{
 "Accuracy": 37.33,
 "Time": [
  185.9975353060849,
  38.83335448977737,
  37492.97678715177
 ],
 "Optimizer": {
  "Meta": {
   "optim": "Adam",
   "lr": 0.01
  },
  "Inner": {
   "optim": "SGD",
   "lr": 0.01,
   "momentum": 0.9
  }
 },
 "Device": "Graphics Device",
 "Param_names": [
  "Identity",
  "FlipUD",
  "FlipLR",
  "Rotate",
  "TranslateX",
  "TranslateY",
  "ShearX",
  "ShearY",
  "Contrast",
  "Color",
  "Brightness",
  "Sharpness",
  "Posterize",
  "Solarize"
 ],
 "Log": [
  {
   "epoch": 1,
   "train_loss": 9.260608673095703,
   "val_loss": 4.512219429016113,
   "acc": 3.55,
   "f1": [
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.023952044546604156,
    0.06893249601125717,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.10606056451797485,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04642726480960846,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.05877113714814186,
    0.0,
    0.0,
    0.11435520648956299,
    0.1506848931312561,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03749998286366463,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.019230715930461884,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.038834936916828156,
    0.0,
    0.0,
    0.0,
    0.06328422576189041,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0
   ],
   "time": 128.04388004448265,
   "param": [
    {
     "p": 0.06677396595478058,
     "m": 1.0
    },
    {
     "p": 0.08031922578811646,
     "m": 1.0
    },
    {
     "p": 0.06875954568386078,
     "m": 1.0
    },
    {
     "p": 0.06858246773481369,
     "m": 1.0
    },
    {
     "p": 0.08509791642427444,
     "m": 1.0
    },
    {
     "p": 0.07338381558656693,
     "m": 1.0
    },
    {
     "p": 0.07218184322118759,
     "m": 1.0
    },
    {
     "p": 0.06316012889146805,
     "m": 1.0
    },
    {
     "p": 0.06489631533622742,
     "m": 1.0
    },
    {
     "p": 0.07628148049116135,
     "m": 1.0
    },
    {
     "p": 0.07815122604370117,
     "m": 1.0
    },
    {
     "p": 0.0641660988330841,
     "m": 1.0
    },
    {
     "p": 0.07153365761041641,
     "m": 1.0
    },
    {
     "p": 0.06671225279569626,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 2,
   "train_loss": 8.572977066040039,
   "val_loss": 4.096645355224609,
   "acc": 6.72,
   "f1": [
    0.10171645134687424,
    0.018691571429371834,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0639999583363533,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.015624962747097015,
    0.0672268494963646,
    0.0,
    0.0,
    0.04545450210571289,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.061711061745882034,
    0.0,
    0.03199996426701546,
    0.0,
    0.3098590672016144,
    0.0,
    0.019230758771300316,
    0.0,
    0.0,
    0.012986965477466583,
    0.10084028542041779,
    0.06896547973155975,
    0.16170208156108856,
    0.0,
    0.0,
    0.28849896788597107,
    0.018691571429371834,
    0.11241213977336884,
    0.06185561791062355,
    0.08333326876163483,
    0.0,
    0.0,
    0.0,
    0.1994219422340393,
    0.05594400689005852,
    0.035398200154304504,
    0.03749994933605194,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.07547163963317871,
    0.0,
    0.10766041278839111,
    0.0,
    0.14678895473480225,
    0.0,
    0.05245897173881531,
    0.1658536046743393,
    0.0,
    0.03738316521048546,
    0.0,
    0.0,
    0.02877693437039852,
    0.19032253324985504,
    0.0,
    0.0,
    0.0,
    0.1499999314546585,
    0.0,
    0.02777772955596447,
    0.03448272496461868,
    0.02919703535735607,
    0.0,
    0.03225803002715111,
    0.0,
    0.0,
    0.06611566245555878,
    0.07164174318313599,
    0.019047604873776436,
    0.03369063138961792,
    0.049751218408346176
   ],
   "time": 188.8596554044634,
   "param": [
    {
     "p": 0.0007125227712094784,
     "m": 1.0
    },
    {
     "p": 0.029598748311400414,
     "m": 1.0
    },
    {
     "p": 0.14990442991256714,
     "m": 1.0
    },
    {
     "p": 0.1362806111574173,
     "m": 1.0
    },
    {
     "p": 0.18697179853916168,
     "m": 1.0
    },
    {
     "p": 0.15856902301311493,
     "m": 1.0
    },
    {
     "p": 0.044130757451057434,
     "m": 1.0
    },
    {
     "p": 0.08637405186891556,
     "m": 1.0
    },
    {
     "p": 0.0007125227712094784,
     "m": 1.0
    },
    {
     "p": 0.007113841362297535,
     "m": 1.0
    },
    {
     "p": 0.0007125227712094784,
     "m": 1.0
    },
    {
     "p": 0.017924558371305466,
     "m": 1.0
    },
    {
     "p": 0.18028199672698975,
     "m": 1.0
    },
    {
     "p": 0.0007125227712094784,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 3,
   "train_loss": 8.28591537475586,
   "val_loss": 4.13376522064209,
   "acc": 8.03,
   "f1": [
    0.20863303542137146,
    0.019230758771300316,
    0.09219854325056076,
    0.0,
    0.0,
    0.0,
    0.06829261779785156,
    0.0,
    0.03149602562189102,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04878043755888939,
    0.04193969815969467,
    0.0,
    0.07339446991682053,
    0.06097555160522461,
    0.15624995529651642,
    0.018017996102571487,
    0.03583425655961037,
    0.18461531400680542,
    0.0,
    0.0,
    0.0,
    0.06324107199907303,
    0.016528895124793053,
    0.0,
    0.0,
    0.052980080246925354,
    0.0,
    0.07999995350837708,
    0.0,
    0.046511583030223846,
    0.06289302557706833,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01960783451795578,
    0.03418800234794617,
    0.11709599941968918,
    0.0,
    0.0,
    0.0,
    0.018867909908294678,
    0.07804875820875168,
    0.0,
    0.0,
    0.05464475229382515,
    0.2033897489309311,
    0.2647058069705963,
    0.16146783530712128,
    0.0,
    0.10526309907436371,
    0.13157892227172852,
    0.0,
    0.16931210458278656,
    0.33548372983932495,
    0.0838322788476944,
    0.2867923676967621,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.2521738111972809,
    0.06299208104610443,
    0.274914026260376,
    0.208791121840477,
    0.0,
    0.2899627387523651,
    0.0,
    0.0,
    0.12389375269412994,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.43564343452453613,
    0.12953364849090576,
    0.04504501074552536,
    0.0,
    0.015747996047139168,
    0.010810759849846363,
    0.0,
    0.0,
    0.09701486676931381,
    0.0,
    0.05084741488099098,
    0.0,
    0.019230758771300316,
    0.19672125577926636,
    0.11920525878667831,
    0.0,
    0.0,
    0.0
   ],
   "time": 188.13247722294182,
   "param": [
    {
     "p": 0.0034985069651156664,
     "m": 1.0
    },
    {
     "p": 0.0007425604271702468,
     "m": 1.0
    },
    {
     "p": 0.19692793488502502,
     "m": 1.0
    },
    {
     "p": 0.1568293422460556,
     "m": 1.0
    },
    {
     "p": 0.25411003828048706,
     "m": 1.0
    },
    {
     "p": 0.0025636700447648764,
     "m": 1.0
    },
    {
     "p": 0.03136507794260979,
     "m": 1.0
    },
    {
     "p": 0.03350215032696724,
     "m": 1.0
    },
    {
     "p": 0.0007425604271702468,
     "m": 1.0
    },
    {
     "p": 0.0007425604271702468,
     "m": 1.0
    },
    {
     "p": 0.0007425604271702468,
     "m": 1.0
    },
    {
     "p": 0.0007425604271702468,
     "m": 1.0
    },
    {
     "p": 0.3167478144168854,
     "m": 1.0
    },
    {
     "p": 0.0007425604271702468,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 4,
   "train_loss": 8.048711776733398,
   "val_loss": 3.766070604324341,
   "acc": 13.87,
   "f1": [
    0.26282042264938354,
    0.2524271011352539,
    0.12093015760183334,
    0.07339443266391754,
    0.0,
    0.05109485983848572,
    0.11764701455831528,
    0.0,
    0.0,
    0.14062495529651642,
    0.0,
    0.07843131572008133,
    0.13265299797058105,
    0.10169486701488495,
    0.06249995529651642,
    0.0,
    0.0921052023768425,
    0.18090447783470154,
    0.2798353135585785,
    0.0,
    0.22598862648010254,
    0.20487797260284424,
    0.040816277265548706,
    0.03846152126789093,
    0.20388343930244446,
    0.03571426123380661,
    0.0,
    0.051546331495046616,
    0.141592875123024,
    0.04794515669345856,
    0.07476632297039032,
    0.0,
    0.0,
    0.208791121840477,
    0.0,
    0.04580147936940193,
    0.06944438815116882,
    0.05095536634325981,
    0.0,
    0.07142853736877441,
    0.0,
    0.40517228841781616,
    0.07523509114980698,
    0.14666663110256195,
    0.0,
    0.0,
    0.0,
    0.2558138370513916,
    0.12582777440547943,
    0.23529405891895294,
    0.0,
    0.0,
    0.3707864284515381,
    0.37012979388237,
    0.2580644488334656,
    0.0,
    0.1866665780544281,
    0.1629629135131836,
    0.08620686084032059,
    0.15469607710838318,
    0.4980543851852417,
    0.11051210761070251,
    0.28025469183921814,
    0.0,
    0.04761899262666702,
    0.0,
    0.0960698127746582,
    0.08888883143663406,
    0.5531913638114929,
    0.210526242852211,
    0.0,
    0.3157893419265747,
    0.0,
    0.24999995529651642,
    0.04411759972572327,
    0.18705029785633087,
    0.2562277019023895,
    0.0,
    0.018017996102571487,
    0.11152411252260208,
    0.013157847337424755,
    0.0,
    0.4295300841331482,
    0.0,
    0.0,
    0.10606056451797485,
    0.15584410727024078,
    0.05714283511042595,
    0.0,
    0.18241040408611298,
    0.10362687706947327,
    0.16883111000061035,
    0.15584410727024078,
    0.03896098956465721,
    0.2105262577533722,
    0.28571420907974243,
    0.17834389209747314,
    0.0,
    0.05464475229382515,
    0.0
   ],
   "time": 186.19352102093399,
   "param": [
    {
     "p": 0.09993669390678406,
     "m": 1.0
    },
    {
     "p": 0.022092211991548538,
     "m": 1.0
    },
    {
     "p": 0.12403731048107147,
     "m": 1.0
    },
    {
     "p": 0.11315953731536865,
     "m": 1.0
    },
    {
     "p": 0.17663347721099854,
     "m": 1.0
    },
    {
     "p": 0.0012676051119342446,
     "m": 1.0
    },
    {
     "p": 0.10936790704727173,
     "m": 1.0
    },
    {
     "p": 0.07402674853801727,
     "m": 1.0
    },
    {
     "p": 0.0007272156653925776,
     "m": 1.0
    },
    {
     "p": 0.021686015650629997,
     "m": 1.0
    },
    {
     "p": 0.005514157935976982,
     "m": 1.0
    },
    {
     "p": 0.07636723667383194,
     "m": 1.0
    },
    {
     "p": 0.17445668578147888,
     "m": 1.0
    },
    {
     "p": 0.0007272156653925776,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 5,
   "train_loss": 8.001124382019043,
   "val_loss": 3.680305242538452,
   "acc": 15.81,
   "f1": [
    0.22222214937210083,
    0.18309852480888367,
    0.0,
    0.047244053333997726,
    0.0,
    0.08849553763866425,
    0.10457510501146317,
    0.1654134839773178,
    0.09726438671350479,
    0.22119809687137604,
    0.03738315775990486,
    0.13502103090286255,
    0.16666662693023682,
    0.09326420724391937,
    0.13223135471343994,
    0.06837603449821472,
    0.0,
    0.10169486701488495,
    0.28015556931495667,
    0.07142854481935501,
    0.24277448654174805,
    0.11710035055875778,
    0.01538457814604044,
    0.3116881847381592,
    0.33333322405815125,
    0.0,
    0.0,
    0.0,
    0.1103447824716568,
    0.019801972433924675,
    0.20769226551055908,
    0.0,
    0.07207204401493073,
    0.20657269656658173,
    0.10606056451797485,
    0.0,
    0.03636360913515091,
    0.081818126142025,
    0.019801972433924675,
    0.10869558900594711,
    0.0,
    0.35877853631973267,
    0.06369420886039734,
    0.19999995827674866,
    0.08450698852539062,
    0.06349202245473862,
    0.06504061073064804,
    0.09433959424495697,
    0.14234872162342072,
    0.13432830572128296,
