Note
Go to the end to download the full example code
Correlation analysis¶
from __future__ import annotations
import pprint
from gemseo import configure_logger
from gemseo.uncertainty.sensitivity.correlation.analysis import CorrelationAnalysis
from gemseo.uncertainty.use_cases.ishigami.ishigami_discipline import IshigamiDiscipline
from gemseo.uncertainty.use_cases.ishigami.ishigami_space import IshigamiSpace
configure_logger()
<RootLogger root (INFO)>
In this example, we consider the Ishigami function [IH90]
implemented as an MDODiscipline
by the IshigamiDiscipline
.
It is commonly used
with the independent random variables \(X_1\), \(X_2\) and \(X_3\)
uniformly distributed between \(-\pi\) and \(\pi\)
and defined in the IshigamiSpace
.
discipline = IshigamiDiscipline()
uncertain_space = IshigamiSpace()
Then,
we run sensitivity analysis of type CorrelationAnalysis
:
sensitivity_analysis = CorrelationAnalysis([discipline], uncertain_space, 1000)
sensitivity_analysis.compute_indices()
WARNING - 13:53:42: No coupling in MDA, switching chain_linearize to True.
INFO - 13:53:42:
INFO - 13:53:42: *** Start CorrelationAnalysisSamplingPhase execution ***
INFO - 13:53:42: CorrelationAnalysisSamplingPhase
INFO - 13:53:42: Disciplines: IshigamiDiscipline
INFO - 13:53:42: MDO formulation: MDF
INFO - 13:53:42: Running the algorithm OT_MONTE_CARLO:
INFO - 13:53:43: 1%| | 6/1000 [00:00<00:02, 471.05 it/sec]
INFO - 13:53:43: 1%| | 7/1000 [00:00<00:01, 508.31 it/sec]
INFO - 13:53:43: 1%| | 8/1000 [00:00<00:01, 540.33 it/sec]
INFO - 13:53:43: 1%| | 9/1000 [00:00<00:01, 570.40 it/sec]
INFO - 13:53:43: 1%| | 10/1000 [00:00<00:01, 597.62 it/sec]
INFO - 13:53:43: 1%| | 11/1000 [00:00<00:01, 621.86 it/sec]
INFO - 13:53:43: 1%| | 12/1000 [00:00<00:01, 641.94 it/sec]
INFO - 13:53:43: 1%|▏ | 13/1000 [00:00<00:01, 661.47 it/sec]
INFO - 13:53:43: 1%|▏ | 14/1000 [00:00<00:01, 679.25 it/sec]
INFO - 13:53:43: 2%|▏ | 15/1000 [00:00<00:01, 695.58 it/sec]
INFO - 13:53:43: 2%|▏ | 16/1000 [00:00<00:01, 708.94 it/sec]
INFO - 13:53:43: 2%|▏ | 17/1000 [00:00<00:01, 722.62 it/sec]
INFO - 13:53:43: 2%|▏ | 18/1000 [00:00<00:01, 735.48 it/sec]
INFO - 13:53:43: 2%|▏ | 19/1000 [00:00<00:01, 747.28 it/sec]
INFO - 13:53:43: 2%|▏ | 20/1000 [00:00<00:01, 756.86 it/sec]
INFO - 13:53:43: 2%|▏ | 21/1000 [00:00<00:01, 766.84 it/sec]
INFO - 13:53:43: 2%|▏ | 22/1000 [00:00<00:01, 776.19 it/sec]
INFO - 13:53:43: 2%|▏ | 23/1000 [00:00<00:01, 785.12 it/sec]
INFO - 13:53:43: 2%|▏ | 24/1000 [00:00<00:01, 787.50 it/sec]
INFO - 13:53:43: 2%|▎ | 25/1000 [00:00<00:01, 794.98 it/sec]
INFO - 13:53:43: 3%|▎ | 26/1000 [00:00<00:01, 802.29 it/sec]
INFO - 13:53:43: 3%|▎ | 27/1000 [00:00<00:01, 809.38 it/sec]
INFO - 13:53:43: 3%|▎ | 28/1000 [00:00<00:01, 815.00 it/sec]
INFO - 13:53:43: 3%|▎ | 29/1000 [00:00<00:01, 821.29 it/sec]
INFO - 13:53:43: 3%|▎ | 30/1000 [00:00<00:01, 827.36 it/sec]
INFO - 13:53:43: 3%|▎ | 31/1000 [00:00<00:01, 833.02 it/sec]
INFO - 13:53:43: 3%|▎ | 32/1000 [00:00<00:01, 837.65 it/sec]
INFO - 13:53:43: 3%|▎ | 33/1000 [00:00<00:01, 842.57 it/sec]
INFO - 13:53:43: 3%|▎ | 34/1000 [00:00<00:01, 847.53 it/sec]
INFO - 13:53:43: 4%|▎ | 35/1000 [00:00<00:01, 852.27 it/sec]
INFO - 13:53:43: 4%|▎ | 36/1000 [00:00<00:01, 856.26 it/sec]
INFO - 13:53:43: 4%|▎ | 37/1000 [00:00<00:01, 859.99 it/sec]
INFO - 13:53:43: 4%|▍ | 38/1000 [00:00<00:01, 863.96 it/sec]
INFO - 13:53:43: 4%|▍ | 39/1000 [00:00<00:01, 867.81 it/sec]
INFO - 13:53:43: 4%|▍ | 40/1000 [00:00<00:01, 871.61 it/sec]
INFO - 13:53:43: 4%|▍ | 41/1000 [00:00<00:01, 874.40 it/sec]
INFO - 13:53:43: 4%|▍ | 42/1000 [00:00<00:01, 877.91 it/sec]
INFO - 13:53:43: 4%|▍ | 43/1000 [00:00<00:01, 881.29 it/sec]
INFO - 13:53:43: 4%|▍ | 44/1000 [00:00<00:01, 884.50 it/sec]
INFO - 13:53:43: 4%|▍ | 45/1000 [00:00<00:01, 885.19 it/sec]
INFO - 13:53:43: 5%|▍ | 46/1000 [00:00<00:01, 887.10 it/sec]
INFO - 13:53:43: 5%|▍ | 47/1000 [00:00<00:01, 889.89 it/sec]
INFO - 13:53:43: 5%|▍ | 48/1000 [00:00<00:01, 892.75 it/sec]
INFO - 13:53:43: 5%|▍ | 49/1000 [00:00<00:01, 894.77 it/sec]
INFO - 13:53:43: 5%|▌ | 50/1000 [00:00<00:01, 897.40 it/sec]
INFO - 13:53:43: 5%|▌ | 51/1000 [00:00<00:01, 899.92 it/sec]
INFO - 13:53:43: 5%|▌ | 52/1000 [00:00<00:01, 902.39 it/sec]
INFO - 13:53:43: 5%|▌ | 53/1000 [00:00<00:01, 903.96 it/sec]
INFO - 13:53:43: 5%|▌ | 54/1000 [00:00<00:01, 906.30 it/sec]
INFO - 13:53:43: 6%|▌ | 55/1000 [00:00<00:01, 908.62 it/sec]
INFO - 13:53:43: 6%|▌ | 56/1000 [00:00<00:01, 910.81 it/sec]
INFO - 13:53:43: 6%|▌ | 57/1000 [00:00<00:01, 912.29 it/sec]
INFO - 13:53:43: 6%|▌ | 58/1000 [00:00<00:01, 914.32 it/sec]
INFO - 13:53:43: 6%|▌ | 59/1000 [00:00<00:01, 916.35 it/sec]
INFO - 13:53:43: 6%|▌ | 60/1000 [00:00<00:01, 918.35 it/sec]
INFO - 13:53:43: 6%|▌ | 61/1000 [00:00<00:01, 919.37 it/sec]
INFO - 13:53:43: 6%|▌ | 62/1000 [00:00<00:01, 921.06 it/sec]
INFO - 13:53:43: 6%|▋ | 63/1000 [00:00<00:01, 922.80 it/sec]
INFO - 13:53:43: 6%|▋ | 64/1000 [00:00<00:01, 924.57 it/sec]
INFO - 13:53:43: 6%|▋ | 65/1000 [00:00<00:01, 925.71 it/sec]
INFO - 13:53:43: 7%|▋ | 66/1000 [00:00<00:01, 927.27 it/sec]
INFO - 13:53:43: 7%|▋ | 67/1000 [00:00<00:01, 928.88 it/sec]
INFO - 13:53:43: 7%|▋ | 68/1000 [00:00<00:01, 930.46 it/sec]
INFO - 13:53:43: 7%|▋ | 69/1000 [00:00<00:00, 931.66 it/sec]
INFO - 13:53:43: 7%|▋ | 70/1000 [00:00<00:00, 932.87 it/sec]
INFO - 13:53:43: 7%|▋ | 71/1000 [00:00<00:00, 934.30 it/sec]
INFO - 13:53:43: 7%|▋ | 72/1000 [00:00<00:00, 935.74 it/sec]
INFO - 13:53:43: 7%|▋ | 73/1000 [00:00<00:00, 937.19 it/sec]
INFO - 13:53:43: 7%|▋ | 74/1000 [00:00<00:00, 937.93 it/sec]
INFO - 13:53:43: 8%|▊ | 75/1000 [00:00<00:00, 939.21 it/sec]
INFO - 13:53:43: 8%|▊ | 76/1000 [00:00<00:00, 940.47 it/sec]
INFO - 13:53:43: 8%|▊ | 77/1000 [00:00<00:00, 941.73 it/sec]
INFO - 13:53:43: 8%|▊ | 78/1000 [00:00<00:00, 942.40 it/sec]
INFO - 13:53:43: 8%|▊ | 79/1000 [00:00<00:00, 943.51 it/sec]
INFO - 13:53:43: 8%|▊ | 80/1000 [00:00<00:00, 944.68 it/sec]
INFO - 13:53:43: 8%|▊ | 81/1000 [00:00<00:00, 945.82 it/sec]
INFO - 13:53:43: 8%|▊ | 82/1000 [00:00<00:00, 946.44 it/sec]
INFO - 13:53:43: 8%|▊ | 83/1000 [00:00<00:00, 947.53 it/sec]
INFO - 13:53:43: 8%|▊ | 84/1000 [00:00<00:00, 948.65 it/sec]
INFO - 13:53:43: 8%|▊ | 85/1000 [00:00<00:00, 949.76 it/sec]
INFO - 13:53:43: 9%|▊ | 86/1000 [00:00<00:00, 950.36 it/sec]
INFO - 13:53:43: 9%|▊ | 87/1000 [00:00<00:00, 951.39 it/sec]
INFO - 13:53:43: 9%|▉ | 88/1000 [00:00<00:00, 952.44 it/sec]
INFO - 13:53:43: 9%|▉ | 89/1000 [00:00<00:00, 953.47 it/sec]
INFO - 13:53:43: 9%|▉ | 90/1000 [00:00<00:00, 953.93 it/sec]
INFO - 13:53:43: 9%|▉ | 91/1000 [00:00<00:00, 954.84 it/sec]
INFO - 13:53:43: 9%|▉ | 92/1000 [00:00<00:00, 955.75 it/sec]
INFO - 13:53:43: 9%|▉ | 93/1000 [00:00<00:00, 956.65 it/sec]
INFO - 13:53:43: 9%|▉ | 94/1000 [00:00<00:00, 957.16 it/sec]
INFO - 13:53:43: 10%|▉ | 95/1000 [00:00<00:00, 957.99 it/sec]
INFO - 13:53:43: 10%|▉ | 96/1000 [00:00<00:00, 958.83 it/sec]
INFO - 13:53:43: 10%|▉ | 97/1000 [00:00<00:00, 959.40 it/sec]
INFO - 13:53:43: 10%|▉ | 98/1000 [00:00<00:00, 959.22 it/sec]
INFO - 13:53:43: 10%|▉ | 99/1000 [00:00<00:00, 959.70 it/sec]
INFO - 13:53:43: 10%|█ | 100/1000 [00:00<00:00, 960.53 it/sec]
INFO - 13:53:43: 10%|█ | 101/1000 [00:00<00:00, 961.37 it/sec]
INFO - 13:53:43: 10%|█ | 102/1000 [00:00<00:00, 961.98 it/sec]
INFO - 13:53:43: 10%|█ | 103/1000 [00:00<00:00, 962.08 it/sec]
INFO - 13:53:43: 10%|█ | 104/1000 [00:00<00:00, 962.83 it/sec]
INFO - 13:53:43: 10%|█ | 105/1000 [00:00<00:00, 963.58 it/sec]
INFO - 13:53:43: 11%|█ | 106/1000 [00:00<00:00, 964.35 it/sec]
INFO - 13:53:43: 11%|█ | 107/1000 [00:00<00:00, 964.61 it/sec]
INFO - 13:53:43: 11%|█ | 108/1000 [00:00<00:00, 965.11 it/sec]
INFO - 13:53:43: 11%|█ | 109/1000 [00:00<00:00, 965.69 it/sec]
INFO - 13:53:43: 11%|█ | 110/1000 [00:00<00:00, 966.42 it/sec]
INFO - 13:53:43: 11%|█ | 111/1000 [00:00<00:00, 966.66 it/sec]
INFO - 13:53:43: 11%|█ | 112/1000 [00:00<00:00, 967.30 it/sec]
INFO - 13:53:43: 11%|█▏ | 113/1000 [00:00<00:00, 967.93 it/sec]
INFO - 13:53:43: 11%|█▏ | 114/1000 [00:00<00:00, 968.60 it/sec]
INFO - 13:53:43: 12%|█▏ | 115/1000 [00:00<00:00, 968.87 it/sec]
INFO - 13:53:43: 12%|█▏ | 116/1000 [00:00<00:00, 969.41 it/sec]
INFO - 13:53:43: 12%|█▏ | 117/1000 [00:00<00:00, 970.03 it/sec]
INFO - 13:53:43: 12%|█▏ | 118/1000 [00:00<00:00, 970.68 it/sec]
INFO - 13:53:43: 12%|█▏ | 119/1000 [00:00<00:00, 970.91 it/sec]
INFO - 13:53:43: 12%|█▏ | 120/1000 [00:00<00:00, 971.52 it/sec]
INFO - 13:53:43: 12%|█▏ | 121/1000 [00:00<00:00, 971.03 it/sec]
INFO - 13:53:43: 12%|█▏ | 122/1000 [00:00<00:00, 971.55 it/sec]
INFO - 13:53:43: 12%|█▏ | 123/1000 [00:00<00:00, 971.78 it/sec]
INFO - 13:53:43: 12%|█▏ | 124/1000 [00:00<00:00, 972.36 it/sec]
INFO - 13:53:43: 12%|█▎ | 125/1000 [00:00<00:00, 972.94 it/sec]
INFO - 13:53:43: 13%|█▎ | 126/1000 [00:00<00:00, 973.47 it/sec]
INFO - 13:53:43: 13%|█▎ | 127/1000 [00:00<00:00, 973.64 it/sec]
INFO - 13:53:43: 13%|█▎ | 128/1000 [00:00<00:00, 974.12 it/sec]
INFO - 13:53:43: 13%|█▎ | 129/1000 [00:00<00:00, 974.60 it/sec]
