Closed pernak18 closed 1 year ago
pernak18
commented
1 year ago almost certainly because of how we apply the weights.
after discussing with Eli, our quick fix will be to ensure w2/(w1+w2) is >= delta before proceeding. if it is not, we will not consider the trial (so maybe assign a NAN to that trial in the totalCost array)
pernak18
commented
1 year ago my idea here is to proceed with gPointCombineSglPair even if the provision in https://github.com/pernak18/g-point-reduction/issues/23#issuecomment-1414213593 is not met, because the method takes little time and the resulting k-file is on the order of a few MB. instead, i'll handle rrtmgp_garand_atmos failures differently -- if the exe does fail, we'll fill the associated total cost with a NaN.
i've dealt with errors when NaNs are input into np.polyfit, so to avoid this while still fitting lines to all applicable trials, we'll replace the trials (rows) in the 0.1 weight scaling (3rd column) with the 0.05 weight scaling (2nd column) from dCostMod (i.e., dCostMod['2plus'] under the old convention, dCostMod['wx2'] in the current convention). this gives twice the weight to one data point, but i think it will still get us what we want without crashing the code
pernak18
commented
1 year ago standard output from iterations 117-124, which is when we get our first related crash:
Iteration 117
0it [00:00, ?it/s]
band05_coefficients_LW_g02-03_iter104_2p117.nc, Trial: 47, Cost: 100.581042, Delta-Cost: 0.0751
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.9406, 100.8354, 100.5682, 104.9609, 98.1057, 98.1823, 99.0334, 118.9216, 76.2398, 103.3035, 101.4256, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 118
100%|██████████| 6/6 [00:01<00:00, 5.09it/s]
band13_coefficients_LW_g02-03_iter095_regr118.nc, Trial: 109, Cost: 100.620550, Delta-Cost: 0.0395
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.5327, 99.1834, 102.0054, 103.2862, 101.7462, 100.4869, 108.3569, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 119
100%|██████████| 1/1 [00:00<00:00, 5.27it/s]
band02_coefficients_LW_g12-13_iter109_2p119.nc, Trial: 22, Cost: 100.621131, Delta-Cost: 0.0006
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.1562, 97.4987, 100.2508, 103.8358, 98.0470, 98.1823, 106.8568, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 120
100%|██████████| 3/3 [00:00<00:00, 5.56it/s]
band06_coefficients_LW_g06-07_iter099_2p120.nc, Trial: 62, Cost: 100.626416, Delta-Cost: 0.0053
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.6986, 98.9893, 99.1053, 106.4613, 98.1057, 98.1823, 107.8744, 100.0000, 76.6671, 103.2062, 101.3445, 102.3531, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 121
100%|██████████| 3/3 [00:00<00:00, 3.44it/s]
band10_coefficients_LW_g06-07_iter102_2p121.nc, Trial: 92, Cost: 100.752914, Delta-Cost: 0.1265
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3044, 98.6961, 102.6009, 106.1340, 98.1057, 98.1823, 107.7711, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 122
100%|██████████| 1/1 [00:00<00:00, 4.91it/s]
band03_coefficients_LW_g02-03_iter111_regr122.nc, Trial: 24, Cost: 100.813580, Delta-Cost: 0.0607
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7952, 99.1726, 100.8249, 105.1021, 96.6847, 98.1823, 110.2281, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 123
100%|██████████| 4/4 [00:00<00:00, 5.88it/s]
band14_coefficients_LW_g01-02_iter094_2p123.nc, Trial: 108, Cost: 100.833309, Delta-Cost: 0.0197
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.2202, 99.3208, 101.9165, 103.3596, 96.2623, 100.4869, 104.6430, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 124
validate: tau values out of range
rrtmgp_garand_atmos stoppingafter 882ab9fb49548f35691546445d852a5f8190c752:
Iteration 124
band16_coefficients_LW_g02-03_iter112_2p124.nc, Trial: 115, Cost: 100.861270, Delta-Cost: 0.0477
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.3969, 97.7847, 100.3339, 104.6416, 98.0470, 97.8951, 106.4398, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 125
band04_coefficients_LW_g03-04_iter114_2p125.nc, Trial: 35, Cost: 100.910731, Delta-Cost: 0.0495
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 101.0788, 99.6661, 97.2480, 104.3055, 98.0470, 97.8987, 105.8313, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 126
band12_coefficients_LW_g04-05_iter110_2p126.nc, Trial: 99, Cost: 100.913319, Delta-Cost: 0.0026
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.5342, 98.0718, 100.2731, 104.5637, 98.0470, 98.1823, 105.6684, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 127
band08_coefficients_LW_g07-08_iter097_regr127.nc, Trial: 75, Cost: 100.925248, Delta-Cost: 0.0119