    0.0,
    0.03571426123380661,
    0.5019304156303406,
    0.28965505957603455,
    0.2612243890762329,
    0.0,
    0.21874994039535522,
    0.13968250155448914,
    0.15333329141139984,
    0.13186806440353394,
    0.6161615252494812,
    0.10071936994791031,
    0.34013596177101135,
    0.10031342506408691,
    0.0352940633893013,
    0.03773583099246025,
    0.05464475229382515,
    0.0,
    0.46923068165779114,
    0.17187494039535522,
    0.2560974657535553,
    0.40740731358528137,
    0.0826086550951004,
    0.07751933485269547,
    0.011049672029912472,
    0.1965811550617218,
    0.2519684433937073,
    0.09729723632335663,
    0.04347820580005646,
    0.12698407471179962,
    0.053763385862112045,
    0.0,
    0.4451826512813568,
    0.148837149143219,
    0.03418800234794617,
    0.18939390778541565,
    0.28820955753326416,
    0.07352935522794724,
    0.015503838658332825,
    0.1694914698600769,
    0.12851400673389435,
    0.2233501821756363,
    0.09160300344228745,
    0.0,
    0.39490434527397156,
    0.24213069677352905,
    0.14723920822143555,
    0.07142851501703262,
    0.10980386286973953,
    0.056603748351335526
   ],
   "time": 187.9393497146666,
   "param": [
    {
     "p": 0.1457962691783905,
     "m": 1.0
    },
    {
     "p": 0.0007178509840741754,
     "m": 1.0
    },
    {
     "p": 0.18643106520175934,
     "m": 1.0
    },
    {
     "p": 0.10863712430000305,
     "m": 1.0
    },
    {
     "p": 0.14432229101657867,
     "m": 1.0
    },
    {
     "p": 0.0007178509840741754,
     "m": 1.0
    },
    {
     "p": 0.07302430272102356,
     "m": 1.0
    },
    {
     "p": 0.0875348150730133,
     "m": 1.0
    },
    {
     "p": 0.0007178509840741754,
     "m": 1.0
    },
    {
     "p": 0.0007178509840741754,
     "m": 1.0
    },
    {
     "p": 0.005809859372675419,
     "m": 1.0
    },
    {
     "p": 0.0788087248802185,
     "m": 1.0
    },
    {
     "p": 0.1660461723804474,
     "m": 1.0
    },
    {
     "p": 0.0007178509840741754,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 6,
   "train_loss": 7.595679759979248,
   "val_loss": 3.436234474182129,
   "acc": 18.55,
   "f1": [
    0.41884803771972656,
    0.1768706887960434,
    0.19428564608097076,
    0.018691571429371834,
    0.0,
    0.018181798979640007,
    0.19480513036251068,
    0.20731700956821442,
    0.12366734445095062,
    0.2561575770378113,
    0.0,
    0.06329108029603958,
    0.08695648610591888,
    0.019047604873776436,
    0.11981560289859772,
    0.0,
    0.1818181276321411,
    0.3171355128288269,
    0.26426419615745544,
    0.14975841343402863,
    0.19847320020198822,
    0.2918454110622406,
    0.14583328366279602,
    0.35443025827407837,
    0.3703702688217163,
    0.03738315775990486,
    0.07575751841068268,
    0.0,
    0.054054029285907745,
    0.12280696630477905,
    0.1604277491569519,
    0.08474572747945786,
    0.1629629135131836,
    0.21343867480754852,
    0.1499999612569809,
    0.0,
    0.12060294300317764,
    0.13654612004756927,
    0.08403357863426208,
    0.11904755234718323,
    0.07812494784593582,
    0.4745761454105377,
    0.06417106837034225,
    0.15905243158340454,
    0.03738315775990486,
    0.10416661202907562,
    0.10714281350374222,
    0.3363913893699646,
    0.2236841470003128,
    0.19999992847442627,
    0.0,
    0.03973504900932312,
    0.4851484000682831,
    0.38626599311828613,
    0.15929199755191803,
    0.05052003264427185,
    0.2399999499320984,
    0.20909084379673004,
    0.2464454174041748,
    0.0,
    0.6515835523605347,
    0.1629629135131836,
    0.3726707398891449,
    0.1916166990995407,
    0.0,
    0.08888883143663406,
    0.07874014973640442,
    0.038834936916828156,
    0.555065929889679,
    0.26244333386421204,
    0.26415085792541504,
    0.4195120930671692,
    0.0,
    0.24793383479118347,
    0.017241353169083595,
    0.3703702688217163,
    0.33684200048446655,
    0.11764698475599289,
    0.019230758771300316,
    0.1481480747461319,
    0.03448272496461868,
    0.1061946377158165,
    0.5730992555618286,
    0.03669722378253937,
    0.0,
    0.08849553763866425,
    0.228855699300766,
    0.0639999583363533,
    0.0,
    0.2127658873796463,
    0.15999995172023773,
    0.30999991297721863,
    0.08633087575435638,
    0.15909084677696228,
    0.35502949357032776,
    0.3319147825241089,
    0.193548321723938,
    0.0,
    0.03418800234794617,
    0.1129031702876091
   ],
   "time": 201.37567526474595,
   "param": [
    {
     "p": 0.1408693641424179,
     "m": 1.0
    },
    {
     "p": 0.013561815023422241,
     "m": 1.0
    },
    {
     "p": 0.13140103220939636,
     "m": 1.0
    },
    {
     "p": 0.10827174037694931,
     "m": 1.0
    },
    {
     "p": 0.13435904681682587,
     "m": 1.0
    },
    {
     "p": 0.0009969539241865277,
     "m": 1.0
    },
    {
     "p": 0.07461033016443253,
     "m": 1.0
    },
    {
     "p": 0.0713922455906868,
     "m": 1.0
    },
    {
     "p": 0.0410439558327198,
     "m": 1.0
    },
    {
     "p": 0.028870245441794395,
     "m": 1.0
    },
    {
     "p": 0.029779011383652687,
     "m": 1.0
    },
    {
     "p": 0.10370395332574844,
     "m": 1.0
    },
    {
     "p": 0.12043311446905136,
     "m": 1.0
    },
    {
     "p": 0.0007071786094456911,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 7,
   "train_loss": 7.2971510887146,
   "val_loss": 3.336280345916748,
   "acc": 18.38,
   "f1": [
    0.37885454297065735,
    0.2976189851760864,
    0.085470050573349,
    0.09865464270114899,
    0.03478258103132248,
    0.10434778034687042,
    0.18791939318180084,
    0.16931210458278656,
    0.11092983186244965,
    0.27428561449050903,
    0.03738315775990486,
    0.0,
    0.2716980576515198,
    0.19393931329250336,
    0.13636356592178345,
    0.08965513855218887,
    0.1449274718761444,
    0.3076922595500946,
    0.2333332747220993,
    0.06611566245555878,
    0.32335323095321655,
    0.21374040842056274,
    0.14723920822143555,
    0.3999999165534973,
    0.2601625323295593,
    0.08771926164627075,
    0.054054029285907745,
    0.07462681084871292,
    0.20858889818191528,
    0.13924045860767365,
    0.27272722125053406,
    0.1203702986240387,
    0.06944438815116882,
    0.09917350858449936,
    0.19689112901687622,
    0.02631574124097824,
    0.20408155024051666,
    0.0,
    0.1379309743642807,
    0.03603601083159447,
    0.1694914698600769,
    0.48611095547676086,
    0.06578941643238068,
    0.17431186139583588,
    0.05797096714377403,
    0.07272724062204361,
    0.16753920912742615,
    0.24999992549419403,
    0.2790696918964386,
    0.218844935297966,
    0.0,
    0.10869558900594711,
    0.5221673846244812,
    0.31205663084983826,
    0.2987011969089508,
    0.01626013033092022,
    0.1848340779542923,
    0.1862744390964508,
    0.2580644190311432,
    0.18791940808296204,
    0.28333327174186707,
    0.22222214937210083,
    0.33064505457878113,
    0.17699109017848969,
    0.0,
    0.04615379497408867,
    0.06864986568689346,
    0.2181817591190338,
    0.5748501420021057,
    0.2621358335018158,
    0.3148147463798523,
    0.23437494039535522,
    0.0,
    0.03773583099246025,
    0.0,
    0.25447311997413635,
    0.33053216338157654,
    0.13056375086307526,
    0.0,
    0.1469387263059616,
    0.017543835565447807,
    0.05454542860388756,
    0.5818180441856384,
    0.0336134098470211,
    0.03669722378253937,
    0.2909089922904968,
    0.3240739703178406,
    0.08264458924531937,
    0.0,
    0.15662643313407898,
    0.1777777075767517,
    0.37908485531806946,
    0.052980080246925354,
    0.0,
    0.2925531566143036,
    0.31333327293395996,
    0.0,
    0.017543835565447807,
    0.0,
    0.054054029285907745
   ],
   "time": 209.9035475384444,
   "param": [
    {
     "p": 0.10287650674581528,
     "m": 1.0
    },
    {
     "p": 0.0380224883556366,
     "m": 1.0
    },
    {
     "p": 0.09984244406223297,
     "m": 1.0
    },
    {
     "p": 0.09819143265485764,
     "m": 1.0
    },
    {
     "p": 0.10996341705322266,
     "m": 1.0
    },
    {
     "p": 0.014142543077468872,
     "m": 1.0
    },
    {
     "p": 0.08183452486991882,
     "m": 1.0
    },
    {
     "p": 0.06522662937641144,
     "m": 1.0
    },
    {
     "p": 0.06765260547399521,
     "m": 1.0
    },
    {
     "p": 0.045973118394613266,
     "m": 1.0
    },
    {
     "p": 0.030898824334144592,
     "m": 1.0
    },
    {
     "p": 0.11576234549283981,
     "m": 1.0
    },
    {
     "p": 0.1288990080356598,
     "m": 1.0
    },
    {
     "p": 0.0007139997906051576,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 8,
   "train_loss": 6.981642723083496,
   "val_loss": 3.278101921081543,
   "acc": 21.5,
   "f1": [
    0.39730632305145264,
    0.2739725112915039,
    0.01941746659576893,
    0.03053431026637554,
    0.07522120326757431,
    0.15668198466300964,
    0.210526242852211,
    0.2368420511484146,
    0.1596243679523468,
    0.2888887822628021,
    0.03305782005190849,
    0.018348604440689087,
    0.2549799978733063,
    0.09230764210224152,
    0.12949636578559875,
    0.12206566333770752,
    0.16666659712791443,
    0.3584904372692108,
    0.23529404401779175,
    0.15999993681907654,
    0.32258057594299316,
    0.26966288685798645,
    0.1989527940750122,
    0.4106462597846985,
    0.3829786777496338,
    0.07874010503292084,
    0.03669722378253937,
    0.13740451633930206,
    0.27329182624816895,
    0.21897803246974945,
    0.32978713512420654,
    0.11666662245988846,
    0.1100916936993599,
    0.23437495529651642,
    0.0,
    0.017391279339790344,
    0.2100839763879776,
    0.08955218642950058,
    0.08955218642950058,
    0.08391603082418442,
    0.1558440923690796,
    0.4939757287502289,
    0.1499999463558197,
    0.16384176909923553,
    0.1191488727927208,
    0.0,
    0.05084741488099098,
    0.3627450466156006,
    0.22784802317619324,
    0.06837603449821472,
    0.023391760885715485,
    0.13991765677928925,
    0.5238093733787537,
    0.4599998891353607,
    0.3440859317779541,
    0.06153840199112892,
    0.2622950077056885,
    0.16030527651309967,
    0.2681563198566437,
    0.13829779624938965,
    0.6194689869880676,
    0.24060142040252686,
    0.3398057222366333,
    0.23703694343566895,
    0.0,
    0.05084741488099098,
    0.0,
    0.14399996399879456,
    0.5655736327171326,
    0.3499998450279236,
    0.20634911954402924,
    0.44827574491500854,
    0.07619044184684753,
    0.27615058422088623,
    0.09696962684392929,
    0.44976064562797546,
    0.4028775990009308,
    0.05555552989244461,
    0.11842100322246552,
    0.188888818025589,
    0.054421715438365936,
    0.1717790812253952,
    0.5575755834579468,
    0.20909084379673004,
    0.0336134098470211,
    0.2753622531890869,
    0.220779150724411,
    0.19298243522644043,
    0.0,
    0.2941175401210785,
    0.14201176166534424,
    0.2865853011608124,
    0.018017996102571487,
    0.06060601398348808,
    0.3376622796058655,
    0.3478259742259979,
    0.2268906980752945,
    0.1306532323360443,
    0.13559316098690033,
    0.14532865583896637
   ],
   "time": 211.54657702799886,
   "param": [
    {
     "p": 0.10871335864067078,
     "m": 1.0
    },
    {
     "p": 0.01757493056356907,
     "m": 1.0
    },
    {
     "p": 0.12875106930732727,
     "m": 1.0
    },
    {
     "p": 0.05164788290858269,
     "m": 1.0
    },
    {
     "p": 0.17315079271793365,
     "m": 1.0
    },
    {
     "p": 0.0300300233066082,
     "m": 1.0
    },
    {
     "p": 0.08078328520059586,
     "m": 1.0
    },
