : 2.03 seconds
--------------------------------------------------
912 / 961
current local expert:
x y t lon lat
911 -600000.0 2800000.0 11190.0 -167.905243 64.126392
'local_data_select': 0.006 seconds
number obs: 150
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.724 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.43177975, 1.80268284, 0.99489871])
kernel_variance: 0.009631413417166293
likelihood_variance: 0.00999999999166286
'predict': 0.071 seconds
total run time : 1.96 seconds
--------------------------------------------------
913 / 961
current local expert:
x y t lon lat
912 -400000.0 2800000.0 11190.0 -171.869898 64.449675
'local_data_select': 0.006 seconds
number obs: 164
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.033 seconds
'optimise_parameters': 0.792 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([0.66281205, 2.2253782 , 1.00006297])
kernel_variance: 0.01461615842119189
likelihood_variance: 0.009999999946656504
'predict': 0.077 seconds
total run time : 2.03 seconds
--------------------------------------------------
914 / 961
current local expert:
x y t lon lat
913 -200000.0 2800000.0 11190.0 -175.914383 64.645479
'local_data_select': 0.006 seconds
number obs: 89
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.038 seconds
'set_lengthscales_constraints': 0.011 seconds
'set_likelihood_variance_constraints': 0.033 seconds
**********
optimization failed!
'optimise_parameters': 0.764 seconds
'get_parameters': 0.006 seconds
parameters:
lengthscales: array([1.48491037, 1.85150278, 1.0003415 ])
kernel_variance: 0.027743691156097126
likelihood_variance: 0.009999999753476303
'predict': 0.069 seconds
total run time : 1.98 seconds
--------------------------------------------------
915 / 961
current local expert:
x y t lon lat
914 0.0 2800000.0 11190.0 180.0 64.71106
'local_data_select': 0.007 seconds
number obs: 34
found GPU
setting lengthscales to: [1. 1. 1.]
'__init__': 0.037 seconds
'set_lengthscales_constraints': 0.010 seconds
'set_likelihood_variance_constraints': 0.032 seconds
**********
optimization failed!
'optimise_parameters': 0.556 seconds
'get_parameters': 0.007 seconds
parameters:
lengthscales: array([1.00337703, 1.24875263, 1.0000524 ])
kernel_variance: 0.0473984082214836
likelihood_variance: 0.00999999389931099
'predict': 0.070 seconds
total run time : 1.79 seconds
--------------------------------------------------
916 / 961
current local expert:
x y t lon lat
915 200000.0 2800000.0 11190.0 175.914383 64.645479
there are no predictions locations, skipping
--------------------------------------------------
917 / 961
current local expert:
x y t lon lat
916 400000.0 2800000.0 11190.0 171.869898 64.449675
there are no predictions locations, skipping
--------------------------------------------------
918 / 961
current local expert:
x y t lon lat
917 600000.0 2800000.0 11190.0 167.905243 64.126392
there are no predictions locations, skipping
--------------------------------------------------
919 / 961
current local expert:
x y t lon lat
918 800000.0 2800000.0 11190.0 164.054604 63.67998
there are no predictions locations, skipping
--------------------------------------------------
920 / 961
current local expert:
x y t lon lat
919 1000000.0 2800000.0 11190.0 160.346176 63.116094
there are no predictions locations, skipping
--------------------------------------------------
921 / 961
current local expert:
x y t lon lat
920 1200000.0 2800000.0 11190.0 156.801409 62.441342
there are no predictions locations, skipping
--------------------------------------------------
922 / 961
current local expert:
x y t lon lat
921 1400000.0 2800000.0 11190.0 153.434949 61.662922
there are no predictions locations, skipping
--------------------------------------------------
923 / 961
current local expert:
x y t lon lat
922 1600000.0 2800000.0 11190.0 150.255119 60.788286
there are no predictions locations, skipping
--------------------------------------------------
924 / 961
current local expert:
x y t lon lat
923 1800000.0 2800000.0 11190.0 147.264774 59.824863
there are no predictions locations, skipping
--------------------------------------------------
925 / 961
current local expert:
x y t lon lat
924 2000000.0 2800000.0 11190.0 144.462322 58.77983
there are no predictions locations, skipping
--------------------------------------------------
926 / 961
current local expert:
x y t lon lat
925 2200000.0 2800000.0 11190.0 141.842773 57.659965
there are no predictions locations, skipping
--------------------------------------------------
927 / 961
current local expert:
x y t lon lat
926 2400000.0 2800000.0 11190.0 139.398705 56.471539
there are no predictions locations, skipping
--------------------------------------------------
928 / 961
current local expert:
x y t lon lat
927 2600000.0 2800000.0 11190.0 137.121096 55.220267
there are no predictions locations, skipping
--------------------------------------------------
929 / 961
current local expert:
x y t lon lat
928 2800000.0 2800000.0 11190.0 135.0 53.911288
there are no predictions locations, skipping
--------------------------------------------------
930 / 961
current local expert:
x y t lon lat
929 3000000.0 2800000.0 11190.0 133.025066 52.549172
there are no predictions locations, skipping
--------------------------------------------------
931 / 961
current local expert:
x y t lon lat
930 -3000000.0 3000000.0 11190.0 -135.0 51.227692
there are no predictions locations, skipping
--------------------------------------------------
932 / 961
current local expert:
x y t lon lat
931 -2800000.0 3000000.0 11190.0 -136.974934 52.549172
there are no predictions locations, skipping
--------------------------------------------------
933 / 961