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.9518, 97.5941, 97.2636, 105.0519, 97.7175, 100.4869, 107.1754, 100.0000, 83.2970, 99.9011, 98.7246, 100.4604, 99.1558, 95.2592, 98.5347, 102.3053, 102.0847
Iteration 128
100%|██████████| 5/5 [00:01<00:00, 4.38it/s]
band09_coefficients_LW_g05-06_iter098_2p128.nc, Trial: 80, Cost: 101.166393, Delta-Cost: 0.2411
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.6311, 98.4183, 98.7464, 106.4756, 99.7727, 100.3221, 107.5359, 100.0000, 83.2970, 101.0232, 101.3445, 97.8693, 99.9777, 98.5044, 98.2134, 102.3573, 101.1621
Iteration 129
band07_coefficients_LW_g01-02_iter101_regr129.nc, Trial: 60, Cost: 101.374571, Delta-Cost: 0.2082
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.1898, 104.2600, 100.7401, 106.5283, 98.1057, 98.1823, 108.8679, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 130
100%|██████████| 7/7 [00:01<00:00, 5.32it/s]
band15_coefficients_LW_g03-04_iter106_regr130.nc, Trial: 108, Cost: 100.205545, Delta-Cost: -1.1690
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3183, 98.4073, 99.8708, 104.5908, 98.1754, 98.1823, 106.9701, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 131
100%|██████████| 2/2 [00:00<00:00, 7.69it/s]
band05_coefficients_LW_g04-05_iter118_regr131.nc, Trial: 46, Cost: 115.964525, Delta-Cost: 15.7590
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 121.4737, 102.4494, 110.5337, 111.3294, 98.0470, 97.8987, 110.9145, 113.5490, 76.2398, 103.3035, 100.8083, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 132
band03_coefficients_LW_g02-03_iter123_regr132.nc, Trial: 24, Cost: 116.260901, Delta-Cost: 0.2964
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 117.9965, 106.6908, 115.3483, 114.8347, 100.2290, 97.8987, 139.9530, 118.9216, 76.6671, 103.2062, 101.4256, 102.3531, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 133
0it [00:00, ?it/s]
band07_coefficients_LW_g01-02_iter130_regr133.nc, Trial: 58, Cost: 117.106339, Delta-Cost: 0.8454
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 121.4219, 113.6311, 112.1947, 115.0792, 106.3463, 99.9864, 109.6846, 118.9216, 76.6671, 102.7371, 99.9663, 99.7617, 99.5804, 97.2903, 98.2088, 102.6117, 101.1621
Iteration 134
0it [00:00, ?it/s]
band02_coefficients_LW_g09-10_iter120_regr134.nc, Trial: 19, Cost: 117.529214, Delta-Cost: 0.4229
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 126.3596, 103.3304, 103.6800, 109.9750, 104.3446, 97.8987, 98.1634, 118.9216, 76.2398, 103.3035, 101.4256, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604things get a little crazy at iter 131...
iterations with no TQDM output had no zero crossings to reprocess
pernak18
commented
1 year ago just ran again with some changes:
0%| | 0/30 [00:00<?, ?it/s]
Iteration 95
0%| | 0/2 [00:00<?, ?it/s]
50%|█████ | 1/2 [00:00<00:00, 9.50it/s]
100%|██████████| 2/2 [00:00<00:00, 9.56it/s]
Recalibrating
Regression delta-costs:
0: 0.7455890749055243 0.05: 0.24763430363098848 0.1: -0.24383290417665648
band04_coefficients_LW_g10-11_iter094_regr095.nc, Trial: 50, Cost: 100.438777, Delta-Cost: -0.0003
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3784, 99.4155, 99.7234, 105.5774, 96.2623, 100.4869, 107.2385, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band04
2plus band04
3%|▎ | 1/30 [01:23<40:27, 83.72s/it]
Iteration 96
0%| | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00, 9.33it/s]
Recalibrating
Regression delta-costs:
0: 0.13045108404898542 0.05: 0.03751738368278268 0.1: -0.05573919132564242
band08_coefficients_LW_g08-09_iter094_regr096.nc, Trial: 91, Cost: 100.438609, Delta-Cost: -0.0002
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4892, 99.1868, 101.7158, 103.2353, 96.2696, 100.4869, 106.9543, 100.0000, 83.2970, 101.0232, 101.3445, 100.4604, 99.9510, 98.5044, 98.2134, 101.6962, 102.0847
plus band08
2plus band08
7%|▋ | 2/30 [03:12<45:54, 98.37s/it]
Iteration 97
0%| | 0/5 [00:00<?, ?it/s]
20%|██ | 1/5 [00:00<00:00, 5.74it/s]
40%|████ | 2/5 [00:00<00:00, 5.14it/s]
60%|██████ | 3/5 [00:00<00:00, 5.58it/s]
80%|████████ | 4/5 [00:00<00:00, 5.71it/s]
100%|██████████| 5/5 [00:00<00:00, 5.71it/s]
Recalibrating
Regression delta-costs:
0: 0.41307447089559446 0.05: 0.17184335255633698 0.1: -0.06603404169830185
band09_coefficients_LW_g09-10_iter094_regr097.nc, Trial: 100, Cost: 100.438325, Delta-Cost: -0.0003
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2860, 99.4728, 101.8279, 104.3576, 96.3563, 98.1823, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4610, 99.9564, 99.2261, 98.1497, 101.5869, 102.0604
plus band09
2plus band09
10%|█ | 3/30 [04:51<44:27, 98.81s/it]
Iteration 98
0it [00:00, ?it/s]
Recalibrating