    {
     "p": 0.037128787487745285,
     "m": 1.0
    },
    {
     "p": 0.06031692773103714,
     "m": 1.0
    },
    {
     "p": 0.04976876825094223,
     "m": 1.0
    },
    {
     "p": 0.04979126527905464,
     "m": 1.0
    },
    {
     "p": 0.10490616410970688,
     "m": 1.0
    },
    {
     "p": 0.10673562437295914,
     "m": 1.0
    },
    {
     "p": 0.0007011282141320407,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 9,
   "train_loss": 7.463681221008301,
   "val_loss": 3.3361494541168213,
   "acc": 20.76,
   "f1": [
    0.228571355342865,
    0.30115818977355957,
    0.13333331048488617,
    0.20325198769569397,
    0.0645160898566246,
    0.035398200154304504,
    0.056603748351335526,
    0.16176463663578033,
    0.15873010456562042,
    0.29850736260414124,
    0.0,
    0.0773480087518692,
    0.21582730114459991,
    0.10596020519733429,
    0.06611566245555878,
    0.15642453730106354,
    0.210526242852211,
    0.33003294467926025,
    0.25274714827537537,
    0.09859149903059006,
    0.3087247312068939,
    0.31999990344047546,
    0.12030069530010223,
    0.43835610151290894,
    0.4230768382549286,
    0.16999994218349457,
    0.12499994039535522,
    0.14501506090164185,
    0.31999990344047546,
    0.16993455588817596,
    0.2916666269302368,
    0.11111106723546982,
    0.1722487509250641,
    0.24460424482822418,
    0.2116401493549347,
    0.03738315775990486,
    0.16853927075862885,
    0.12345672398805618,
    0.12616819143295288,
    0.2276422381401062,
    0.16455689072608948,
    0.48979586362838745,
    0.14062495529651642,
    0.21582727134227753,
    0.0,
    0.0,
    0.20111726224422455,
    0.3654484450817108,
    0.24691353738307953,
    0.20863303542137146,
    0.0,
    0.038834936916828156,
    0.3088234066963196,
    0.4549761712551117,
    0.24601362645626068,
    0.0,
    0.32467523217201233,
    0.22222214937210083,
    0.1349112093448639,
    0.03571426123380661,
    0.3939392566680908,
    0.21897803246974945,
    0.387096643447876,
    0.17391297221183777,
    0.061538416892290115,
    0.019801972433924675,
    0.0,
    0.1654134839773178,
    0.5732482671737671,
    0.3851850926876068,
    0.01941746659576893,
    0.22047236561775208,
    0.10158725082874298,
    0.2256409376859665,
    0.01960783451795578,
    0.34883710741996765,
    0.46413490176200867,
    0.018348604440689087,
    0.12765949964523315,
    0.11594197899103165,
    0.0,
    0.10050245374441147,
    0.6133331656455994,
    0.18018010258674622,
    0.01941746659576893,
    0.24096378684043884,
    0.19298240542411804,
    0.13888882100582123,
    0.0,
    0.25892847776412964,
    0.16730032861232758,
    0.27118638157844543,
    0.15676957368850708,
    0.09374994784593582,
    0.4705880880355835,
    0.2601625323295593,
    0.19444438815116882,
    0.13846150040626526,
    0.01960783451795578,
    0.15135130286216736
   ],
   "time": 216.96198769006878,
   "param": [
    {
     "p": 0.09480556845664978,
     "m": 1.0
    },
    {
     "p": 0.0014142506988719106,
     "m": 1.0
    },
    {
     "p": 0.10077879577875137,
     "m": 1.0
    },
    {
     "p": 0.11292349547147751,
     "m": 1.0
    },
    {
     "p": 0.1730773150920868,
     "m": 1.0
    },
    {
     "p": 0.0007306237239390612,
     "m": 1.0
    },
    {
     "p": 0.08645406365394592,
     "m": 1.0
    },
    {
     "p": 0.09258803725242615,
     "m": 1.0
    },
    {
     "p": 0.008247158490121365,
     "m": 1.0
    },
    {
     "p": 0.04736072197556496,
     "m": 1.0
    },
    {
     "p": 0.03601055592298508,
     "m": 1.0
    },
    {
     "p": 0.10974901914596558,
     "m": 1.0
    },
    {
     "p": 0.13512977957725525,
     "m": 1.0
    },
    {
     "p": 0.0007306237239390612,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 10,
   "train_loss": 6.828495979309082,
   "val_loss": 3.320178747177124,
   "acc": 21.39,
   "f1": [
    0.43055543303489685,
    0.20320850610733032,
    0.019230758771300316,
    0.18292675912380219,
    0.015872981399297714,
    0.23770485818386078,
    0.17910441756248474,
    0.11570242792367935,
    0.20895513892173767,
    0.26388877630233765,
    0.10471197962760925,
    0.16835011541843414,
    0.01941746659576893,
    0.0701754093170166,
    0.13483139872550964,
    0.13580238819122314,
    0.21897803246974945,
    0.34349024295806885,
    0.20960691571235657,
    0.03603601083159447,
    0.38150280714035034,
    0.2721087336540222,
    0.23376615345478058,
    0.3211677670478821,
    0.23529404401779175,
    0.085470050573349,
    0.04999994859099388,
    0.1742737889289856,
    0.34523800015449524,
    0.15438592433929443,
    0.27551010251045227,
    0.18604648113250732,
    0.09999995678663254,
    0.15014159679412842,
    0.1368653029203415,
    0.03448272496461868,
    0.21390368044376373,
    0.03738315775990486,
    0.10588229447603226,
    0.07476632297039032,
    0.16793887317180634,
    0.5235601663589478,
    0.09459453821182251,
    0.16119399666786194,
    0.11895906180143356,
    0.03669722378253937,
    0.10909086465835571,
    0.25082501769065857,
    0.2258063703775406,
    0.2999999523162842,
    0.03571426123380661,
    0.0,
    0.2644627094268799,
    0.43269219994544983,
    0.39676105976104736,
    0.06306301057338715,
    0.2456139624118805,
    0.22131142020225525,
    0.24761897325515747,
    0.16793887317180634,
    0.6358972787857056,
    0.28571417927742004,
    0.3904108703136444,
    0.24210518598556519,
    0.03225803002715111,
    0.1081080511212349,
    0.08376957476139069,
    0.2172701209783554,
    0.43827152252197266,
    0.4295300841331482,
    0.3068180978298187,
    0.48039206862449646,
    0.05084741488099098,
    0.2517482042312622,
    0.09318991005420685,
    0.41967207193374634,
    0.35714274644851685,
    0.03478258103132248,
    0.0,
    0.16589856147766113,
    0.07142851501703262,
    0.056603748351335526,
    0.5589519143104553,
    0.1914190798997879,
    0.06201544776558876,
    0.3084111213684082,
    0.1864406168460846,
    0.1734103411436081,
    0.03278684988617897,
    0.251082181930542,
    0.2181817591190338,
    0.29864245653152466,
    0.047244053333997726,
    0.07352935522794724,
    0.44351452589035034,
    0.323943555355072,
    0.11249993741512299,
    0.11695900559425354,
    0.03333330154418945,
    0.14213192462921143
   ],
   "time": 214.88282490242273,
   "param": [
    {
     "p": 0.09779537469148636,
     "m": 1.0
    },
    {
     "p": 0.002157189417630434,
     "m": 1.0
    },
    {
     "p": 0.10044363141059875,
     "m": 1.0
    },
    {
     "p": 0.09430236369371414,
     "m": 1.0
    },
    {
     "p": 0.11765970289707184,
     "m": 1.0
    },
    {
     "p": 0.012070143595337868,
     "m": 1.0
    },
    {
     "p": 0.09976837784051895,
     "m": 1.0
    },
    {
     "p": 0.0695425271987915,
     "m": 1.0
    },
    {
     "p": 0.04813430830836296,
     "m": 1.0
    },
    {
     "p": 0.033893145620822906,
     "m": 1.0
    },
    {
     "p": 0.03736323118209839,
     "m": 1.0
    },
    {
     "p": 0.1016777977347374,
     "m": 1.0
    },
    {
     "p": 0.18447430431842804,
     "m": 1.0
    },
    {
     "p": 0.0007178974919952452,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 11,
   "train_loss": 6.741876125335693,
   "val_loss": 3.261354684829712,
   "acc": 23.46,
   "f1": [
    0.4230768084526062,
    0.3053434193134308,
    0.13235288858413696,
    0.09160300344228745,
    0.07936502993106842,
    0.14084501564502716,
    0.2236841470003128,
    0.18840573728084564,
    0.13100433349609375,
    0.2771083414554596,
    0.06956518441438675,
    0.07207204401493073,
    0.019801972433924675,
    0.09790203720331192,
    0.16058392822742462,
    0.1602373570203781,
    0.2091502547264099,
    0.43999990820884705,
    0.21296289563179016,
    0.21978014707565308,
    0.38190943002700806,
    0.28901731967926025,
    0.14285710453987122,
    0.4242422878742218,
    0.48034927248954773,
    0.20571422576904297,
    0.07999993860721588,
    0.11764701455831528,
    0.3537413775920868,
    0.1639343649148941,
    0.2769230008125305,
    0.15476183593273163,
    0.22314044833183289,
    0.2521738111972809,
    0.13333328068256378,
    0.16901405155658722,
    0.21111102402210236,
    0.11666662245988846,
    0.1052631139755249,
    0.25510191917419434,
    0.14173223078250885,
    0.3800622820854187,
    0.13138681650161743,
    0.2749999165534973,
    0.01960783451795578,
    0.08974353224039078,
    0.2371133416891098,
    0.3521125614643097,
    0.2519279420375824,
    0.2643677294254303,
    0.03870962932705879,
    0.08196717500686646,
    0.5102639198303223,
    0.4657532870769501,
    0.26544615626335144,
    0.03149602562189102,
    0.40476179122924805,
    0.29677411913871765,
    0.231999933719635,
    0.19393931329250336,
    0.6355138421058655,
    0.206060528755188,
    0.33333322405815125,
    0.20238088071346283,
    0.12442393600940704,
    0.018691571429371834,
    0.015999965369701385,
    0.24999991059303284,
    0.5555554032325745,
    0.3846152722835541,
    0.3076922297477722,
    0.4366196393966675,
    0.018181798979640007,
    0.18292675912380219,
    0.05847948044538498,
    0.3865545988082886,
    0.5271965861320496,
    0.035398200154304504,
    0.14046816527843475,
    0.07462681084871292,
    0.031249960884451866,
    0.1442307084798813,
    0.6580085158348083,
    0.19574464857578278,
    0.10218973457813263,
    0.331034392118454,
    0.26631850004196167,
    0.12280696630477905,
    0.0,
    0.2553190588951111,
    0.24475516378879547,
    0.32352930307388306,
    0.03225803002715111,
    0.16853927075862885,
    0.33333322405815125,
    0.3657141625881195,
    0.17391295731067657,
    0.0,
    0.0504201278090477,
    0.11764701455831528
   ],
   "time": 219.23423379473388,
   "param": [
    {
     "p": 0.11432043462991714,
     "m": 1.0
    },
    {
     "p": 0.01446204911917448,
     "m": 1.0
    },
    {
     "p": 0.10524790734052658,
     "m": 1.0
    },
    {
     "p": 0.022087091580033302,
     "m": 1.0
    },
    {
     "p": 0.11837038397789001,
     "m": 1.0
    },
    {
     "p": 0.0343448780477047,
     "m": 1.0
    },
    {
     "p": 0.08379831165075302,
     "m": 1.0
    },
    {
     "p": 0.06327378004789352,
     "m": 1.0
    },
    {
     "p": 0.06594392657279968,
     "m": 1.0
    },
    {
     "p": 0.05948374420404434,
     "m": 1.0
    },
    {
     "p": 0.054931409657001495,
     "m": 1.0
    },
    {
     "p": 0.12577159702777863,
     "m": 1.0
    },
    {
     "p": 0.13722635805606842,
     "m": 1.0
    },
    {
     "p": 0.0007380632450804114,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 12,
   "train_loss": 7.020213603973389,
   "val_loss": 3.116225481033325,
   "acc": 25.15,
   "f1": [
    0.47577083110809326,
    0.2545453608036041,
    0.19753079116344452,
    0.09655166417360306,
    0.0303029902279377,
    0.154929518699646,
    0.24836592376232147,
    0.19047611951828003,
    0.2288556545972824,
    0.2933332324028015,
    0.07633582502603531,
    0.0,
    0.22222214937210083,
    0.19647347927093506,
    0.16216209530830383,
    0.1395348459482193,
    0.21839071810245514,
    0.40160635113716125,
    0.2638297379016876,
    0.13008125126361847,
    0.3195591866970062,
    0.37837833166122437,
    0.13043473660945892,
    0.3921567499637604,
    0.41441434621810913,
    0.21359217166900635,
    0.13157890737056732,
    0.1694914698600769,
    0.2580644190311432,
    0.2105262726545334,
    0.2934781610965729,
    0.1928374320268631,
    0.2091502547264099,