INFO - 13:53:43: 13%|█▎ | 130/1000 [00:00<00:00, 975.12 it/sec]
INFO - 13:53:43: 13%|█▎ | 131/1000 [00:00<00:00, 975.19 it/sec]
INFO - 13:53:43: 13%|█▎ | 132/1000 [00:00<00:00, 975.66 it/sec]
INFO - 13:53:43: 13%|█▎ | 133/1000 [00:00<00:00, 976.22 it/sec]
INFO - 13:53:43: 13%|█▎ | 134/1000 [00:00<00:00, 976.66 it/sec]
INFO - 13:53:43: 14%|█▎ | 135/1000 [00:00<00:00, 976.83 it/sec]
INFO - 13:53:43: 14%|█▎ | 136/1000 [00:00<00:00, 977.18 it/sec]
INFO - 13:53:43: 14%|█▎ | 137/1000 [00:00<00:00, 977.62 it/sec]
INFO - 13:53:43: 14%|█▍ | 138/1000 [00:00<00:00, 978.08 it/sec]
INFO - 13:53:43: 14%|█▍ | 139/1000 [00:00<00:00, 978.38 it/sec]
INFO - 13:53:43: 14%|█▍ | 140/1000 [00:00<00:00, 978.70 it/sec]
INFO - 13:53:43: 14%|█▍ | 141/1000 [00:00<00:00, 979.16 it/sec]
INFO - 13:53:43: 14%|█▍ | 142/1000 [00:00<00:00, 979.64 it/sec]
INFO - 13:53:43: 14%|█▍ | 143/1000 [00:00<00:00, 980.13 it/sec]
INFO - 13:53:43: 14%|█▍ | 144/1000 [00:00<00:00, 980.21 it/sec]
INFO - 13:53:43: 14%|█▍ | 145/1000 [00:00<00:00, 980.59 it/sec]
INFO - 13:53:43: 15%|█▍ | 146/1000 [00:00<00:00, 981.02 it/sec]
INFO - 13:53:43: 15%|█▍ | 147/1000 [00:00<00:00, 981.45 it/sec]
INFO - 13:53:43: 15%|█▍ | 148/1000 [00:00<00:00, 981.55 it/sec]
INFO - 13:53:43: 15%|█▍ | 149/1000 [00:00<00:00, 981.92 it/sec]
INFO - 13:53:43: 15%|█▌ | 150/1000 [00:00<00:00, 982.35 it/sec]
INFO - 13:53:43: 15%|█▌ | 151/1000 [00:00<00:00, 982.78 it/sec]
INFO - 13:53:43: 15%|█▌ | 152/1000 [00:00<00:00, 982.91 it/sec]
INFO - 13:53:43: 15%|█▌ | 153/1000 [00:00<00:00, 983.31 it/sec]
INFO - 13:53:43: 15%|█▌ | 154/1000 [00:00<00:00, 983.71 it/sec]
INFO - 13:53:43: 16%|█▌ | 155/1000 [00:00<00:00, 984.12 it/sec]
INFO - 13:53:43: 16%|█▌ | 156/1000 [00:00<00:00, 984.22 it/sec]
INFO - 13:53:43: 16%|█▌ | 157/1000 [00:00<00:00, 984.62 it/sec]
INFO - 13:53:43: 16%|█▌ | 158/1000 [00:00<00:00, 985.02 it/sec]
INFO - 13:53:43: 16%|█▌ | 159/1000 [00:00<00:00, 985.13 it/sec]
INFO - 13:53:43: 16%|█▌ | 160/1000 [00:00<00:00, 985.19 it/sec]
INFO - 13:53:43: 16%|█▌ | 161/1000 [00:00<00:00, 985.53 it/sec]
INFO - 13:53:43: 16%|█▌ | 162/1000 [00:00<00:00, 985.92 it/sec]
INFO - 13:53:43: 16%|█▋ | 163/1000 [00:00<00:00, 986.28 it/sec]
INFO - 13:53:43: 16%|█▋ | 164/1000 [00:00<00:00, 986.40 it/sec]
INFO - 13:53:43: 16%|█▋ | 165/1000 [00:00<00:00, 986.74 it/sec]
INFO - 13:53:43: 17%|█▋ | 166/1000 [00:00<00:00, 987.11 it/sec]
INFO - 13:53:43: 17%|█▋ | 167/1000 [00:00<00:00, 987.46 it/sec]
INFO - 13:53:43: 17%|█▋ | 168/1000 [00:00<00:00, 987.53 it/sec]
INFO - 13:53:43: 17%|█▋ | 169/1000 [00:00<00:00, 987.70 it/sec]
INFO - 13:53:43: 17%|█▋ | 170/1000 [00:00<00:00, 988.01 it/sec]
INFO - 13:53:43: 17%|█▋ | 171/1000 [00:00<00:00, 988.32 it/sec]
INFO - 13:53:43: 17%|█▋ | 172/1000 [00:00<00:00, 988.63 it/sec]
INFO - 13:53:43: 17%|█▋ | 173/1000 [00:00<00:00, 988.68 it/sec]
INFO - 13:53:43: 17%|█▋ | 174/1000 [00:00<00:00, 988.98 it/sec]
INFO - 13:53:43: 18%|█▊ | 175/1000 [00:00<00:00, 989.29 it/sec]
INFO - 13:53:43: 18%|█▊ | 176/1000 [00:00<00:00, 989.65 it/sec]
INFO - 13:53:43: 18%|█▊ | 177/1000 [00:00<00:00, 989.69 it/sec]
INFO - 13:53:43: 18%|█▊ | 178/1000 [00:00<00:00, 990.02 it/sec]
INFO - 13:53:43: 18%|█▊ | 179/1000 [00:00<00:00, 990.37 it/sec]
INFO - 13:53:43: 18%|█▊ | 180/1000 [00:00<00:00, 990.71 it/sec]
INFO - 13:53:43: 18%|█▊ | 181/1000 [00:00<00:00, 990.77 it/sec]
INFO - 13:53:43: 18%|█▊ | 182/1000 [00:00<00:00, 991.07 it/sec]
INFO - 13:53:43: 18%|█▊ | 183/1000 [00:00<00:00, 991.39 it/sec]
INFO - 13:53:43: 18%|█▊ | 184/1000 [00:00<00:00, 991.73 it/sec]
INFO - 13:53:43: 18%|█▊ | 185/1000 [00:00<00:00, 991.81 it/sec]
INFO - 13:53:43: 19%|█▊ | 186/1000 [00:00<00:00, 992.13 it/sec]
INFO - 13:53:43: 19%|█▊ | 187/1000 [00:00<00:00, 992.46 it/sec]
INFO - 13:53:43: 19%|█▉ | 188/1000 [00:00<00:00, 992.80 it/sec]
INFO - 13:53:43: 19%|█▉ | 189/1000 [00:00<00:00, 992.91 it/sec]
INFO - 13:53:43: 19%|█▉ | 190/1000 [00:00<00:00, 993.19 it/sec]
INFO - 13:53:43: 19%|█▉ | 191/1000 [00:00<00:00, 993.46 it/sec]
INFO - 13:53:43: 19%|█▉ | 192/1000 [00:00<00:00, 993.80 it/sec]
INFO - 13:53:43: 19%|█▉ | 193/1000 [00:00<00:00, 993.95 it/sec]
INFO - 13:53:43: 19%|█▉ | 194/1000 [00:00<00:00, 994.11 it/sec]
INFO - 13:53:43: 20%|█▉ | 195/1000 [00:00<00:00, 994.38 it/sec]
INFO - 13:53:43: 20%|█▉ | 196/1000 [00:00<00:00, 994.64 it/sec]
INFO - 13:53:43: 20%|█▉ | 197/1000 [00:00<00:00, 994.83 it/sec]
INFO - 13:53:43: 20%|█▉ | 198/1000 [00:00<00:00, 994.99 it/sec]
INFO - 13:53:43: 20%|█▉ | 199/1000 [00:00<00:00, 995.26 it/sec]
INFO - 13:53:43: 20%|██ | 200/1000 [00:00<00:00, 995.56 it/sec]
INFO - 13:53:43: 20%|██ | 201/1000 [00:00<00:00, 995.84 it/sec]
INFO - 13:53:43: 20%|██ | 202/1000 [00:00<00:00, 995.89 it/sec]
INFO - 13:53:43: 20%|██ | 203/1000 [00:00<00:00, 996.15 it/sec]
INFO - 13:53:43: 20%|██ | 204/1000 [00:00<00:00, 996.42 it/sec]
INFO - 13:53:43: 20%|██ | 205/1000 [00:00<00:00, 996.70 it/sec]
INFO - 13:53:43: 21%|██ | 206/1000 [00:00<00:00, 996.65 it/sec]
INFO - 13:53:43: 21%|██ | 207/1000 [00:00<00:00, 996.88 it/sec]
INFO - 13:53:43: 21%|██ | 208/1000 [00:00<00:00, 997.13 it/sec]
INFO - 13:53:43: 21%|██ | 209/1000 [00:00<00:00, 997.40 it/sec]
INFO - 13:53:43: 21%|██ | 210/1000 [00:00<00:00, 997.24 it/sec]
INFO - 13:53:43: 21%|██ | 211/1000 [00:00<00:00, 997.47 it/sec]
INFO - 13:53:43: 21%|██ | 212/1000 [00:00<00:00, 997.75 it/sec]
INFO - 13:53:43: 21%|██▏ | 213/1000 [00:00<00:00, 998.01 it/sec]
INFO - 13:53:43: 21%|██▏ | 214/1000 [00:00<00:00, 998.03 it/sec]
INFO - 13:53:43: 22%|██▏ | 215/1000 [00:00<00:00, 998.27 it/sec]
INFO - 13:53:43: 22%|██▏ | 216/1000 [00:00<00:00, 998.29 it/sec]
INFO - 13:53:43: 22%|██▏ | 217/1000 [00:00<00:00, 998.37 it/sec]
INFO - 13:53:43: 22%|██▏ | 218/1000 [00:00<00:00, 997.44 it/sec]
INFO - 13:53:43: 22%|██▏ | 219/1000 [00:00<00:00, 997.60 it/sec]
INFO - 13:53:43: 22%|██▏ | 220/1000 [00:00<00:00, 997.82 it/sec]
INFO - 13:53:43: 22%|██▏ | 221/1000 [00:00<00:00, 998.04 it/sec]
INFO - 13:53:43: 22%|██▏ | 222/1000 [00:00<00:00, 998.06 it/sec]
INFO - 13:53:43: 22%|██▏ | 223/1000 [00:00<00:00, 998.24 it/sec]
INFO - 13:53:43: 22%|██▏ | 224/1000 [00:00<00:00, 998.48 it/sec]
INFO - 13:53:43: 22%|██▎ | 225/1000 [00:00<00:00, 998.73 it/sec]
INFO - 13:53:43: 23%|██▎ | 226/1000 [00:00<00:00, 998.74 it/sec]
INFO - 13:53:43: 23%|██▎ | 227/1000 [00:00<00:00, 998.92 it/sec]
INFO - 13:53:43: 23%|██▎ | 228/1000 [00:00<00:00, 999.04 it/sec]
INFO - 13:53:43: 23%|██▎ | 229/1000 [00:00<00:00, 999.19 it/sec]
INFO - 13:53:43: 23%|██▎ | 230/1000 [00:00<00:00, 999.23 it/sec]
INFO - 13:53:43: 23%|██▎ | 231/1000 [00:00<00:00, 999.35 it/sec]
INFO - 13:53:43: 23%|██▎ | 232/1000 [00:00<00:00, 999.53 it/sec]
INFO - 13:53:43: 23%|██▎ | 233/1000 [00:00<00:00, 999.74 it/sec]
INFO - 13:53:43: 23%|██▎ | 234/1000 [00:00<00:00, 999.86 it/sec]
INFO - 13:53:43: 24%|██▎ | 235/1000 [00:00<00:00, 999.97 it/sec]
INFO - 13:53:43: 24%|██▎ | 236/1000 [00:00<00:00, 1000.17 it/sec]
INFO - 13:53:43: 24%|██▎ | 237/1000 [00:00<00:00, 1000.39 it/sec]
INFO - 13:53:43: 24%|██▍ | 238/1000 [00:00<00:00, 1000.60 it/sec]
INFO - 13:53:43: 24%|██▍ | 239/1000 [00:00<00:00, 1000.60 it/sec]
INFO - 13:53:43: 24%|██▍ | 240/1000 [00:00<00:00, 1000.78 it/sec]
INFO - 13:53:43: 24%|██▍ | 241/1000 [00:00<00:00, 1000.97 it/sec]
INFO - 13:53:43: 24%|██▍ | 242/1000 [00:00<00:00, 1001.14 it/sec]
INFO - 13:53:43: 24%|██▍ | 243/1000 [00:00<00:00, 1001.10 it/sec]
INFO - 13:53:43: 24%|██▍ | 244/1000 [00:00<00:00, 999.84 it/sec]
INFO - 13:53:43: 24%|██▍ | 245/1000 [00:00<00:00, 999.95 it/sec]
INFO - 13:53:43: 25%|██▍ | 246/1000 [00:00<00:00, 1000.12 it/sec]
INFO - 13:53:43: 25%|██▍ | 247/1000 [00:00<00:00, 1000.13 it/sec]
INFO - 13:53:43: 25%|██▍ | 248/1000 [00:00<00:00, 1000.30 it/sec]
INFO - 13:53:43: 25%|██▍ | 249/1000 [00:00<00:00, 1000.49 it/sec]
INFO - 13:53:43: 25%|██▌ | 250/1000 [00:00<00:00, 1000.67 it/sec]
INFO - 13:53:43: 25%|██▌ | 251/1000 [00:00<00:00, 1000.64 it/sec]
INFO - 13:53:43: 25%|██▌ | 252/1000 [00:00<00:00, 1000.79 it/sec]
INFO - 13:53:43: 25%|██▌ | 253/1000 [00:00<00:00, 1000.98 it/sec]
INFO - 13:53:43: 25%|██▌ | 254/1000 [00:00<00:00, 1001.18 it/sec]
INFO - 13:53:43: 26%|██▌ | 255/1000 [00:00<00:00, 1001.19 it/sec]
INFO - 13:53:43: 26%|██▌ | 256/1000 [00:00<00:00, 1001.35 it/sec]
INFO - 13:53:43: 26%|██▌ | 257/1000 [00:00<00:00, 1001.54 it/sec]
INFO - 13:53:43: 26%|██▌ | 258/1000 [00:00<00:00, 1001.72 it/sec]
INFO - 13:53:43: 26%|██▌ | 259/1000 [00:00<00:00, 1001.71 it/sec]
INFO - 13:53:43: 26%|██▌ | 260/1000 [00:00<00:00, 1001.86 it/sec]
INFO - 13:53:43: 26%|██▌ | 261/1000 [00:00<00:00, 1002.02 it/sec]
INFO - 13:53:43: 26%|██▌ | 262/1000 [00:00<00:00, 1002.18 it/sec]
INFO - 13:53:43: 26%|██▋ | 263/1000 [00:00<00:00, 1002.18 it/sec]
INFO - 13:53:43: 26%|██▋ | 264/1000 [00:00<00:00, 1002.31 it/sec]
INFO - 13:53:43: 26%|██▋ | 265/1000 [00:00<00:00, 1002.47 it/sec]
INFO - 13:53:43: 27%|██▋ | 266/1000 [00:00<00:00, 1002.63 it/sec]
INFO - 13:53:43: 27%|██▋ | 267/1000 [00:00<00:00, 1002.61 it/sec]
INFO - 13:53:43: 27%|██▋ | 268/1000 [00:00<00:00, 1002.73 it/sec]
INFO - 13:53:43: 27%|██▋ | 269/1000 [00:00<00:00, 1002.88 it/sec]