Regression delta-costs:
0: 0.20553521391565255 0.05: -0.310587192719197 0.1: -0.8255458829359412
band06_coefficients_LW_g01-02_iter094_regr098.nc, Trial: 67, Cost: 100.438134, Delta-Cost: -0.0002
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3785, 99.2333, 102.1136, 103.3526, 96.2623, 100.4869, 107.2580, 100.0000, 76.2398, 103.5003, 101.4471, 102.4229, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band06
2plus band06
13%|█▎ | 4/30 [06:20<41:01, 94.67s/it]
Iteration 99
0%| | 0/3 [00:00<?, ?it/s]
33%|███▎ | 1/3 [00:00<00:00, 8.22it/s]
67%|██████▋ | 2/3 [00:00<00:00, 8.29it/s]
100%|██████████| 3/3 [00:00<00:00, 7.98it/s]
Recalibrating
Regression delta-costs:
0: 0.16062498442572348 0.05: 0.06259514475266315 0.1: -0.024262918836569725
band02_coefficients_LW_g12-13_iter094_regr099.nc, Trial: 25, Cost: 100.436921, Delta-Cost: -0.0012
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4591, 99.3861, 101.6112, 103.3492, 96.2623, 100.4869, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band02
2plus band02
17%|█▋ | 5/30 [07:49<38:41, 92.85s/it]
Iteration 100
0%| | 0/5 [00:00<?, ?it/s]
20%|██ | 1/5 [00:00<00:00, 8.51it/s]
40%|████ | 2/5 [00:00<00:00, 7.81it/s]
60%|██████ | 3/5 [00:00<00:00, 8.18it/s]
80%|████████ | 4/5 [00:00<00:00, 8.36it/s]
100%|██████████| 5/5 [00:00<00:00, 8.32it/s]
Recalibrating
Regression delta-costs:
0: 0.2932598515516247 0.05: 0.12292869605418844 0.1: -0.02469837354138349
band07_coefficients_LW_g09-10_iter094_regr100.nc, Trial: 80, Cost: 100.436866, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3803, 99.4596, 103.1619, 102.1643, 96.2623, 100.4869, 107.0422, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band07
2plus band07
20%|██ | 6/30 [09:54<41:26, 103.59s/it]
Iteration 101
0%| | 0/8 [00:00<?, ?it/s]
12%|█▎ | 1/8 [00:00<00:00, 9.19it/s]
25%|██▌ | 2/8 [00:00<00:00, 9.38it/s]
38%|███▊ | 3/8 [00:00<00:00, 9.39it/s]
50%|█████ | 4/8 [00:00<00:00, 9.41it/s]
62%|██████▎ | 5/8 [00:00<00:00, 9.42it/s]
75%|███████▌ | 6/8 [00:00<00:00, 9.39it/s]
88%|████████▊ | 7/8 [00:00<00:00, 9.40it/s]
100%|██████████| 8/8 [00:00<00:00, 9.38it/s]
Recalibrating
Regression delta-costs:
0: 0.8828423801510326 0.05: 0.3486118045470761 0.1: -0.194150977820712
band10_coefficients_LW_g02-03_iter094_regr101.nc, Trial: 98, Cost: 100.435146, Delta-Cost: -0.0017
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3811, 99.5521, 102.0036, 103.2767, 96.2623, 100.4869, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band10
2plus band10
23%|██▎ | 7/30 [11:45<40:37, 105.99s/it]
Iteration 102
0%| | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00, 9.17it/s]
Recalibrating
Regression delta-costs:
0: 1.024279895998987 0.05: 0.46831086300103664 0.1: -0.08753558522863614
band01_coefficients_LW_g03-04_iter094_regr102.nc, Trial: 3, Cost: 100.435041, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.1866, 98.8208, 102.7265, 103.7687, 96.2623, 100.4869, 107.0327, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band01
2plus band01
27%|██▋ | 8/30 [13:08<36:12, 98.77s/it]
Iteration 103
0%| | 0/6 [00:00<?, ?it/s]
17%|█▋ | 1/6 [00:00<00:00, 8.99it/s]
33%|███▎ | 2/6 [00:00<00:00, 8.58it/s]
50%|█████ | 3/6 [00:00<00:00, 8.67it/s]
67%|██████▋ | 4/6 [00:00<00:00, 8.78it/s]
83%|████████▎ | 5/6 [00:00<00:00, 8.55it/s]
100%|██████████| 6/6 [00:00<00:00, 8.66it/s]
Recalibrating
Regression delta-costs:
0: 0.5932005910378422 0.05: 0.1611132306115053 0.1: -0.2612945860456506
band05_coefficients_LW_g11-12_iter094_regr103.nc, Trial: 61, Cost: 100.434984, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3410, 99.4923, 103.1770, 102.5031, 96.2623, 100.4869, 106.4895, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band05
2plus band05
30%|███ | 9/30 [15:07<36:48, 105.15s/it]
Iteration 104
0%| | 0/6 [00:00<?, ?it/s]
17%|█▋ | 1/6 [00:00<00:00, 8.24it/s]
33%|███▎ | 2/6 [00:00<00:00, 8.43it/s]
50%|█████ | 3/6 [00:00<00:00, 8.44it/s]
67%|██████▋ | 4/6 [00:00<00:00, 8.49it/s]
83%|████████▎ | 5/6 [00:00<00:00, 8.47it/s]
100%|██████████| 6/6 [00:00<00:00, 8.44it/s]
Recalibrating
Regression delta-costs:
0: 0.5082644683324986 0.05: 0.16027415562417957 0.1: -0.1871259915115644
band11_coefficients_LW_g03-04_iter094_regr104.nc, Trial: 103, Cost: 100.434913, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4176, 99.4196, 101.9151, 103.2248, 96.2623, 100.4869, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band11
2plus band11
33%|███▎ | 10/30 [17:11<37:02, 111.10s/it]
Iteration 105
0%| | 0/8 [00:00<?, ?it/s]
12%|█▎ | 1/8 [00:00<00:00, 8.61it/s]
25%|██▌ | 2/8 [00:00<00:00, 8.76it/s]
38%|███▊ | 3/8 [00:00<00:00, 8.79it/s]
50%|█████ | 4/8 [00:00<00:00, 8.79it/s]
62%|██████▎ | 5/8 [00:00<00:00, 8.76it/s]