    0.3018867075443268,
    0.20833326876163483,
    0.10465110093355179,
    0.22727267444133759,
    0.1858406364917755,
    0.1379309743642807,
    0.2888887822628021,
    0.1951218843460083,
    0.5567008852958679,
    0.19587622582912445,
    0.23478256165981293,
    0.09790203720331192,
    0.09876536577939987,
    0.09374994784593582,
    0.36470577120780945,
    0.3089430034160614,
    0.05607474222779274,
    0.029850704595446587,
    0.1455938220024109,
    0.5618727803230286,
    0.43925222754478455,
    0.3582088351249695,
    0.01694912277162075,
    0.32624104619026184,
    0.23728807270526886,
    0.24719089269638062,
    0.17105256021022797,
    0.6351930499076843,
    0.2918454110622406,
    0.3111110031604767,
    0.2992125153541565,
    0.0491802878677845,
    0.1129031702876091,
    0.016806693747639656,
    0.23841053247451782,
    0.4983817934989929,
    0.4507041275501251,
    0.3406592309474945,
    0.4701194167137146,
    0.06349202245473862,
    0.2756182849407196,
    0.0639999583363533,
    0.5032256245613098,
    0.5341613292694092,
    0.11173177510499954,
    0.11475405097007751,
    0.18348616361618042,
    0.09009002149105072,
    0.22314044833183289,
    0.6257666945457458,
    0.2812499403953552,
    0.11904757469892502,
    0.3035230040550232,
    0.28318578004837036,
    0.25870639085769653,
    0.04705876484513283,
    0.23740999400615692,
    0.25165554881095886,
    0.4113473892211914,
    0.0666666254401207,
    0.03478258103132248,
    0.342710942029953,
    0.30487796664237976,
    0.1290322095155716,
    0.09433959424495697,
    0.1028570905327797,
    0.18110232055187225
   ],
   "time": 219.30165498610586,
   "param": [
    {
     "p": 0.10566124320030212,
     "m": 1.0
    },
    {
     "p": 0.0007100055227056146,
     "m": 1.0
    },
    {
     "p": 0.12022894620895386,
     "m": 1.0
    },
    {
     "p": 0.05075522139668465,
     "m": 1.0
    },
    {
     "p": 0.15995919704437256,
     "m": 1.0
    },
    {
     "p": 0.018544983118772507,
     "m": 1.0
    },
    {
     "p": 0.06721045076847076,
     "m": 1.0
    },
    {
     "p": 0.10087419301271439,
     "m": 1.0
    },
    {
     "p": 0.045799028128385544,
     "m": 1.0
    },
    {
     "p": 0.043036993592977524,
     "m": 1.0
    },
    {
     "p": 0.014802660793066025,
     "m": 1.0
    },
    {
     "p": 0.12543809413909912,
     "m": 1.0
    },
    {
     "p": 0.146268829703331,
     "m": 1.0
    },
    {
     "p": 0.0007100055227056146,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 13,
   "train_loss": 6.597358703613281,
   "val_loss": 3.084026575088501,
   "acc": 26.11,
   "f1": [
    0.4912279546260834,
    0.3246752619743347,
    0.18309852480888367,
    0.14062495529651642,
    0.05952375382184982,
    0.1835748255252838,
    0.20895513892173767,
    0.2378377616405487,
    0.2097560465335846,
    0.3493974804878235,
    0.14213192462921143,
    0.16766461730003357,
    0.15533974766731262,
    0.20382159948349,
    0.1379309892654419,
    0.16999994218349457,
    0.20261435210704803,
    0.15652169287204742,
    0.18518511950969696,
    0.1854303926229477,
    0.3419688045978546,
    0.346666544675827,
    0.23204411566257477,
    0.3536977469921112,
    0.4744184911251068,
    0.08771926164627075,
    0.13861380517482758,
    0.19298237562179565,
    0.3444443643093109,
    0.23448269069194794,
    0.3196346163749695,
    0.2424241602420807,
    0.23595495522022247,
    0.2723003923892975,
    0.225680872797966,
    0.18068529665470123,
    0.20532315969467163,
    0.1594202220439911,
    0.17821775376796722,
    0.23561638593673706,
    0.16923071444034576,
    0.5384615063667297,
    0.1965811401605606,
    0.29126206040382385,
    0.09374994784593582,
    0.08633087575435638,
    0.2345678210258484,
    0.452830046415329,
    0.3999999463558197,
    0.2456139326095581,
    0.017241353169083595,
    0.1181817501783371,
    0.6176469922065735,
    0.4918031394481659,
    0.4206008017063141,
    0.05194799602031708,
    0.36619704961776733,
    0.18487389385700226,
    0.23115570843219757,
    0.17647051811218262,
    0.5473682880401611,
    0.28358200192451477,
    0.38961026072502136,
    0.3315507173538208,
    0.08403357863426208,
    0.194871723651886,
    0.03478258103132248,
    0.2923975884914398,
    0.39554306864738464,
    0.3738316595554352,
    0.3483870029449463,
    0.39247310161590576,
    0.12154688686132431,
    0.3195875287055969,
    0.08536579459905624,
    0.5411763787269592,
    0.43055543303489685,
    0.1019107773900032,
    0.12962956726551056,
    0.2092307209968567,
    0.10937494039535522,
    0.24096375703811646,
    0.5510202646255493,
    0.19047611951828003,
    0.05357140302658081,
    0.2888887822628021,
    0.3272726237773895,
    0.30487796664237976,
    0.09756091982126236,
    0.3234041631221771,
    0.1748633086681366,
    0.3286712169647217,
    0.017093989998102188,
    0.16216209530830383,
    0.5123152136802673,
    0.28124991059303284,
    0.2617800235748291,
    0.22459883987903595,
    0.05357140302658081,
    0.09655166417360306
   ],
   "time": 219.06322714872658,
   "param": [
    {
     "p": 0.11682011932134628,
     "m": 1.0
    },
    {
     "p": 0.017104754224419594,
     "m": 1.0
    },
    {
     "p": 0.18665793538093567,
     "m": 1.0
    },
    {
     "p": 0.06847276538610458,
     "m": 1.0
    },
    {
     "p": 0.1429044008255005,
     "m": 1.0
    },
    {
     "p": 0.0007068510167300701,
     "m": 1.0
    },
    {
     "p": 0.08670252561569214,
     "m": 1.0
    },
    {
     "p": 0.05187549069523811,
     "m": 1.0
    },
    {
     "p": 0.039257653057575226,
     "m": 1.0
    },
    {
     "p": 0.029319826513528824,
     "m": 1.0
    },
    {
     "p": 0.01953655295073986,
     "m": 1.0
    },
    {
     "p": 0.10808578878641129,
     "m": 1.0
    },
    {
     "p": 0.13184837996959686,
     "m": 1.0
    },
    {
     "p": 0.0007068510167300701,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 14,
   "train_loss": 6.31235408782959,
   "val_loss": 3.176085948944092,
   "acc": 26.59,
   "f1": [
    0.5112106204032898,
    0.31410250067710876,
    0.14876028895378113,
    0.2258063703775406,
    0.15662643313407898,
    0.22222216427326202,
    0.29824554920196533,
    0.2564101815223694,
    0.23376615345478058,
    0.3878786563873291,
    0.09599995613098145,
    0.18421044945716858,
    0.23430955410003662,
    0.19011402130126953,
    0.16842098534107208,
    0.12745091319084167,
    0.2550334632396698,
    0.39183664321899414,
    0.2129032015800476,
    0.22360241413116455,
    0.2679611146450043,
    0.34626856446266174,
    0.2647058069705963,
    0.45161280035972595,
    0.3453236222267151,
    0.16923071444034576,
    0.1240309551358223,
    0.05357140302658081,
    0.3370785415172577,
    0.22330091893672943,
    0.3899998664855957,
    0.18518511950969696,
    0.22222216427326202,
    0.20081962645053864,
    0.2393161654472351,
    0.08474572747945786,
    0.2783504128456116,
    0.17948710918426514,
    0.18587355315685272,
    0.3478259742259979,
    0.11666662245988846,
    0.42857134342193604,
    0.17346931993961334,
    0.22319470345973969,
    0.0,
    0.1445782482624054,
    0.24539868533611298,
    0.40358731150627136,
    0.4150942265987396,
    0.33962249755859375,
    0.0,
    0.16161610186100006,
    0.4905659556388855,
    0.492890864610672,
    0.3731342554092407,
    0.0,
    0.4024389386177063,
    0.2699999213218689,
    0.17391298711299896,
    0.1129031702876091,
    0.6729856729507446,
    0.28099167346954346,
    0.4343433380126953,
    0.28571417927742004,
    0.029850704595446587,
    0.08759118616580963,
    0.11209435015916824,
    0.35955044627189636,
    0.6285713315010071,
    0.491227924823761,
    0.4230768084526062,
    0.3039998710155487,
    0.018691571429371834,
    0.262857049703598,
    0.07518791407346725,
    0.5039369463920593,
    0.5263157486915588,
    0.1222221851348877,
    0.12576062977313995,
    0.056603748351335526,
    0.062499936670064926,
    0.17518241703510284,
    0.6244342923164368,
    0.11111105233430862,
    0.15331006050109863,
    0.23437494039535522,
    0.29370617866516113,
    0.2962961792945862,
    0.07407402247190475,
    0.29433953762054443,
    0.2116401493549347,
    0.3603602349758148,
    0.03773583099246025,
    0.1481480896472931,
    0.4955751299858093,
    0.3576158285140991,
    0.22222216427326202,
    0.2543858587741852,
    0.10389603674411774,
    0.11111106723546982
   ],
   "time": 218.21631793584675,
   "param": [
    {
     "p": 0.09680094569921494,
     "m": 1.0
    },
    {
     "p": 0.01677623949944973,
     "m": 1.0
    },
    {
     "p": 0.1467273086309433,
     "m": 1.0
    },
    {
     "p": 0.09236990660429001,
     "m": 1.0
    },
    {
     "p": 0.12138456851243973,
     "m": 1.0
    },
    {
     "p": 0.0013180534588173032,
     "m": 1.0
    },
    {
     "p": 0.026719750836491585,
     "m": 1.0
    },
    {
     "p": 0.06416205316781998,
     "m": 1.0
    },
    {
     "p": 0.043785419315099716,
     "m": 1.0
    },
    {
     "p": 0.047673746943473816,
     "m": 1.0
    },
    {
     "p": 0.06769397109746933,
     "m": 1.0
    },
    {
     "p": 0.11951112002134323,
     "m": 1.0
    },
    {
     "p": 0.15436764061450958,
     "m": 1.0
    },
    {
     "p": 0.0007091065053828061,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 15,
   "train_loss": 6.1247148513793945,
   "val_loss": 2.895860195159912,
   "acc": 27.43,
   "f1": [
    0.46491214632987976,
    0.1935483068227768,
    0.12698407471179962,
    0.18840573728084564,
    0.04687495157122612,
    0.19767434895038605,
    0.1965317279100418,
    0.26615965366363525,
    0.24031001329421997,
    0.4418603479862213,
    0.03199996426701546,
    0.07042248547077179,
    0.3276835083961487,
    0.210526242852211,
    0.17283941805362701,
    0.15384608507156372,
    0.24137921631336212,
    0.4222221076488495,
    0.30701744556427,
    0.17931026220321655,
    0.433459997177124,
    0.46351921558380127,
    0.16243651509284973,
    0.48484838008880615,
    0.46861910820007324,
    0.217391237616539,
    0.13259662687778473,
    0.16058386862277985,
    0.3184078335762024,
    0.22222216427326202,
    0.31155768036842346,
    0.2704625427722931,
    0.2727271318435669,
    0.31067952513694763,
    0.2933332622051239,
    0.03773583099246025,
    0.2774565517902374,
    0.16993455588817596,
    0.20095685124397278,
    0.3809523284435272,
    0.20792073011398315,
    0.37602174282073975,
    0.2099999338388443,
    0.22857137024402618,
    0.13065321743488312,
    0.0,
    0.16216209530830383,
    0.4845814108848572,
    0.4508668780326843,
    0.21705420315265656,
    0.09045220911502838,
    0.16766461730003357,
    0.5354329943656921,
    0.5267488360404968,
    0.37462228536605835,
    0.04687495157122612,
    0.4179103374481201,
    0.26666659116744995,
    0.2634729743003845,
    0.2533332407474518,
    0.6868685483932495,
    0.23391805589199066,
    0.39215677976608276,
    0.28723397850990295,
    0.0,
    0.0,
    0.16184966266155243,
    0.28947359323501587,
    0.6597937345504761,
    0.40540534257888794,
    0.331707239151001,
    0.5655736327171326,
    0.10687018185853958,
    0.19108274579048157,
    0.12923072278499603,
    0.5697672963142395,
    0.550898015499115,
    0.09999994188547134,
    0.14234870672225952,
    0.0504201278090477,
    0.06060601398348808,
    0.1572052240371704,
    0.6464645266532898,
    0.1818181276321411,
    0.11244974285364151,
    0.31275710463523865,
