diff --git a/ b/ new file mode 100644 index 0000000..5429be7 --- /dev/null +++ b/ @@ -0,0 +1,10 @@ +epoch,acc,loss,val_acc,val_loss +0,0.99019604921340942,0.046035002544522287,0.99019604921340942,0.020854041104515393 +1,0.99850491285324094,0.0044736330397427086,0.99950981140136719,0.0052441131134401079 +2,0.9999754905700684,0.00034289386821910738,0.99852941036224363,0.020265103331560872 +3,1.0,0.00014107521037658443,1.0,6.5301563646850505e-07 +4,1.0,3.9074075903045011e-05,1.0,4.6218167426559376e-07 +5,0.99698528051376345,0.036446351134657107,1.0,0.00022183026012498886 +6,0.99977941513061519,0.0023301188932236981,1.0,4.9334175370555994e-05 +7,1.0,0.0002010444719417137,1.0,4.8534822781221011e-06 +8,1.0,7.2915542523332982e-05,1.0,5.5102440796872545e-07 diff --git a/ b/ new file mode 100644 index 0000000..53298c0 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..c72ec0f --- /dev/null +++ b/ @@ -0,0 +1,23 @@ +epoch,acc,loss,val_acc,val_loss +0,0.75789215564727785,0.63517274856567385,0.98856208721796668,0.56056170860926313 +1,0.95818628072738643,0.4598697632551193,0.99929738442103067,0.3742186228434245 +2,0.9947303831577301,0.26061131954193117,1.0,0.20527432064215342 +3,0.99958333969116209,0.13418183103203773,1.0,0.075077330072720841 +4,0.99870097637176514,0.07850967943668366,1.0,0.046288338800271354 +5,0.9957107782363892,0.057794634625315665,1.0,0.013017439718047778 +6,1.0,0.016311175376176833,1.0,0.0080262968937555943 +7,1.0,0.0083249524235725399,1.0,0.0062631009146571163 +8,1.0,0.0042826961493119594,1.0,0.0023463713936507703 +9,1.0,0.0028686766745522618,1.0,0.0020417254650965332 +10,1.0,0.0020038867369294167,1.0,0.0002860170711452762 +11,1.0,0.00082819891395047307,1.0,4.6903283267359562e-05 +12,1.0,0.00056298745039384812,1.0,5.1582107456245767e-05 +13,1.0,0.00031359774002339693,1.0,2.4793661699125853e-05 +14,1.0,0.00015564705827273429,1.0,1.4729910314296527e-05 +15,1.0,0.00018149726965930313,1.0,4.523399911704473e-06 +16,1.0,7.1240799843508282e-05,1.0,1.4496898984361905e-06 +17,1.0,1.6365347710234347e-05,1.0,8.4439145287736512e-07 +18,0.99877450466156004,0.015918949535080173,1.0,1.345365588652688e-06 +19,0.99080881476402283,0.090458436682820317,1.0,3.1548345699169049e-05 +20,0.99816175699234011,0.01656154864031123,1.0,6.6167919673413656e-05 +21,1.0,0.00019832345788017847,1.0,6.9042531201072652e-05 diff --git a/ b/ new file mode 100644 index 0000000..9041cf6 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..bf39fec --- /dev/null +++ b/ @@ -0,0 +1,16 @@ +epoch,acc,loss,val_acc,val_loss +0,0.99053919315338135,0.042618068307638167,0.99366011222203576,0.011657063104212283 +1,0.99919117689132686,0.0031672475452069193,0.99918300310770669,0.0079925894892464086 +2,1.0,0.00023445202350558247,1.0,9.3999304832929439e-06 +3,1.0,0.00013853557702532272,1.0,9.2941226246997153e-07 +4,1.0,4.8397613682027441e-05,1.0,2.8224427524037309e-07 +5,0.99911764860153196,0.013256272907892708,1.0,3.0853386855748492e-07 +6,1.0,6.7396108033790372e-05,1.0,1.674958288807223e-07 +7,1.0,2.4016935981308052e-05,1.0,1.3849634304582043e-07 +8,1.0,1.4914523816855763e-05,1.0,1.045532106521326e-07 +9,1.0,1.1322303200245187e-05,1.0,1.0078525699933986e-07 +10,1.0,3.7077401543683664e-06,1.0,1.0018833052072296e-07 +11,1.0,7.0842136921100975e-07,1.0,1.0018833052072296e-07 +12,1.0,1.1600582908499745e-06,1.0,1.0018833052072296e-07 +13,1.0,3.552295984832199e-06,1.0,1.0018833052072296e-07 +14,1.0,6.1806091764537998e-07,1.0,1.0018833052072296e-07 diff --git a/ b/ new file mode 100644 index 0000000..94a47ec Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..fa28b94 --- /dev/null +++ b/ @@ -0,0 +1,26 @@ +epoch,acc,loss,val_acc,val_loss +0,0.72428921163082127,0.64836229085922237,0.97263072331746414,0.58396840890248614 +1,0.95257352590560918,0.49461741149425509,0.99436274766921995,0.40885839660962425 +2,0.99627448916435246,0.30298499614000318,0.99941176573435464,0.2292755295832952 +3,0.99970588684082029,0.15839128121733664,1.0,0.092764600118001306 +4,0.9999754905700684,0.080571450665593153,1.0,0.04847888971368472 +5,0.99963235855102539,0.04513104744255543,1.0,0.016539707345267139 +6,1.0,0.019343564938753843,1.0,0.0088879144440094631 +7,1.0,0.0095784218981862061,1.0,0.0051851524660984673 +8,1.0,0.0044449517969042066,1.0,0.0018334329438706239 +9,1.0,0.0031322323018684985,1.0,0.0016556302395959695 +10,1.0,0.001587702229153365,0.99117647409439091,0.067412029579281801 +11,1.0,0.00084368649404495952,1.0,0.00016122360248118638 +12,1.0,0.00048068893956951795,1.0,6.5861872280947869e-05 +13,1.0,0.00031868838923401201,1.0,2.6894866459770127e-05 +14,1.0,9.8902759054908524e-05,1.0,1.8399946808737391e-05 +15,1.0,0.00013891789349145255,1.0,8.0363733407769665e-06 +16,1.0,5.578976015385706e-05,1.0,3.6767448212534265e-06 +17,1.0,2.1988696789776441e-05,1.0,1.1573061556191532e-06 +18,1.0,1.3338112012206693e-05,1.0,6.2567938812208008e-07 +19,1.0,7.6127784723212246e-06,1.0,3.1801287908213757e-07 +20,1.0,8.1631085777189589e-06,1.0,1.7161343540313586e-07 +21,1.0,3.2099975669552804e-06,1.0,5.700576859150412e-07 +22,1.0,4.0386173338902154e-06,1.0,3.0327279224214486e-07 +23,0.99963235855102539,0.0057506871967746061,1.0,2.8229652192142871e-07 +24,0.99154409766197205,0.1181505061686039,0.99542482693990075,0.051663089470950281 diff --git a/ b/ new file mode 100644 index 0000000..9ae9c52 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..5631e2c --- /dev/null +++ b/ @@ -0,0 +1,37 @@ +epoch,acc,loss,val_acc,val_loss +0,0.73299019336700444,0.64851663112640379,0.95972221295038862,0.58572392066319778 +1,0.94504902362823484,0.50044469833374028,0.9921241760253906,0.41524450580279032 +2,0.99286763668060307,0.30152556896209715,0.99918300708134966,0.23714569409688313 +3,0.99928922653198238,0.15417267829179765,1.0,0.090551702181498203 +4,0.9999754905700684,0.078761374577879906,1.0,0.048775543024142581 +5,1.0,0.043834035843610765,0.99901959896087644,0.021869177060822646 +6,1.0,0.020177485700696707,1.0,0.0078553278930485245 +7,1.0,0.0087682631798088554,1.0,0.0054451787223418558 +8,1.0,0.0043336529051885009,1.0,0.0023708642460405827 +9,1.0,0.0028041216777637602,1.0,0.0011409249389544129 +10,1.0,0.0016604220727458596,1.0,0.00060481715093677242 +11,1.0,0.00091563710011541841,1.0,0.00012557137524709104 +12,1.0,0.00052836498070973903,1.0,4.5116217127845935e-05 +13,1.0,0.00025947195390472186,1.0,2.1222821184589218e-05 +14,1.0,0.00012882718801847658,1.0,1.3552484900477186e-05 +15,1.0,0.00013528989511542023,1.0,6.6925478373984033e-06 +16,1.0,7.369993145402986e-05,0.99990196228027339,0.0013506396876285483 +17,1.0,3.0223600060708122e-05,1.0,6.1347874028191045e-07 +18,1.0,1.2979479970454122e-05,1.0,3.3852621944182223e-07 +19,1.0,8.2748894556061721e-06,0.99550652901331582,0.070703946414144528 +20,1.0,4.5467072368410296e-06,0.99918300310770669,0.013129415863318172 +21,1.0,5.7083445881289663e-06,1.0,2.6996220015007566e-07 +22,1.0,2.6890841922977415e-06,1.0,1.9462626426047792e-07 +23,1.0,1.1401065805216603e-06,1.0,1.5393955929236351e-07 +24,1.0,4.2841068932375491e-07,1.0,1.3072588937272181e-07 +25,1.0,4.867504529215694e-07,1.0,1.0347407908284367e-07 +26,1.0,4.0074948515211872e-07,1.0,1.0058209435707492e-07 +27,0.99955883026123049,0.0070983031765365469,1.0,1.0035507121604799e-07 +28,1.0,2.2333392593054669e-07,1.0,1.0023149362344459e-07 +29,1.0,1.2720956092948655e-07,0.99970588684082029,0.0047321033163432464 +30,1.0,1.3069120257114265e-07,0.99735294580459599,0.042588127339755033 +31,1.0,1.3138572327875408e-07,1.0,1.0018833052072296e-07 +32,1.0,1.1683011535978949e-07,1.0,1.0018833052072296e-07 +33,1.0,1.0743816645231163e-07,1.0,1.0018833052072296e-07 +34,1.0,1.1348684694212353e-07,0.99436273574829104,0.09066380651849025 +35,1.0,1.0737919780012817e-07,1.0,1.0018833052072296e-07 diff --git a/ b/ new file mode 100644 index 0000000..6224429 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..0475661 --- /dev/null +++ b/ @@ -0,0 +1,31 @@ +epoch,acc,loss,val_acc,val_loss +0,0.99019604921340942,0.051603883132338525,0.98980389833450322,0.049250573168198267 +1,0.99019604921340942,0.041060500591993329,0.99013069073359172,0.037303902705510456 +2,0.9905391991138458,0.025707023590803145,0.99019604921340942,0.020717288802067437 +3,0.99664216041564946,0.0096449103672057394,0.99962418874104819,0.0045540082268416878 +4,0.99938726425170898,0.0037672318983823063,1.0,0.0016414800425991415 +5,0.99975490570068359,0.0024553895927965641,1.0,0.00028716984961647541 +6,1.0,0.00063078343227971343,1.0,0.00012512278747938883 +7,1.0,0.00020293404595577157,1.0,0.00013282473955769091 +8,1.0,0.00014661868553957901,1.0,5.1426891392717762e-05 +9,1.0,4.8255130968755112e-05,1.0,4.1155533472192475e-05 +10,1.0,7.5768118222185876e-05,1.0,1.2660374401699907e-05 +11,1.0,4.8695583518565397e-05,1.0,1.1843718993986841e-06 +12,1.0,1.8964959144796013e-05,1.0,5.3053665093708939e-07 +13,1.0,8.7756842503949883e-06,1.0,2.9826878176208995e-07 +14,1.0,6.090902138566889e-06,1.0,1.5884281481248764e-07 +15,1.0,6.2225485862654754e-06,1.0,1.0990582287225455e-07 +16,1.0,4.2488906899507128e-06,1.0,1.0526090269043683e-07 +17,1.0,1.0660910533033529e-06,1.0,1.0304196157070086e-07 +18,1.0,4.3879867320129053e-06,1.0,1.0083307794654198e-07 +19,1.0,1.0699381562062627e-06,0.99647058645884201,0.056784135912532938 +20,1.0,2.3505413508928542e-07,0.99794117609659827,0.033124121558980354 +21,1.0,2.6921679747715642e-07,1.0,1.0077269318268614e-07 +22,1.0,2.691939343435479e-07,1.0,1.0041233148664712e-07 +23,1.0,1.800551636677028e-07,1.0,1.0019612185866814e-07 +24,1.0,1.4310487799207295e-07,1.0,1.0152066967824188e-07 +25,1.0,1.9169169647170746e-07,1.0,1.0018833052072296e-07 +26,1.0,1.3364021071993194e-07,1.0,1.0032857460373634e-07 +27,1.0,1.3125468854013888e-07,1.0,1.0061686642378239e-07 +28,1.0,1.1418372878324589e-07,1.0,1.006558212187277e-07 +29,1.0,1.0517198703041686e-07,1.0,1.0018833052072296e-07 diff --git a/ b/ new file mode 100644 index 0000000..045be9e Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..ea71794 --- /dev/null +++ b/ @@ -0,0 +1,19 @@ +epoch,acc,loss,val_acc,val_loss +0,0.72987746596336367,0.64726359248161314,0.96990195910135901,0.58435617685317998 +1,0.9488725423812866,0.49666365385055544,0.99941177368164058,0.41273854176203412 +2,0.99448528289794924,0.29911081790924071,0.99911764860153196,0.23075848619143169 +3,0.99977941513061519,0.15627928152680398,1.0,0.092878985404968264 +4,1.0,0.07291718795895577,1.0,0.047816211481889088 +5,1.0,0.044453203305602075,1.0,0.01509650181978941 +6,1.0,0.01817851224914193,1.0,0.0094930189351240795 +7,1.0,0.0087177136447280645,1.0,0.0049722453889747458 +8,1.0,0.0043857142794877287,1.0,0.0022262656285117069 +9,1.0,0.0030814956873655317,1.0,0.0015416147342572609 +10,1.0,0.0015018055273685604,1.0,0.00038166029456381998 +11,1.0,0.0008110685041174293,1.0,0.00014685410230110089 +12,1.0,0.0005682234565028921,1.0,4.9436848348705099e-05 +13,1.0,0.0001954767809365876,1.0,2.7260594652034343e-05 +14,0.9977941155433655,0.021405852832685923,1.0,8.0601635272614661e-05 +15,0.99279412627220154,0.054749641264788804,1.0,0.00028699383644076684 +16,1.0,0.00082428490859456363,1.0,8.9674736470139277e-05 +17,1.0,0.00026768492825794964,1.0,5.9767639322672038e-05 diff --git a/ b/ new file mode 100644 index 0000000..8009683 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..62afb08 --- /dev/null +++ b/ @@ -0,0 +1,37 @@ +epoch,acc,loss,val_acc,val_loss +0,0.72071078121662135,0.64355767369270322,0.96436273654301963,0.57677603960037227 +1,0.94416667819023137,0.48393037915229797,0.99619280497233076,0.41081119974454244 +2,0.99188722968101506,0.28876811712980271,1.0,0.23971873025099436 +3,0.99914216995239258,0.15401020646095276,1.0,0.091526039441426593 +4,1.0,0.081542814895510671,1.0,0.047643441210190457 +5,0.9999754905700684,0.050568984448909761,1.0,0.014852070435881614 +6,1.0,0.01935112550854683,1.0,0.010117737514277299 +7,1.0,0.0090345496777445074,1.0,0.0063481662111977734 +8,1.0,0.0048749343492090706,1.0,0.0027646820060908796 +9,1.0,0.002897903020493686,1.0,0.0018148517701774836 +10,1.0,0.001712625555228442,1.0,0.0011175787289782117 +11,1.0,0.00096159970853477712,1.0,0.00011253105525004988 +12,1.0,0.00070201924536377196,1.0,4.1129516951817398e-05 +13,1.0,0.000271851837169379,1.0,2.4255456931617422e-05 +14,1.0,0.00015929185319691898,1.0,1.1354571809836973e-05 +15,1.0,0.0002566051589383278,1.0,2.7075942853116429e-06 +16,0.99669116735458374,0.030842285248581902,1.0,5.163623942886867e-06 +17,0.9998774528503418,0.00085597551296814347,1.0,3.1449273592443207e-06 +18,1.0,0.00012239497555128765,1.0,1.6242919552193294e-06 +19,1.0,2.7589607361733216e-05,1.0,1.2208759926579661e-06 +20,1.0,1.0885085521294968e-05,1.0,1.3094190118560316e-06 +21,1.0,2.1014593676227379e-05,1.0,1.4556081358326385e-06 +22,1.0,4.413433762238128e-05,1.0,7.2713916097200129e-07 +23,1.0,2.0092934596505076e-05,1.0,5.156725440732165e-07 +24,1.0,1.7922644133250287e-06,1.0,5.1081281071674312e-07 +25,1.0,2.171998374933537e-06,1.0,4.0141054569176049e-07 +26,1.0,2.2953378902457191e-06,1.0,3.6853885679496067e-07 +27,1.0,8.6101083411449515e-06,1.0,1.783926270112109e-07 +28,1.0,5.7595522804376742e-06,1.0,1.3611796134682663e-07 +29,1.0,2.3893036171784843e-07,1.0,1.6758479451558135e-07 +30,1.0,3.296363317417672e-07,1.0,1.336628391375901e-07 +31,1.0,1.8941319694931736e-07,1.0,1.1060008328437713e-07 +32,1.0,1.7550251811826457e-07,1.0,1.4195265407579427e-07 +33,1.0,1.7605303739287593e-07,1.0,1.3739771939450899e-07 +34,1.0,2.1289497738052886e-07,1.0,1.4899270818583926e-07 +35,1.0,1.5700864537393499e-07,1.0,1.42641077142495e-07 diff --git a/ b/ new file