75%|███████▌ | 6/8 [00:00<00:00, 8.39it/s]
88%|████████▊ | 7/8 [00:00<00:00, 8.26it/s]
100%|██████████| 8/8 [00:00<00:00, 8.49it/s]
Recalibrating
Regression delta-costs:
0: 0.16747616814473076 0.05: -0.10708915349086112 0.1: -0.3816309856156437
band15_coefficients_LW_g02-03_iter094_regr105.nc, Trial: 129, Cost: 100.439686, Delta-Cost: 0.0048
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4060, 99.4504, 102.0450, 103.3110, 96.2036, 100.4869, 106.6611, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band15
2plus band15
37%|███▋ | 11/30 [19:06<35:30, 112.13s/it]
Iteration 106
0%| | 0/3 [00:00<?, ?it/s]
33%|███▎ | 1/3 [00:00<00:00, 9.61it/s]
100%|██████████| 3/3 [00:00<00:00, 9.91it/s]
Recalibrating
Regression delta-costs:
0: 1.2283729648531079 0.05: 0.5977549205550048 0.1: -0.07149795060506392
band12_coefficients_LW_g04-05_iter094_regr106.nc, Trial: 114, Cost: 100.441626, Delta-Cost: 0.0019
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4007, 99.5034, 102.0596, 103.3359, 96.2623, 100.4869, 106.6022, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band12
2plus band12
40%|████ | 12/30 [20:19<30:04, 100.27s/it]
Iteration 107
100%|██████████| 1/1 [00:00<00:00, 10.35it/s]
Recalibrating
Regression delta-costs:
0: 0.3044804895156119 0.05: 0.10628781530148501 0.1: -0.09823324072485207
band03_coefficients_LW_g12-13_iter094_regr107.nc, Trial: 38, Cost: 100.442573, Delta-Cost: 0.0009
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3809, 99.4383, 102.0138, 103.3627, 96.2623, 100.4869, 107.0459, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band03
2plus band03
43%|████▎ | 13/30 [21:47<27:20, 96.51s/it]
Iteration 108
0%| | 0/5 [00:00<?, ?it/s]
20%|██ | 1/5 [00:00<00:00, 8.50it/s]
40%|████ | 2/5 [00:00<00:00, 8.67it/s]
60%|██████ | 3/5 [00:00<00:00, 8.75it/s]
80%|████████ | 4/5 [00:00<00:00, 8.74it/s]
100%|██████████| 5/5 [00:00<00:00, 8.71it/s]
Recalibrating
Regression delta-costs:
0: 0.31982614718418745 0.05: 0.1711405272175739 0.1: 0.024124025433025054
band16_coefficients_LW_g01-02_iter094_2p108.nc, Trial: 129, Cost: 100.451167, Delta-Cost: 0.0086
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4085, 99.4544, 102.0439, 103.3115, 96.2623, 100.2082, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band16
2plus band16
47%|████▋ | 14/30 [23:41<27:11, 101.95s/it]
Iteration 109
0%| | 0/2 [00:00<?, ?it/s]
100%|██████████| 2/2 [00:00<00:00, 10.65it/s]
Recalibrating
Regression delta-costs:
0: 0.2785172147844861 0.05: 0.21596924740183 0.1: 0.03318839970253862
band12_coefficients_LW_g05-06_iter107_2p109.nc, Trial: 114, Cost: 100.458220, Delta-Cost: 0.0071
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7276, 98.8813, 99.8855, 104.6013, 98.0470, 98.1823, 106.6288, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band12
2plus band12
50%|█████ | 15/30 [24:59<23:38, 94.59s/it]
Iteration 110
100%|██████████| 1/1 [00:00<00:00, 10.14it/s]
Recalibrating
Regression delta-costs:
0: 0.16294152096224934 0.05: 0.015421807279949462 0.1: -0.01851483511745755
band16_coefficients_LW_g03-04_iter109_regr110.nc, Trial: 130, Cost: 100.441909, Delta-Cost: -0.0163
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7378, 98.3720, 99.9058, 104.6629, 98.0470, 97.9691, 106.4398, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band16
2plus band16
53%|█████▎ | 16/30 [26:20<21:05, 90.40s/it]
Iteration 111
100%|██████████| 1/1 [00:00<00:00, 10.47it/s]
Recalibrating
Regression delta-costs:
0: 0.30685606646379426 0.05: 0.5916030292363388 0.1: -0.012728680029709949
band11_coefficients_LW_g01-02_iter105_regr111.nc, Trial: 100, Cost: 100.428549, Delta-Cost: -0.0134
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7441, 97.5282, 99.8451, 104.5586, 98.1057, 98.1823, 107.2282, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band11
2plus band11
57%|█████▋ | 17/30 [27:30<18:17, 84.43s/it]
Iteration 112
0%| | 0/7 [00:00<?, ?it/s]
14%|█▍ | 1/7 [00:00<00:00, 8.84it/s]
29%|██▊ | 2/7 [00:00<00:00, 8.98it/s]
43%|████▎ | 3/7 [00:00<00:00, 9.09it/s]
57%|█████▋ | 4/7 [00:00<00:00, 9.17it/s]
71%|███████▏ | 5/7 [00:00<00:00, 9.17it/s]
86%|████████▌ | 6/7 [00:00<00:00, 9.17it/s]
100%|██████████| 7/7 [00:00<00:00, 9.09it/s]
Recalibrating
Regression delta-costs:
0: 0.013410546590208128 0.05: 0.16913110136435705 0.1: -0.02524319452655277
band02_coefficients_LW_g10-11_iter100_regr112.nc, Trial: 22, Cost: 100.424300, Delta-Cost: -0.0042
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4983, 98.9564, 98.5109, 106.4328, 98.1057, 98.1823, 107.7614, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band02
2plus band02
60%|██████ | 18/30 [29:56<20:35, 102.97s/it]
Iteration 113