    0.34848475456237793,
    0.2333332598209381,
    0.0,
    0.27325576543807983,
    0.21111102402210236,
    0.35714274644851685,
    0.1405404806137085,
    0.12244893610477448,
    0.351144939661026,
    0.38345855474472046,
    0.28571420907974243,
    0.23437495529651642,
    0.11704831570386887,
    0.21965309977531433
   ],
   "time": 216.26594467833638,
   "param": [
    {
     "p": 0.1101711094379425,
     "m": 1.0
    },
    {
     "p": 0.0007175499922595918,
     "m": 1.0
    },
    {
     "p": 0.13929767906665802,
     "m": 1.0
    },
    {
     "p": 0.044218435883522034,
     "m": 1.0
    },
    {
     "p": 0.13152369856834412,
     "m": 1.0
    },
    {
     "p": 0.008943727239966393,
     "m": 1.0
    },
    {
     "p": 0.07296092063188553,
     "m": 1.0
    },
    {
     "p": 0.13431964814662933,
     "m": 1.0
    },
    {
     "p": 0.0030382962431758642,
     "m": 1.0
    },
    {
     "p": 0.04713716357946396,
     "m": 1.0
    },
    {
     "p": 0.02676769718527794,
     "m": 1.0
    },
    {
     "p": 0.13886910676956177,
     "m": 1.0
    },
    {
     "p": 0.1413174718618393,
     "m": 1.0
    },
    {
     "p": 0.0007175499922595918,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 16,
   "train_loss": 6.54289436340332,
   "val_loss": 2.928450345993042,
   "acc": 28.96,
   "f1": [
    0.5287355184555054,
    0.32558128237724304,
    0.23913034796714783,
    0.18934904038906097,
    0.03478258103132248,
    0.21323524415493011,
    0.2821575999259949,
    0.228571355342865,
    0.24657529592514038,
    0.4606059193611145,
    0.0,
    0.03809521719813347,
    0.2564101815223694,
    0.21601484715938568,
    0.18404902517795563,
    0.127999946475029,
    0.28571417927742004,
    0.40796008706092834,
    0.26666656136512756,
    0.20289847254753113,
    0.49773746728897095,
    0.47368407249450684,
    0.14857138693332672,
    0.475806325674057,
    0.49999988079071045,
    0.2014387845993042,
    0.16766461730003357,
    0.10344822704792023,
    0.3577980697154999,
    0.26244333386421204,
    0.32388654351234436,
    0.31999990344047546,
    0.2810809910297394,
    0.2758619785308838,
    0.20779214799404144,
    0.09459453821182251,
    0.2536230981349945,
    0.1696968972682953,
    0.16753920912742615,
    0.33333322405815125,
    0.2620086967945099,
    0.5825241804122925,
    0.21126757562160492,
    0.26666659116744995,
    0.09374994784593582,
    0.08333327621221542,
    0.18439710140228271,
    0.4607328474521637,
    0.36704114079475403,
    0.30526304244995117,
    0.01960783451795578,
    0.17283941805362701,
    0.5230768322944641,
    0.477508544921875,
    0.47120407223701477,
    0.05673753470182419,
    0.4191615581512451,
    0.27428561449050903,
    0.2574256360530853,
    0.22222216427326202,
    0.6999998688697815,
    0.2879999279975891,
    0.4369746744632721,
    0.24999991059303284,
    0.0773480087518692,
    0.17808210849761963,
    0.13930343091487885,
    0.2873562276363373,
    0.5559565424919128,
    0.4634144902229309,
    0.39449530839920044,
    0.5929647088050842,
    0.09230764210224152,
    0.26395928859710693,
    0.13414627313613892,
    0.5118108987808228,
    0.602040708065033,
    0.07407402247190475,
    0.19496850669384003,
    0.17391297221183777,
    0.09374994784593582,
    0.09009005129337311,
    0.5770750045776367,
    0.22950810194015503,
    0.1499999314546585,
    0.2603549063205719,
    0.3487178385257721,
    0.29166656732559204,
    0.09950242191553116,
    0.31081071496009827,
    0.2424241602420807,
    0.2857142388820648,
    0.07874010503292084,
    0.09230764210224152,
    0.48305076360702515,
    0.3091786503791809,
    0.2643677294254303,
    0.19946086406707764,
    0.14406773447990417,
    0.17218534648418427
   ],
   "time": 220.51670079957694,
   "param": [
    {
     "p": 0.13114455342292786,
     "m": 1.0
    },
    {
     "p": 0.0007211859920062125,
     "m": 1.0
    },
    {
     "p": 0.15734559297561646,
     "m": 1.0
    },
    {
     "p": 0.01983821950852871,
     "m": 1.0
    },
    {
     "p": 0.1579446643590927,
     "m": 1.0
    },
    {
     "p": 0.0007211859920062125,
     "m": 1.0
    },
    {
     "p": 0.06020547077059746,
     "m": 1.0
    },
    {
     "p": 0.10302838683128357,
     "m": 1.0
    },
    {
     "p": 0.028575528413057327,
     "m": 1.0
    },
    {
     "p": 0.0007211859920062125,
     "m": 1.0
    },
    {
     "p": 0.02569115348160267,
     "m": 1.0
    },
    {
     "p": 0.1385021209716797,
     "m": 1.0
    },
    {
     "p": 0.1748395711183548,
     "m": 1.0
    },
    {
     "p": 0.0007211859920062125,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 17,
   "train_loss": 6.053514003753662,
   "val_loss": 2.964280366897583,
   "acc": 28.48,
   "f1": [
    0.5472635626792908,
    0.2924281656742096,
    0.15384608507156372,
    0.1052631139755249,
    0.047244053333997726,
    0.18900339305400848,
    0.24516120553016663,
    0.32369929552078247,
    0.20560744404792786,
    0.4210525155067444,
    0.19277101755142212,
    0.12949636578559875,
    0.24113468825817108,
    0.22429901361465454,
    0.15384608507156372,
    0.14399996399879456,
    0.2761903405189514,
    0.2767294645309448,
    0.25961530208587646,
    0.22317588329315186,
    0.509316623210907,
    0.4203820824623108,
    0.2658226788043976,
    0.47715723514556885,
    0.49382704496383667,
    0.20765019953250885,
    0.15894033014774323,
    0.13836471736431122,
    0.3862067759037018,
    0.2399999350309372,
    0.3510637581348419,
    0.2999999523162842,
    0.23076917231082916,
    0.23529404401779175,
    0.13223135471343994,
    0.16374263167381287,
    0.25992774963378906,
    0.14659681916236877,
    0.16867463290691376,
    0.4230768084526062,
    0.2890172600746155,
    0.439862459897995,
    0.17808210849761963,
    0.12068961560726166,
    0.11282043904066086,
    0.15081962943077087,
    0.17333325743675232,
    0.44537800550460815,
    0.3999999165534973,
    0.3048326075077057,
    0.0,
    0.1694914698600769,
    0.593984842300415,
    0.561576247215271,
    0.36416178941726685,
    0.017241353169083595,
    0.49999988079071045,
    0.24637670814990997,
    0.26666656136512756,
    0.2366863340139389,
    0.577777624130249,
    0.39285704493522644,
    0.4296874403953552,
    0.33962252736091614,
    0.04054049029946327,
    0.10852707922458649,
    0.12612608075141907,
    0.24539868533611298,
    0.6481480002403259,
    0.4299998879432678,
    0.2890172600746155,
    0.5062239766120911,
    0.13698624074459076,
    0.18487386405467987,
    0.17518241703510284,
    0.5140561461448669,
    0.5668447613716125,
    0.09859149903059006,
    0.15189866721630096,
    0.19762840867042542,
    0.02877693437039852,
    0.244648277759552,
    0.541516125202179,
    0.20359273254871368,
    0.10489504784345627,
    0.24460424482822418,
    0.3786981403827667,
    0.33333322405815125,
    0.17040351033210754,
    0.26461535692214966,
    0.21698106825351715,
    0.39560428261756897,
    0.15172408521175385,
    0.16867463290691376,
    0.5365852117538452,
    0.41095879673957825,
    0.2603549063205719,
    0.19875767827033997,
    0.11299428343772888,
    0.16666661202907562
   ],
   "time": 218.69906601775438,
   "param": [
    {
     "p": 0.1767089068889618,
     "m": 1.0
    },
    {
     "p": 0.000726160011254251,
     "m": 1.0
    },
    {
     "p": 0.16919764876365662,
     "m": 1.0
    },
    {
     "p": 0.06566900759935379,
     "m": 1.0
    },
    {
     "p": 0.09255733340978622,
     "m": 1.0
    },
    {
     "p": 0.000726160011254251,
     "m": 1.0
    },
    {
     "p": 0.10586407780647278,
     "m": 1.0
    },
    {
     "p": 0.043167781084775925,
     "m": 1.0
    },
    {
     "p": 0.001267175073735416,
     "m": 1.0
    },
    {
     "p": 0.04116680100560188,
     "m": 1.0
    },
    {
     "p": 0.025902334600687027,
     "m": 1.0
    },
    {
     "p": 0.15375445783138275,
     "m": 1.0
    },
    {
     "p": 0.12256598472595215,
     "m": 1.0
    },
    {
     "p": 0.000726160011254251,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 18,
   "train_loss": 6.454032897949219,
   "val_loss": 2.8706510066986084,
   "acc": 29.84,
   "f1": [
    0.5662099123001099,
    0.35897427797317505,
    0.2269502729177475,
    0.052631545811891556,
    0.08510632067918777,
    0.21428564190864563,
    0.2944784462451935,
    0.31067952513694763,
    0.2769230008125305,
    0.4146340489387512,
    0.14814810454845428,
    0.184738889336586,
    0.1864406168460846,
    0.21789877116680145,
    0.16793887317180634,
    0.21782170236110687,
    0.24999989569187164,
    0.46082934737205505,
    0.2446807622909546,
    0.220689594745636,
    0.5568180084228516,
    0.45454534888267517,
    0.2580644190311432,
    0.48275846242904663,
    0.4930231273174286,
    0.18238988518714905,
    0.16923071444034576,
    0.167785182595253,
    0.3878786563873291,
    0.26315778493881226,
    0.18604643642902374,
    0.2883720099925995,
    0.2739725112915039,
    0.26086947321891785,
    0.28685250878334045,
    0.07518791407346725,
    0.28712859749794006,
    0.18713442981243134,
    0.16045841574668884,
    0.368663489818573,
    0.2656249403953552,
    0.6327682137489319,
    0.299999862909317,
    0.26262614130973816,
    0.0921052023768425,
    0.1290322095155716,
    0.2612243890762329,
    0.3703702986240387,
    0.38759681582450867,
    0.30388686060905457,
    0.061728332191705704,
    0.23529404401779175,
    0.577946662902832,
    0.5084744095802307,
    0.46009382605552673,
    0.04790413752198219,
    0.4907405972480774,
    0.32820504903793335,
    0.2718445658683777,
    0.2674417495727539,
    0.6096652746200562,
    0.3046356737613678,
    0.43518510460853577,
    0.30456843972206116,
    0.02684558928012848,
    0.16455689072608948,
    0.17857135832309723,
    0.16783210635185242,
    0.5460991859436035,
    0.5045044422149658,
    0.37563440203666687,
    0.5725489854812622,
    0.13008125126361847,
    0.3274020552635193,
    0.14574894309043884,
    0.6262625455856323,
    0.577777624130249,
    0.11278190463781357,
    0.09150320291519165,
    0.24864855408668518,
    0.10526309162378311,
    0.1971830427646637,
    0.638554036617279,
    0.27083322405815125,
    0.07100585103034973,
    0.32704389095306396,
    0.34224584698677063,
    0.32432422041893005,
    0.0,
    0.27624303102493286,
    0.22929933667182922,
    0.4516127407550812,
    0.09836061298847198,
    0.1194029375910759,
    0.539215624332428,
    0.3665337860584259,
    0.2574256360530853,
    0.24175818264484406,
    0.0639999583363533,
    0.18978095054626465
   ],
   "time": 217.93233238067478,
   "param": [
    {
     "p": 0.13552126288414001,
     "m": 1.0
    },
    {
     "p": 0.0007100333459675312,
     "m": 1.0
    },
    {
     "p": 0.14699341356754303,
     "m": 1.0
    },
    {
     "p": 0.05355915054678917,
     "m": 1.0
    },
    {
     "p": 0.1410427987575531,
     "m": 1.0
    },
    {
     "p": 0.0007100333459675312,
     "m": 1.0
    },
    {
     "p": 0.08334319293498993,
     "m": 1.0
    },
    {
     "p": 0.11611206829547882,
     "m": 1.0
    },
    {
     "p": 0.018166914582252502,
     "m": 1.0
    },
    {
     "p": 0.023073643445968628,
     "m": 1.0
    },
    {
     "p": 0.09117690473794937,
     "m": 1.0
    },
    {
     "p": 0.12040310353040695,
     "m": 1.0
    },
    {
     "p": 0.06847736984491348,
     "m": 1.0
    },
    {
     "p": 0.0007100333459675312,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 19,
   "train_loss": 5.535519599914551,