INFO - 13:53:43: 27%|██▋ | 270/1000 [00:00<00:00, 1003.02 it/sec]
INFO - 13:53:43: 27%|██▋ | 271/1000 [00:00<00:00, 1003.07 it/sec]
INFO - 13:53:43: 27%|██▋ | 272/1000 [00:00<00:00, 1003.16 it/sec]
INFO - 13:53:43: 27%|██▋ | 273/1000 [00:00<00:00, 1003.10 it/sec]
INFO - 13:53:43: 27%|██▋ | 274/1000 [00:00<00:00, 1003.26 it/sec]
INFO - 13:53:43: 28%|██▊ | 275/1000 [00:00<00:00, 1003.32 it/sec]
INFO - 13:53:43: 28%|██▊ | 276/1000 [00:00<00:00, 1003.38 it/sec]
INFO - 13:53:43: 28%|██▊ | 277/1000 [00:00<00:00, 1003.54 it/sec]
INFO - 13:53:43: 28%|██▊ | 278/1000 [00:00<00:00, 1003.69 it/sec]
INFO - 13:53:43: 28%|██▊ | 279/1000 [00:00<00:00, 1003.84 it/sec]
INFO - 13:53:43: 28%|██▊ | 280/1000 [00:00<00:00, 1003.76 it/sec]
INFO - 13:53:43: 28%|██▊ | 281/1000 [00:00<00:00, 1003.88 it/sec]
INFO - 13:53:43: 28%|██▊ | 282/1000 [00:00<00:00, 1004.04 it/sec]
INFO - 13:53:43: 28%|██▊ | 283/1000 [00:00<00:00, 1004.20 it/sec]
INFO - 13:53:43: 28%|██▊ | 284/1000 [00:00<00:00, 1004.21 it/sec]
INFO - 13:53:43: 28%|██▊ | 285/1000 [00:00<00:00, 1004.37 it/sec]
INFO - 13:53:43: 29%|██▊ | 286/1000 [00:00<00:00, 1004.53 it/sec]
INFO - 13:53:43: 29%|██▊ | 287/1000 [00:00<00:00, 1004.69 it/sec]
INFO - 13:53:43: 29%|██▉ | 288/1000 [00:00<00:00, 1004.70 it/sec]
INFO - 13:53:43: 29%|██▉ | 289/1000 [00:00<00:00, 1004.83 it/sec]
INFO - 13:53:43: 29%|██▉ | 290/1000 [00:00<00:00, 1004.97 it/sec]
INFO - 13:53:43: 29%|██▉ | 291/1000 [00:00<00:00, 1005.11 it/sec]
INFO - 13:53:43: 29%|██▉ | 292/1000 [00:00<00:00, 1005.08 it/sec]
INFO - 13:53:43: 29%|██▉ | 293/1000 [00:00<00:00, 1005.22 it/sec]
INFO - 13:53:43: 29%|██▉ | 294/1000 [00:00<00:00, 1005.36 it/sec]
INFO - 13:53:43: 30%|██▉ | 295/1000 [00:00<00:00, 1005.50 it/sec]
INFO - 13:53:43: 30%|██▉ | 296/1000 [00:00<00:00, 1005.48 it/sec]
INFO - 13:53:43: 30%|██▉ | 297/1000 [00:00<00:00, 1005.59 it/sec]
INFO - 13:53:43: 30%|██▉ | 298/1000 [00:00<00:00, 1005.73 it/sec]
INFO - 13:53:43: 30%|██▉ | 299/1000 [00:00<00:00, 1005.88 it/sec]
INFO - 13:53:43: 30%|███ | 300/1000 [00:00<00:00, 1005.89 it/sec]
INFO - 13:53:43: 30%|███ | 301/1000 [00:00<00:00, 1006.00 it/sec]
INFO - 13:53:43: 30%|███ | 302/1000 [00:00<00:00, 1006.15 it/sec]
INFO - 13:53:43: 30%|███ | 303/1000 [00:00<00:00, 1006.31 it/sec]
INFO - 13:53:43: 30%|███ | 304/1000 [00:00<00:00, 1006.38 it/sec]
INFO - 13:53:43: 30%|███ | 305/1000 [00:00<00:00, 1006.46 it/sec]
INFO - 13:53:43: 31%|███ | 306/1000 [00:00<00:00, 1006.60 it/sec]
INFO - 13:53:43: 31%|███ | 307/1000 [00:00<00:00, 1006.75 it/sec]
INFO - 13:53:43: 31%|███ | 308/1000 [00:00<00:00, 1006.89 it/sec]
INFO - 13:53:43: 31%|███ | 309/1000 [00:00<00:00, 1006.10 it/sec]
INFO - 13:53:43: 31%|███ | 310/1000 [00:00<00:00, 1005.83 it/sec]
INFO - 13:53:43: 31%|███ | 311/1000 [00:00<00:00, 1005.94 it/sec]
INFO - 13:53:43: 31%|███ | 312/1000 [00:00<00:00, 1005.96 it/sec]
INFO - 13:53:43: 31%|███▏ | 313/1000 [00:00<00:00, 1006.01 it/sec]
INFO - 13:53:43: 31%|███▏ | 314/1000 [00:00<00:00, 1006.13 it/sec]
INFO - 13:53:43: 32%|███▏ | 315/1000 [00:00<00:00, 1005.78 it/sec]
INFO - 13:53:43: 32%|███▏ | 316/1000 [00:00<00:00, 1005.70 it/sec]
INFO - 13:53:43: 32%|███▏ | 317/1000 [00:00<00:00, 1005.79 it/sec]
INFO - 13:53:43: 32%|███▏ | 318/1000 [00:00<00:00, 1005.91 it/sec]
INFO - 13:53:43: 32%|███▏ | 319/1000 [00:00<00:00, 1006.02 it/sec]
INFO - 13:53:43: 32%|███▏ | 320/1000 [00:00<00:00, 1006.06 it/sec]
INFO - 13:53:43: 32%|███▏ | 321/1000 [00:00<00:00, 1006.12 it/sec]
INFO - 13:53:43: 32%|███▏ | 322/1000 [00:00<00:00, 1006.25 it/sec]
INFO - 13:53:43: 32%|███▏ | 323/1000 [00:00<00:00, 1006.37 it/sec]
INFO - 13:53:43: 32%|███▏ | 324/1000 [00:00<00:00, 1006.50 it/sec]
INFO - 13:53:43: 32%|███▎ | 325/1000 [00:00<00:00, 1006.42 it/sec]
INFO - 13:53:43: 33%|███▎ | 326/1000 [00:00<00:00, 1006.53 it/sec]
INFO - 13:53:43: 33%|███▎ | 327/1000 [00:00<00:00, 1006.64 it/sec]
INFO - 13:53:43: 33%|███▎ | 328/1000 [00:00<00:00, 1006.76 it/sec]
INFO - 13:53:43: 33%|███▎ | 329/1000 [00:00<00:00, 1006.56 it/sec]
INFO - 13:53:43: 33%|███▎ | 330/1000 [00:00<00:00, 1006.65 it/sec]
INFO - 13:53:43: 33%|███▎ | 331/1000 [00:00<00:00, 1006.75 it/sec]
INFO - 13:53:43: 33%|███▎ | 332/1000 [00:00<00:00, 1006.86 it/sec]
INFO - 13:53:43: 33%|███▎ | 333/1000 [00:00<00:00, 1006.83 it/sec]
INFO - 13:53:43: 33%|███▎ | 334/1000 [00:00<00:00, 1006.95 it/sec]
INFO - 13:53:43: 34%|███▎ | 335/1000 [00:00<00:00, 1007.07 it/sec]
INFO - 13:53:43: 34%|███▎ | 336/1000 [00:00<00:00, 1007.09 it/sec]
INFO - 13:53:43: 34%|███▎ | 337/1000 [00:00<00:00, 1006.86 it/sec]
INFO - 13:53:43: 34%|███▍ | 338/1000 [00:00<00:00, 1006.92 it/sec]
INFO - 13:53:43: 34%|███▍ | 339/1000 [00:00<00:00, 1007.04 it/sec]
INFO - 13:53:43: 34%|███▍ | 340/1000 [00:00<00:00, 1007.16 it/sec]
INFO - 13:53:43: 34%|███▍ | 341/1000 [00:00<00:00, 1007.14 it/sec]
INFO - 13:53:43: 34%|███▍ | 342/1000 [00:00<00:00, 1007.22 it/sec]
INFO - 13:53:43: 34%|███▍ | 343/1000 [00:00<00:00, 1007.32 it/sec]
INFO - 13:53:43: 34%|███▍ | 344/1000 [00:00<00:00, 1007.45 it/sec]
INFO - 13:53:43: 34%|███▍ | 345/1000 [00:00<00:00, 1007.43 it/sec]
INFO - 13:53:43: 35%|███▍ | 346/1000 [00:00<00:00, 1007.54 it/sec]
INFO - 13:53:43: 35%|███▍ | 347/1000 [00:00<00:00, 1007.66 it/sec]
INFO - 13:53:43: 35%|███▍ | 348/1000 [00:00<00:00, 1007.70 it/sec]
INFO - 13:53:43: 35%|███▍ | 349/1000 [00:00<00:00, 1007.66 it/sec]
INFO - 13:53:43: 35%|███▌ | 350/1000 [00:00<00:00, 1007.76 it/sec]
INFO - 13:53:43: 35%|███▌ | 351/1000 [00:00<00:00, 1007.88 it/sec]
INFO - 13:53:43: 35%|███▌ | 352/1000 [00:00<00:00, 1007.99 it/sec]
INFO - 13:53:43: 35%|███▌ | 353/1000 [00:00<00:00, 1007.94 it/sec]
INFO - 13:53:43: 35%|███▌ | 354/1000 [00:00<00:00, 1008.00 it/sec]
INFO - 13:53:43: 36%|███▌ | 355/1000 [00:00<00:00, 1008.11 it/sec]
INFO - 13:53:43: 36%|███▌ | 356/1000 [00:00<00:00, 1008.23 it/sec]
INFO - 13:53:43: 36%|███▌ | 357/1000 [00:00<00:00, 1008.27 it/sec]
INFO - 13:53:43: 36%|███▌ | 358/1000 [00:00<00:00, 1008.30 it/sec]
INFO - 13:53:43: 36%|███▌ | 359/1000 [00:00<00:00, 1008.41 it/sec]
INFO - 13:53:43: 36%|███▌ | 360/1000 [00:00<00:00, 1008.51 it/sec]
INFO - 13:53:43: 36%|███▌ | 361/1000 [00:00<00:00, 1008.60 it/sec]
INFO - 13:53:43: 36%|███▌ | 362/1000 [00:00<00:00, 1008.56 it/sec]
INFO - 13:53:43: 36%|███▋ | 363/1000 [00:00<00:00, 1008.64 it/sec]
INFO - 13:53:43: 36%|███▋ | 364/1000 [00:00<00:00, 1008.74 it/sec]
INFO - 13:53:43: 36%|███▋ | 365/1000 [00:00<00:00, 1008.85 it/sec]
INFO - 13:53:43: 37%|███▋ | 366/1000 [00:00<00:00, 1008.83 it/sec]
INFO - 13:53:43: 37%|███▋ | 367/1000 [00:00<00:00, 1008.92 it/sec]
INFO - 13:53:43: 37%|███▋ | 368/1000 [00:00<00:00, 1009.04 it/sec]
INFO - 13:53:43: 37%|███▋ | 369/1000 [00:00<00:00, 1009.14 it/sec]
INFO - 13:53:43: 37%|███▋ | 370/1000 [00:00<00:00, 1009.12 it/sec]
INFO - 13:53:43: 37%|███▋ | 371/1000 [00:00<00:00, 1009.22 it/sec]
INFO - 13:53:43: 37%|███▋ | 372/1000 [00:00<00:00, 1009.34 it/sec]
INFO - 13:53:43: 37%|███▋ | 373/1000 [00:00<00:00, 1009.45 it/sec]
INFO - 13:53:43: 37%|███▋ | 374/1000 [00:00<00:00, 1009.43 it/sec]
INFO - 13:53:43: 38%|███▊ | 375/1000 [00:00<00:00, 1009.52 it/sec]
INFO - 13:53:43: 38%|███▊ | 376/1000 [00:00<00:00, 1009.63 it/sec]
INFO - 13:53:43: 38%|███▊ | 377/1000 [00:00<00:00, 1009.72 it/sec]
INFO - 13:53:43: 38%|███▊ | 378/1000 [00:00<00:00, 1009.71 it/sec]
INFO - 13:53:43: 38%|███▊ | 379/1000 [00:00<00:00, 1009.61 it/sec]
INFO - 13:53:43: 38%|███▊ | 380/1000 [00:00<00:00, 1009.69 it/sec]
INFO - 13:53:43: 38%|███▊ | 381/1000 [00:00<00:00, 1009.79 it/sec]
INFO - 13:53:43: 38%|███▊ | 382/1000 [00:00<00:00, 1009.78 it/sec]
INFO - 13:53:43: 38%|███▊ | 383/1000 [00:00<00:00, 1009.87 it/sec]
INFO - 13:53:43: 38%|███▊ | 384/1000 [00:00<00:00, 1009.98 it/sec]
INFO - 13:53:43: 38%|███▊ | 385/1000 [00:00<00:00, 1009.95 it/sec]
INFO - 13:53:43: 39%|███▊ | 386/1000 [00:00<00:00, 1009.91 it/sec]
INFO - 13:53:43: 39%|███▊ | 387/1000 [00:00<00:00, 1009.99 it/sec]
INFO - 13:53:43: 39%|███▉ | 388/1000 [00:00<00:00, 1010.08 it/sec]
INFO - 13:53:43: 39%|███▉ | 389/1000 [00:00<00:00, 1010.20 it/sec]
INFO - 13:53:43: 39%|███▉ | 390/1000 [00:00<00:00, 1010.23 it/sec]
INFO - 13:53:43: 39%|███▉ | 391/1000 [00:00<00:00, 1010.24 it/sec]
INFO - 13:53:43: 39%|███▉ | 392/1000 [00:00<00:00, 1010.34 it/sec]
INFO - 13:53:43: 39%|███▉ | 393/1000 [00:00<00:00, 1010.44 it/sec]
INFO - 13:53:43: 39%|███▉ | 394/1000 [00:00<00:00, 1010.54 it/sec]
INFO - 13:53:43: 40%|███▉ | 395/1000 [00:00<00:00, 1010.50 it/sec]
INFO - 13:53:43: 40%|███▉ | 396/1000 [00:00<00:00, 1010.58 it/sec]
INFO - 13:53:43: 40%|███▉ | 397/1000 [00:00<00:00, 1010.67 it/sec]
INFO - 13:53:43: 40%|███▉ | 398/1000 [00:00<00:00, 1010.77 it/sec]
INFO - 13:53:43: 40%|███▉ | 399/1000 [00:00<00:00, 1010.74 it/sec]
INFO - 13:53:43: 40%|████ | 400/1000 [00:00<00:00, 1010.82 it/sec]
INFO - 13:53:43: 40%|████ | 401/1000 [00:00<00:00, 1010.91 it/sec]
INFO - 13:53:43: 40%|████ | 402/1000 [00:00<00:00, 1011.01 it/sec]
INFO - 13:53:43: 40%|████ | 403/1000 [00:00<00:00, 1010.99 it/sec]
INFO - 13:53:43: 40%|████ | 404/1000 [00:00<00:00, 1011.08 it/sec]