current local expert:
x y t lon lat
932 -2600000.0 3000000.0 11190.0 -139.085617 53.815949
there are no predictions locations, skipping
--------------------------------------------------
934 / 961
current local expert:
x y t lon lat
933 -2400000.0 3000000.0 11190.0 -141.340192 55.023682
there are no predictions locations, skipping
--------------------------------------------------
935 / 961
current local expert:
x y t lon lat
934 -2200000.0 3000000.0 11190.0 -143.746162 56.167556
there are no predictions locations, skipping
--------------------------------------------------
936 / 961
current local expert:
x y t lon lat
935 -2000000.0 3000000.0 11190.0 -146.309932 57.242294
there are no predictions locations, skipping
--------------------------------------------------
937 / 961
current local expert:
x y t lon lat
936 -1800000.0 3000000.0 11190.0 -149.036243 58.242184
there are no predictions locations, skipping
--------------------------------------------------
938 / 961
current local expert:
x y t lon lat
937 -1600000.0 3000000.0 11190.0 -151.927513 59.16115
there are no predictions locations, skipping
--------------------------------------------------
939 / 961
current local expert:
x y t lon lat
938 -1400000.0 3000000.0 11190.0 -154.983107 59.992849
there are no predictions locations, skipping
--------------------------------------------------
940 / 961
current local expert:
x y t lon lat
939 -1200000.0 3000000.0 11190.0 -158.198591 60.730822
there are no predictions locations, skipping
--------------------------------------------------
941 / 961
current local expert:
x y t lon lat
940 -1000000.0 3000000.0 11190.0 -161.565051 61.368679
there are no predictions locations, skipping
--------------------------------------------------
942 / 961
current local expert:
x y t lon lat
941 -800000.0 3000000.0 11190.0 -165.068583 61.900337
there are no predictions locations, skipping
--------------------------------------------------
943 / 961
current local expert:
x y t lon lat
942 -600000.0 3000000.0 11190.0 -168.690068 62.320283
there are no predictions locations, skipping
--------------------------------------------------
944 / 961
current local expert:
x y t lon lat
943 -400000.0 3000000.0 11190.0 -172.405357 62.623851
there are no predictions locations, skipping
--------------------------------------------------
945 / 961
current local expert:
x y t lon lat
944 -200000.0 3000000.0 11190.0 -176.185925 62.807483
there are no predictions locations, skipping
--------------------------------------------------
946 / 961
current local expert:
x y t lon lat
945 0.0 3000000.0 11190.0 180.0 62.868947
there are no predictions locations, skipping
--------------------------------------------------
947 / 961
current local expert:
x y t lon lat
946 200000.0 3000000.0 11190.0 176.185925 62.807483
there are no predictions locations, skipping
--------------------------------------------------
948 / 961
current local expert:
x y t lon lat
947 400000.0 3000000.0 11190.0 172.405357 62.623851
there are no predictions locations, skipping
--------------------------------------------------
949 / 961
current local expert:
x y t lon lat
948 600000.0 3000000.0 11190.0 168.690068 62.320283
there are no predictions locations, skipping
--------------------------------------------------
950 / 961
current local expert:
x y t lon lat
949 800000.0 3000000.0 11190.0 165.068583 61.900337
there are no predictions locations, skipping
--------------------------------------------------
951 / 961
current local expert:
x y t lon lat
950 1000000.0 3000000.0 11190.0 161.565051 61.368679
there are no predictions locations, skipping
--------------------------------------------------
952 / 961
current local expert:
x y t lon lat
951 1200000.0 3000000.0 11190.0 158.198591 60.730822
there are no predictions locations, skipping
--------------------------------------------------
953 / 961
current local expert:
x y t lon lat
952 1400000.0 3000000.0 11190.0 154.983107 59.992849
there are no predictions locations, skipping
--------------------------------------------------
954 / 961
current local expert:
x y t lon lat
953 1600000.0 3000000.0 11190.0 151.927513 59.16115
there are no predictions locations, skipping
--------------------------------------------------
955 / 961
current local expert:
x y t lon lat
954 1800000.0 3000000.0 11190.0 149.036243 58.242184
there are no predictions locations, skipping
--------------------------------------------------
956 / 961
current local expert:
x y t lon lat
955 2000000.0 3000000.0 11190.0 146.309932 57.242294
there are no predictions locations, skipping
--------------------------------------------------
957 / 961
current local expert:
x y t lon lat
956 2200000.0 3000000.0 11190.0 143.746162 56.167556
there are no predictions locations, skipping
--------------------------------------------------
958 / 961
current local expert:
x y t lon lat
957 2400000.0 3000000.0 11190.0 141.340192 55.023682
there are no predictions locations, skipping
--------------------------------------------------
959 / 961
current local expert:
x y t lon lat
958 2600000.0 3000000.0 11190.0 139.085617 53.815949
there are no predictions locations, skipping
--------------------------------------------------
960 / 961
current local expert:
x y t lon lat
959 2800000.0 3000000.0 11190.0 136.974934 52.549172
there are no predictions locations, skipping
--------------------------------------------------
961 / 961
current local expert:
x y t lon lat
960 3000000.0 3000000.0 11190.0 135.0 51.227692
there are no predictions locations, skipping
storing any remaining tables
SAVING RESULTS TO TABLES:
run_details
preds
lengthscales
kernel_variance
likelihood_variance
'run': 770.891 seconds