   "val_loss": 3.104860305786133,
   "acc": 30.3,
   "f1": [
    0.5575219988822937,
    0.36585354804992676,
    0.19642849266529083,
    0.23140490055084229,
    0.05882347747683525,
    0.24905653297901154,
    0.32352936267852783,
    0.21848730742931366,
    0.25992774963378906,
    0.4502616822719574,
    0.16560502350330353,
    0.1525423377752304,
    0.23188398778438568,
    0.2386830598115921,
    0.22222214937210083,
    0.19708023965358734,
    0.2983424663543701,
    0.42567557096481323,
    0.33179715275764465,
    0.24761897325515747,
    0.4886876940727234,
    0.41148313879966736,
    0.2840908169746399,
    0.33783775568008423,
    0.48387086391448975,
    0.24844713509082794,
    0.12121206521987915,
    0.1909089982509613,
    0.3849371671676636,
    0.24050623178482056,
    0.41052618622779846,
    0.26515141129493713,
    0.31999990344047546,
    0.20833326876163483,
    0.265060156583786,
    0.09876536577939987,
    0.2937852144241333,
    0.19269098341464996,
    0.18699179589748383,
    0.3502824008464813,
    0.24580998718738556,
    0.5844154953956604,
    0.18181811273097992,
    0.25961530208587646,
    0.12698407471179962,
    0.1818181276321411,
    0.19774006307125092,
    0.5193368792533875,
    0.5096152424812317,
    0.30769217014312744,
    0.08888882398605347,
    0.2061854749917984,
    0.6272726058959961,
    0.5771142840385437,
    0.4727271497249603,
    0.060150329023599625,
    0.497041255235672,
    0.31372541189193726,
    0.2748090922832489,
    0.18840573728084564,
    0.6708073019981384,
    0.3675212860107422,
    0.3837208151817322,
    0.25777769088745117,
    0.11458326876163483,
    0.1451612412929535,
    0.06504061073064804,
    0.29787227511405945,
    0.6319998502731323,
    0.37640443444252014,
    0.39999985694885254,
    0.6060605049133301,
    0.13173647224903107,
    0.2922373414039612,
    0.18487389385700226,
    0.5841582417488098,
    0.5343510508537292,
    0.12658220529556274,
    0.19999992847442627,
    0.16438350081443787,
    0.0672268494963646,
    0.12213735282421112,
    0.644067645072937,
    0.2909089922904968,
    0.15277773141860962,
    0.3376622200012207,
    0.3559320867061615,
    0.2830187678337097,
    0.07194238901138306,
    0.3016759157180786,
    0.27705615758895874,
    0.36298924684524536,
    0.17610056698322296,
    0.10084028542041779,
    0.6019416451454163,
    0.41884803771972656,
    0.2543351650238037,
    0.24422433972358704,
    0.1010100394487381,
    0.13414627313613892
   ],
   "time": 220.03069260902703,
   "param": [
    {
     "p": 0.12238210439682007,
     "m": 1.0
    },
    {
     "p": 0.0007026600069366395,
     "m": 1.0
    },
    {
     "p": 0.1270628422498703,
     "m": 1.0
    },
    {
     "p": 0.052294641733169556,
     "m": 1.0
    },
    {
     "p": 0.1479034274816513,
     "m": 1.0
    },
    {
     "p": 0.00149737938772887,
     "m": 1.0
    },
    {
     "p": 0.07795140147209167,
     "m": 1.0
    },
    {
     "p": 0.05831581726670265,
     "m": 1.0
    },
    {
     "p": 0.035779085010290146,
     "m": 1.0
    },
    {
     "p": 0.06705203652381897,
     "m": 1.0
    },
    {
     "p": 0.07061725109815598,
     "m": 1.0
    },
    {
     "p": 0.09367293119430542,
     "m": 1.0
    },
    {
     "p": 0.1440657675266266,
     "m": 1.0
    },
    {
     "p": 0.0007026600069366395,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 20,
   "train_loss": 5.918972015380859,
   "val_loss": 2.8262877464294434,
   "acc": 29.64,
   "f1": [
    0.594594419002533,
    0.37062928080558777,
    0.23036640882492065,
    0.21428564190864563,
    0.09999993443489075,
    0.21276593208312988,
    0.24793381989002228,
    0.38043469190597534,
    0.2656249403953552,
    0.3999998867511749,
    0.16289585828781128,
    0.1548386514186859,
    0.30555546283721924,
    0.2746780216693878,
    0.2585032880306244,
    0.14634142816066742,
    0.2621358335018158,
    0.4090908467769623,
    0.27423161268234253,
    0.21192045509815216,
    0.40601497888565063,
    0.4313724637031555,
    0.2569831311702728,
    0.48039206862449646,
    0.4799998700618744,
    0.22485199570655823,
    0.20320846140384674,
    0.1365852952003479,
    0.33576634526252747,
    0.2025315910577774,
    0.3296703100204468,
    0.32335323095321655,
    0.24817509949207306,
    0.2745097577571869,
    0.277108371257782,
    0.15044242143630981,
    0.3087247312068939,
    0.1576354056596756,
    0.14084501564502716,
    0.36585354804992676,
    0.29268285632133484,
    0.5825241804122925,
    0.19178076088428497,
    0.3232322335243225,
    0.15384608507156372,
    0.1449274867773056,
    0.2649571895599365,
    0.5020574927330017,
    0.3609755337238312,
    0.10909086465835571,
    0.048780445009469986,
    0.20408158004283905,
    0.4662575423717499,
    0.6181817054748535,
    0.44137921929359436,
    0.09216583520174026,
    0.33787456154823303,
    0.2838708758354187,
    0.31147530674934387,
    0.2548261880874634,
    0.6785712838172913,
    0.3502824008464813,
    0.4711109697818756,
    0.34394893050193787,
    0.08196717500686646,
    0.11976040154695511,
    0.14222215116024017,
    0.28220847249031067,
    0.7053138613700867,
    0.4817517399787903,
    0.4222221076488495,
    0.5791853666305542,
    0.13223135471343994,
    0.1129031702876091,
    0.18811874091625214,
    0.5499998927116394,
    0.48226940631866455,
    0.05172409862279892,
    0.21897804737091064,
    0.22352932393550873,
    0.1412428915500641,
    0.18045106530189514,
    0.6390039920806885,
    0.27705615758895874,
    0.08450698852539062,
    0.3259667754173279,
    0.33532923460006714,
    0.32388654351234436,
    0.05228752642869949,
    0.30597007274627686,
    0.2649571895599365,
    0.3675212860107422,
    0.22459883987903595,
    0.07999993860721588,
    0.5068492293357849,
    0.38144323229789734,
    0.17322827875614166,
    0.26399993896484375,
    0.07894731312990189,
    0.18897630274295807
   ],
   "time": 218.27247879933566,
   "param": [
    {
     "p": 0.13860878348350525,
     "m": 1.0
    },
    {
     "p": 0.0007067337865009904,
     "m": 1.0
    },
    {
     "p": 0.14359839260578156,
     "m": 1.0
    },
    {
     "p": 0.08006185293197632,
     "m": 1.0
    },
    {
     "p": 0.11499129235744476,
     "m": 1.0
    },
    {
     "p": 0.0007067337865009904,
     "m": 1.0
    },
    {
     "p": 0.08351249247789383,
     "m": 1.0
    },
    {
     "p": 0.059652384370565414,
     "m": 1.0
    },
    {
     "p": 0.03166528418660164,
     "m": 1.0
    },
    {
     "p": 0.0052022747695446014,
     "m": 1.0
    },
    {
     "p": 0.07280201464891434,
     "m": 1.0
    },
    {
     "p": 0.12200658023357391,
     "m": 1.0
    },
    {
     "p": 0.14577840268611908,
     "m": 1.0
    },
    {
     "p": 0.0007067337865009904,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 21,
   "train_loss": 5.995152950286865,
   "val_loss": 2.8609421253204346,
   "acc": 30.26,
   "f1": [
    0.5953487157821655,
    0.39473670721054077,
    0.07407403737306595,
    0.1194029375910759,
    0.1028570905327797,
    0.13461533188819885,
    0.32369929552078247,
    0.2597401440143585,
    0.2914979159832001,
    0.45263150334358215,
    0.15950913727283478,
    0.2124999314546585,
    0.35294109582901,
    0.24427475035190582,
    0.15827332437038422,
    0.2251655012369156,
    0.2418300211429596,
    0.4549761712551117,
    0.22666659951210022,
    0.2464454174041748,
    0.5208331942558289,
    0.4606059193611145,
    0.22680403292179108,
    0.5286343097686768,
    0.5163933038711548,
    0.20624996721744537,
    0.1639343649148941,
    0.16286639869213104,
    0.3437499403953552,
    0.24210518598556519,
    0.33962249755859375,
    0.2929935157299042,
    0.26573416590690613,
    0.22666659951210022,
    0.25203242897987366,
    0.1746724247932434,
    0.2695651352405548,
    0.19767434895038605,
    0.11111106723546982,
    0.41269832849502563,
    0.21505369246006012,
    0.6031745076179504,
    0.22535204887390137,
    0.26751580834388733,
    0.16487449407577515,
    0.054054029285907745,
    0.16528919339179993,
    0.404255211353302,
    0.44943806529045105,
    0.28742504119873047,
    0.1069767102599144,
    0.24844713509082794,
    0.3625729978084564,
    0.49999988079071045,
    0.4502616822719574,
    0.10606056451797485,
    0.4015443027019501,
    0.289308100938797,
    0.3034482002258301,
    0.28723397850990295,
    0.5931033492088318,
    0.36018943786621094,
    0.43243229389190674,
    0.3376622200012207,
    0.07874010503292084,
    0.24489787220954895,
    0.0639999583363533,
    0.14399996399879456,
    0.6432158946990967,
    0.4951455295085907,
    0.38271594047546387,
    0.5809522867202759,
    0.14444437623023987,
    0.30303022265434265,
    0.14666660130023956,
    0.5454543828964233,
    0.5989846587181091,
    0.0491802878677845,
    0.1731843203306198,
    0.2658958435058594,
    0.09411758184432983,
    0.3168315887451172,
    0.6698111891746521,
    0.3141360282897949,
    0.15079358220100403,
    0.3838382363319397,
    0.3580785095691681,
    0.26881712675094604,
    0.054054003208875656,
    0.3636362552642822,
    0.2673266530036926,
    0.3169398605823517,
    0.21649475395679474,
    0.13023249804973602,
    0.4857141971588135,
    0.41284388303756714,
    0.3121386468410492,
    0.30366483330726624,
    0.1442307084798813,
    0.10256405174732208
   ],
   "time": 248.46910978574306,
   "param": [
    {
     "p": 0.1627572923898697,
     "m": 1.0
    },
    {
     "p": 0.0007064135861583054,
     "m": 1.0
    },
    {
     "p": 0.151047483086586,
     "m": 1.0
    },
    {
     "p": 0.021482881158590317,
     "m": 1.0
    },
    {
     "p": 0.10256301611661911,
     "m": 1.0
    },
    {
     "p": 0.0007064135861583054,
     "m": 1.0
    },
    {
     "p": 0.07892613857984543,
     "m": 1.0
    },
    {
     "p": 0.0036047811154276133,
     "m": 1.0
    },
    {
     "p": 0.061075109988451004,
     "m": 1.0
    },
    {
     "p": 0.0007064135861583054,
     "m": 1.0
    },
    {
     "p": 0.05060260742902756,
     "m": 1.0
    },
    {
     "p": 0.179677352309227,
     "m": 1.0
    },
    {
     "p": 0.18543756008148193,
     "m": 1.0
    },
    {
     "p": 0.0007064135861583054,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 22,
   "train_loss": 5.6707916259765625,
   "val_loss": 2.8973426818847656,
   "acc": 31.31,
   "f1": [
    0.5739909410476685,
    0.41346144676208496,
    0.20547938346862793,
    0.05309731885790825,
    0.05357140302658081,
    0.21965309977531433,
    0.20312491059303284,
    0.3111110329627991,
    0.29875513911247253,
    0.43902432918548584,
    0.1656804084777832,
    0.15384609997272491,
    0.3082706034183502,
    0.18309852480888367,
    0.17808210849761963,
    0.228571355342865,
    0.3065692186355591,
    0.4190475642681122,
    0.30588221549987793,
    0.2707422971725464,
    0.5795453190803528,
    0.4766837954521179,
    0.278787761926651,
    0.4692735970020294,
    0.5154638290405273,
    0.2614377737045288,
    0.2014387845993042,
    0.18726585805416107,
    0.429447740316391,
    0.22360241413116455,
    0.3865545094013214,
    0.29959505796432495,
    0.28947359323501587,
    0.2602229714393616,
    0.29714274406433105,
    0.1759999543428421,
    0.31055888533592224,
    0.15686267614364624,
    0.2176164984703064,
    0.33548372983932495,
    0.2843136191368103,
    0.6222221255302429,
    0.21126753091812134,
    0.25517234206199646,
    0.13559316098690033,
    0.16216209530830383,
    0.2018348127603531,