INFO - 13:53:43: 40%|████ | 405/1000 [00:00<00:00, 1011.18 it/sec]
INFO - 13:53:43: 41%|████ | 406/1000 [00:00<00:00, 1011.26 it/sec]
INFO - 13:53:43: 41%|████ | 407/1000 [00:00<00:00, 1011.23 it/sec]
INFO - 13:53:43: 41%|████ | 408/1000 [00:00<00:00, 1011.31 it/sec]
INFO - 13:53:43: 41%|████ | 409/1000 [00:00<00:00, 1011.41 it/sec]
INFO - 13:53:43: 41%|████ | 410/1000 [00:00<00:00, 1011.50 it/sec]
INFO - 13:53:43: 41%|████ | 411/1000 [00:00<00:00, 1011.47 it/sec]
INFO - 13:53:43: 41%|████ | 412/1000 [00:00<00:00, 1011.18 it/sec]
INFO - 13:53:43: 41%|████▏ | 413/1000 [00:00<00:00, 1011.25 it/sec]
INFO - 13:53:43: 41%|████▏ | 414/1000 [00:00<00:00, 1011.34 it/sec]
INFO - 13:53:43: 42%|████▏ | 415/1000 [00:00<00:00, 1011.30 it/sec]
INFO - 13:53:43: 42%|████▏ | 416/1000 [00:00<00:00, 1011.36 it/sec]
INFO - 13:53:43: 42%|████▏ | 417/1000 [00:00<00:00, 1011.45 it/sec]
INFO - 13:53:43: 42%|████▏ | 418/1000 [00:00<00:00, 1011.54 it/sec]
INFO - 13:53:43: 42%|████▏ | 419/1000 [00:00<00:00, 1011.52 it/sec]
INFO - 13:53:43: 42%|████▏ | 420/1000 [00:00<00:00, 1011.59 it/sec]
INFO - 13:53:43: 42%|████▏ | 421/1000 [00:00<00:00, 1011.68 it/sec]
INFO - 13:53:43: 42%|████▏ | 422/1000 [00:00<00:00, 1011.77 it/sec]
INFO - 13:53:43: 42%|████▏ | 423/1000 [00:00<00:00, 1011.80 it/sec]
INFO - 13:53:43: 42%|████▏ | 424/1000 [00:00<00:00, 1011.83 it/sec]
INFO - 13:53:43: 42%|████▎ | 425/1000 [00:00<00:00, 1011.92 it/sec]
INFO - 13:53:43: 43%|████▎ | 426/1000 [00:00<00:00, 1011.99 it/sec]
INFO - 13:53:43: 43%|████▎ | 427/1000 [00:00<00:00, 1012.07 it/sec]
INFO - 13:53:43: 43%|████▎ | 428/1000 [00:00<00:00, 1011.99 it/sec]
INFO - 13:53:43: 43%|████▎ | 429/1000 [00:00<00:00, 1012.06 it/sec]
INFO - 13:53:43: 43%|████▎ | 430/1000 [00:00<00:00, 1012.13 it/sec]
INFO - 13:53:43: 43%|████▎ | 431/1000 [00:00<00:00, 1012.20 it/sec]
INFO - 13:53:43: 43%|████▎ | 432/1000 [00:00<00:00, 1012.17 it/sec]
INFO - 13:53:43: 43%|████▎ | 433/1000 [00:00<00:00, 1012.24 it/sec]
INFO - 13:53:43: 43%|████▎ | 434/1000 [00:00<00:00, 1012.32 it/sec]
INFO - 13:53:43: 44%|████▎ | 435/1000 [00:00<00:00, 1012.41 it/sec]
INFO - 13:53:43: 44%|████▎ | 436/1000 [00:00<00:00, 1012.38 it/sec]
INFO - 13:53:43: 44%|████▎ | 437/1000 [00:00<00:00, 1012.46 it/sec]
INFO - 13:53:43: 44%|████▍ | 438/1000 [00:00<00:00, 1012.53 it/sec]
INFO - 13:53:43: 44%|████▍ | 439/1000 [00:00<00:00, 1012.62 it/sec]
INFO - 13:53:43: 44%|████▍ | 440/1000 [00:00<00:00, 1012.59 it/sec]
INFO - 13:53:43: 44%|████▍ | 441/1000 [00:00<00:00, 1012.65 it/sec]
INFO - 13:53:43: 44%|████▍ | 442/1000 [00:00<00:00, 1012.61 it/sec]
INFO - 13:53:43: 44%|████▍ | 443/1000 [00:00<00:00, 1012.67 it/sec]
INFO - 13:53:43: 44%|████▍ | 444/1000 [00:00<00:00, 1012.65 it/sec]
INFO - 13:53:43: 44%|████▍ | 445/1000 [00:00<00:00, 1012.71 it/sec]
INFO - 13:53:43: 45%|████▍ | 446/1000 [00:00<00:00, 1012.77 it/sec]
INFO - 13:53:43: 45%|████▍ | 447/1000 [00:00<00:00, 1012.86 it/sec]
INFO - 13:53:43: 45%|████▍ | 448/1000 [00:00<00:00, 1012.83 it/sec]
INFO - 13:53:43: 45%|████▍ | 449/1000 [00:00<00:00, 1012.89 it/sec]
INFO - 13:53:43: 45%|████▌ | 450/1000 [00:00<00:00, 1012.97 it/sec]
INFO - 13:53:43: 45%|████▌ | 451/1000 [00:00<00:00, 1013.03 it/sec]
INFO - 13:53:43: 45%|████▌ | 452/1000 [00:00<00:00, 1013.05 it/sec]
INFO - 13:53:43: 45%|████▌ | 453/1000 [00:00<00:00, 1013.06 it/sec]
INFO - 13:53:43: 45%|████▌ | 454/1000 [00:00<00:00, 1013.14 it/sec]
INFO - 13:53:43: 46%|████▌ | 455/1000 [00:00<00:00, 1013.23 it/sec]
INFO - 13:53:43: 46%|████▌ | 456/1000 [00:00<00:00, 1013.16 it/sec]
INFO - 13:53:43: 46%|████▌ | 457/1000 [00:00<00:00, 1013.03 it/sec]
INFO - 13:53:43: 46%|████▌ | 458/1000 [00:00<00:00, 1013.08 it/sec]
INFO - 13:53:43: 46%|████▌ | 459/1000 [00:00<00:00, 1013.16 it/sec]
INFO - 13:53:43: 46%|████▌ | 460/1000 [00:00<00:00, 1013.20 it/sec]
INFO - 13:53:43: 46%|████▌ | 461/1000 [00:00<00:00, 1013.20 it/sec]
INFO - 13:53:43: 46%|████▌ | 462/1000 [00:00<00:00, 1013.26 it/sec]
INFO - 13:53:43: 46%|████▋ | 463/1000 [00:00<00:00, 1013.34 it/sec]
INFO - 13:53:43: 46%|████▋ | 464/1000 [00:00<00:00, 1013.41 it/sec]
INFO - 13:53:43: 46%|████▋ | 465/1000 [00:00<00:00, 1013.34 it/sec]
INFO - 13:53:43: 47%|████▋ | 466/1000 [00:00<00:00, 1013.42 it/sec]
INFO - 13:53:43: 47%|████▋ | 467/1000 [00:00<00:00, 1013.43 it/sec]
INFO - 13:53:43: 47%|████▋ | 468/1000 [00:00<00:00, 1013.49 it/sec]
INFO - 13:53:43: 47%|████▋ | 469/1000 [00:00<00:00, 1013.47 it/sec]
INFO - 13:53:43: 47%|████▋ | 470/1000 [00:00<00:00, 1013.55 it/sec]
INFO - 13:53:43: 47%|████▋ | 471/1000 [00:00<00:00, 1013.63 it/sec]
INFO - 13:53:43: 47%|████▋ | 472/1000 [00:00<00:00, 1013.72 it/sec]
INFO - 13:53:43: 47%|████▋ | 473/1000 [00:00<00:00, 1013.71 it/sec]
INFO - 13:53:43: 47%|████▋ | 474/1000 [00:00<00:00, 1013.77 it/sec]
INFO - 13:53:43: 48%|████▊ | 475/1000 [00:00<00:00, 1013.85 it/sec]
INFO - 13:53:43: 48%|████▊ | 476/1000 [00:00<00:00, 1013.92 it/sec]
INFO - 13:53:43: 48%|████▊ | 477/1000 [00:00<00:00, 1013.89 it/sec]
INFO - 13:53:43: 48%|████▊ | 478/1000 [00:00<00:00, 1013.94 it/sec]
INFO - 13:53:43: 48%|████▊ | 479/1000 [00:00<00:00, 1014.01 it/sec]
INFO - 13:53:43: 48%|████▊ | 480/1000 [00:00<00:00, 1014.08 it/sec]
INFO - 13:53:43: 48%|████▊ | 481/1000 [00:00<00:00, 1014.06 it/sec]
INFO - 13:53:43: 48%|████▊ | 482/1000 [00:00<00:00, 1014.13 it/sec]
INFO - 13:53:43: 48%|████▊ | 483/1000 [00:00<00:00, 1014.20 it/sec]
INFO - 13:53:43: 48%|████▊ | 484/1000 [00:00<00:00, 1014.27 it/sec]
INFO - 13:53:43: 48%|████▊ | 485/1000 [00:00<00:00, 1014.28 it/sec]
INFO - 13:53:43: 49%|████▊ | 486/1000 [00:00<00:00, 1014.29 it/sec]
INFO - 13:53:43: 49%|████▊ | 487/1000 [00:00<00:00, 1014.36 it/sec]
INFO - 13:53:43: 49%|████▉ | 488/1000 [00:00<00:00, 1014.43 it/sec]
INFO - 13:53:43: 49%|████▉ | 489/1000 [00:00<00:00, 1014.46 it/sec]
INFO - 13:53:43: 49%|████▉ | 490/1000 [00:00<00:00, 1014.48 it/sec]
INFO - 13:53:43: 49%|████▉ | 491/1000 [00:00<00:00, 1014.54 it/sec]
INFO - 13:53:43: 49%|████▉ | 492/1000 [00:00<00:00, 1014.62 it/sec]
INFO - 13:53:43: 49%|████▉ | 493/1000 [00:00<00:00, 1014.69 it/sec]
INFO - 13:53:43: 49%|████▉ | 494/1000 [00:00<00:00, 1014.65 it/sec]
INFO - 13:53:43: 50%|████▉ | 495/1000 [00:00<00:00, 1014.72 it/sec]
INFO - 13:53:43: 50%|████▉ | 496/1000 [00:00<00:00, 1014.80 it/sec]
INFO - 13:53:43: 50%|████▉ | 497/1000 [00:00<00:00, 1014.87 it/sec]
INFO - 13:53:43: 50%|████▉ | 498/1000 [00:00<00:00, 1014.85 it/sec]
INFO - 13:53:43: 50%|████▉ | 499/1000 [00:00<00:00, 1014.79 it/sec]
INFO - 13:53:43: 50%|█████ | 500/1000 [00:00<00:00, 1014.85 it/sec]
INFO - 13:53:43: 50%|█████ | 501/1000 [00:00<00:00, 1014.91 it/sec]
INFO - 13:53:43: 50%|█████ | 502/1000 [00:00<00:00, 1014.85 it/sec]
INFO - 13:53:43: 50%|█████ | 503/1000 [00:00<00:00, 1014.90 it/sec]
INFO - 13:53:43: 50%|█████ | 504/1000 [00:00<00:00, 1014.95 it/sec]
INFO - 13:53:43: 50%|█████ | 505/1000 [00:00<00:00, 1015.01 it/sec]
INFO - 13:53:43: 51%|█████ | 506/1000 [00:00<00:00, 1014.98 it/sec]
INFO - 13:53:43: 51%|█████ | 507/1000 [00:00<00:00, 1015.04 it/sec]
INFO - 13:53:43: 51%|█████ | 508/1000 [00:00<00:00, 1015.11 it/sec]
INFO - 13:53:43: 51%|█████ | 509/1000 [00:00<00:00, 1014.86 it/sec]
INFO - 13:53:43: 51%|█████ | 510/1000 [00:00<00:00, 1014.82 it/sec]
INFO - 13:53:43: 51%|█████ | 511/1000 [00:00<00:00, 1014.86 it/sec]
INFO - 13:53:43: 51%|█████ | 512/1000 [00:00<00:00, 1014.93 it/sec]
INFO - 13:53:43: 51%|█████▏ | 513/1000 [00:00<00:00, 1015.00 it/sec]
INFO - 13:53:43: 51%|█████▏ | 514/1000 [00:00<00:00, 1014.96 it/sec]
INFO - 13:53:43: 52%|█████▏ | 515/1000 [00:00<00:00, 1015.02 it/sec]
INFO - 13:53:43: 52%|█████▏ | 516/1000 [00:00<00:00, 1015.07 it/sec]
INFO - 13:53:43: 52%|█████▏ | 517/1000 [00:00<00:00, 1015.14 it/sec]
INFO - 13:53:43: 52%|█████▏ | 518/1000 [00:00<00:00, 1015.11 it/sec]
INFO - 13:53:43: 52%|█████▏ | 519/1000 [00:00<00:00, 1015.16 it/sec]
INFO - 13:53:43: 52%|█████▏ | 520/1000 [00:00<00:00, 1015.21 it/sec]
INFO - 13:53:43: 52%|█████▏ | 521/1000 [00:00<00:00, 1015.25 it/sec]
INFO - 13:53:43: 52%|█████▏ | 522/1000 [00:00<00:00, 1015.26 it/sec]
INFO - 13:53:43: 52%|█████▏ | 523/1000 [00:00<00:00, 1015.26 it/sec]
INFO - 13:53:43: 52%|█████▏ | 524/1000 [00:00<00:00, 1015.31 it/sec]
INFO - 13:53:43: 52%|█████▎ | 525/1000 [00:00<00:00, 1015.36 it/sec]
INFO - 13:53:43: 53%|█████▎ | 526/1000 [00:00<00:00, 1015.34 it/sec]
INFO - 13:53:43: 53%|█████▎ | 527/1000 [00:00<00:00, 1015.36 it/sec]
INFO - 13:53:43: 53%|█████▎ | 528/1000 [00:00<00:00, 1015.42 it/sec]
INFO - 13:53:43: 53%|█████▎ | 529/1000 [00:00<00:00, 1015.48 it/sec]
INFO - 13:53:43: 53%|█████▎ | 530/1000 [00:00<00:00, 1015.54 it/sec]
INFO - 13:53:43: 53%|█████▎ | 531/1000 [00:00<00:00, 1015.52 it/sec]
INFO - 13:53:43: 53%|█████▎ | 532/1000 [00:00<00:00, 1015.57 it/sec]
INFO - 13:53:43: 53%|█████▎ | 533/1000 [00:00<00:00, 1015.64 it/sec]
INFO - 13:53:43: 53%|█████▎ | 534/1000 [00:00<00:00, 1015.70 it/sec]
INFO - 13:53:43: 54%|█████▎ | 535/1000 [00:00<00:00, 1015.67 it/sec]
INFO - 13:53:43: 54%|█████▎ | 536/1000 [00:00<00:00, 1015.72 it/sec]
