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aiRtrafficNN/Code/python/notebooks/hyperparameter_scan_results.csv
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Model,Hidden Size,RNN Size,Step,Final Loss
RNN,16,32,1,372.1873533829399
RNN,16,64,1,371.67606353759766
RNN,16,128,1,328.19922903309697
RNN,32,32,1,376.71770842179006
RNN,32,64,1,369.6340640524159
RNN,32,128,1,281.8589802617612
RNN,64,32,1,378.75125188412875
RNN,64,64,1,405.08673095703125
RNN,64,128,1,1088.4633191979449
LSTM,16,32,1,152.01849580847698
LSTM,16,64,1,152.46532937754756
LSTM,16,128,1,39.81503051260243
LSTM,32,32,1,45.500295265861176
LSTM,32,64,1,51.218478575996734
LSTM,32,128,1,32.29804623645285
LSTM,64,32,1,105.44863045733908
LSTM,64,64,1,62.87264318051545
LSTM,64,128,1,170.77305080579674
GRU,16,32,1,23.525951261105746
GRU,16,64,1,20.953380501788594
GRU,16,128,1,50.10249718375828
GRU,32,32,1,149.08109225397524
GRU,32,64,1,40.437404922817066
GRU,32,128,1,34.31250389762547
GRU,64,32,1,154.5310813240383
GRU,64,64,1,47.95653426128885
GRU,64,128,1,263.4846937760063
RNN,16,32,5,326.2015085634978
RNN,16,64,5,384.77328723409903
RNN,16,128,5,1099.3475819463315
RNN,32,32,5,246.47076250159222
RNN,32,64,5,329.85308439835256
RNN,32,128,5,1098.7943765391474
RNN,64,32,5,477.369012583857
RNN,64,64,5,365.6013999607252
RNN,64,128,5,413.95318603515625
LSTM,16,32,5,24.514795303344727
LSTM,16,64,5,24.9299375285273
LSTM,16,128,5,34.382882035296895
LSTM,32,32,5,171.14435179337212
LSTM,32,64,5,185.21222504325536
LSTM,32,128,5,24.800554503565248
LSTM,64,32,5,183.13448831309444
LSTM,64,64,5,37.47129328354545
LSTM,64,128,5,51.097612007804535
GRU,16,32,5,30.631973432457965
GRU,16,64,5,30.393669625987176
GRU,16,128,5,55.05557930987814
GRU,32,32,5,54.14869615306025
GRU,32,64,5,167.3384770932405
GRU,32,128,5,50.49319474593453
GRU,64,32,5,170.90516430398694
GRU,64,64,5,153.55044091266134
GRU,64,128,5,53.40392129317574
RNN,16,32,10,285.0945102857507
RNN,16,64,10,361.18107339610225
RNN,16,128,10,320.00166884712553
RNN,32,32,10,359.23063095756197
RNN,32,64,10,351.7510011092476
RNN,32,128,10,126.81333442356275
RNN,64,32,10,336.1739501953125
RNN,64,64,10,342.61622918170434
RNN,64,128,10,208.79256007982337
LSTM,16,32,10,47.18654777692712
LSTM,16,64,10,35.0142301061879
LSTM,16,128,10,31.15265079166578
LSTM,32,32,10,57.50707398290219
LSTM,32,64,10,21.263865159905475
LSTM,32,128,10,39.93263937079388
LSTM,64,32,10,57.33804578366487
LSTM,64,64,10,52.7249521587206
LSTM,64,128,10,59.768143446549125
GRU,16,32,10,28.489941555520762
GRU,16,64,10,25.493946241295856
GRU,16,128,10,35.874996682871945
GRU,32,32,10,39.71779649154
GRU,32,64,10,33.58222509467083
GRU,32,128,10,36.87489372750987
GRU,64,32,10,55.22760449285092
GRU,64,64,10,168.17254008417544
GRU,64,128,10,76.96743749535602
RNN,16,32,30,245.38945504893428
RNN,16,64,30,303.7835593845533
RNN,16,128,30,1168.2417987325916
RNN,32,32,30,221.63304668924084
RNN,32,64,30,274.024205746858
RNN,32,128,30,1167.9884391452956
RNN,64,32,30,316.6191160782524
RNN,64,64,30,252.00204235574475
RNN,64,128,30,1168.0314676036005
LSTM,16,32,30,46.3279622119406
LSTM,16,64,30,32.77271196116572
LSTM,16,128,30,1168.1180778171706
LSTM,32,32,30,192.53192719169286
LSTM,32,64,30,40.278250404026195
LSTM,32,128,30,35.424202234848686
LSTM,64,32,30,51.08382113083549
LSTM,64,64,30,186.7356419770614
LSTM,64,128,30,177.50895442133364
GRU,16,32,30,35.31677892933721
GRU,16,64,30,34.573822394661285
GRU,16,128,30,55.778304846390434
GRU,32,32,30,65.31020172782566
GRU,32,64,30,37.21405522719674
GRU,32,128,30,38.621485295503035
GRU,64,32,30,120.50829563970152
GRU,64,64,30,75.70721891651984
GRU,64,128,30,189.14709671683934