0%| | 0/4 [00:00<?, ?it/s]
25%|██▌ | 1/4 [00:00<00:00, 8.33it/s]
50%|█████ | 2/4 [00:00<00:00, 8.50it/s]
75%|███████▌ | 3/4 [00:00<00:00, 8.50it/s]
100%|██████████| 4/4 [00:00<00:00, 8.50it/s]
Recalibrating
Regression delta-costs:
0: 0.29272997047880267 0.05: -0.18727667675216253 0.1: -0.18727667675216253
band14_coefficients_LW_g02-03_iter094_regr113.nc, Trial: 120, Cost: 100.416158, Delta-Cost: -0.0081
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2703, 99.7706, 102.5281, 103.4040, 96.2623, 100.4869, 106.0454, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band14
2plus band14
63%|██████▎ | 19/30 [31:53<19:37, 107.03s/it]
Iteration 114
0it [00:00, ?it/s]
Recalibrating
Regression delta-costs:
0: -0.09875893915247502 0.05: 2.935313348420422 0.1: -0.08288338677473917
band07_coefficients_LW_g08-09_iter101_regr114.nc, Trial: 75, Cost: 100.395424, Delta-Cost: -0.0207
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.0895, 99.3798, 107.2471, 99.2897, 98.1057, 98.1823, 107.9681, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band07
2plus band07
67%|██████▋ | 20/30 [33:01<15:52, 95.26s/it]
Iteration 115
0%| | 0/6 [00:00<?, ?it/s]
17%|█▋ | 1/6 [00:00<00:00, 9.54it/s]
33%|███▎ | 2/6 [00:00<00:00, 9.76it/s]
50%|█████ | 3/6 [00:00<00:00, 9.80it/s]
67%|██████▋ | 4/6 [00:00<00:00, 9.82it/s]
83%|████████▎ | 5/6 [00:00<00:00, 9.84it/s]
100%|██████████| 6/6 [00:00<00:00, 9.80it/s]
Recalibrating
Regression delta-costs:
0: -0.09252537719467568 0.05: 0.08842161538717619 0.1: -0.11684938612449969
band04_coefficients_LW_g05-06_iter096_regr115.nc, Trial: 41, Cost: 100.380352, Delta-Cost: -0.0151
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7042, 99.8555, 97.9106, 105.5180, 98.0105, 100.4869, 105.6303, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band04
2plus band04
70%|███████ | 21/30 [34:42<14:32, 96.96s/it]
Iteration 116
0it [00:00, ?it/s]
Recalibrating
Regression delta-costs:
0: 0.01139960055974143 0.05: -0.14339593367384396 0.1: -0.14339593367384396
band10_coefficients_LW_g05-06_iter102_regr116.nc, Trial: 95, Cost: 100.363448, Delta-Cost: -0.0169
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.6701, 99.1273, 98.2800, 105.2372, 98.1057, 98.1823, 107.7711, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band10
2plus band10
73%|███████▎ | 22/30 [36:22<13:03, 97.98s/it]
Iteration 117
0it [00:00, ?it/s]
Recalibrating
Regression delta-costs:
0: -0.043446315155009074 0.05: -0.08474623367750667 0.1: -0.3451265181396366
band01_coefficients_LW_g10-11_iter103_regr117.nc, Trial: 10, Cost: 100.262477, Delta-Cost: -0.1010
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2141, 98.3820, 102.5763, 102.6276, 98.1057, 98.1823, 107.7713, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band01
2plus band01
77%|███████▋ | 23/30 [37:38<10:39, 91.39s/it]
Iteration 118
0%| | 0/4 [00:00<?, ?it/s]
25%|██▌ | 1/4 [00:00<00:00, 8.57it/s]
50%|█████ | 2/4 [00:00<00:00, 8.73it/s]
75%|███████▌ | 3/4 [00:00<00:00, 8.78it/s]
100%|██████████| 4/4 [00:00<00:00, 8.73it/s]
Recalibrating
Regression delta-costs:
0: -0.19149218336005447 0.05: -0.4291849028869166 0.1: -0.46828151955836006
band15_coefficients_LW_g03-04_iter106_regr118.nc, Trial: 120, Cost: 100.205545, Delta-Cost: -0.0569
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3183, 98.4073, 99.8708, 104.5908, 98.1754, 98.1823, 106.9701, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band15
2plus band15
80%|████████ | 24/30 [39:23<09:33, 95.54s/it]
Iteration 119
0%| | 0/2 [00:00<?, ?it/s]
100%|██████████| 2/2 [00:00<00:00, 10.08it/s]
Recalibrating
Regression delta-costs:
0: -0.19156183334192178 0.05: -0.26720834788415004 0.1: -0.45890348970235095
band05_coefficients_LW_g13-14_iter104_regr119.nc, Trial: 59, Cost: 100.205532, Delta-Cost: -0.0000
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2015, 98.4473, 100.2504, 104.6949, 98.1057, 98.1823, 107.2472, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band05
2plus band05
83%|████████▎ | 25/30 [40:32<07:17, 87.43s/it]
Iteration 120
0%| | 0/5 [00:00<?, ?it/s]
20%|██ | 1/5 [00:00<00:00, 8.37it/s]
40%|████ | 2/5 [00:00<00:00, 8.34it/s]
60%|██████ | 3/5 [00:00<00:00, 8.49it/s]
80%|████████ | 4/5 [00:00<00:00, 8.52it/s]
100%|██████████| 5/5 [00:00<00:00, 8.48it/s]
Recalibrating
Regression delta-costs:
0: -0.29789502535493284 0.05: -0.19758714506843944 0.1: -0.5797244577695437
band13_coefficients_LW_g01-02_iter095_regr120.nc, Trial: 109, Cost: 100.149126, Delta-Cost: -0.0564
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 98.8272, 99.5849, 102.0234, 103.2997, 97.4697, 100.4869, 107.7261, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
plus band13
2plus band13