mode 100644 index 0000000..fa46a05 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..6ce0016 --- /dev/null +++ b/ @@ -0,0 +1,17 @@ +epoch,acc,loss,val_acc,val_loss +0,0.74924020171165462,0.64718656539916997,0.95962417125701904,0.59157867431640621 +1,0.95247548818588257,0.4910001218318939,0.99821895360946655,0.42209528088569642 +2,0.99274509549140932,0.29809052050113677,1.0,0.24339580635229746 +3,0.99926471710205078,0.15144192278385163,1.0,0.082797649006048843 +4,0.9998774528503418,0.07182435505092144,1.0,0.042489124834537505 +5,0.9977941155433655,0.051858587190508842,1.0,0.01978699682901303 +6,1.0,0.022969556972384453,1.0,0.0076765795238316059 +7,1.0,0.0071658447850495577,1.0,0.0053316282108426096 +8,1.0,0.0041041400749236342,1.0,0.0025554002883533635 +9,1.0,0.0022360185161232949,1.0,0.001479155981602768 +10,1.0,0.0016008039237931371,1.0,0.00088580094549494488 +11,1.0,0.00077433359110727911,1.0,8.740434714127332e-05 +12,0.99338235259056096,0.04312170794000849,1.0,0.00038963469948309165 +13,0.99191176891326904,0.044295691512525083,1.0,0.0010017003553609053 +14,1.0,0.0023120210622437297,1.0,0.00047708569909445944 +15,1.0,0.001811516983434558,1.0,0.00020558194373734295 diff --git a/ b/ new file mode 100644 index 0000000..085b107 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..8923aae --- /dev/null +++ b/ @@ -0,0 +1,29 @@ +epoch,acc,loss,val_acc,val_loss +0,0.7538970410823822,0.63552698493003845,0.99259801705678308,0.55619116624196374 +1,0.9609558761119843,0.46357174217700958,0.99950980345408125,0.36673652927080791 +2,0.99705882072448726,0.2573189616203308,0.99983660380045569,0.20401963492234548 +3,0.9999509811401367,0.13035610914230347,1.0,0.075677164892355597 +4,1.0,0.068690568581223493,0.99794117609659827,0.04812750493486722 +5,1.0,0.037682653404772282,1.0,0.010206278786063195 +6,1.0,0.016551458928734063,1.0,0.0078713255623976391 +7,1.0,0.0060131807811558248,1.0,0.0063139992455641426 +8,1.0,0.0032880709972232581,1.0,0.0023260441919167834 +9,1.0,0.0020783515530638395,1.0,0.0019175626647969088 +10,1.0,0.0016813888214528561,1.0,0.00020522652290916692 +11,1.0,0.00097736844618339096,1.0,5.8075277047464623e-05 +12,1.0,0.00058423051377758388,1.0,2.508903999114409e-05 +13,1.0,0.00028355755930533635,1.0,1.1536157580849249e-05 +14,1.0,0.00011108634789707139,1.0,5.0659645694395296e-06 +15,0.9998529434204102,0.0017861310356238392,1.0,1.9143795877122709e-06 +16,1.0,6.7850120467483071e-05,1.0,1.1545093760408539e-06 +17,1.0,2.8796418382626145e-05,1.0,6.2030416453732571e-07 +18,1.0,1.4379474714587559e-05,1.0,3.4302727272006448e-07 +19,1.0,7.6591693868977024e-06,1.0,2.2876150467254775e-07 +20,1.0,3.9800612285034728e-06,1.0,4.8818621299536367e-07 +21,1.0,4.4240534634809588e-06,1.0,3.7557341935704851e-07 +22,1.0,2.455362164255348e-06,1.0,2.2486195329444552e-07 +23,1.0,1.6946084400615291e-06,1.0,1.2501918907522244e-07 +24,1.0,4.9449467098838795e-07,1.0,2.5102052632064441e-07 +25,1.0,1.0264646050472948e-06,1.0,1.6021054705106508e-07 +26,1.0,9.3829844445281201e-07,1.0,1.3194388088777486e-07 +27,1.0,3.1359855228174639e-07,1.0,1.5686135270698288e-07 diff --git a/ b/ new file mode 100644 index 0000000..23d9ca7 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..aaae26a --- /dev/null +++ b/ @@ -0,0 +1,10 @@ +epoch,acc,loss,val_acc,val_loss +0,0.760024505853653,0.63272671103477474,0.96640523672103884,0.55046323140462239 +1,0.958725494146347,0.45469075143337251,0.99990196228027339,0.37290627559026085 +2,0.99588233828544614,0.25842000693082812,1.0,0.20364971856276196 +3,0.99968137741088869,0.12026982679963112,1.0,0.077442870040734607 +4,1.0,0.0675218541175127,1.0,0.03930238038301468 +5,1.0,0.040072049200534823,1.0,0.01331232227385044 +6,1.0,0.014354444388300181,1.0,0.0055729027527074019 +7,1.0,0.0057491376297548417,1.0,0.0048644494575758772 +8,1.0,0.0035294897621497511,0.9935457428296407,0.045537320586542286 diff --git a/ b/ new file mode 100644 index 0000000..028264b Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..76d7185 --- /dev/null +++ b/ @@ -0,0 +1,19 @@ +epoch,acc,loss,val_acc,val_loss +0,0.99544116258621218,0.01953862910741009,1.0,0.00036331055550059923 +1,0.99419117569923399,0.029924864709028044,0.99750000635782876,0.010043516103178263 +2,0.9886274576187134,0.037461949326097962,1.0,0.0044545249858250219 +3,0.9998039245605469,0.0018389691336778923,1.0,0.0002154749536809201 +4,1.0,0.00022025892903911881,1.0,7.8022074497615304e-05 +5,1.0,7.4469594437687192e-05,1.0,3.0066538026100415e-06 +6,1.0,1.2697849570031394e-05,1.0,4.2432868212927135e-06 +7,1.0,8.0228991464537106e-06,1.0,4.5867294981386903e-06 +8,1.0,4.9189136234417671e-06,1.0,8.1419748691284133e-07 +9,1.0,5.9868718267352961e-06,1.0,5.6313522046972744e-07 +10,1.0,1.4165463085191731e-06,1.0,1.1496317663765391e-07 +11,1.0,9.1391567025311815e-07,1.0,1.1926494446849272e-07 +12,1.0,2.4913953325267359e-06,1.0,1.0051669505628524e-07 +13,1.0,4.4754175902994576e-07,1.0,1.0030909625887338e-07 +14,0.9977941155433655,0.024258231415004872,1.0,0.00023778329875009756 +15,0.99139705300331116,0.034899935300927609,1.0,0.0037323674031843742 +16,0.9999754905700684,0.00052799687546212226,1.0,0.00058223184314556422 +17,1.0,0.00023108984969439917,1.0,4.0524788588906327e-05 diff --git a/ b/ new file mode 100644 index 0000000..146ba33 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..89fa6df --- /dev/null +++ b/ @@ -0,0 +1,37 @@ +epoch,acc,loss,val_acc,val_loss +0,0.73973038792610168,0.64222182631492619,0.97625817855199182,0.57056441307067873 +1,0.95357842445373531,0.4658976376056671,0.99880718787511191,0.39725283980369569 +2,0.99485294222831722,0.26283072978258132,1.0,0.2204982300599416 +3,0.99941177368164058,0.14064110666513444,1.0,0.079240951935450235 +4,0.9999754905700684,0.068470304459333414,0.999346399307251,0.047477545340855916 +5,1.0,0.040913463383913037,1.0,0.012483415752649307 +6,1.0,0.019547854363918305,1.0,0.0082024538889527328 +7,1.0,0.0074136008974164721,1.0,0.0049586328522612652 +8,1.0,0.0035940912319347264,1.0,0.0018168245054160554 +9,1.0,0.0028154088999144734,1.0,0.0018295053935920198 +10,1.0,0.0015246757422573865,1.0,0.00038717936840839686 +11,1.0,0.00073848362953867765,1.0,0.00010813067541069662 +12,1.0,0.00047520362713839861,1.0,4.9464040057500827e-05 +13,1.0,0.00024508150891051629,1.0,2.6318268646718933e-05 +14,1.0,0.00011036172472813632,1.0,1.8469872096223601e-05 +15,0.99583333134651186,0.037726853029744233,1.0,3.6241382743658809e-05 +16,0.99235293865203855,0.057206567097455266,1.0,4.5231604356861981e-05 +17,1.0,0.0007323842422920279,1.0,2.2285579446664391e-05 +18,1.0,0.0005370329665311147,1.0,1.233437075522185e-05 +19,1.0,0.00032439659407828002,1.0,7.9210389230865989e-06 +20,1.0,3.8505674456246195e-05,1.0,2.2161884832409365e-05 +21,1.0,6.9074411294423049e-05,1.0,2.4185364721536948e-05 +22,1.0,0.00011538860599102918,1.0,1.474824124064374e-05 +23,1.0,0.00011193734462722205,1.0,3.3034696267956557e-06 +24,1.0,9.7702824859879904e-06,1.0,2.946883114418597e-06 +25,1.0,7.4341925937915223e-06,1.0,2.1530772755795624e-06 +26,1.0,1.0372517726864316e-05,1.0,1.3658334713303097e-06 +27,1.0,1.1115568941022503e-05,1.0,6.520586566693964e-07 +28,1.0,1.3644359478348634e-05,1.0,3.0497126601858326e-07 +29,1.0,8.0584716073417444e-07,1.0,9.021699005036983e-07 +30,1.0,2.9625767581364928e-07,1.0,1.1270456582224141e-06 +31,1.0,3.7633128044944899e-07,1.0,1.3551455613954506e-07 +32,1.0,2.6106136061798681e-07,1.0,6.7864740079433738e-07 +33,1.0,1.9629440615176463e-07,1.0,5.0543956907252627e-07 +34,1.0,1.6253658259302027e-07,1.0,1.7112605045592016e-07 +35,1.0,1.414633231888729e-07,1.0,1.560317845890798e-07 diff --git a/ b/ new file mode 100644 index 0000000..2a04376 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..8887432 --- /dev/null +++ b/ @@ -0,0 +1,25 @@ +epoch,acc,loss,val_acc,val_loss +0,0.7301960706710815,0.6402712404727936,0.96828429698944096,0.57464919884999588 +1,0.95058823227882383,0.48387026488780976,0.99751633803049722,0.40897295673688255 +2,0.9936519503593445,0.29088857024908066,1.0,0.23558201591173808 +3,0.99946079254150388,0.14957316145300864,1.0,0.09941778182983399 +4,1.0,0.077076572924852371,1.0,0.051647857576608655 +5,1.0,0.049272774532437322,1.0,0.011404681019484997 +6,1.0,0.016484769620001317,1.0,0.011253029108047485 +7,1.0,0.0081195713486522433,1.0,0.0072376095689833161 +8,1.0,0.0044988178415223956,1.0,0.0027086046990007161 +9,1.0,0.0030813586898148062,1.0,0.0021150059144323069 +10,1.0,0.0019524340284988284,1.0,0.0003414747266409298 +11,1.0,0.00093546449788846071,1.0,6.2636174213063586e-05 +12,1.0,0.00070845917216502132,1.0,2.8312533201339343e-05 +13,1.0,0.00026329705870011824,1.0,1.394537005883952e-05 +14,1.0,0.00013848212402081116,1.0,1.1929406718991232e-05 +15,1.0,0.00025164875551126898,1.0,3.4693489700051334e-06 +16,1.0,9.268191679439042e-05,1.0,5.741848137101139e-07 +17,1.0,1.6087028757283407e-05,1.0,3.55891838429064e-07 +18,1.0,2.2745941851098906e-05,1.0,1.87169034878328e-07 +19,1.0,7.4156629921162676e-06,1.0,1.5574247432444585e-07 +20,1.0,4.8219243240055219e-06,1.0,5.3674718856200345e-07 +21,1.0,3.5144131743436446e-06,1.0,5.3620062014185046e-07 +22,1.0,1.016847614891958e-05,1.0,2.5649116253134707e-07 +23,1.0,2.1999716011578132e-06,1.0,1.6536012878987094e-07 diff --git a/ b/ new file mode 100644 index 0000000..9126895 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..e69de29 diff --git a/ b/ new file mode 100644 index 0000000..038a29a --- /dev/null +++ b/ @@ -0,0 +1,13 @@ +epoch,acc,loss,val_acc,val_loss +0,0.99019604921340942,0.051234757155179979,0.98799018462498978,0.058061820516983671 +1,0.99019604921340942,0.041965942084789279,0.99006533225377402,0.039087206870317456 +2,0.9906127274036407,0.027559658512473106,0.99019604921340942,0.024602438509464263 +3,0.99453428983688352,0.014648886583745479,0.99779412746429441,0.0070805334486067299 +4,0.99791668653488164,0.0072134598158299923,1.0,0.0031492586868504683 +5,0.99786763191223149,0.011372375790961087,1.0,0.00073048537209009128 +6,0.99977941513061519,0.0021311906166374683,1.0,0.00037740049301646648 +7,1.0,0.0006178231327794492,1.0,0.0003229004767490551 +8,0.99911764860153196,0.0084336165280546986,1.0,0.00032567760790698231 +9,0.98928921818733218,0.071834431588649744,1.0,0.0027602336059014002 +10,0.99642157554626465,0.020114490203559397,1.0,0.0029799947437519829 +11,0.99990196228027339,0.0020412635640241206,1.0,0.00033127718876736859 diff --git a/ b/ new file mode 100644 index 0000000..5e6445d Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..dcfeba3 --- /dev/null +++ b/ @@ -0,0 +1,25 @@ +epoch,acc,loss,val_acc,val_loss +0,0.75409313440322878,0.64037975668907166,0.96784314314524333,0.57641633749008181 +1,0.95507352352142338,0.47649789750576022,0.99754901727040612,0.39617239435513812 +2,0.99485294222831722,0.28647588491439818,1.0,0.22386261820793152 +3,0.99960784912109379,0.15172426998615265,1.0,0.08938026080528895 +4,1.0,0.075990214943885803,1.0,0.044884114215771355 +5,1.0,0.045763326808810234,1.0,0.011859906092286109 +6,1.0,0.018323180358856918,1.0,0.010335454686234395 +7,1.0,0.0082230803556740291,1.0,0.0081156109459698204 +8,1.0,0.0043823899002745749,1.0,0.0028790180571377278 +9,1.0,0.0026014257222414018,1.0,0.0020108363823965192 +10,1.0,0.0017902340274304151,1.0,0.00064291526020194092 +11,1.0,0.0010123011190444231,1.0,8.0214837604823216e-05 +12,1.0,0.00059962175728287546,1.0,5.1562953376560469e-05 +13,1.0,0.00025748245898284952,1.0,2.787080047710333e-05 +14,1.0,0.00011953505199926439,1.0,1.3865228053570415e-05 +15,1.0,0.00016712791766622105,1.0,3.0894261423478991e-06 +16,1.0,7.5295729038771236e-05,0.99321893850962317,0.097510075470017915 +17,1.0,1.9973564485553651e-05,1.0,9.3512283380429535e-07 +18,1.0,1.3761689615421346e-05,0.99166667064030967,0.12426851501345861 +19,1.0,7.1985103659244484e-06,1.0,3.0528153350436089e-07 +20,1.0,2.7805403192360246e-06,1.0,4.7404234730189881e-07 +21,1.0,3.8397571415771381e-06,1.0,7.2486582212150099e-07 +22,0.99852941036224363,0.019661593615785476,1.0,9.4023293020957981e-07 +23,0.99669116735458374,0.044397091124483271,1.0,1.2088407440084362e-06 diff --git a/ b/ new file mode 100644 index 0000000..ce7971c Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..90d87cb --- /dev/null +++ b/ @@ -0,0 +1,25 @@ +epoch,acc,loss,val_acc,val_loss +0,0.99019604921340942,0.050322402641177176,0.99019604921340942,0.045746843765179318 +1,0.99019604921340942,0.041034584119915965,0.98999997377395632,0.036110903322696689 +2,0.99073528051376347,0.025924253836274148,0.99019604921340942,0.019967605421940485 +3,0.99620096683502202,0.010547198913991451,0.99937909444173179,0.0052719790488481525 +4,0.99877451658248906,0.005124757741577923,1.0,0.0019545296595121424 +5,0.99977941513061519,0.0022620991803705692,1.0,0.00025597656397925071 +6,1.0,0.00064750975434435531,1.0,0.00016845629434101284 +7,0.9999754905700684,0.00031407661590492352,1.0,0.00014648863095014045 +8,1.0,0.00016396905557485296,1.0,5.2486884184569743e-05 +9,1.0,0.00012676772894337773,1.0,2.9332689276391951e-05 +10,1.0,7.2695217386353758e-05,1.0,6.2900976445234846e-06 +11,1.0,4.5594763469125611e-05,1.0,1.032170949126036e-06 +12,1.0,4.071213716088096e-05,1.0,2.7156524140536931e-07 +13,1.0,1.0950475507343072e-05,1.0,1.746373442301774e-07 +14,1.0,4.526900556811597e-06,1.0,1.6977831478470763e-07 +15,1.0,1.098926630902497e-05,1.0,1.2364040458123782e-07 +16,1.0,7.114851220535456e-06,1.0,1.0693574618395966e-07 +17,1.0,1.1433246342562598e-06,1.0,1.0186544727730506e-07 +18,1.0,9.3842081412276461e-07,1.0,1.0097137419506907e-07 +19,1.0,4.5558674628409789e-07,1.0,1.0044934034188676e-07 +20,1.0,4.2057294109554276e-07,1.0,1.0087494691409422e-07 +21,1.0,5.805218691534719e-07,1.0,1.0316077947436497e-07 +22,1.0,8.7195520563909663e-07,1.0,1.0119928314603991e-07 +23,1.0,1.4559140950609618e-07,1.0,1.005798514105057e-07 diff --git a/ b/ new file mode 100644 index 0000000..a875f7d Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..5430e05 --- /dev/null +++ b/ @@ -0,0 +1,17 @@ +epoch,acc,loss,val_acc,val_loss +0,0.71291665434837337,0.65213223099708562,0.96290850639343262,0.59470714728037521 +1,0.93644608259201045,0.51071316301822667,0.998006530602773,0.4328612228234609 +2,0.99191175699234013,0.3166682183742523,0.99970587889353435,0.24704395631949108 +3,0.99924020767211919,0.16375622451305388,1.0,0.093016668160756433 +4,0.9998774528503418,0.087640156969428062,1.0,0.055767347415288292 +5,0.99730390310287476,0.060666867345571515,1.0,0.020712114249666531 +6,0.99963235855102539,0.022290325257927179,1.0,0.0091523778314391777 +7,1.0,0.009549043700098991,1.0,0.0064007448963820934 +8,1.0,0.0047571798553690311,1.0,0.0022886144462972878 +9,1.0,0.0028581067803315819,1.0,0.0017079097994913658 +10,1.0,0.0024277984513901172,1.0,0.00032968908975211284 +11,1.0,0.00091195860877633093,1.0,0.00012751457203800479 +12,0.99191176891326904,0.052999951969832183,1.0,0.00067188597749918695 +13,0.99338235259056096,0.034877763316035273,1.0,0.00085539399102951092 +14,1.0,0.0019299757783301174,1.0,0.0005486190901137888 +15,1.0,0.0018529294873587787,1.0,0.00026065189255556714 diff --git a/ b/ new file mode 100644 index 0000000..ca9d20b Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..e69de29 diff --git a/ b/ new file mode 100644 index 0000000..c8b953f --- /dev/null +++ b/ @@ -0,0 +1,26 @@ +epoch,acc,loss,val_acc,val_loss +0,0.98688725233078001,0.068696366995573049,0.98985291719436641,0.051801205178101856 +1,0.99019604921340942,0.047529320418834689,0.98978755076726277,0.045501527935266496 +2,0.99019604921340942,0.038163165748119357,0.98993461529413862,0.034350468466679253 +3,0.99093134999275212,0.024098524823784828,0.99362742900848389,0.015588503703474999 +4,0.99573527574539189,0.011585999885573984,0.99276142915089927,0.038850562771161397 +5,0.99887256622314458,0.0056284138932824138,1.0,0.0011992241333549222 +6,0.99990196228027339,0.0018849126412533224,1.0,0.00058444391276376944 +7,1.0,0.00071139623178169127,1.0,0.00044737877324223517 +8,1.0,0.00042353444587206468,1.0,9.7907454134353125e-05 +9,1.0,0.00019710898195626214,1.0,7.1677032732016721e-05 +10,1.0,0.00017704700694594068,1.0,1.5467140777521611e-05 +11,1.0,6.7834320725523872e-05,1.0,3.8439809486590093e-06 +12,1.0,5.254215830063913e-05,1.0,1.0861705201629472e-06 +13,1.0,2.4658993515913609e-05,1.0,4.2066264806332279e-07 +14,1.0,2.0753825106112343e-05,1.0,2.6946165595139365e-07 +15,1.0,1.804568832994846e-05,1.0,1.8135156570527519e-07 +16,0.99911764860153196,0.011730852097252864,1.0,2.8789203554424603e-07 +17,1.0,9.245718661077263e-06,1.0,1.6603790129465778e-07 +18,1.0,8.3494628484004359e-06,1.0,1.4029783415026032e-07 +19,1.0,1.1027941013708187e-05,1.0,1.2135840563587407e-07 +20,1.0,3.5478815732403747e-06,1.0,1.1565036999172662e-07 +21,1.0,9.1629276539606508e-06,1.0,1.8567643564892932e-07 +22,0.99852941036224363,0.022014187732884237,1.0,5.8442155174513266e-07 +23,1.0,1.2496551971707958e-05,1.0,4.7562502345499526e-07 +24,1.0,5.3825589020561889e-06,0.99823529322942095,0.026785458761082737 diff --git a/ b/ new file mode 100644 index 0000000..16891bb Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..c327e5f --- /dev/null +++ b/ @@ -0,0 +1,23 @@ +epoch,acc,loss,val_acc,val_loss +0,0.73931372165679932,0.64370893836021426,0.97630718946456907,0.57928551435470577 +1,0.94926470518112183,0.48636838495731355,0.99735294183095291,0.40772151152292885 +2,0.99512253999710087,0.2818297013640404,1.0,0.22795088092486063 +3,0.99090685248374943,0.15851171985268592,1.0,0.084002177913983664 +4,0.99742646217346187,0.076894801855087277,1.0,0.039523962140083316 +5,1.0,0.0428660636767745,1.0,0.017935718347628912 +6,1.0,0.019540856126695871,1.0,0.0072385863090554869 +7,1.0,0.0071610206272453066,1.0,0.004843559488654137 +8,1.0,0.0040163049241527917,1.0,0.0021367253192390006 +9,1.0,0.001938639592844993,1.0,0.0020951300160959364 +10,1.0,0.0016384426562581211,1.0,0.00027177670369079958 +11,1.0,0.00071700606495141985,1.0,0.00012460653233574702 +12,1.0,0.0006014978134771809,1.0,3.9782555541023611e-05 +13,1.0,0.00031684491623309443,1.0,1.5767999805878692e-05 +14,1.0,0.00011354559792380315,1.0,6.8151145266407793e-06 +15,1.0,0.00013382711404119618,1.0,2.5647981071112252e-06 +16,0.99877450466156004,0.01215780503989663,1.0,3.143657371159255e-06 +17,1.0,6.8304073829494888e-05,1.0,1.8354197284982849e-06 +18,0.99691176414489746,0.030326176820108231,0.99460784594217932,0.06259843565430856 +19,1.0,7.8710815796512182e-05,0.99872549374898278,0.014928028800068206 +20,1.0,2.8123516131017823e-05,1.0,1.3336135877276926e-05 +21,1.0,3.6016785270476251e-05,1.0,1.094469052986824e-05 diff --git a/ b/ new file mode 100644 index 0000000..646f1b9 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..93ef4e7 --- /dev/null +++ b/ @@ -0,0 +1,9 @@ +epoch,acc,loss,val_acc,val_loss +0,0.9990196049213409,0.0055400818761071943,0.9994280974070231,0.0091978678165133936 +1,1.0,1.0018833052072296e-07,0.99882353146870928,0.018928112597987479 +2,1.0,1.0018833052072296e-07,0.99901961088180546,0.015773444502900701 +3,1.0,1.0018833052072296e-07,1.0,1.0018833052072296e-07 +4,1.0,1.0018833052072296e-07,1.0,1.0018833052072296e-07 +5,1.0,1.0018833052072296e-07,0.99346404075622563,0.10511744069409872 +6,1.0,1.0018833052072296e-07,1.0,1.0018833052072296e-07 +7,1.0,1.0018833052072296e-07,1.0,1.0018833052072296e-07 diff --git a/ b/ new file mode 100644 index 0000000..f7ed871 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..d4de1bd --- /dev/null +++ b/ @@ -0,0 +1,38 @@ +epoch,acc,loss,val_acc,val_loss +0,0.72419117689132695,0.65148958563804626,0.97294116814931231,0.59427183866500854 +1,0.94749998450279238,0.49370657205581664,0.99364379247029622,0.440357514222463 +2,0.99500000476837158,0.29413631856441497,1.0,0.25527089933554331 +3,0.99833333492279053,0.15836205184459687,1.0,0.087545411288738245 +4,0.9903431236743927,0.10405113026499749,1.0,0.048931130021810529 +5,0.9944852888584137,0.069951311498880384,1.0,0.025883869702617326 +6,1.0,0.027985813748091459,1.0,0.0069467855306963129 +7,1.0,0.008806984685361386,1.0,0.0046010751898090041 +8,1.0,0.0051073928130790595,1.0,0.0029811465802292028 +9,1.0,0.002412191196344793,1.0,0.0010766233899630606 +10,1.0,0.0017966274055652321,1.0,0.00055254420343165593 +11,1.0,0.00072499194648116831,1.0,0.00021835170434011768 +12,1.0,0.00065399973827879872,1.0,0.00024360516739155476 +13,1.0,0.00024222471547545864,1.0,7.5639253918780017e-05 +14,1.0,0.00016146527414093726,1.0,5.5228783943069477e-05 +15,1.0,0.00020437369093997403,1.0,2.423014054026377e-05 +16,0.99911764860153196,0.010406691449315986,1.0,1.4120747315852593e-05 +17,1.0,6.997610980761238e-05,1.0,1.8487291375398248e-06 +18,1.0,4.4627580064116049e-05,1.0,1.2259671408780075e-05 +19,1.0,3.5766490327659994e-05,1.0,9.8856358818011355e-06 +20,1.0,7.3027650387302858e-06,1.0,1.1101832569693214e-06 +21,1.0,1.3354847214941402e-05,1.0,4.1935435547202363e-06 +22,1.0,9.7702052244130755e-06,1.0,1.7203228878770461e-06 +23,1.0,1.1663827262964332e-05,1.0,1.4861040066686353e-07 +24,1.0,2.1954548230951333e-06,1.0,1.390756258009181e-07 +25,1.0,1.2163099881945528e-06,1.0,2.9465160290934969e-07 +26,1.0,1.2366706357624934e-06,1.0,1.2362216068595443e-07 +27,1.0,2.1237946299379473e-06,1.0,1.052746659032285e-07 +28,1.0,2.7319880132381512e-06,1.0,1.0173183350540663e-07 +29,1.0,3.8643029398599538e-07,1.0,1.1642847918362046e-07 +30,1.0,2.0256319999134575e-07,1.0,1.0146123135731008e-07 +31,1.0,1.322814561888208e-07,1.0,1.130138599592101e-07 +32,1.0,2.3936292521398171e-07,1.0,1.0093230571328604e-07 +33,1.0,1.3516371524247007e-07,1.0,1.0333638490086136e-07 +34,1.0,1.1702736770757838e-07,1.0,1.0253857567477098e-07 +35,1.0,1.2092709340549844e-07,1.0,1.1056094422201568e-07 +36,1.0,1.2265601938565852e-07,1.0,1.11022384885473e-07 diff --git a/ b/ new file mode 100644 index 0000000..3d5d268 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..b56d33a --- /dev/null +++ b/ @@ -0,0 +1,37 @@ +epoch,acc,loss,val_acc,val_loss +0,0.72629899978637691,0.64588211774826054,0.96316993236541748,0.57546010812123616 +1,0.94580884575843815,0.47720500230789187,0.99558823903401694,0.39812189539273579 +2,0.99274507761001585,0.27350996136665345,1.0,0.22320720156033833 +3,0.99953432083129878,0.14554861858487128,1.0,0.082333266238371533 +4,1.0,0.072286900505423551,1.0,0.043807087838649748 +5,1.0,0.040243683382868767,1.0,0.015724827535450459 +6,1.0,0.017868381552398206,1.0,0.0074668453695873422 +7,1.0,0.0078847500961273902,1.0,0.0050780330784618855 +8,1.0,0.0040773290675133467,1.0,0.0023176259361207484 +9,1.0,0.0026897110044956209,1.0,0.0015642989349241058 +10,1.0,0.0016125556430779397,1.0,0.00048485357353153329 +11,1.0,0.00076875316735822705,1.0,9.0187729316918797e-05 +12,1.0,0.00051795620820485058,1.0,3.965923679061234e-05 +13,1.0,0.00026982171839335934,1.0,2.4228449304549335e-05 +14,1.0,0.00013001808110857382,1.0,1.2537767118677341e-05 +15,1.0,0.00010727754961408209,1.0,5.9507138151578449e-06 +16,0.99595586657524104,0.042906806032624444,1.0,1.4358914874416466e-05 +17,0.99963235855102539,0.0032222489153355127,1.0,8.1137503002537421e-06 +18,1.0,0.00010843885593203595,1.0,5.3463907837188645e-06 +19,1.0,6.7335878520680131e-05,1.0,4.0767873239625864e-06 +20,1.0,2.9740404079348083e-05,1.0,7.6136890735748848e-06 +21,1.0,4.102898601558991e-05,1.0,5.4227681782019017e-06 +22,1.0,2.7633254376269178e-05,1.0,3.676395620762681e-06 +23,1.0,3.3027658810169668e-05,1.0,2.5553313056055535e-06 +24,1.0,6.8061762704019204e-06,1.0,2.8512009672946685e-06 +25,1.0,5.4422852940660963e-06,1.0,2.0481609226408182e-06 +26,1.0,6.7426842633722117e-06,1.0,1.1485240368832214e-06 +27,1.0,6.8787524241997747e-06,1.0,1.3239658755992423e-06 +28,1.0,4.5277626497863824e-06,1.0,4.4060187936641645e-07 +29,1.0,9.5177145169600404e-07,1.0,6.0048956053530369e-07 +30,1.0,2.8547364792075316e-07,1.0,3.8381230448673402e-07 +31,1.0,4.3644170517609381e-07,1.0,1.6282254099072208e-07 +32,1.0,2.118745769053021e-07,1.0,3.0438975310668564e-07 +33,1.0,2.8437104049316986e-07,1.0,2.4780978170232022e-07 +34,1.0,1.8811499842286138e-07,1.0,1.9931708360824512e-07 +35,1.0,1.506154220010103e-07,1.0,2.0663032576824965e-07 diff --git a/ b/ new file mode 100644 index 0000000..ff10c91 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..e69de29 diff --git a/ b/ new file mode 100644 index 0000000..b3de322 --- /dev/null +++ b/ @@ -0,0 +1,35 @@ +epoch,acc,loss,val_acc,val_loss +0,0.75169118046760564,0.63340687155723574,0.97885620991388955,0.55419573783874509 +1,0.94691175818443296,0.46995040178298952,0.99599672953287766,0.37337634960810345 +2,0.98502451777458189,0.28724128007888794,0.998660131295522,0.21070469816525778 +3,0.99904413223266597,0.13374462202191353,1.0,0.086823105812072754 +4,0.9999264717102051,0.070227826386690145,0.99967319965362544,0.043414356311162312 +5,0.9999754905700684,0.040677684172987935,0.99877450466156004,0.016862141961852709 +6,1.0,0.01540821474045515,1.0,0.011470811441540718 +7,1.0,0.0066543286200612785,1.0,0.0084823825086156532 +8,1.0,0.0037914709886536003,1.0,0.0029454659515370926 +9,1.0,0.0020882085547782479,1.0,0.0023981081632276375 +10,1.0,0.001802416518330574,1.0,0.00021484415240896244 +11,1.0,0.0010310934274457395,1.0,6.4605044220418975e-05 +12,1.0,0.0006748112355126068,1.0,3.0908827102393841e-05 +13,1.0,0.00025574194805813024,1.0,1.3725465578318108e-05 +14,1.0,0.00014107787937973627,1.0,5.9486505051609132e-06 +15,1.0,0.00015128546438063494,1.0,9.3272440911581122e-07 +16,1.0,5.2885078184772281e-05,1.0,1.4040665746506419e-06 +17,1.0,1.5648797079848011e-05,1.0,6.6372401382371515e-07 +18,1.0,1.5131492409636848e-05,1.0,3.8742902196039117e-07 +19,1.0,5.9050184518127937e-06,0.99771241346995032,0.03568280955045585 +20,1.0,4.2054050254591854e-06,0.99771241346995032,0.0367837211051769 +21,1.0,5.0874698956704382e-06,1.0,4.3037297814407793e-07 +22,0.9998529434204102,0.0023702111591092033,1.0,2.2322680592878896e-07 +23,1.0,1.2216929690112011e-06,1.0,1.5439593994415191e-07 +24,1.0,3.8527735455318182e-07,1.0,2.0111830849600666e-07 +25,1.0,5.630030415204601e-07,1.0,1.0588843224468292e-07 +26,1.0,9.634500230504273e-07,1.0,1.0041722428392556e-07 +27,1.0,3.7772625489651545e-07,1.0,1.0028914469254839e-07 +28,1.0,1.9979056844476873e-07,1.0,1.0020479284852021e-07 +29,1.0,1.9759557190468513e-07,1.0,1.0018833052072296e-07 +30,1.0,1.078216094185791e-07,1.0,1.0019119069208197e-07 +31,1.0,1.0491959798741845e-07,1.0,1.0018833052072296e-07 +32,1.0,1.1241702608799642e-07,1.0,1.0018833052072296e-07 +33,1.0,1.1118255756059625e-07,1.0,1.001970294585893e-07 diff --git a/ b/ new file mode 100644 index 0000000..45baa7e Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..77f46de --- /dev/null +++ b/ @@ -0,0 +1,26 @@ +epoch,acc,loss,val_acc,val_loss +0,0.73583332896232601,0.64547809362411501,0.97647060553232834,0.58301002184549966 +1,0.95365194678306575,0.48580412864685057,0.99960784117380774,0.40351869861284889 +2,0.99566175341606145,0.27851232588291169,1.0,0.22393022278944652 +3,0.99975490570068359,0.1439390629529953,1.0,0.083717960615952811 +4,0.9999754905700684,0.077572130411863324,1.0,0.048101546615362166 +5,1.0,0.04470414035022259,1.0,0.013128204643726349 +6,1.0,0.019930622633546592,1.0,0.0065827261656522754 +7,1.0,0.007754802796989679,1.0,0.0049908233496050039 +8,1.0,0.0036941819125786424,1.0,0.0034194624284282328 +9,1.0,0.0026736421743407844,1.0,0.0010499207419343293 +10,1.0,0.0016803118633106351,1.0,0.00080948029256736238 +11,1.0,0.00086497940355911851,1.0,0.0001045111654093489 +12,1.0,0.00069464493717532607,1.0,4.647098661128742e-05 +13,1.0,0.00021658268960891291,1.0,2.438782272899213e-05 +14,1.0,9.0366039512446153e-05,1.0,1.4799764964360898e-05 +15,1.0,0.00014452062750933692,1.0,5.0931272198795338e-06 +16,1.0,9.079401825147215e-05,1.0,1.8163887186043818e-06 +17,1.0,2.1380889711508645e-05,1.0,8.5822872885425265e-07 +18,1.0,1.8360066178502166e-05,1.0,4.1907417198672191e-07 +19,1.0,6.3280268932430775e-06,1.0,2.6070494338152152e-07 +20,1.0,4.2941939341289977e-06,1.0,1.6857870074697227e-07 +21,0.99742646217346187,0.039576466882965636,1.0,7.5409503968633842e-07 +22,0.99289215207099912,0.087622446715249686,1.0,4.8754184717836322e-06 +23,1.0,2.8693902004306436e-05,1.0,3.7158073610044084e-06 +24,1.0,1.2506165649028845e-05,1.0,8.4062309421521295e-06 diff --git a/ b/ new file mode 100644 index 0000000..effeedb Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..d8edc90 --- /dev/null +++ b/ @@ -0,0 +1,19 @@ +epoch,acc,loss,val_acc,val_loss +0,0.74617646932601933,0.64176077842712398,0.97635620037714643,0.57396071354548139 +1,0.96019609570503239,0.46061349809169772,0.99485293626785276,0.40470652778943378 +2,0.99664214849472044,0.25949689298868178,0.99942810535430904,0.22119100292523702 +3,0.99958333969116209,0.13117868304252625,1.0,0.074560328821341199 +4,1.0,0.066253566741943354,1.0,0.04126820837457975 +5,1.0,0.042846967279911038,1.0,0.019374136750896772 +6,1.0,0.021909431740641593,1.0,0.0060280883995195234 +7,1.0,0.0076683670748025181,1.0,0.0049616167011360323 +8,1.0,0.0040199610171839598,1.0,0.0018406488777448734 +9,1.0,0.0025001338217407465,1.0,0.0011054581535669664 +10,1.0,0.001571053231600672,1.0,0.00086387887519473829 +11,1.0,0.001034245517803356,1.0,0.00012311306442522134 +12,1.0,0.00043812583899125455,1.0,5.2463290679346149e-05 +13,1.0,0.00025262033159378916,1.0,2.748446216476926e-05 +14,0.99465687274932857,0.056310734576982213,1.0,9.5627684883462888e-05 +15,0.99558823704719546,0.039417540637077766,1.0,0.00011684659499830255 +16,1.0,0.0007273012393852696,0.99900326728820799,0.0087475274650690455 +17,1.0,0.00029502565012080596,0.99771241346995032,0.020077952809030346 diff --git a/ b/ new file mode 100644 index 0000000..6a94bf8 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..09edae0 --- /dev/null +++ b/ @@ -0,0 +1,24 @@ +epoch,acc,loss,val_acc,val_loss +0,0.72997550368309017,0.65038223266601558,0.97519607543945308,0.59046750466028852 +1,0.9457352817058563,0.50293363928794865,0.99666666189829511,0.4180332104365031 +2,0.99487745761871338,0.30259241163730621,0.99970587889353435,0.23886045416196186 +3,0.999730396270752,0.16314644142985343,1.0,0.098502613107363385 +4,1.0,0.086162159219384193,1.0,0.053884378075599669 +5,1.0,0.04715799652040005,0.99941176573435464,0.017548624488214652 +6,1.0,0.018451861198991538,1.0,0.0088021848971645035 +7,1.0,0.0089866742491722107,1.0,0.0066956864359478153 +8,1.0,0.004367888416163623,1.0,0.0028043358741949003 +9,1.0,0.0030296263983473183,1.0,0.0015908045771842203 +10,1.0,0.0018139935447834433,1.0,0.00051883986452594399 +11,1.0,0.0010070613294374197,1.0,0.00012756786163663491 +12,1.0,0.00063475221395492554,1.0,3.3453026602122313e-05 +13,1.0,0.0002822620634105988,1.0,2.1302184904925525e-05 +14,1.0,0.0001009612504276447,1.0,1.1913663608235462e-05 +15,1.0,0.00011646137209027074,1.0,5.5036370213201739e-06 +16,0.99691176414489746,0.028621667753395742,1.0,8.8032816771980528e-06 +17,1.0,5.0251305583515202e-05,1.0,4.0050075767794627e-06 +18,1.0,8.9626978297019375e-05,1.0,2.0456771987179915e-06 +19,0.99642155766487117,0.039392189019235954,1.0,2.1038729270609715e-05 +20,0.98227940797805791,0.13329672589898109,1.0,0.00058492993703112011 +21,0.99433823823928835,0.030912257079035044,1.0,0.00089105317213883004 +22,1.0,0.0018402556306682527,1.0,0.00062822171021252875 diff --git a/ b/ new file mode 100644 index 0000000..ac3e5cd Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..dead573 --- /dev/null +++ b/ @@ -0,0 +1,26 @@ +epoch,acc,loss,val_acc,val_loss +0,0.72686275839805603,0.64801877140998843,0.9964052279790242,0.58162986437479658 +1,0.94997549057006836,0.49785914123058317,0.99852941036224363,0.40250112811724342 +2,0.99561274647712705,0.29841126948595048,1.0,0.225740181406339 +3,0.99975490570068359,0.15199196562170983,1.0,0.090883590777715045 +4,1.0,0.07589178010821343,1.0,0.045424584547678629 +5,1.0,0.041701845824718475,1.0,0.016821597268184028 +6,1.0,0.017847981862723829,1.0,0.0064141593252619112 +7,1.0,0.0078077032696455715,1.0,0.0052311636817951998 +8,1.0,0.0045583346160128716,1.0,0.0030243117595091461 +9,1.0,0.0024391672457568349,1.0,0.0013397850561887026 +10,1.0,0.0015644027385860681,1.0,0.0006657905003521591 +11,1.0,0.00064670362917240709,1.0,0.00050604086815534777 +12,1.0,0.00056356696877628569,1.0,0.0003063923087514316 +13,1.0,0.00027681176725309343,1.0,0.00010832647434047734 +14,1.0,0.00011487165174912661,1.0,5.1018009132045941e-05 +15,1.0,0.00013872244089725428,1.0,2.7657894558312062e-05 +16,0.99522057771682737,0.04900123947263637,1.0,8.1865310979386166e-05 +17,0.99926470518112187,0.0062070310348644854,1.0,1.8538079621066573e-05 +18,1.0,0.00011883651422976982,1.0,2.2771388103137724e-05 +19,1.0,7.7424688061000777e-05,1.0,2.6515267018112353e-05 +20,0.9977941155433655,0.024235915348435812,1.0,1.7521581745919927e-05 +21,0.98897059559822087,0.094832902401685709,1.0,0.00078454822845136127 +22,0.99852941036224363,0.0099121983919758343,1.0,0.00033772158106633771 +23,1.0,0.00068906408851034941,1.0,0.00016385953931603582 +24,1.0,0.00034756302193272859,1.0,0.00013852041932598997 diff --git a/ b/ new file mode 100644 index 0000000..fda0b0a Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..f0bef90 --- /dev/null +++ b/ @@ -0,0 +1,26 @@ +epoch,acc,loss,val_acc,val_loss +0,0.99019604921340942,0.051764140650629994,0.98975487947463991,0.04987243860960007 +1,0.99019604921340942,0.0434770118445158,0.98908494710922246,0.043617507815361022 +2,0.99024506807327273,0.030474013090133666,0.98993461529413862,0.025867048526803653 +3,0.9924019515514374,0.019249018281698227,0.99781049092610674,0.0089979150642951321 +4,0.98899509906768801,0.047153585031628607,0.99629081090291338,0.0096567404766877488 +5,0.99598038196563721,0.017025035154074431,1.0,0.0022605355829000474 +6,0.9998774528503418,0.0023754780297167597,1.0,0.00093186508941774571 +7,0.9999264717102051,0.0010124402702786028,1.0,0.00059642548051973179 +8,1.0,0.0005518649821169674,1.0,0.00022025278497797747 +9,1.0,0.00024772749602561814,1.0,0.00011501089417530845 +10,1.0,0.00022169384392327628,1.0,1.4973197054738801e-05 +11,1.0,8.9902076797443439e-05,1.0,4.5340876871099079e-06 +12,1.0,5.6317507005587683e-05,1.0,1.1768792849882932e-06 +13,1.0,2.1892600989303902e-05,1.0,6.7457807517712354e-07 +14,1.0,1.3823405106450082e-05,1.0,3.3653344454857386e-07 +15,1.0,9.2455730737128757e-06,1.0,1.8959499641368894e-07 +16,1.0,5.3876977290201465e-06,1.0,1.6403345455273665e-07 +17,1.0,2.7952837342581915e-06,1.0,1.2095198371753212e-07 +18,0.99955883026123049,0.0064650180484647993,1.0,1.4284085807503289e-07 +19,1.0,1.807084265692538e-06,1.0,1.2579619503109523e-07 +20,1.0,1.9190633395282928e-06,1.0,1.1683773095683137e-07 +21,1.0,1.5465415856397158e-06,1.0,1.8283944598351808e-07 +22,0.99656862020492554,0.044721201513766573,1.0,3.5588088546016177e-06 +23,1.0,9.4401152182399521e-06,1.0,2.7769198974662384e-06 +24,1.0,8.4428323589236239e-06,1.0,2.3984182462299941e-06 diff --git a/ b/ new file mode 100644 index 0000000..c12b215 Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..380c1d3 --- /dev/null +++ b/ @@ -0,0 +1,24 @@ +epoch,acc,loss,val_acc,val_loss +0,0.7498774528503418,0.64349346756935122,0.98253266414006546,0.57921228011449177 +1,0.95352941155433657,0.48752861917018891,0.99735293785730994,0.41970333456993103 +2,0.98754901885986324,0.29465445876121521,1.0,0.2410973568757375 +3,0.99965686798095699,0.14341304451227188,1.0,0.091981340448061624 +4,0.9999754905700684,0.081722673028707504,1.0,0.046558545033137007 +5,1.0,0.054174442216753958,1.0,0.019983341917395592 +6,1.0,0.020739574171602725,1.0,0.0075291327511270842 +7,1.0,0.0068848971743136643,1.0,0.006255216710269451 +8,1.0,0.0041065783007070422,1.0,0.0031383992327998081 +9,1.0,0.0023844623588956892,1.0,0.0025256734030942121 +10,1.0,0.0024963031406514346,1.0,0.001153504600127538 +11,1.0,0.0011498882551677525,1.0,0.0001179192891868297 +12,1.0,0.00067179614561609926,1.0,3.0266018923915303e-05 +13,1.0,0.00032937048963503911,1.0,1.4811675525076377e-05 +14,1.0,0.00012229613748786504,1.0,7.3054824497376106e-06 +15,1.0,0.00019329565620864741,1.0,1.5817345608108251e-06 +16,1.0,9.000130994536448e-05,1.0,1.4377267461895825e-06 +17,1.0,2.2188442926562857e-05,1.0,4.5421798139007782e-07 +18,1.0,1.8920743195849353e-05,1.0,2.4703080896415487e-07 +19,0.99852941036224363,0.022113360498178736,1.0,3.6957000399221821e-07 +20,0.98897059559822087,0.12957385927438736,1.0,1.2468883141991682e-05 +21,0.9977941155433655,0.01966187743237242,1.0,3.3267847538809295e-05 +22,0.9977941155433655,0.019781753898496391,1.0,7.6485461128565166e-05 diff --git a/ b/ new file mode 100644 index 0000000..dec2aed Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..9ac52d1 --- /dev/null +++ b/ @@ -0,0 +1,28 @@ +epoch,acc,loss,val_acc,val_loss +0,0.73159314393997188,0.64795628190040588,0.97651960849761965,0.59160573482513423 +1,0.95117647647857662,0.49449832737445831,0.99828431606292722,0.42403502662976583 +2,0.99436273574829104,0.30241201817989349,0.99411764939626057,0.25591501196225486 +3,0.99916667938232417,0.15913695842027664,1.0,0.098675992588202158 +4,0.99583331942558284,0.090058621764183042,1.0,0.047573508073886238 +5,0.99352942109107967,0.072905713319778437,1.0,0.023977467666069667 +6,1.0,0.023899959214031697,1.0,0.008117688385148843 +7,1.0,0.0098758946172893044,1.0,0.0058742201887071136 +8,1.0,0.0049255525460466746,1.0,0.0028964825129757323 +9,1.0,0.0027423020568676294,1.0,0.0022693189481894174 +10,1.0,0.0018964163027703762,1.0,0.00055989816707248494 +11,1.0,0.00088160145678557451,1.0,0.00070271097938530143 +12,1.0,0.00062727185722906138,1.0,0.00027827410958707332 +13,1.0,0.00036045186570845547,1.0,8.6979475842478371e-05 +14,1.0,0.00013390395106398499,1.0,5.7150701710876701e-05 +15,1.0,0.00021838490574737078,1.0,2.1039453531557229e-05 +16,1.0,0.00010518878443690482,1.0,4.0016182689820802e-06 +17,1.0,3.0778294149058635e-05,1.0,1.5140222520434084e-06 +18,1.0,2.1448401821544393e-05,1.0,4.8007702275754131e-07 +19,1.0,8.5877406377221632e-06,1.0,9.521024878722528e-07 +20,1.0,3.3275511441388515e-06,1.0,1.8025829452502271e-06 +21,1.0,3.8230956533880089e-06,1.0,5.5024846119522412e-07 +22,0.9968137204647064,0.044536265213741898,1.0,4.2452560554314309e-07 +23,0.99656862020492554,0.039114367736874558,1.0,2.7223667605843122e-06 +24,1.0,6.6465969666751338e-06,1.0,4.9404556496786732e-06 +25,1.0,4.0582822066426157e-06,1.0,6.8954200590572629e-06 +26,1.0,4.4594040332412991e-06,1.0,8.3466388029288894e-07 diff --git a/ b/ new file mode 100644 index 0000000..85c427a Binary files /dev/null and b/ differ diff --git a/ b/ new file mode 100644 index 0000000..5d95844 --- /dev/null +++ b/ @@ -0,0 +1,24 @@ +epoch,acc,loss,val_acc,val_loss +0,0.74598038792610166,0.64158574938774104,0.96638889312744136,0.56938139994939163 +1,0.95500000119209294,0.47458145320415496,0.99872548977533981,0.39114126364390056 +2,0.99639706015586849,0.27623429298400881,0.99970587889353435,0.21920673350493114 +3,0.99970588684082029,0.14016637578606606,1.0,0.087284258504708612 +4,1.0,0.0774074736982584,1.0,0.049816669523715974 +5,1.0,0.045430322363972667,1.0,0.016395099647343158 +6,1.0,0.016246008127927779,1.0,0.0069880373155077301 +7,1.0,0.0078528096433728937,1.0,0.0058217930607497694 +8,1.0,0.0047561891144141553,1.0,0.0023144213482737541 +9,1.0,0.0027792745037004351,1.0,0.0012752534433578451 +10,1.0,0.002102708537131548,1.0,0.00058639979882476234 +11,1.0,0.0010190807020990177,1.0,0.00010029139763598019 +12,1.0,0.00053224715520627797,1.0,3.5809700784739106e-05 +13,1.0,0.00024279531789943575,1.0,1.539047395150798e-05 +14,1.0,0.00012346911680651828,1.0,9.9718266331668328e-06 +15,1.0,0.00016344988580385689,1.0,3.6424491706081124e-06 +16,1.0,7.3295023321406921e-05,1.0,1.0660343680986747e-06 +17,1.0,2.073063997158897e-05,1.0,5.8946800057431872e-07 +18,1.0,2.5334738802484934e-05,1.0,2.4874936836264777e-07 +19,1.0,4.6215069914978811e-06,0.99990196228027339,0.0015775142653239981 +20,1.0,2.8442039081255642e-06,0.99225490490595503,0.12300012679673576 +21,0.99656862020492554,0.042651057308421517,1.0,3.4682922432693885e-06 +22,0.99301469922065733,0.073256950383802172,1.0,1.6629287044149046e-05 diff --git a/ b/ new file mode 100644 index 0000000..2de3f89 Binary files /dev/null and b/ differ diff --git a/__pycache__/toCheckD.pypy-41.pyc b/__pycache__/toCheckD.pypy-41.pyc new file mode 100644 index 0000000..fe963e0 Binary files /dev/null and b/__pycache__/toCheckD.pypy-41.pyc differ diff --git a/__pycache__/toCheckI.pypy-41.pyc b/__pycache__/toCheckI.pypy-41.pyc new file mode 100644 index 0000000..ca1c833 Binary files /dev/null and b/__pycache__/toCheckI.pypy-41.pyc differ diff --git a/__pycache__/toCheckS.pypy-41.pyc b/__pycache__/toCheckS.pypy-41.pyc new file mode 100644 index 0000000..2cb7949 Binary files /dev/null and b/__pycache__/toCheckS.pypy-41.pyc differ