INFO - 13:53:43: 54%|█████▎ | 537/1000 [00:00<00:00, 1015.77 it/sec]
INFO - 13:53:43: 54%|█████▍ | 538/1000 [00:00<00:00, 1015.84 it/sec]
INFO - 13:53:43: 54%|█████▍ | 539/1000 [00:00<00:00, 1015.77 it/sec]
INFO - 13:53:43: 54%|█████▍ | 540/1000 [00:00<00:00, 1015.82 it/sec]
INFO - 13:53:43: 54%|█████▍ | 541/1000 [00:00<00:00, 1015.88 it/sec]
INFO - 13:53:43: 54%|█████▍ | 542/1000 [00:00<00:00, 1015.93 it/sec]
INFO - 13:53:43: 54%|█████▍ | 543/1000 [00:00<00:00, 1015.90 it/sec]
INFO - 13:53:43: 54%|█████▍ | 544/1000 [00:00<00:00, 1015.94 it/sec]
INFO - 13:53:43: 55%|█████▍ | 545/1000 [00:00<00:00, 1015.99 it/sec]
INFO - 13:53:43: 55%|█████▍ | 546/1000 [00:00<00:00, 1016.05 it/sec]
INFO - 13:53:43: 55%|█████▍ | 547/1000 [00:00<00:00, 1016.00 it/sec]
INFO - 13:53:43: 55%|█████▍ | 548/1000 [00:00<00:00, 1016.04 it/sec]
INFO - 13:53:43: 55%|█████▍ | 549/1000 [00:00<00:00, 1016.09 it/sec]
INFO - 13:53:43: 55%|█████▌ | 550/1000 [00:00<00:00, 1016.15 it/sec]
INFO - 13:53:43: 55%|█████▌ | 551/1000 [00:00<00:00, 1016.13 it/sec]
INFO - 13:53:43: 55%|█████▌ | 552/1000 [00:00<00:00, 1016.19 it/sec]
INFO - 13:53:43: 55%|█████▌ | 553/1000 [00:00<00:00, 1016.24 it/sec]
INFO - 13:53:43: 55%|█████▌ | 554/1000 [00:00<00:00, 1016.31 it/sec]
INFO - 13:53:43: 56%|█████▌ | 555/1000 [00:00<00:00, 1016.23 it/sec]
INFO - 13:53:43: 56%|█████▌ | 556/1000 [00:00<00:00, 1016.24 it/sec]
INFO - 13:53:43: 56%|█████▌ | 557/1000 [00:00<00:00, 1016.29 it/sec]
INFO - 13:53:43: 56%|█████▌ | 558/1000 [00:00<00:00, 1016.35 it/sec]
INFO - 13:53:43: 56%|█████▌ | 559/1000 [00:00<00:00, 1016.41 it/sec]
INFO - 13:53:43: 56%|█████▌ | 560/1000 [00:00<00:00, 1016.37 it/sec]
INFO - 13:53:43: 56%|█████▌ | 561/1000 [00:00<00:00, 1016.43 it/sec]
INFO - 13:53:43: 56%|█████▌ | 562/1000 [00:00<00:00, 1016.48 it/sec]
INFO - 13:53:43: 56%|█████▋ | 563/1000 [00:00<00:00, 1016.52 it/sec]
INFO - 13:53:43: 56%|█████▋ | 564/1000 [00:00<00:00, 1016.48 it/sec]
INFO - 13:53:43: 56%|█████▋ | 565/1000 [00:00<00:00, 1016.52 it/sec]
INFO - 13:53:43: 57%|█████▋ | 566/1000 [00:00<00:00, 1016.57 it/sec]
INFO - 13:53:43: 57%|█████▋ | 567/1000 [00:00<00:00, 1016.63 it/sec]
INFO - 13:53:43: 57%|█████▋ | 568/1000 [00:00<00:00, 1016.60 it/sec]
INFO - 13:53:43: 57%|█████▋ | 569/1000 [00:00<00:00, 1016.66 it/sec]
INFO - 13:53:43: 57%|█████▋ | 570/1000 [00:00<00:00, 1016.72 it/sec]
INFO - 13:53:43: 57%|█████▋ | 571/1000 [00:00<00:00, 1016.78 it/sec]
INFO - 13:53:43: 57%|█████▋ | 572/1000 [00:00<00:00, 1016.75 it/sec]
INFO - 13:53:43: 57%|█████▋ | 573/1000 [00:00<00:00, 1016.79 it/sec]
INFO - 13:53:43: 57%|█████▋ | 574/1000 [00:00<00:00, 1016.84 it/sec]
INFO - 13:53:43: 57%|█████▊ | 575/1000 [00:00<00:00, 1016.89 it/sec]
INFO - 13:53:43: 58%|█████▊ | 576/1000 [00:00<00:00, 1016.79 it/sec]
INFO - 13:53:43: 58%|█████▊ | 577/1000 [00:00<00:00, 1016.72 it/sec]
INFO - 13:53:43: 58%|█████▊ | 578/1000 [00:00<00:00, 1016.77 it/sec]
INFO - 13:53:43: 58%|█████▊ | 579/1000 [00:00<00:00, 1016.82 it/sec]
INFO - 13:53:43: 58%|█████▊ | 580/1000 [00:00<00:00, 1016.77 it/sec]
INFO - 13:53:43: 58%|█████▊ | 581/1000 [00:00<00:00, 1016.80 it/sec]
INFO - 13:53:43: 58%|█████▊ | 582/1000 [00:00<00:00, 1016.85 it/sec]
INFO - 13:53:43: 58%|█████▊ | 583/1000 [00:00<00:00, 1016.92 it/sec]
INFO - 13:53:43: 58%|█████▊ | 584/1000 [00:00<00:00, 1016.90 it/sec]
INFO - 13:53:43: 58%|█████▊ | 585/1000 [00:00<00:00, 1016.95 it/sec]
INFO - 13:53:43: 59%|█████▊ | 586/1000 [00:00<00:00, 1017.01 it/sec]
INFO - 13:53:43: 59%|█████▊ | 587/1000 [00:00<00:00, 1017.01 it/sec]
INFO - 13:53:43: 59%|█████▉ | 588/1000 [00:00<00:00, 1017.00 it/sec]
INFO - 13:53:43: 59%|█████▉ | 589/1000 [00:00<00:00, 1017.01 it/sec]
INFO - 13:53:43: 59%|█████▉ | 590/1000 [00:00<00:00, 1017.08 it/sec]
INFO - 13:53:43: 59%|█████▉ | 591/1000 [00:00<00:00, 1017.14 it/sec]
INFO - 13:53:43: 59%|█████▉ | 592/1000 [00:00<00:00, 1017.16 it/sec]
INFO - 13:53:43: 59%|█████▉ | 593/1000 [00:00<00:00, 1017.16 it/sec]
INFO - 13:53:43: 59%|█████▉ | 594/1000 [00:00<00:00, 1017.21 it/sec]
INFO - 13:53:43: 60%|█████▉ | 595/1000 [00:00<00:00, 1017.27 it/sec]
INFO - 13:53:43: 60%|█████▉ | 596/1000 [00:00<00:00, 1017.31 it/sec]
INFO - 13:53:43: 60%|█████▉ | 597/1000 [00:00<00:00, 1017.29 it/sec]
INFO - 13:53:43: 60%|█████▉ | 598/1000 [00:00<00:00, 1016.76 it/sec]
INFO - 13:53:43: 60%|█████▉ | 599/1000 [00:00<00:00, 1016.74 it/sec]
INFO - 13:53:43: 60%|██████ | 600/1000 [00:00<00:00, 1016.71 it/sec]
INFO - 13:53:43: 60%|██████ | 601/1000 [00:00<00:00, 1016.72 it/sec]
INFO - 13:53:43: 60%|██████ | 602/1000 [00:00<00:00, 1016.77 it/sec]
INFO - 13:53:43: 60%|██████ | 603/1000 [00:00<00:00, 1016.83 it/sec]
INFO - 13:53:43: 60%|██████ | 604/1000 [00:00<00:00, 1016.89 it/sec]
INFO - 13:53:43: 60%|██████ | 605/1000 [00:00<00:00, 1016.34 it/sec]
INFO - 13:53:43: 61%|██████ | 606/1000 [00:00<00:00, 1016.09 it/sec]
INFO - 13:53:43: 61%|██████ | 607/1000 [00:00<00:00, 1016.12 it/sec]
INFO - 13:53:43: 61%|██████ | 608/1000 [00:00<00:00, 1016.08 it/sec]
INFO - 13:53:43: 61%|██████ | 609/1000 [00:00<00:00, 1016.12 it/sec]
INFO - 13:53:43: 61%|██████ | 610/1000 [00:00<00:00, 1016.16 it/sec]
INFO - 13:53:43: 61%|██████ | 611/1000 [00:00<00:00, 1016.11 it/sec]
INFO - 13:53:43: 61%|██████ | 612/1000 [00:00<00:00, 1016.07 it/sec]
INFO - 13:53:43: 61%|██████▏ | 613/1000 [00:00<00:00, 1015.67 it/sec]
INFO - 13:53:43: 61%|██████▏ | 614/1000 [00:00<00:00, 1015.65 it/sec]
INFO - 13:53:43: 62%|██████▏ | 615/1000 [00:00<00:00, 1015.70 it/sec]
INFO - 13:53:43: 62%|██████▏ | 616/1000 [00:00<00:00, 1015.66 it/sec]
INFO - 13:53:43: 62%|██████▏ | 617/1000 [00:00<00:00, 1015.69 it/sec]
INFO - 13:53:43: 62%|██████▏ | 618/1000 [00:00<00:00, 1015.74 it/sec]
INFO - 13:53:43: 62%|██████▏ | 619/1000 [00:00<00:00, 1015.78 it/sec]
INFO - 13:53:43: 62%|██████▏ | 620/1000 [00:00<00:00, 1015.76 it/sec]
INFO - 13:53:43: 62%|██████▏ | 621/1000 [00:00<00:00, 1015.34 it/sec]
INFO - 13:53:43: 62%|██████▏ | 622/1000 [00:00<00:00, 1015.35 it/sec]
INFO - 13:53:43: 62%|██████▏ | 623/1000 [00:00<00:00, 1015.39 it/sec]
INFO - 13:53:43: 62%|██████▏ | 624/1000 [00:00<00:00, 1015.36 it/sec]
INFO - 13:53:43: 62%|██████▎ | 625/1000 [00:00<00:00, 1015.40 it/sec]
INFO - 13:53:43: 63%|██████▎ | 626/1000 [00:00<00:00, 1015.46 it/sec]
INFO - 13:53:43: 63%|██████▎ | 627/1000 [00:00<00:00, 1015.51 it/sec]
INFO - 13:53:43: 63%|██████▎ | 628/1000 [00:00<00:00, 1015.49 it/sec]
INFO - 13:53:43: 63%|██████▎ | 629/1000 [00:00<00:00, 1015.53 it/sec]
INFO - 13:53:43: 63%|██████▎ | 630/1000 [00:00<00:00, 1015.59 it/sec]
INFO - 13:53:43: 63%|██████▎ | 631/1000 [00:00<00:00, 1015.63 it/sec]
INFO - 13:53:43: 63%|██████▎ | 632/1000 [00:00<00:00, 1015.61 it/sec]
INFO - 13:53:43: 63%|██████▎ | 633/1000 [00:00<00:00, 1015.65 it/sec]
INFO - 13:53:43: 63%|██████▎ | 634/1000 [00:00<00:00, 1015.23 it/sec]
INFO - 13:53:43: 64%|██████▎ | 635/1000 [00:00<00:00, 1015.26 it/sec]
INFO - 13:53:43: 64%|██████▎ | 636/1000 [00:00<00:00, 1015.09 it/sec]
INFO - 13:53:43: 64%|██████▎ | 637/1000 [00:00<00:00, 1015.11 it/sec]
INFO - 13:53:43: 64%|██████▍ | 638/1000 [00:00<00:00, 1015.15 it/sec]
INFO - 13:53:43: 64%|██████▍ | 639/1000 [00:00<00:00, 1015.19 it/sec]
INFO - 13:53:43: 64%|██████▍ | 640/1000 [00:00<00:00, 1015.17 it/sec]
INFO - 13:53:43: 64%|██████▍ | 641/1000 [00:00<00:00, 1014.85 it/sec]
INFO - 13:53:43: 64%|██████▍ | 642/1000 [00:00<00:00, 1014.79 it/sec]
INFO - 13:53:43: 64%|██████▍ | 643/1000 [00:00<00:00, 1014.83 it/sec]
INFO - 13:53:43: 64%|██████▍ | 644/1000 [00:00<00:00, 1014.80 it/sec]
INFO - 13:53:43: 64%|██████▍ | 645/1000 [00:00<00:00, 1014.84 it/sec]
INFO - 13:53:43: 65%|██████▍ | 646/1000 [00:00<00:00, 1014.87 it/sec]
INFO - 13:53:43: 65%|██████▍ | 647/1000 [00:00<00:00, 1014.91 it/sec]
INFO - 13:53:43: 65%|██████▍ | 648/1000 [00:00<00:00, 1014.87 it/sec]
INFO - 13:53:43: 65%|██████▍ | 649/1000 [00:00<00:00, 1014.90 it/sec]
INFO - 13:53:43: 65%|██████▌ | 650/1000 [00:00<00:00, 1014.95 it/sec]
INFO - 13:53:43: 65%|██████▌ | 651/1000 [00:00<00:00, 1015.00 it/sec]
INFO - 13:53:43: 65%|██████▌ | 652/1000 [00:00<00:00, 1014.97 it/sec]
INFO - 13:53:43: 65%|██████▌ | 653/1000 [00:00<00:00, 1015.00 it/sec]
INFO - 13:53:43: 65%|██████▌ | 654/1000 [00:00<00:00, 1015.05 it/sec]
INFO - 13:53:43: 66%|██████▌ | 655/1000 [00:00<00:00, 1015.10 it/sec]
INFO - 13:53:43: 66%|██████▌ | 656/1000 [00:00<00:00, 1015.08 it/sec]
INFO - 13:53:43: 66%|██████▌ | 657/1000 [00:00<00:00, 1015.12 it/sec]
INFO - 13:53:43: 66%|██████▌ | 658/1000 [00:00<00:00, 1015.16 it/sec]
INFO - 13:53:43: 66%|██████▌ | 659/1000 [00:00<00:00, 1015.22 it/sec]
INFO - 13:53:43: 66%|██████▌ | 660/1000 [00:00<00:00, 1015.21 it/sec]
INFO - 13:53:43: 66%|██████▌ | 661/1000 [00:00<00:00, 1015.23 it/sec]
INFO - 13:53:43: 66%|██████▌ | 662/1000 [00:00<00:00, 1015.28 it/sec]
INFO - 13:53:43: 66%|██████▋ | 663/1000 [00:00<00:00, 1015.34 it/sec]
INFO - 13:53:43: 66%|██████▋ | 664/1000 [00:00<00:00, 1015.39 it/sec]
INFO - 13:53:43: 66%|██████▋ | 665/1000 [00:00<00:00, 1015.37 it/sec]
INFO - 13:53:43: 67%|██████▋ | 666/1000 [00:00<00:00, 1015.34 it/sec]