87%|████████▋ | 26/30 [42:27<06:22, 95.74s/it]
Iteration 121
0it [00:00, ?it/s]
Recalibrating
Regression delta-costs:
0: 2.357910477790128 0.05: -0.6057719909760095 0.1: 0.06608861016729861
band03_coefficients_LW_g02-03_iter108_regr121.nc, Trial: 26, Cost: 100.475617, Delta-Cost: 0.3265
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2606, 99.8989, 100.4049, 105.1370, 96.6847, 98.1823, 110.2281, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band03
2plus band03
90%|█████████ | 27/30 [43:40<04:26, 88.96s/it]
Iteration 122
0%| | 0/4 [00:00<?, ?it/s]
25%|██▌ | 1/4 [00:00<00:00, 7.72it/s]
50%|█████ | 2/4 [00:00<00:00, 7.85it/s]
75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s]
100%|██████████| 4/4 [00:00<00:00, 8.22it/s]
Recalibrating
Regression delta-costs:
0: 0.7345541466741139 0.05: 0.32857880134591255 0.1: 0.32857880134591255
band14_coefficients_LW_g02-03_iter114_2p122.nc, Trial: 113, Cost: 100.580447, Delta-Cost: 0.1048
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.8528, 98.0088, 99.4184, 101.4315, 98.0470, 97.9715, 104.6964, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band14
2plus band14
93%|█████████▎| 28/30 [45:24<03:06, 93.36s/it]
Iteration 123
0it [00:00, ?it/s]
Recalibrating
Regression delta-costs:
0: -0.37121845336332626 0.05: 2.010025336985052 0.1: 0.33174260212456375
band02_coefficients_LW_g04-05_iter113_regr123.nc, Trial: 15, Cost: 100.590171, Delta-Cost: 0.0097
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.1499, 98.6718, 99.2794, 104.2966, 98.0470, 97.9715, 106.6416, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band02
2plus band02
97%|█████████▋| 29/30 [46:27<01:24, 84.53s/it]
Iteration 124
0%| | 0/2 [00:00<?, ?it/s]
50%|█████ | 1/2 [00:00<00:00, 8.82it/s]
100%|██████████| 2/2 [00:00<00:00, 8.96it/s]
Recalibrating
Regression delta-costs:
0: 0.43552634098003296 0.05: 0.47294693798320964 0.1: 0.37656502162658967
band06_coefficients_LW_g06-07_iter099_2p124.nc, Trial: 62, Cost: 100.626416, Delta-Cost: 0.0362
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.6986, 98.9893, 99.1053, 106.4613, 98.1057, 98.1823, 107.8744, 100.0000, 76.6671, 103.2062, 101.3445, 102.3531, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
plus band06
2plus band06simplified output of previous post:
Iteration 95
Regression delta-costs:
0: 0.7455890749055243 0.05: 0.24763430363098848 0.1: -0.24383290417665648
band04_coefficients_LW_g10-11_iter094_regr095.nc, Trial: 50, Cost: 100.438777, Delta-Cost: -0.0003
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3784, 99.4155, 99.7234, 105.5774, 96.2623, 100.4869, 107.2385, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 96
Regression delta-costs:
0: 0.13045108404898542 0.05: 0.03751738368278268 0.1: -0.05573919132564242
band08_coefficients_LW_g08-09_iter094_regr096.nc, Trial: 91, Cost: 100.438609, Delta-Cost: -0.0002
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4892, 99.1868, 101.7158, 103.2353, 96.2696, 100.4869, 106.9543, 100.0000, 83.2970, 101.0232, 101.3445, 100.4604, 99.9510, 98.5044, 98.2134, 101.6962, 102.0847
Iteration 97
Regression delta-costs:
0: 0.41307447089559446 0.05: 0.17184335255633698 0.1: -0.06603404169830185
band09_coefficients_LW_g09-10_iter094_regr097.nc, Trial: 100, Cost: 100.438325, Delta-Cost: -0.0003
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2860, 99.4728, 101.8279, 104.3576, 96.3563, 98.1823, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4610, 99.9564, 99.2261, 98.1497, 101.5869, 102.0604
Iteration 98
Regression delta-costs:
0: 0.20553521391565255 0.05: -0.310587192719197 0.1: -0.8255458829359412
band06_coefficients_LW_g01-02_iter094_regr098.nc, Trial: 67, Cost: 100.438134, Delta-Cost: -0.0002
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3785, 99.2333, 102.1136, 103.3526, 96.2623, 100.4869, 107.2580, 100.0000, 76.2398, 103.5003, 101.4471, 102.4229, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 99
Regression delta-costs:
0: 0.16062498442572348 0.05: 0.06259514475266315 0.1: -0.024262918836569725
band02_coefficients_LW_g12-13_iter094_regr099.nc, Trial: 25, Cost: 100.436921, Delta-Cost: -0.0012
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4591, 99.3861, 101.6112, 103.3492, 96.2623, 100.4869, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 100
Regression delta-costs:
0: 0.2932598515516247 0.05: 0.12292869605418844 0.1: -0.02469837354138349
band07_coefficients_LW_g09-10_iter094_regr100.nc, Trial: 80, Cost: 100.436866, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3803, 99.4596, 103.1619, 102.1643, 96.2623, 100.4869, 107.0422, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 101
Regression delta-costs:
0: 0.8828423801510326 0.05: 0.3486118045470761 0.1: -0.194150977820712
band10_coefficients_LW_g02-03_iter094_regr101.nc, Trial: 98, Cost: 100.435146, Delta-Cost: -0.0017
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3811, 99.5521, 102.0036, 103.2767, 96.2623, 100.4869, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 102
Regression delta-costs:
0: 1.024279895998987 0.05: 0.46831086300103664 0.1: -0.08753558522863614
band01_coefficients_LW_g03-04_iter094_regr102.nc, Trial: 3, Cost: 100.435041, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.1866, 98.8208, 102.7265, 103.7687, 96.2623, 100.4869, 107.0327, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 103
Regression delta-costs:
0: 0.5932005910378422 0.05: 0.1611132306115053 0.1: -0.2612945860456506
band05_coefficients_LW_g11-12_iter094_regr103.nc, Trial: 61, Cost: 100.434984, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3410, 99.4923, 103.1770, 102.5031, 96.2623, 100.4869, 106.4895, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 104
Regression delta-costs:
0: 0.5082644683324986 0.05: 0.16027415562417957 0.1: -0.1871259915115644
band11_coefficients_LW_g03-04_iter094_regr104.nc, Trial: 103, Cost: 100.434913, Delta-Cost: -0.0001
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4176, 99.4196, 101.9151, 103.2248, 96.2623, 100.4869, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 105
Regression delta-costs:
0: 0.16747616814473076 0.05: -0.10708915349086112 0.1: -0.3816309856156437
band15_coefficients_LW_g02-03_iter094_regr105.nc, Trial: 129, Cost: 100.439686, Delta-Cost: 0.0048
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4060, 99.4504, 102.0450, 103.3110, 96.2036, 100.4869, 106.6611, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 106
Regression delta-costs:
0: 1.2283729648531079 0.05: 0.5977549205550048 0.1: -0.07149795060506392
band12_coefficients_LW_g04-05_iter094_regr106.nc, Trial: 114, Cost: 100.441626, Delta-Cost: 0.0019
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4007, 99.5034, 102.0596, 103.3359, 96.2623, 100.4869, 106.6022, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 107
Regression delta-costs:
0: 0.3044804895156119 0.05: 0.10628781530148501 0.1: -0.09823324072485207
band03_coefficients_LW_g12-13_iter094_regr107.nc, Trial: 38, Cost: 100.442573, Delta-Cost: 0.0009
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3809, 99.4383, 102.0138, 103.3627, 96.2623, 100.4869, 107.0459, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 108
Regression delta-costs:
0: 0.31982614718418745 0.05: 0.1711405272175739 0.1: 0.024124025433025054
band16_coefficients_LW_g01-02_iter094_2p108.nc, Trial: 129, Cost: 100.451167, Delta-Cost: 0.0086
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4085, 99.4544, 102.0439, 103.3115, 96.2623, 100.2082, 107.0325, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 109
Regression delta-costs:
0: 0.2785172147844861 0.05: 0.21596924740183 0.1: 0.03318839970253862
band12_coefficients_LW_g05-06_iter107_2p109.nc, Trial: 114, Cost: 100.458220, Delta-Cost: 0.0071
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7276, 98.8813, 99.8855, 104.6013, 98.0470, 98.1823, 106.6288, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 110
Regression delta-costs:
0: 0.16294152096224934 0.05: 0.015421807279949462 0.1: -0.01851483511745755
band16_coefficients_LW_g03-04_iter109_regr110.nc, Trial: 130, Cost: 100.441909, Delta-Cost: -0.0163
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7378, 98.3720, 99.9058, 104.6629, 98.0470, 97.9691, 106.4398, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 111
Regression delta-costs:
0: 0.30685606646379426 0.05: 0.5916030292363388 0.1: -0.012728680029709949
band11_coefficients_LW_g01-02_iter105_regr111.nc, Trial: 100, Cost: 100.428549, Delta-Cost: -0.0134
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7441, 97.5282, 99.8451, 104.5586, 98.1057, 98.1823, 107.2282, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 112
Regression delta-costs:
0: 0.013410546590208128 0.05: 0.16913110136435705 0.1: -0.02524319452655277
band02_coefficients_LW_g10-11_iter100_regr112.nc, Trial: 22, Cost: 100.424300, Delta-Cost: -0.0042
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.4983, 98.9564, 98.5109, 106.4328, 98.1057, 98.1823, 107.7614, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 113
Regression delta-costs:
0: 0.29272997047880267 0.05: -0.18727667675216253 0.1: -0.18727667675216253
band14_coefficients_LW_g02-03_iter094_regr113.nc, Trial: 120, Cost: 100.416158, Delta-Cost: -0.0081
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2703, 99.7706, 102.5281, 103.4040, 96.2623, 100.4869, 106.0454, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 114
