# Copyright 2022
# 
# Authors: Xiao Guo, Yaojie Liu, Anil Jain, and Xiaoming Liu.
# 
# All Rights Reserved.s
# 
# This research is based upon work supported by the Office of the Director of 
# National Intelligence (ODNI), Intelligence Advanced Research Projects Activity
# (IARPA), via IARPA R&D Contract No. 2017-17020200004. The views and 
# conclusions contained herein are those of the authors and should not be 
# interpreted as necessarily representing the official policies or endorsements,
# either expressed or implied, of the ODNI, IARPA, or the U.S. Government. The 
# U.S. Government is authorized to reproduce and distribute reprints for 
# Governmental purposes not withstanding any copyright annotation thereon. 
# ==============================================================================
uv =[[0.19029412,0.19795537 ,0.21318457 ,0.22828290 ,0.24970947 ,0.28816611 ,0.33394283 ,0.39239809 ,0.47876307 ,0.56515092 ,0.62323409 ,0.66867208 ,0.70676976 ,0.72820741 ,0.74272829 ,0.75663871 ,0.76398379 ,0.25338903 ,0.28589997 ,0.32738855 ,0.36722445 ,0.40321609 ,0.55088127 ,0.58705842 ,0.62712812 ,0.66933709 ,0.70184904 ,0.47813031 ,0.47830373 ,0.47872066 ,0.47870359 ,0.43102017 ,0.45095450 ,0.47804111 ,0.50489837 ,0.52461874 ,0.30827355 ,0.33330417 ,0.36890128 ,0.40203944 ,0.37214473 ,0.33496466 ,0.55122417 ,0.58458656 ,0.62106317 ,0.64688802 ,0.61956245 ,0.58191341 ,0.37796655 ,0.41338006 ,0.45562238 ,0.47811818 ,0.50052267 ,0.54254669 ,0.57570505 ,0.54044306 ,0.51024377 ,0.47821599 ,0.44642609 ,0.41657540 ,0.38790068 ,0.44901687 ,0.47766650 ,0.50653827 ,0.56918079 ,0.50583494 ,0.47757983 ,0.44971457],
    [0.55190903,0.47428983 ,0.40360034 ,0.33980367 ,0.27118790 ,0.21624640 ,0.18327993 ,0.15577883 ,0.14014046 ,0.15676366 ,0.18313733 ,0.21531384 ,0.26951864 ,0.33780637 ,0.40212137 ,0.47324431 ,0.55168754 ,0.63735390 ,0.66241443 ,0.67068136 ,0.66713846 ,0.65712863 ,0.65805173 ,0.66828096 ,0.67205220 ,0.66368717 ,0.63796753 ,0.58252430 ,0.53523010 ,0.48812559 ,0.44775373 ,0.41256407 ,0.40846801 ,0.40317070 ,0.40854913 ,0.41281027 ,0.58095986 ,0.59604895 ,0.59652811 ,0.57966459 ,0.57139677 ,0.56953919 ,0.57967824 ,0.59695679 ,0.59599525 ,0.58050835 ,0.57008123 ,0.57134289 ,0.31730300 ,0.34064898 ,0.35593933 ,0.35154018 ,0.35593045 ,0.34062389 ,0.31715956 ,0.30086508 ,0.28950119 ,0.28752795 ,0.28963783 ,0.30076182 ,0.31932616 ,0.32959232 ,0.33032984 ,0.32936266 ,0.31900606 ,0.32014942 ,0.31873652 ,0.32043788],
    [0.54887491,0.55835652 ,0.56531715 ,0.58029217 ,0.61638439 ,0.68007606 ,0.75769442 ,0.82921398 ,0.85709274 ,0.82894272 ,0.75751764 ,0.68032110 ,0.61664295 ,0.58068472 ,0.56520522 ,0.55785143 ,0.54947090 ,0.79504120 ,0.84203368 ,0.87477297 ,0.89484525 ,0.90437353 ,0.90412331 ,0.89423305 ,0.87385195 ,0.84139013 ,0.79445726 ,0.91648984 ,0.95176858 ,0.98838627 ,0.99706292 ,0.91018295 ,0.92791700 ,0.93613458 ,0.92778808 ,0.90999144 ,0.82165444 ,0.85368645 ,0.85440493 ,0.84463143 ,0.85324180 ,0.84432119 ,0.84337026 ,0.85280263 ,0.85272932 ,0.82140154 ,0.84402239 ,0.85248041 ,0.86857969 ,0.91266698 ,0.93638903 ,0.93873996 ,0.93629760 ,0.91227442 ,0.86774820 ,0.90530455 ,0.92216164 ,0.92610627 ,0.92281538 ,0.90596151 ,0.87151438 ,0.91635096 ,0.92336667 ,0.91626322 ,0.87006092 ,0.91713434 ,0.92056626 ,0.91682398]]
lm_ref = [[42.022587,44.278061,48.761536,53.206482,59.514465,70.836105,84.312767,101.52200,126.94785,152.38043,169.48012,182.85706,194.07301,200.38426,204.65921,208.75444,210.91682,60.597733,70.168953,82.383194,94.110878,104.70682,148.17944,158.83000,170.62653,183.05284,192.62436,126.76157,126.81262,126.93536,126.93034,112.89234,118.76100,126.73531,134.64207,140.44775,76.755737,84.124748,94.604538,104.36041,95.559410,84.613594,148.28040,158.10228,168.84100,176.44383,168.39919,157.31531,97.273354,107.69909,120.13522,126.75800,133.35388,145.72574,155.48756,145.10645,136.21576,126.78679,117.42784,108.63980,100.19796,118.19057,126.62502,135.12486,153.56682,134.91780,126.59950,118.39597],
          [94.517975,117.36908,138.18005,156.96179,177.16229,193.33707,203.04239,211.13872,215.74265,210.84879,203.08437,193.61160,177.65372,157.54980,138.61548,117.67688,94.583191,69.363007,61.985199,59.551407,60.594437,63.541336,63.269577,60.258087,59.147827,61.610504,69.182358,85.504852,99.428253,113.29582,125.18130,135.54114,136.74701,138.30655,136.72314,135.46866,85.965424,81.523193,81.382126,86.346741,88.780792,89.327667,86.342728,81.255920,81.539001,86.098343,89.168091,88.796661,163.58600,156.71295,152.21146,153.50656,152.21408,156.72034,163.62823,168.42532,171.77084,172.35178,171.73062,168.45572,162.99039,159.96802,159.75090,160.03563,163.08463,162.74802,163.16397,162.66309]]
RANDOM_SEED = 123456789
REPEAT_TIME_LI = 3500
REPEAT_TIME_SP = 2000 
SAMPLE_NUM_TRAIN = 20000
SAMPLE_NUM_TEST  = 500