INFO - 13:53:43: 67%|██████▋ | 667/1000 [00:00<00:00, 1015.38 it/sec]
INFO - 13:53:43: 67%|██████▋ | 668/1000 [00:00<00:00, 1015.42 it/sec]
INFO - 13:53:43: 67%|██████▋ | 669/1000 [00:00<00:00, 1015.39 it/sec]
INFO - 13:53:43: 67%|██████▋ | 670/1000 [00:00<00:00, 1015.44 it/sec]
INFO - 13:53:43: 67%|██████▋ | 671/1000 [00:00<00:00, 1015.49 it/sec]
INFO - 13:53:43: 67%|██████▋ | 672/1000 [00:00<00:00, 1015.54 it/sec]
INFO - 13:53:43: 67%|██████▋ | 673/1000 [00:00<00:00, 1015.52 it/sec]
INFO - 13:53:43: 67%|██████▋ | 674/1000 [00:00<00:00, 1015.55 it/sec]
INFO - 13:53:43: 68%|██████▊ | 675/1000 [00:00<00:00, 1015.60 it/sec]
INFO - 13:53:43: 68%|██████▊ | 676/1000 [00:00<00:00, 1015.64 it/sec]
INFO - 13:53:43: 68%|██████▊ | 677/1000 [00:00<00:00, 1015.62 it/sec]
INFO - 13:53:43: 68%|██████▊ | 678/1000 [00:00<00:00, 1015.65 it/sec]
INFO - 13:53:43: 68%|██████▊ | 679/1000 [00:00<00:00, 1015.70 it/sec]
INFO - 13:53:43: 68%|██████▊ | 680/1000 [00:00<00:00, 1015.74 it/sec]
INFO - 13:53:43: 68%|██████▊ | 681/1000 [00:00<00:00, 1015.73 it/sec]
INFO - 13:53:43: 68%|██████▊ | 682/1000 [00:00<00:00, 1015.78 it/sec]
INFO - 13:53:43: 68%|██████▊ | 683/1000 [00:00<00:00, 1015.81 it/sec]
INFO - 13:53:43: 68%|██████▊ | 684/1000 [00:00<00:00, 1015.87 it/sec]
INFO - 13:53:43: 68%|██████▊ | 685/1000 [00:00<00:00, 1015.84 it/sec]
INFO - 13:53:43: 69%|██████▊ | 686/1000 [00:00<00:00, 1015.88 it/sec]
INFO - 13:53:43: 69%|██████▊ | 687/1000 [00:00<00:00, 1015.93 it/sec]
INFO - 13:53:43: 69%|██████▉ | 688/1000 [00:00<00:00, 1015.98 it/sec]
INFO - 13:53:43: 69%|██████▉ | 689/1000 [00:00<00:00, 1015.73 it/sec]
INFO - 13:53:43: 69%|██████▉ | 690/1000 [00:00<00:00, 1015.53 it/sec]
INFO - 13:53:43: 69%|██████▉ | 691/1000 [00:00<00:00, 1015.56 it/sec]
INFO - 13:53:43: 69%|██████▉ | 692/1000 [00:00<00:00, 1015.61 it/sec]
INFO - 13:53:43: 69%|██████▉ | 693/1000 [00:00<00:00, 1015.55 it/sec]
INFO - 13:53:43: 69%|██████▉ | 694/1000 [00:00<00:00, 1015.53 it/sec]
INFO - 13:53:43: 70%|██████▉ | 695/1000 [00:00<00:00, 1015.53 it/sec]
INFO - 13:53:43: 70%|██████▉ | 696/1000 [00:00<00:00, 1015.57 it/sec]
INFO - 13:53:43: 70%|██████▉ | 697/1000 [00:00<00:00, 1015.53 it/sec]
INFO - 13:53:43: 70%|██████▉ | 698/1000 [00:00<00:00, 1015.57 it/sec]
INFO - 13:53:43: 70%|██████▉ | 699/1000 [00:00<00:00, 1015.60 it/sec]
INFO - 13:53:43: 70%|███████ | 700/1000 [00:00<00:00, 1015.65 it/sec]
INFO - 13:53:43: 70%|███████ | 701/1000 [00:00<00:00, 1015.59 it/sec]
INFO - 13:53:43: 70%|███████ | 702/1000 [00:00<00:00, 1015.56 it/sec]
INFO - 13:53:43: 70%|███████ | 703/1000 [00:00<00:00, 1015.36 it/sec]
INFO - 13:53:43: 70%|███████ | 704/1000 [00:00<00:00, 1015.36 it/sec]
INFO - 13:53:43: 70%|███████ | 705/1000 [00:00<00:00, 1015.33 it/sec]
INFO - 13:53:43: 71%|███████ | 706/1000 [00:00<00:00, 1015.37 it/sec]
INFO - 13:53:43: 71%|███████ | 707/1000 [00:00<00:00, 1015.40 it/sec]
INFO - 13:53:43: 71%|███████ | 708/1000 [00:00<00:00, 1015.44 it/sec]
INFO - 13:53:43: 71%|███████ | 709/1000 [00:00<00:00, 1014.93 it/sec]
INFO - 13:53:43: 71%|███████ | 710/1000 [00:00<00:00, 1014.95 it/sec]
INFO - 13:53:43: 71%|███████ | 711/1000 [00:00<00:00, 1014.99 it/sec]
INFO - 13:53:43: 71%|███████ | 712/1000 [00:00<00:00, 1015.03 it/sec]
INFO - 13:53:43: 71%|███████▏ | 713/1000 [00:00<00:00, 1015.00 it/sec]
INFO - 13:53:43: 71%|███████▏ | 714/1000 [00:00<00:00, 1015.03 it/sec]
INFO - 13:53:43: 72%|███████▏ | 715/1000 [00:00<00:00, 1015.08 it/sec]
INFO - 13:53:43: 72%|███████▏ | 716/1000 [00:00<00:00, 1015.12 it/sec]
INFO - 13:53:43: 72%|███████▏ | 717/1000 [00:00<00:00, 1015.10 it/sec]
INFO - 13:53:43: 72%|███████▏ | 718/1000 [00:00<00:00, 1015.13 it/sec]
INFO - 13:53:43: 72%|███████▏ | 719/1000 [00:00<00:00, 1015.03 it/sec]
INFO - 13:53:43: 72%|███████▏ | 720/1000 [00:00<00:00, 1015.06 it/sec]
INFO - 13:53:43: 72%|███████▏ | 721/1000 [00:00<00:00, 1014.99 it/sec]
INFO - 13:53:43: 72%|███████▏ | 722/1000 [00:00<00:00, 1014.94 it/sec]
INFO - 13:53:43: 72%|███████▏ | 723/1000 [00:00<00:00, 1014.97 it/sec]
INFO - 13:53:43: 72%|███████▏ | 724/1000 [00:00<00:00, 1015.01 it/sec]
INFO - 13:53:43: 72%|███████▎ | 725/1000 [00:00<00:00, 1014.98 it/sec]
INFO - 13:53:43: 73%|███████▎ | 726/1000 [00:00<00:00, 1015.01 it/sec]
INFO - 13:53:43: 73%|███████▎ | 727/1000 [00:00<00:00, 1015.06 it/sec]
INFO - 13:53:43: 73%|███████▎ | 728/1000 [00:00<00:00, 1015.11 it/sec]
INFO - 13:53:43: 73%|███████▎ | 729/1000 [00:00<00:00, 1015.10 it/sec]
INFO - 13:53:43: 73%|███████▎ | 730/1000 [00:00<00:00, 1015.11 it/sec]
INFO - 13:53:43: 73%|███████▎ | 731/1000 [00:00<00:00, 1015.16 it/sec]
INFO - 13:53:43: 73%|███████▎ | 732/1000 [00:00<00:00, 1015.21 it/sec]
INFO - 13:53:43: 73%|███████▎ | 733/1000 [00:00<00:00, 1015.20 it/sec]
INFO - 13:53:43: 73%|███████▎ | 734/1000 [00:00<00:00, 1015.19 it/sec]
INFO - 13:53:43: 74%|███████▎ | 735/1000 [00:00<00:00, 1015.23 it/sec]
INFO - 13:53:43: 74%|███████▎ | 736/1000 [00:00<00:00, 1015.27 it/sec]
INFO - 13:53:43: 74%|███████▎ | 737/1000 [00:00<00:00, 1015.31 it/sec]
INFO - 13:53:43: 74%|███████▍ | 738/1000 [00:00<00:00, 1015.28 it/sec]
INFO - 13:53:43: 74%|███████▍ | 739/1000 [00:00<00:00, 1015.33 it/sec]
INFO - 13:53:43: 74%|███████▍ | 740/1000 [00:00<00:00, 1015.37 it/sec]
INFO - 13:53:43: 74%|███████▍ | 741/1000 [00:00<00:00, 1015.42 it/sec]
INFO - 13:53:43: 74%|███████▍ | 742/1000 [00:00<00:00, 1015.40 it/sec]
INFO - 13:53:43: 74%|███████▍ | 743/1000 [00:00<00:00, 1015.44 it/sec]
INFO - 13:53:43: 74%|███████▍ | 744/1000 [00:00<00:00, 1015.49 it/sec]
INFO - 13:53:43: 74%|███████▍ | 745/1000 [00:00<00:00, 1015.54 it/sec]
INFO - 13:53:43: 75%|███████▍ | 746/1000 [00:00<00:00, 1015.52 it/sec]
INFO - 13:53:43: 75%|███████▍ | 747/1000 [00:00<00:00, 1015.56 it/sec]
INFO - 13:53:43: 75%|███████▍ | 748/1000 [00:00<00:00, 1015.61 it/sec]
INFO - 13:53:43: 75%|███████▍ | 749/1000 [00:00<00:00, 1015.67 it/sec]
INFO - 13:53:43: 75%|███████▌ | 750/1000 [00:00<00:00, 1015.64 it/sec]
INFO - 13:53:43: 75%|███████▌ | 751/1000 [00:00<00:00, 1015.68 it/sec]
INFO - 13:53:43: 75%|███████▌ | 752/1000 [00:00<00:00, 1015.73 it/sec]
INFO - 13:53:43: 75%|███████▌ | 753/1000 [00:00<00:00, 1015.78 it/sec]
INFO - 13:53:43: 75%|███████▌ | 754/1000 [00:00<00:00, 1015.76 it/sec]
INFO - 13:53:43: 76%|███████▌ | 755/1000 [00:00<00:00, 1015.79 it/sec]
INFO - 13:53:43: 76%|███████▌ | 756/1000 [00:00<00:00, 1015.84 it/sec]
INFO - 13:53:43: 76%|███████▌ | 757/1000 [00:00<00:00, 1015.89 it/sec]
INFO - 13:53:43: 76%|███████▌ | 758/1000 [00:00<00:00, 1015.90 it/sec]
INFO - 13:53:43: 76%|███████▌ | 759/1000 [00:00<00:00, 1015.91 it/sec]
INFO - 13:53:43: 76%|███████▌ | 760/1000 [00:00<00:00, 1015.95 it/sec]
INFO - 13:53:43: 76%|███████▌ | 761/1000 [00:00<00:00, 1015.99 it/sec]
INFO - 13:53:43: 76%|███████▌ | 762/1000 [00:00<00:00, 1016.04 it/sec]
INFO - 13:53:43: 76%|███████▋ | 763/1000 [00:00<00:00, 1016.03 it/sec]
INFO - 13:53:43: 76%|███████▋ | 764/1000 [00:00<00:00, 1016.07 it/sec]
INFO - 13:53:43: 76%|███████▋ | 765/1000 [00:00<00:00, 1016.13 it/sec]
INFO - 13:53:43: 77%|███████▋ | 766/1000 [00:00<00:00, 1016.18 it/sec]
INFO - 13:53:43: 77%|███████▋ | 767/1000 [00:00<00:00, 1016.17 it/sec]
INFO - 13:53:43: 77%|███████▋ | 768/1000 [00:00<00:00, 1016.21 it/sec]
INFO - 13:53:43: 77%|███████▋ | 769/1000 [00:00<00:00, 1016.26 it/sec]
INFO - 13:53:43: 77%|███████▋ | 770/1000 [00:00<00:00, 1016.30 it/sec]
INFO - 13:53:43: 77%|███████▋ | 771/1000 [00:00<00:00, 1016.20 it/sec]
INFO - 13:53:43: 77%|███████▋ | 772/1000 [00:00<00:00, 1016.22 it/sec]
INFO - 13:53:43: 77%|███████▋ | 773/1000 [00:00<00:00, 1016.26 it/sec]
INFO - 13:53:43: 77%|███████▋ | 774/1000 [00:00<00:00, 1016.30 it/sec]
INFO - 13:53:43: 78%|███████▊ | 775/1000 [00:00<00:00, 1016.29 it/sec]
INFO - 13:53:43: 78%|███████▊ | 776/1000 [00:00<00:00, 1016.31 it/sec]
INFO - 13:53:43: 78%|███████▊ | 777/1000 [00:00<00:00, 1016.35 it/sec]
INFO - 13:53:43: 78%|███████▊ | 778/1000 [00:00<00:00, 1016.39 it/sec]
INFO - 13:53:43: 78%|███████▊ | 779/1000 [00:00<00:00, 1016.29 it/sec]
INFO - 13:53:43: 78%|███████▊ | 780/1000 [00:00<00:00, 1016.33 it/sec]
INFO - 13:53:43: 78%|███████▊ | 781/1000 [00:00<00:00, 1016.36 it/sec]
INFO - 13:53:43: 78%|███████▊ | 782/1000 [00:00<00:00, 1016.41 it/sec]
INFO - 13:53:43: 78%|███████▊ | 783/1000 [00:00<00:00, 1016.39 it/sec]
INFO - 13:53:43: 78%|███████▊ | 784/1000 [00:00<00:00, 1016.43 it/sec]
INFO - 13:53:43: 78%|███████▊ | 785/1000 [00:00<00:00, 1016.48 it/sec]
INFO - 13:53:43: 79%|███████▊ | 786/1000 [00:00<00:00, 1016.52 it/sec]
INFO - 13:53:43: 79%|███████▊ | 787/1000 [00:00<00:00, 1016.51 it/sec]
INFO - 13:53:43: 79%|███████▉ | 788/1000 [00:00<00:00, 1016.54 it/sec]
INFO - 13:53:43: 79%|███████▉ | 789/1000 [00:00<00:00, 1016.59 it/sec]
INFO - 13:53:43: 79%|███████▉ | 790/1000 [00:00<00:00, 1016.64 it/sec]
INFO - 13:53:43: 79%|███████▉ | 791/1000 [00:00<00:00, 1016.65 it/sec]
INFO - 13:53:43: 79%|███████▉ | 792/1000 [00:00<00:00, 1016.65 it/sec]
INFO - 13:53:43: 79%|███████▉ | 793/1000 [00:00<00:00, 1016.69 it/sec]