    0.45348823070526123,
    0.46632111072540283,
    0.1379309743642807,
    0.1282050609588623,
    0.20054195821285248,
    0.4188234508037567,
    0.6111109852790833,
    0.4805193543434143,
    0.14652009308338165,
    0.3855420649051666,
    0.3398691415786743,
    0.2981817424297333,
    0.21118006110191345,
    0.6507176160812378,
    0.40796008706092834,
    0.4565216302871704,
    0.29959505796432495,
    0.05517236515879631,
    0.21989519894123077,
    0.13872826099395752,
    0.31168824434280396,
    0.6475408673286438,
    0.5172412991523743,
    0.32835814356803894,
    0.49221178889274597,
    0.10666660219430923,
    0.32411059737205505,
    0.1754385232925415,
    0.5207546353340149,
    0.6395347118377686,
    0.08264458924531937,
    0.15151509642601013,
    0.1971830427646637,
    0.19016388058662415,
    0.29126206040382385,
    0.6311473846435547,
    0.31489354372024536,
    0.18867918848991394,
    0.36842095851898193,
    0.3599999248981476,
    0.30851057171821594,
    0.016528895124793053,
    0.372548907995224,
    0.2694299519062042,
    0.358381450176239,
    0.15384608507156372,
    0.06611566245555878,
    0.5921786427497864,
    0.4090908467769623,
    0.28571417927742004,
    0.24603168666362762,
    0.06993001699447632,
    0.1717790812253952
   ],
   "time": 256.3790185172111,
   "param": [
    {
     "p": 0.1248013824224472,
     "m": 1.0
    },
    {
     "p": 0.0007002499187365174,
     "m": 1.0
    },
    {
     "p": 0.11709707975387573,
     "m": 1.0
    },
    {
     "p": 0.053151827305555344,
     "m": 1.0
    },
    {
     "p": 0.12196381390094757,
     "m": 1.0
    },
    {
     "p": 0.0007002499187365174,
     "m": 1.0
    },
    {
     "p": 0.0655207633972168,
     "m": 1.0
    },
    {
     "p": 0.08262044191360474,
     "m": 1.0
    },
    {
     "p": 0.06091294065117836,
     "m": 1.0
    },
    {
     "p": 0.03428974747657776,
     "m": 1.0
    },
    {
     "p": 0.04875287786126137,
     "m": 1.0
    },
    {
     "p": 0.13395018875598907,
     "m": 1.0
    },
    {
     "p": 0.15483829379081726,
     "m": 1.0
    },
    {
     "p": 0.0007002499187365174,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 23,
   "train_loss": 5.4959306716918945,
   "val_loss": 2.887866735458374,
   "acc": 31.48,
   "f1": [
    0.5523011684417725,
    0.39805811643600464,
    0.18292675912380219,
    0.154929518699646,
    0.16666662693023682,
    0.251308798789978,
    0.2949307858943939,
    0.2967032194137573,
    0.2569443881511688,
    0.3999998867511749,
    0.12949636578559875,
    0.14201176166534424,
    0.32335323095321655,
    0.23684203624725342,
    0.18309852480888367,
    0.20765019953250885,
    0.2999998927116394,
    0.46491214632987976,
    0.2786884307861328,
    0.27322396636009216,
    0.5888323187828064,
    0.44444429874420166,
    0.28571420907974243,
    0.5291478633880615,
    0.5445543527603149,
    0.2297871857881546,
    0.21359220147132874,
    0.18378375470638275,
    0.432748407125473,
    0.2622949779033661,
    0.3800903856754303,
    0.30578503012657166,
    0.306122362613678,
    0.29508185386657715,
    0.1891891211271286,
    0.018348604440689087,
    0.2696628272533417,
    0.22222216427326202,
    0.19999992847442627,
    0.34883710741996765,
    0.30232545733451843,
    0.5726870894432068,
    0.2649005651473999,
    0.256410151720047,
    0.13698624074459076,
    0.17857135832309723,
    0.2492753118276596,
    0.4015443027019501,
    0.41975298523902893,
    0.3389829397201538,
    0.14364632964134216,
    0.27884605526924133,
    0.48809507489204407,
    0.5447470545768738,
    0.3756905496120453,
    0.08888882398605347,
    0.4855490028858185,
    0.24203814566135406,
    0.32258057594299316,
    0.239436537027359,
    0.6240600347518921,
    0.40251561999320984,
    0.41212108731269836,
    0.3398691415786743,
    0.1282050609588623,
    0.20359273254871368,
    0.05309731885790825,
    0.24489788711071014,
    0.6607141494750977,
    0.47236168384552,
    0.3181817829608917,
    0.5789472460746765,
    0.11042939126491547,
    0.2716048061847687,
    0.16774186491966248,
    0.5599998235702515,
    0.6075947880744934,
    0.16546757519245148,
    0.12972965836524963,
    0.26666656136512756,
    0.16438350081443787,
    0.3111110329627991,
    0.6524062752723694,
    0.2584269046783447,
    0.07407402247190475,
    0.37885454297065735,
    0.3387621343135834,
    0.3468207120895386,
    0.10576916486024857,
    0.36082467436790466,
    0.20895513892173767,
    0.41406238079071045,
    0.265060156583786,
    0.09999995678663254,
    0.5395347476005554,
    0.4081631600856781,
    0.3076922595500946,
    0.3370785713195801,
    0.046511583030223846,
    0.1899440735578537
   ],
   "time": 257.0572297414765,
   "param": [
    {
     "p": 0.14138565957546234,
     "m": 1.0
    },
    {
     "p": 0.01757488213479519,
     "m": 1.0
    },
    {
     "p": 0.09112533926963806,
     "m": 1.0
    },
    {
     "p": 0.06543916463851929,
     "m": 1.0
    },
    {
     "p": 0.14542515575885773,
     "m": 1.0
    },
    {
     "p": 0.018061412498354912,
     "m": 1.0
    },
    {
     "p": 0.05117672681808472,
     "m": 1.0
    },
    {
     "p": 0.07501529157161713,
     "m": 1.0
    },
    {
     "p": 0.07299154996871948,
     "m": 1.0
    },
    {
     "p": 0.04195009917020798,
     "m": 1.0
    },
    {
     "p": 0.05729276314377785,
     "m": 1.0
    },
    {
     "p": 0.12043599784374237,
     "m": 1.0
    },
    {
     "p": 0.1014251857995987,
     "m": 1.0
    },
    {
     "p": 0.0007008062093518674,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 24,
   "train_loss": 5.788234710693359,
   "val_loss": 2.7927324771881104,
   "acc": 31.08,
   "f1": [
    0.5301203727722168,
    0.3559320867061615,
    0.24999989569187164,
    0.052173878997564316,
    0.1596243679523468,
    0.13740453124046326,
    0.3119265139102936,
    0.36904752254486084,
    0.26666656136512756,
    0.4499998986721039,
    0.03508768975734711,
    0.18390797078609467,
    0.2995593845844269,
    0.26765793561935425,
    0.21518979966640472,
    0.2115383893251419,
    0.32061055302619934,
    0.36649200320243835,
    0.27329182624816895,
    0.21428565680980682,
    0.5526314377784729,
    0.46601933240890503,
    0.29665064811706543,
    0.5161289572715759,
    0.5130888819694519,
    0.18333324790000916,
    0.2649571895599365,
    0.1818181276321411,
    0.385650098323822,
    0.22346359491348267,
    0.37433144450187683,
    0.3147207200527191,
    0.2676055133342743,
    0.23664113879203796,
    0.2706766128540039,
    0.11702121049165726,
    0.29032251238822937,
    0.16806718707084656,
    0.18867918848991394,
    0.5136610269546509,
    0.2774565517902374,
    0.5407723784446716,
    0.20689649879932404,
    0.2674417495727539,
    0.18867918848991394,
    0.1648350954055786,
    0.23469379544258118,
    0.4381624758243561,
    0.44943806529045105,
    0.3350784480571747,
    0.11042939126491547,
    0.256809264421463,
    0.547485888004303,
    0.543859601020813,
    0.4513617753982544,
    0.017391279339790344,
    0.5098037719726562,
    0.2967032194137573,
    0.294573575258255,
    0.2769230008125305,
    0.6604650020599365,
    0.40206170082092285,
    0.4191615581512451,
    0.3414633274078369,
    0.11282043904066086,
    0.1748633086681366,
    0.12499997764825821,
    0.2838708758354187,
    0.6699027419090271,
    0.5130888819694519,
    0.3919999301433563,
    0.4840763211250305,
    0.14117640256881714,
    0.31802111864089966,
    0.1729728877544403,
    0.5079363584518433,
    0.6210044622421265,
    0.1735159158706665,
    0.19101116061210632,
    0.2580644190311432,
    0.0,
    0.27272719144821167,
    0.635593056678772,
    0.2727271616458893,
    0.15819202363491058,
    0.3055554926395416,
    0.39043813943862915,
    0.3311257064342499,
    0.13765177130699158,
    0.35365843772888184,
    0.2560974657535553,
    0.43518510460853577,
    0.22907482087612152,
    0.12716756761074066,
    0.6408838629722595,
    0.3948496878147125,
    0.26881712675094604,
    0.23616227507591248,
    0.12935318052768707,
    0.27814561128616333
   ],
   "time": 259.57396585680544,
   "param": [
    {
     "p": 0.1170027032494545,
     "m": 1.0
    },
    {
     "p": 0.0014519481919705868,
     "m": 1.0
    },
    {
     "p": 0.045568425208330154,
     "m": 1.0
    },
    {
     "p": 0.10265256464481354,
     "m": 1.0
    },
    {
     "p": 0.11288349330425262,
     "m": 1.0
    },
    {
     "p": 0.02558974362909794,
     "m": 1.0
    },
    {
     "p": 0.11666847765445709,
     "m": 1.0
    },
    {
     "p": 0.07510298490524292,
     "m": 1.0
    },
    {
     "p": 0.05845477432012558,
     "m": 1.0
    },
    {
     "p": 0.04976901039481163,
     "m": 1.0
    },
    {
     "p": 0.07458467781543732,
     "m": 1.0
    },
    {
     "p": 0.06823007017374039,
     "m": 1.0
    },
    {
     "p": 0.15132123231887817,
     "m": 1.0
    },
    {
     "p": 0.0007199288229458034,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 25,
   "train_loss": 5.394014835357666,
   "val_loss": 2.6750359535217285,
   "acc": 32.51,
   "f1": [
    0.6344084739685059,
    0.3823528587818146,
    0.2397002875804901,
    0.17441853880882263,
    0.1333332657814026,
    0.23021575808525085,
    0.2674417495727539,
    0.3974357545375824,
    0.27428561449050903,
    0.39252325892448425,
    0.16326524317264557,
    0.1379309892654419,
    0.24418595433235168,
    0.2121211439371109,
    0.24342100322246552,
    0.220779150724411,
    0.32335323095321655,
    0.4161490201950073,
    0.2647058069705963,
    0.2272726446390152,
    0.5483869910240173,
    0.4505927860736847,
    0.24299058318138123,
    0.505154550075531,
    0.4984024465084076,
    0.18656711280345917,
    0.2514968812465668,
    0.11111105233430862,
    0.3999998867511749,
    0.1655171811580658,
    0.3049326539039612,
    0.3376622498035431,
    0.3203882575035095,
    0.23188398778438568,
    0.3046356737613678,
    0.1219511553645134,
    0.2612611949443817,
    0.17910441756248474,
    0.22222214937210083,
    0.48226940631866455,
    0.30621999502182007,
    0.5728154182434082,
    0.2971886694431305,
    0.31092432141304016,
    0.11666662245988846,
    0.20192298293113708,
    0.24074065685272217,
    0.45833322405815125,
    0.4339621663093567,
    0.2173912525177002,
    0.11688306927680969,
    0.24727267026901245,
    0.5384613871574402,
    0.5497074723243713,
    0.5317917466163635,
    0.14925366640090942,
    0.467661589384079,
    0.24999988079071045,
    0.2844826877117157,
    0.3041473925113678,
    0.6577776670455933,
    0.3710406422615051,
    0.4066389203071594,
    0.33333322405815125,
    0.018867909908294678,
    0.17021270096302032,
    0.15384609997272491,
    0.24836592376232147,
    0.6974788308143616,
    0.5319147706031799,
    0.4210525453090668,
    0.5622488856315613,
    0.16216209530830383,
    0.34364253282546997,
    0.17857135832309723,
    0.6634145379066467,
    0.6117644906044006,
    0.17857135832309723,
    0.19999992847442627,
    0.23129244148731232,
    0.11392398923635483,
    0.2857142388820648,
    0.5661762952804565,
    0.1129031702876091,
    0.18009470403194427,
    0.39325833320617676,
    0.39325833320617676,
    0.3636362552642822,
    0.11764698475599289,
    0.4236452281475067,
    0.23346298933029175,
    0.3636362850666046,
    0.2236841470003128,
    0.14689259231090546,
    0.5567008852958679,
    0.37096765637397766,
    0.3139533996582031,
    0.26315781474113464,