Regression delta-costs:
0: -0.09875893915247502 0.05: 2.935313348420422 0.1: -0.08288338677473917
band07_coefficients_LW_g08-09_iter101_regr114.nc, Trial: 75, Cost: 100.395424, Delta-Cost: -0.0207
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.0895, 99.3798, 107.2471, 99.2897, 98.1057, 98.1823, 107.9681, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 115
Regression delta-costs:
0: -0.09252537719467568 0.05: 0.08842161538717619 0.1: -0.11684938612449969
band04_coefficients_LW_g05-06_iter096_regr115.nc, Trial: 41, Cost: 100.380352, Delta-Cost: -0.0151
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.7042, 99.8555, 97.9106, 105.5180, 98.0105, 100.4869, 105.6303, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 116
Regression delta-costs:
0: 0.01139960055974143 0.05: -0.14339593367384396 0.1: -0.14339593367384396
band10_coefficients_LW_g05-06_iter102_regr116.nc, Trial: 95, Cost: 100.363448, Delta-Cost: -0.0169
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.6701, 99.1273, 98.2800, 105.2372, 98.1057, 98.1823, 107.7711, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 117
Regression delta-costs:
0: -0.043446315155009074 0.05: -0.08474623367750667 0.1: -0.3451265181396366
band01_coefficients_LW_g10-11_iter103_regr117.nc, Trial: 10, Cost: 100.262477, Delta-Cost: -0.1010
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2141, 98.3820, 102.5763, 102.6276, 98.1057, 98.1823, 107.7713, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 118
Regression delta-costs:
0: -0.19149218336005447 0.05: -0.4291849028869166 0.1: -0.46828151955836006
band15_coefficients_LW_g03-04_iter106_regr118.nc, Trial: 120, Cost: 100.205545, Delta-Cost: -0.0569
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.3183, 98.4073, 99.8708, 104.5908, 98.1754, 98.1823, 106.9701, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 119
Regression delta-costs:
0: -0.19156183334192178 0.05: -0.26720834788415004 0.1: -0.45890348970235095
band05_coefficients_LW_g13-14_iter104_regr119.nc, Trial: 59, Cost: 100.205532, Delta-Cost: -0.0000
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2015, 98.4473, 100.2504, 104.6949, 98.1057, 98.1823, 107.2472, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 120
Regression delta-costs:
0: -0.29789502535493284 0.05: -0.19758714506843944 0.1: -0.5797244577695437
band13_coefficients_LW_g01-02_iter095_regr120.nc, Trial: 109, Cost: 100.149126, Delta-Cost: -0.0564
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 98.8272, 99.5849, 102.0234, 103.2997, 97.4697, 100.4869, 107.7261, 100.0000, 83.2970, 101.2200, 101.4471, 100.4604, 99.9562, 99.2261, 98.1497, 101.5854, 102.0847
Iteration 121
Regression delta-costs:
0: 2.357910477790128 0.05: -0.6057719909760095 0.1: 0.06608861016729861
band03_coefficients_LW_g02-03_iter108_regr121.nc, Trial: 26, Cost: 100.475617, Delta-Cost: 0.3265
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.2606, 99.8989, 100.4049, 105.1370, 96.6847, 98.1823, 110.2281, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 122
Regression delta-costs:
0: 0.7345541466741139 0.05: 0.32857880134591255 0.1: 0.32857880134591255
band14_coefficients_LW_g02-03_iter114_2p122.nc, Trial: 113, Cost: 100.580447, Delta-Cost: 0.1048
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.8528, 98.0088, 99.4184, 101.4315, 98.0470, 97.9715, 104.6964, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 123
Regression delta-costs:
0: -0.37121845336332626 0.05: 2.010025336985052 0.1: 0.33174260212456375
band02_coefficients_LW_g04-05_iter113_regr123.nc, Trial: 15, Cost: 100.590171, Delta-Cost: 0.0097
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 100.1499, 98.6718, 99.2794, 104.2966, 98.0470, 97.9715, 106.6416, 100.0000, 76.2398, 103.3035, 101.3445, 102.4235, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
Iteration 124
Regression delta-costs:
0: 0.43552634098003296 0.05: 0.47294693798320964 0.1: 0.37656502162658967
band06_coefficients_LW_g06-07_iter099_2p124.nc, Trial: 62, Cost: 100.626416, Delta-Cost: 0.0362
flux_net, band_flux_net, heating_rate, heating_rate_7, flux_net_forcing_5, flux_net_forcing_6, flux_net_forcing_7, flux_net_forcing_9, flux_net_forcing_10, flux_net_forcing_11, flux_net_forcing_12, flux_net_forcing_13, flux_net_forcing_14, flux_net_forcing_15, flux_net_forcing_16, flux_net_forcing_17, flux_net_forcing_18 = 99.6986, 98.9893, 99.1053, 106.4613, 98.1057, 98.1823, 107.8744, 100.0000, 76.6671, 103.2062, 101.3445, 102.3531, 99.9513, 98.5044, 98.2134, 101.6977, 102.0604
RRTMGP modeling fails when
kmajorvalues occur -- diagnose why this is happening