INFO - 13:53:43: 79%|███████▉ | 794/1000 [00:00<00:00, 1016.73 it/sec]
INFO - 13:53:43: 80%|███████▉ | 795/1000 [00:00<00:00, 1016.77 it/sec]
INFO - 13:53:43: 80%|███████▉ | 796/1000 [00:00<00:00, 1016.75 it/sec]
INFO - 13:53:43: 80%|███████▉ | 797/1000 [00:00<00:00, 1016.40 it/sec]
INFO - 13:53:43: 80%|███████▉ | 798/1000 [00:00<00:00, 1016.37 it/sec]
INFO - 13:53:43: 80%|███████▉ | 799/1000 [00:00<00:00, 1016.34 it/sec]
INFO - 13:53:43: 80%|████████ | 800/1000 [00:00<00:00, 1015.46 it/sec]
INFO - 13:53:43: 80%|████████ | 801/1000 [00:00<00:00, 1015.62 it/sec]
INFO - 13:53:43: 80%|████████ | 802/1000 [00:00<00:00, 1015.78 it/sec]
INFO - 13:53:43: 80%|████████ | 803/1000 [00:00<00:00, 1015.90 it/sec]
INFO - 13:53:43: 80%|████████ | 804/1000 [00:00<00:00, 1016.06 it/sec]
INFO - 13:53:43: 80%|████████ | 805/1000 [00:00<00:00, 1016.11 it/sec]
INFO - 13:53:43: 81%|████████ | 806/1000 [00:00<00:00, 1016.05 it/sec]
INFO - 13:53:43: 81%|████████ | 807/1000 [00:00<00:00, 1016.17 it/sec]
INFO - 13:53:43: 81%|████████ | 808/1000 [00:00<00:00, 1016.32 it/sec]
INFO - 13:53:43: 81%|████████ | 809/1000 [00:00<00:00, 1016.49 it/sec]
INFO - 13:53:43: 81%|████████ | 810/1000 [00:00<00:00, 1016.67 it/sec]
INFO - 13:53:43: 81%|████████ | 811/1000 [00:00<00:00, 1016.85 it/sec]
INFO - 13:53:43: 81%|████████ | 812/1000 [00:00<00:00, 1016.98 it/sec]
INFO - 13:53:43: 81%|████████▏ | 813/1000 [00:00<00:00, 1016.84 it/sec]
INFO - 13:53:43: 81%|████████▏ | 814/1000 [00:00<00:00, 1016.88 it/sec]
INFO - 13:53:43: 82%|████████▏ | 815/1000 [00:00<00:00, 1017.04 it/sec]
INFO - 13:53:43: 82%|████████▏ | 816/1000 [00:00<00:00, 1017.16 it/sec]
INFO - 13:53:43: 82%|████████▏ | 817/1000 [00:00<00:00, 1017.32 it/sec]
INFO - 13:53:43: 82%|████████▏ | 818/1000 [00:00<00:00, 1017.49 it/sec]
INFO - 13:53:43: 82%|████████▏ | 819/1000 [00:00<00:00, 1017.66 it/sec]
INFO - 13:53:43: 82%|████████▏ | 820/1000 [00:00<00:00, 1017.83 it/sec]
INFO - 13:53:43: 82%|████████▏ | 821/1000 [00:00<00:00, 1017.94 it/sec]
INFO - 13:53:43: 82%|████████▏ | 822/1000 [00:00<00:00, 1018.11 it/sec]
INFO - 13:53:43: 82%|████████▏ | 823/1000 [00:00<00:00, 1018.03 it/sec]
INFO - 13:53:43: 82%|████████▏ | 824/1000 [00:00<00:00, 1018.12 it/sec]
INFO - 13:53:43: 82%|████████▎ | 825/1000 [00:00<00:00, 1018.21 it/sec]
INFO - 13:53:43: 83%|████████▎ | 826/1000 [00:00<00:00, 1018.37 it/sec]
INFO - 13:53:43: 83%|████████▎ | 827/1000 [00:00<00:00, 1018.54 it/sec]
INFO - 13:53:43: 83%|████████▎ | 828/1000 [00:00<00:00, 1018.71 it/sec]
INFO - 13:53:43: 83%|████████▎ | 829/1000 [00:00<00:00, 1018.88 it/sec]
INFO - 13:53:43: 83%|████████▎ | 830/1000 [00:00<00:00, 1018.99 it/sec]
INFO - 13:53:43: 83%|████████▎ | 831/1000 [00:00<00:00, 1018.86 it/sec]
INFO - 13:53:43: 83%|████████▎ | 832/1000 [00:00<00:00, 1019.01 it/sec]
INFO - 13:53:43: 83%|████████▎ | 833/1000 [00:00<00:00, 1019.18 it/sec]
INFO - 13:53:43: 83%|████████▎ | 834/1000 [00:00<00:00, 1019.29 it/sec]
INFO - 13:53:43: 84%|████████▎ | 835/1000 [00:00<00:00, 1019.44 it/sec]
INFO - 13:53:43: 84%|████████▎ | 836/1000 [00:00<00:00, 1019.61 it/sec]
INFO - 13:53:43: 84%|████████▎ | 837/1000 [00:00<00:00, 1019.71 it/sec]
INFO - 13:53:43: 84%|████████▍ | 838/1000 [00:00<00:00, 1019.88 it/sec]
INFO - 13:53:43: 84%|████████▍ | 839/1000 [00:00<00:00, 1019.99 it/sec]
INFO - 13:53:43: 84%|████████▍ | 840/1000 [00:00<00:00, 1020.15 it/sec]
INFO - 13:53:43: 84%|████████▍ | 841/1000 [00:00<00:00, 1020.05 it/sec]
INFO - 13:53:43: 84%|████████▍ | 842/1000 [00:00<00:00, 1020.17 it/sec]
INFO - 13:53:43: 84%|████████▍ | 843/1000 [00:00<00:00, 1020.20 it/sec]
INFO - 13:53:43: 84%|████████▍ | 844/1000 [00:00<00:00, 1020.35 it/sec]
INFO - 13:53:43: 84%|████████▍ | 845/1000 [00:00<00:00, 1020.51 it/sec]
INFO - 13:53:43: 85%|████████▍ | 846/1000 [00:00<00:00, 1020.68 it/sec]
INFO - 13:53:43: 85%|████████▍ | 847/1000 [00:00<00:00, 1020.86 it/sec]
INFO - 13:53:43: 85%|████████▍ | 848/1000 [00:00<00:00, 1020.97 it/sec]
INFO - 13:53:43: 85%|████████▍ | 849/1000 [00:00<00:00, 1021.13 it/sec]
INFO - 13:53:43: 85%|████████▌ | 850/1000 [00:00<00:00, 1021.22 it/sec]
INFO - 13:53:43: 85%|████████▌ | 851/1000 [00:00<00:00, 1021.20 it/sec]
INFO - 13:53:43: 85%|████████▌ | 852/1000 [00:00<00:00, 1021.31 it/sec]
INFO - 13:53:43: 85%|████████▌ | 853/1000 [00:00<00:00, 1021.46 it/sec]
INFO - 13:53:43: 85%|████████▌ | 854/1000 [00:00<00:00, 1021.62 it/sec]
INFO - 13:53:43: 86%|████████▌ | 855/1000 [00:00<00:00, 1021.78 it/sec]
INFO - 13:53:43: 86%|████████▌ | 856/1000 [00:00<00:00, 1021.95 it/sec]
INFO - 13:53:43: 86%|████████▌ | 857/1000 [00:00<00:00, 1022.06 it/sec]
INFO - 13:53:43: 86%|████████▌ | 858/1000 [00:00<00:00, 1022.21 it/sec]
INFO - 13:53:43: 86%|████████▌ | 859/1000 [00:00<00:00, 1022.37 it/sec]
INFO - 13:53:44: 86%|████████▌ | 860/1000 [00:00<00:00, 1022.53 it/sec]
INFO - 13:53:44: 86%|████████▌ | 861/1000 [00:00<00:00, 1022.49 it/sec]
INFO - 13:53:44: 86%|████████▌ | 862/1000 [00:00<00:00, 1022.30 it/sec]
INFO - 13:53:44: 86%|████████▋ | 863/1000 [00:00<00:00, 1022.35 it/sec]
INFO - 13:53:44: 86%|████████▋ | 864/1000 [00:00<00:00, 1022.22 it/sec]
INFO - 13:53:44: 86%|████████▋ | 865/1000 [00:00<00:00, 1022.31 it/sec]
INFO - 13:53:44: 87%|████████▋ | 866/1000 [00:00<00:00, 1022.44 it/sec]
INFO - 13:53:44: 87%|████████▋ | 867/1000 [00:00<00:00, 1022.60 it/sec]
INFO - 13:53:44: 87%|████████▋ | 868/1000 [00:00<00:00, 1022.76 it/sec]
INFO - 13:53:44: 87%|████████▋ | 869/1000 [00:00<00:00, 1022.93 it/sec]
INFO - 13:53:44: 87%|████████▋ | 870/1000 [00:00<00:00, 1023.03 it/sec]
INFO - 13:53:44: 87%|████████▋ | 871/1000 [00:00<00:00, 1023.18 it/sec]
INFO - 13:53:44: 87%|████████▋ | 872/1000 [00:00<00:00, 1023.06 it/sec]
INFO - 13:53:44: 87%|████████▋ | 873/1000 [00:00<00:00, 1023.20 it/sec]
INFO - 13:53:44: 87%|████████▋ | 874/1000 [00:00<00:00, 1023.33 it/sec]
INFO - 13:53:44: 88%|████████▊ | 875/1000 [00:00<00:00, 1023.46 it/sec]
INFO - 13:53:44: 88%|████████▊ | 876/1000 [00:00<00:00, 1023.62 it/sec]
INFO - 13:53:44: 88%|████████▊ | 877/1000 [00:00<00:00, 1023.78 it/sec]
INFO - 13:53:44: 88%|████████▊ | 878/1000 [00:00<00:00, 1023.94 it/sec]
INFO - 13:53:44: 88%|████████▊ | 879/1000 [00:00<00:00, 1024.05 it/sec]
INFO - 13:53:44: 88%|████████▊ | 880/1000 [00:00<00:00, 1024.20 it/sec]
INFO - 13:53:44: 88%|████████▊ | 881/1000 [00:00<00:00, 1024.07 it/sec]
INFO - 13:53:44: 88%|████████▊ | 882/1000 [00:00<00:00, 1024.21 it/sec]
INFO - 13:53:44: 88%|████████▊ | 883/1000 [00:00<00:00, 1024.35 it/sec]
INFO - 13:53:44: 88%|████████▊ | 884/1000 [00:00<00:00, 1024.48 it/sec]
INFO - 13:53:44: 88%|████████▊ | 885/1000 [00:00<00:00, 1024.63 it/sec]
INFO - 13:53:44: 89%|████████▊ | 886/1000 [00:00<00:00, 1024.79 it/sec]
INFO - 13:53:44: 89%|████████▊ | 887/1000 [00:00<00:00, 1024.95 it/sec]
INFO - 13:53:44: 89%|████████▉ | 888/1000 [00:00<00:00, 1025.05 it/sec]
INFO - 13:53:44: 89%|████████▉ | 889/1000 [00:00<00:00, 1025.20 it/sec]
INFO - 13:53:44: 89%|████████▉ | 890/1000 [00:00<00:00, 1025.16 it/sec]
INFO - 13:53:44: 89%|████████▉ | 891/1000 [00:00<00:00, 1025.23 it/sec]
INFO - 13:53:44: 89%|████████▉ | 892/1000 [00:00<00:00, 1025.38 it/sec]
INFO - 13:53:44: 89%|████████▉ | 893/1000 [00:00<00:00, 1025.47 it/sec]
INFO - 13:53:44: 89%|████████▉ | 894/1000 [00:00<00:00, 1025.63 it/sec]
INFO - 13:53:44: 90%|████████▉ | 895/1000 [00:00<00:00, 1025.78 it/sec]
INFO - 13:53:44: 90%|████████▉ | 896/1000 [00:00<00:00, 1025.94 it/sec]
INFO - 13:53:44: 90%|████████▉ | 897/1000 [00:00<00:00, 1025.85 it/sec]
INFO - 13:53:44: 90%|████████▉ | 898/1000 [00:00<00:00, 1026.00 it/sec]
INFO - 13:53:44: 90%|████████▉ | 899/1000 [00:00<00:00, 1025.83 it/sec]
INFO - 13:53:44: 90%|█████████ | 900/1000 [00:00<00:00, 1025.96 it/sec]
INFO - 13:53:44: 90%|█████████ | 901/1000 [00:00<00:00, 1026.08 it/sec]
INFO - 13:53:44: 90%|█████████ | 902/1000 [00:00<00:00, 1026.20 it/sec]
INFO - 13:53:44: 90%|█████████ | 903/1000 [00:00<00:00, 1026.35 it/sec]
INFO - 13:53:44: 90%|█████████ | 904/1000 [00:00<00:00, 1026.50 it/sec]
INFO - 13:53:44: 90%|█████████ | 905/1000 [00:00<00:00, 1026.66 it/sec]
INFO - 13:53:44: 91%|█████████ | 906/1000 [00:00<00:00, 1026.76 it/sec]
INFO - 13:53:44: 91%|█████████ | 907/1000 [00:00<00:00, 1026.90 it/sec]
INFO - 13:53:44: 91%|█████████ | 908/1000 [00:00<00:00, 1027.05 it/sec]
INFO - 13:53:44: 91%|█████████ | 909/1000 [00:00<00:00, 1027.20 it/sec]
INFO - 13:53:44: 91%|█████████ | 910/1000 [00:00<00:00, 1027.35 it/sec]
INFO - 13:53:44: 91%|█████████ | 911/1000 [00:00<00:00, 1027.44 it/sec]
INFO - 13:53:44: 91%|█████████ | 912/1000 [00:00<00:00, 1027.58 it/sec]
INFO - 13:53:44: 91%|█████████▏| 913/1000 [00:00<00:00, 1027.73 it/sec]
INFO - 13:53:44: 91%|█████████▏| 914/1000 [00:00<00:00, 1027.88 it/sec]
INFO - 13:53:44: 92%|█████████▏| 915/1000 [00:00<00:00, 1027.99 it/sec]
INFO - 13:53:44: 92%|█████████▏| 916/1000 [00:00<00:00, 1028.11 it/sec]
INFO - 13:53:44: 92%|█████████▏| 917/1000 [00:00<00:00, 1028.26 it/sec]
INFO - 13:53:44: 92%|█████████▏| 918/1000 [00:00<00:00, 1028.40 it/sec]
INFO - 13:53:44: 92%|█████████▏| 919/1000 [00:00<00:00, 1028.55 it/sec]
INFO - 13:53:44: 92%|█████████▏| 920/1000 [00:00<00:00, 1028.65 it/sec]
INFO - 13:53:44: 92%|█████████▏| 921/1000 [00:00<00:00, 1028.79 it/sec]
INFO - 13:53:44: 92%|█████████▏| 922/1000 [00:00<00:00, 1028.94 it/sec]
INFO - 13:53:44: 92%|█████████▏| 923/1000 [00:00<00:00, 1029.10 it/sec]
INFO - 13:53:44: 92%|█████████▏| 924/1000 [00:00<00:00, 1029.25 it/sec]
INFO - 13:53:44: 92%|█████████▎| 925/1000 [00:00<00:00, 1029.35 it/sec]
INFO - 13:53:44: 93%|█████████▎| 926/1000 [00:00<00:00, 1029.49 it/sec]
INFO - 13:53:44: 93%|█████████▎| 927/1000 [00:00<00:00, 1029.63 it/sec]
INFO - 13:53:44: 93%|█████████▎| 928/1000 [00:00<00:00, 1029.78 it/sec]
INFO - 13:53:44: 93%|█████████▎| 929/1000 [00:00<00:00, 1029.90 it/sec]
INFO - 13:53:44: 93%|█████████▎| 930/1000 [00:00<00:00, 1030.02 it/sec]
INFO - 13:53:44: 93%|█████████▎| 931/1000 [00:00<00:00, 1030.16 it/sec]
INFO - 13:53:44: 93%|█████████▎| 932/1000 [00:00<00:00, 1030.31 it/sec]
INFO - 13:53:44: 93%|█████████▎| 933/1000 [00:00<00:00, 1030.46 it/sec]
INFO - 13:53:44: 93%|█████████▎| 934/1000 [00:00<00:00, 1030.55 it/sec]
INFO - 13:53:44: 94%|█████████▎| 935/1000 [00:00<00:00, 1030.69 it/sec]
INFO - 13:53:44: 94%|█████████▎| 936/1000 [00:00<00:00, 1030.84 it/sec]
INFO - 13:53:44: 94%|█████████▎| 937/1000 [00:00<00:00, 1030.98 it/sec]
INFO - 13:53:44: 94%|█████████▍| 938/1000 [00:00<00:00, 1031.13 it/sec]
INFO - 13:53:44: 94%|█████████▍| 939/1000 [00:00<00:00, 1031.23 it/sec]
INFO - 13:53:44: 94%|█████████▍| 940/1000 [00:00<00:00, 1031.37 it/sec]
INFO - 13:53:44: 94%|█████████▍| 941/1000 [00:00<00:00, 1031.52 it/sec]
INFO - 13:53:44: 94%|█████████▍| 942/1000 [00:00<00:00, 1031.66 it/sec]
INFO - 13:53:44: 94%|█████████▍| 943/1000 [00:00<00:00, 1031.80 it/sec]
INFO - 13:53:44: 94%|█████████▍| 944/1000 [00:00<00:00, 1031.89 it/sec]
INFO - 13:53:44: 94%|█████████▍| 945/1000 [00:00<00:00, 1032.00 it/sec]
INFO - 13:53:44: 95%|█████████▍| 946/1000 [00:00<00:00, 1032.06 it/sec]
INFO - 13:53:44: 95%|█████████▍| 947/1000 [00:00<00:00, 1032.20 it/sec]
INFO - 13:53:44: 95%|█████████▍| 948/1000 [00:00<00:00, 1032.29 it/sec]
INFO - 13:53:44: 95%|█████████▍| 949/1000 [00:00<00:00, 1032.43 it/sec]
INFO - 13:53:44: 95%|█████████▌| 950/1000 [00:00<00:00, 1032.57 it/sec]
INFO - 13:53:44: 95%|█████████▌| 951/1000 [00:00<00:00, 1032.72 it/sec]
INFO - 13:53:44: 95%|█████████▌| 952/1000 [00:00<00:00, 1032.87 it/sec]
INFO - 13:53:44: 95%|█████████▌| 953/1000 [00:00<00:00, 1032.96 it/sec]
INFO - 13:53:44: 95%|█████████▌| 954/1000 [00:00<00:00, 1033.10 it/sec]
INFO - 13:53:44: 96%|█████████▌| 955/1000 [00:00<00:00, 1033.24 it/sec]
INFO - 13:53:44: 96%|█████████▌| 956/1000 [00:00<00:00, 1033.38 it/sec]
INFO - 13:53:44: 96%|█████████▌| 957/1000 [00:00<00:00, 1033.48 it/sec]
INFO - 13:53:44: 96%|█████████▌| 958/1000 [00:00<00:00, 1033.58 it/sec]
INFO - 13:53:44: 96%|█████████▌| 959/1000 [00:00<00:00, 1033.71 it/sec]
INFO - 13:53:44: 96%|█████████▌| 960/1000 [00:00<00:00, 1033.85 it/sec]
INFO - 13:53:44: 96%|█████████▌| 961/1000 [00:00<00:00, 1033.99 it/sec]
INFO - 13:53:44: 96%|█████████▌| 962/1000 [00:00<00:00, 1034.04 it/sec]
INFO - 13:53:44: 96%|█████████▋| 963/1000 [00:00<00:00, 1034.16 it/sec]
INFO - 13:53:44: 96%|█████████▋| 964/1000 [00:00<00:00, 1034.30 it/sec]
INFO - 13:53:44: 96%|█████████▋| 965/1000 [00:00<00:00, 1034.45 it/sec]
INFO - 13:53:44: 97%|█████████▋| 966/1000 [00:00<00:00, 1034.59 it/sec]
INFO - 13:53:44: 97%|█████████▋| 967/1000 [00:00<00:00, 1034.69 it/sec]
INFO - 13:53:44: 97%|█████████▋| 968/1000 [00:00<00:00, 1034.83 it/sec]
INFO - 13:53:44: 97%|█████████▋| 969/1000 [00:00<00:00, 1034.97 it/sec]
INFO - 13:53:44: 97%|█████████▋| 970/1000 [00:00<00:00, 1035.11 it/sec]
INFO - 13:53:44: 97%|█████████▋| 971/1000 [00:00<00:00, 1035.25 it/sec]
INFO - 13:53:44: 97%|█████████▋| 972/1000 [00:00<00:00, 1035.33 it/sec]
INFO - 13:53:44: 97%|█████████▋| 973/1000 [00:00<00:00, 1035.46 it/sec]
INFO - 13:53:44: 97%|█████████▋| 974/1000 [00:00<00:00, 1035.60 it/sec]
INFO - 13:53:44: 98%|█████████▊| 975/1000 [00:00<00:00, 1035.74 it/sec]
INFO - 13:53:44: 98%|█████████▊| 976/1000 [00:00<00:00, 1035.76 it/sec]
INFO - 13:53:44: 98%|█████████▊| 977/1000 [00:00<00:00, 1035.88 it/sec]
INFO - 13:53:44: 98%|█████████▊| 978/1000 [00:00<00:00, 1036.01 it/sec]
INFO - 13:53:44: 98%|█████████▊| 979/1000 [00:00<00:00, 1036.16 it/sec]
INFO - 13:53:44: 98%|█████████▊| 980/1000 [00:00<00:00, 1036.30 it/sec]
INFO - 13:53:44: 98%|█████████▊| 981/1000 [00:00<00:00, 1036.39 it/sec]
INFO - 13:53:44: 98%|█████████▊| 982/1000 [00:00<00:00, 1036.52 it/sec]
INFO - 13:53:44: 98%|█████████▊| 983/1000 [00:00<00:00, 1036.66 it/sec]
INFO - 13:53:44: 98%|█████████▊| 984/1000 [00:00<00:00, 1036.80 it/sec]
INFO - 13:53:44: 98%|█████████▊| 985/1000 [00:00<00:00, 1036.93 it/sec]
INFO - 13:53:44: 99%|█████████▊| 986/1000 [00:00<00:00, 1037.00 it/sec]
INFO - 13:53:44: 99%|█████████▊| 987/1000 [00:00<00:00, 1037.13 it/sec]
INFO - 13:53:44: 99%|█████████▉| 988/1000 [00:00<00:00, 1037.26 it/sec]
INFO - 13:53:44: 99%|█████████▉| 989/1000 [00:00<00:00, 1037.39 it/sec]
INFO - 13:53:44: 99%|█████████▉| 990/1000 [00:00<00:00, 1037.49 it/sec]
INFO - 13:53:44: 99%|█████████▉| 991/1000 [00:00<00:00, 1037.62 it/sec]
INFO - 13:53:44: 99%|█████████▉| 992/1000 [00:00<00:00, 1037.75 it/sec]
INFO - 13:53:44: 99%|█████████▉| 993/1000 [00:00<00:00, 1037.89 it/sec]
INFO - 13:53:44: 99%|█████████▉| 994/1000 [00:00<00:00, 1037.87 it/sec]
INFO - 13:53:44: 100%|█████████▉| 995/1000 [00:00<00:00, 1037.93 it/sec]
INFO - 13:53:44: 100%|█████████▉| 996/1000 [00:00<00:00, 1038.06 it/sec]
INFO - 13:53:44: 100%|█████████▉| 997/1000 [00:00<00:00, 1038.19 it/sec]
INFO - 13:53:44: 100%|█████████▉| 998/1000 [00:00<00:00, 1038.32 it/sec]
INFO - 13:53:44: 100%|█████████▉| 999/1000 [00:00<00:00, 1038.43 it/sec]
INFO - 13:53:44: 100%|██████████| 1000/1000 [00:00<00:00, 1038.54 it/sec]
INFO - 13:53:44: *** End CorrelationAnalysisSamplingPhase execution (time: 0:00:01.343013) ***
{<Method.KENDALL: 'Kendall'>: {'y': [{'x1': array([0.31460661]), 'x2': array([0.02366366]), 'x3': array([0.0297978])}]}, <Method.PCC: 'PCC'>: {'y': [{'x1': array([0.46282123]), 'x2': array([0.0306214]), 'x3': array([0.0512473])}]}, <Method.PEARSON: 'Pearson'>: {'y': [{'x1': array([0.46230446]), 'x2': array([0.02059071]), 'x3': array([0.04979026])}]}, <Method.PRCC: 'PRCC'>: {'y': [{'x1': array([0.47248718]), 'x2': array([0.04368652]), 'x3': array([0.0419606])}]}, <Method.SPEARMAN: 'Spearman'>: {'y': [{'x1': array([0.47177886]), 'x2': array([0.03220921]), 'x3': array([0.04128518])}]}, <Method.SRC: 'SRC'>: {'y': [{'x1': array([0.46220697]), 'x2': array([0.027121]), 'x3': array([0.04542585])}]}, <Method.SRRC: 'SRRC'>: {'y': [{'x1': array([0.4718925]), 'x2': array([0.03849088]), 'x3': array([0.03696642])}]}, <Method.SSRC: 'SSRC'>: {'y': [{'x1': array([0.21363529]), 'x2': array([0.00073555]), 'x3': array([0.00206351])}]}}
The resulting indices are
the Pearson correlation coefficients,
the Spearman correlation coefficients,
the Partial Correlation Coefficients (PCC),
the Partial Rank Correlation Coefficients (PRCC),
the Standard Regression Coefficients (SRC),
the Standard Rank Regression Coefficient (SRRC),
the Signed Standard Rank Regression Coefficient (SSRRC):
pprint.pprint(sensitivity_analysis.indices)
{<Method.KENDALL: 'Kendall'>: {'y': [{'x1': array([0.31460661]),
'x2': array([0.02366366]),
'x3': array([0.0297978])}]},
<Method.PCC: 'PCC'>: {'y': [{'x1': array([0.46282123]),
'x2': array([0.0306214]),
'x3': array([0.0512473])}]},
<Method.PRCC: 'PRCC'>: {'y': [{'x1': array([0.47248718]),
'x2': array([0.04368652]),
'x3': array([0.0419606])}]},
<Method.PEARSON: 'Pearson'>: {'y': [{'x1': array([0.46230446]),
'x2': array([0.02059071]),
'x3': array([0.04979026])}]},
<Method.SRC: 'SRC'>: {'y': [{'x1': array([0.46220697]),
'x2': array([0.027121]),
'x3': array([0.04542585])}]},
<Method.SRRC: 'SRRC'>: {'y': [{'x1': array([0.4718925]),
'x2': array([0.03849088]),
'x3': array([0.03696642])}]},
<Method.SSRC: 'SSRC'>: {'y': [{'x1': array([0.21363529]),
'x2': array([0.00073555]),
'x3': array([0.00206351])}]},
<Method.SPEARMAN: 'Spearman'>: {'y': [{'x1': array([0.47177886]),
'x2': array([0.03220921]),
'x3': array([0.04128518])}]}}
The main indices corresponds to the Spearman correlation indices
(this main method can be changed with CorrelationAnalysis.main_method
):
pprint.pprint(sensitivity_analysis.main_indices)
{'y': [{'x1': array([0.47177886]),
'x2': array([0.03220921]),
'x3': array([0.04128518])}]}
We can also get the input parameters sorted by decreasing order of influence:
sensitivity_analysis.sort_parameters("y")
['x1', 'x3', 'x2']
We can use the method CorrelationAnalysis.plot()
to visualize the different correlation coefficients:
sensitivity_analysis.plot("y", save=False, show=True)
<gemseo.post.dataset.radar_chart.RadarChart object at 0x7f28fd09d370>
Lastly,
the sensitivity indices can be exported to a Dataset
:
sensitivity_analysis.to_dataset()
Total running time of the script: (0 minutes 1.614 seconds)