    0.12857137620449066,
    0.24460424482822418
   ],
   "time": 259.86112942546606,
   "param": [
    {
     "p": 0.12349885702133179,
     "m": 1.0
    },
    {
     "p": 0.019395921379327774,
     "m": 1.0
    },
    {
     "p": 0.1317271739244461,
     "m": 1.0
    },
    {
     "p": 0.071651391685009,
     "m": 1.0
    },
    {
     "p": 0.09105631709098816,
     "m": 1.0
    },
    {
     "p": 0.051405586302280426,
     "m": 1.0
    },
    {
     "p": 0.06625846028327942,
     "m": 1.0
    },
    {
     "p": 0.08550994098186493,
     "m": 1.0
    },
    {
     "p": 0.06978479772806168,
     "m": 1.0
    },
    {
     "p": 0.0007085366523824632,
     "m": 1.0
    },
    {
     "p": 0.06398284435272217,
     "m": 1.0
    },
    {
     "p": 0.0872509777545929,
     "m": 1.0
    },
    {
     "p": 0.13706064224243164,
     "m": 1.0
    },
    {
     "p": 0.0007085366523824632,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 26,
   "train_loss": 5.820618629455566,
   "val_loss": 2.6897428035736084,
   "acc": 31.24,
   "f1": [
    0.6095237135887146,
    0.37499991059303284,
    0.14705875515937805,
    0.2255638688802719,
    0.14864858984947205,
    0.24669595062732697,
    0.24793381989002228,
    0.31279608607292175,
    0.25748497247695923,
    0.3999998867511749,
    0.11111106723546982,
    0.16597503423690796,
    0.267147958278656,
    0.24806194007396698,
    0.21052628755569458,
    0.23076915740966797,
    0.28571417927742004,
    0.44444429874420166,
    0.26086950302124023,
    0.2214532196521759,
    0.528846025466919,
    0.4950493574142456,
    0.25210076570510864,
    0.5529952645301819,
    0.526829183101654,
    0.23391805589199066,
    0.22137397527694702,
    0.19428564608097076,
    0.4432988464832306,
    0.17460310459136963,
    0.36956506967544556,
    0.30075180530548096,
    0.2705881595611572,
    0.280898779630661,
    0.3275861144065857,
    0.1779140681028366,
    0.27555546164512634,
    0.09230764210224152,
    0.17869408428668976,
    0.4148934781551361,
    0.3232322335243225,
    0.45833322405815125,
    0.24742262065410614,
    0.2656249403953552,
    0.11764701455831528,
    0.17721512913703918,
    0.17560969293117523,
    0.5049503445625305,
    0.47115376591682434,
    0.2482757866382599,
    0.0491802878677845,
    0.26388877630233765,
    0.6203702688217163,
    0.5268816351890564,
    0.4358973503112793,
    0.13698625564575195,
    0.5490195155143738,
    0.3121386468410492,
    0.3113771378993988,
    0.26484012603759766,
    0.7173911929130554,
    0.3675675094127655,
    0.42857128381729126,
    0.35616427659988403,
    0.15555551648139954,
    0.0672268494963646,
    0.15929201245307922,
    0.2614377737045288,
    0.6890754699707031,
    0.5199998617172241,
    0.39325833320617676,
    0.4999998211860657,
    0.06249995529651642,
    0.3272726535797119,
    0.17931029200553894,
    0.5405404567718506,
    0.6885244846343994,
    0.04999995976686478,
    0.17760612070560455,
    0.17021270096302032,
    0.10256405174732208,
    0.30303022265434265,
    0.6702126860618591,
    0.30701744556427,
    0.0806451216340065,
    0.29166656732559204,
    0.4102562665939331,
    0.36649200320243835,
    0.04761900380253792,
    0.3619908392429352,
    0.24358968436717987,
    0.32352936267852783,
    0.17266181111335754,
    0.11475405097007751,
    0.5199998617172241,
    0.3820223808288574,
    0.152671679854393,
    0.3151514232158661,
    0.13173648715019226,
    0.22881349921226501
   ],
   "time": 258.86853302363306,
   "param": [
    {
     "p": 0.08946410566568375,
     "m": 1.0
    },
    {
     "p": 0.039943501353263855,
     "m": 1.0
    },
    {
     "p": 0.12798629701137543,
     "m": 1.0
    },
    {
     "p": 0.06344931572675705,
     "m": 1.0
    },
    {
     "p": 0.09477347135543823,
     "m": 1.0
    },
    {
     "p": 0.052317265421152115,
     "m": 1.0
    },
    {
     "p": 0.07975401729345322,
     "m": 1.0
    },
    {
     "p": 0.06098445877432823,
     "m": 1.0
    },
    {
     "p": 0.06465603411197662,
     "m": 1.0
    },
    {
     "p": 0.04592495039105415,
     "m": 1.0
    },
    {
     "p": 0.05801023542881012,
     "m": 1.0
    },
    {
     "p": 0.08835950493812561,
     "m": 1.0
    },
    {
     "p": 0.13368192315101624,
     "m": 1.0
    },
    {
     "p": 0.0006949640810489655,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 27,
   "train_loss": 5.879702568054199,
   "val_loss": 2.713695764541626,
   "acc": 32.86,
   "f1": [
    0.5628139972686768,
    0.41095879673957825,
    0.2783504128456116,
    0.145695298910141,
    0.19905206561088562,
    0.2322096824645996,
    0.327868789434433,
    0.3387977182865143,
    0.2756182849407196,
    0.4659089744091034,
    0.1257142275571823,
    0.16666662693023682,
    0.3111110329627991,
    0.2302630990743637,
    0.18726585805416107,
    0.18309852480888367,
    0.3168315887451172,
    0.45348823070526123,
    0.3119999170303345,
    0.2622949779033661,
    0.53465336561203,
    0.47967469692230225,
    0.23287664353847504,
    0.5189187526702881,
    0.529999852180481,
    0.2105262726545334,
    0.22307686507701874,
    0.20388342440128326,
    0.37158459424972534,
    0.24615375697612762,
    0.3999999165534973,
    0.3775508999824524,
    0.29940110445022583,
    0.24999992549419403,
    0.3502824008464813,
    0.13043473660945892,
    0.29931965470314026,
    0.16740082204341888,
    0.23809516429901123,
    0.5081079602241516,
    0.33027511835098267,
    0.5523808598518372,
    0.27350419759750366,
    0.28571420907974243,
    0.17142851650714874,
    0.1240309551358223,
    0.20571422576904297,
    0.477272629737854,
    0.43564343452453613,
    0.37010666728019714,
    0.16455689072608948,
    0.23611101508140564,
    0.5579397678375244,
    0.5982905030250549,
    0.5358850359916687,
    0.05172409862279892,
    0.4079999029636383,
    0.2692306637763977,
    0.2672064006328583,
    0.23703694343566895,
    0.6885244250297546,
    0.4046241343021393,
    0.45128190517425537,
    0.3648647665977478,
    0.13223135471343994,
    0.193548321723938,
    0.12060294300317764,
    0.28571417927742004,
    0.6554619669914246,
    0.5502644181251526,
    0.3763439953327179,
    0.5464479923248291,
    0.10126575827598572,
    0.3066665530204773,
    0.19534875452518463,
    0.59227454662323,
    0.5853657126426697,
    0.16080394387245178,
    0.20388342440128326,
    0.2887699604034424,
    0.10666660219430923,
    0.2618383765220642,
    0.6371680498123169,
    0.34306561946868896,
    0.10810806602239609,
    0.390243798494339,
    0.3292180299758911,
    0.333333283662796,
    0.119999960064888,
    0.33220329880714417,
    0.2569831311702728,
    0.41176462173461914,
    0.18978095054626465,
    0.16842098534107208,
    0.5534589886665344,
    0.4210525155067444,
    0.2580644488334656,
    0.2784809172153473,
    0.07741929590702057,
    0.23129244148731232
   ],
   "time": 223.22028800938278,
   "param": [
    {
     "p": 0.11813504993915558,
     "m": 1.0
    },
    {
     "p": 0.02163570001721382,
     "m": 1.0
    },
    {
     "p": 0.13359013199806213,
     "m": 1.0
    },
    {
     "p": 0.05391905829310417,
     "m": 1.0
    },
    {
     "p": 0.11372596770524979,
     "m": 1.0
    },
    {
     "p": 0.026368703693151474,
     "m": 1.0
    },
    {
     "p": 0.06834498792886734,
     "m": 1.0
    },
    {
     "p": 0.059532761573791504,
     "m": 1.0
    },
    {
     "p": 0.09079619497060776,
     "m": 1.0
    },
    {
     "p": 0.010050458833575249,
     "m": 1.0
    },
    {
     "p": 0.05955977365374565,
     "m": 1.0
    },
    {
     "p": 0.10651224106550217,
     "m": 1.0
    },
    {
     "p": 0.12734301388263702,
     "m": 1.0
    },
    {
     "p": 0.010485845617949963,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 28,
   "train_loss": 5.193860054016113,
   "val_loss": 2.795095920562744,
   "acc": 32.74,
   "f1": [
    0.5809127688407898,
    0.39999985694885254,
    0.2054053246974945,
    0.3068782389163971,
    0.164634108543396,
    0.23391805589199066,
    0.3478260338306427,
    0.3515150547027588,
    0.25157225131988525,
    0.38216549158096313,
    0.14345985651016235,
    0.09599995613098145,
    0.33480167388916016,
    0.22222216427326202,
    0.208791121840477,
    0.1971830427646637,
    0.3489360511302948,
    0.5221673846244812,
    0.323943555355072,
    0.2612243890762329,
    0.6024094820022583,
    0.5319147706031799,
    0.25777769088745117,
    0.5410627126693726,
    0.4483775198459625,
    0.27118635177612305,
    0.2547769844532013,
    0.19689112901687622,
    0.4631577730178833,
    0.2193547636270523,
    0.360248327255249,
    0.35955044627189636,
    0.34108519554138184,
    0.18320602178573608,
    0.29007625579833984,
    0.18677033483982086,
    0.31088075041770935,
    0.19999992847442627,
    0.19631893932819366,
    0.509316623210907,
    0.33606547117233276,
    0.5504586100578308,
    0.23076917231082916,
    0.27007293701171875,
    0.15811964869499207,
    0.19534875452518463,
    0.22598862648010254,
    0.4302324652671814,
    0.4132840633392334,
    0.27999988198280334,
    0.06249995529651642,
    0.2580644488334656,
    0.5876287817955017,
    0.5054942965507507,
    0.4919784665107727,
    0.04999995976686478,
    0.5279186367988586,
    0.24691349267959595,
    0.32222211360931396,
    0.2758619785308838,
    0.697435736656189,
    0.36529669165611267,
    0.4072396755218506,
    0.32911381125450134,
    0.10769226402044296,
    0.08403357863426208,
    0.0983605906367302,
    0.34883710741996765,
    0.6866952180862427,
    0.558139443397522,
    0.46486473083496094,
    0.6057690978050232,
    0.16853927075862885,
    0.32467523217201233,
    0.1742737889289856,
    0.5974025130271912,
    0.5951218605041504,
    0.10112354159355164,
    0.17073164880275726,
    0.16176463663578033,
    0.19811314344406128,
    0.26900574564933777,
    0.6363635063171387,
    0.26315778493881226,
    0.15476183593273163,
    0.36293426156044006,
    0.300429105758667,
    0.3523808717727661,
    0.17142853140830994,
    0.33228832483291626,
    0.2702701985836029,
    0.4143425226211548,
    0.0,
    0.154929518699646,
    0.589371919631958,
    0.42790690064430237,
    0.3428570628166199,
    0.30357134342193604,
    0.10975604504346848,
    0.20134222507476807
   ],
   "time": 217.41587407700717,
   "param": [
    {
     "p": 0.12122713774442673,
     "m": 1.0
    },
    {
     "p": 0.010968877002596855,
     "m": 1.0
    },
    {
     "p": 0.10571715980768204,
     "m": 1.0
    },
    {
     "p": 0.07358519732952118,
     "m": 1.0
    },
    {
     "p": 0.0925188884139061,
     "m": 1.0
    },
    {
     "p": 0.03518417105078697,
     "m": 1.0
    },
    {
     "p": 0.05734426528215408,
     "m": 1.0
    },
    {
     "p": 0.07228470593690872,
     "m": 1.0
    },
    {
     "p": 0.050840895622968674,
     "m": 1.0
    },
    {
     "p": 0.0644076019525528,
     "m": 1.0
    },
    {
     "p": 0.08276452124118805,
     "m": 1.0
    },
    {
     "p": 0.09762567281723022,
     "m": 1.0
    },
    {
     "p": 0.13483624160289764,
     "m": 1.0
    },
    {
     "p": 0.0006947485380806029,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 29,
   "train_loss": 5.326206684112549,
   "val_loss": 2.721799612045288,
   "acc": 32.27,
   "f1": [
    0.5697672963142395,
    0.3208954334259033,
    0.16923071444034576,
    0.213483065366745,
    0.07518791407346725,
    0.22680403292179108,
    0.2837836742401123,
    0.3592813014984131,
    0.29351526498794556,
    0.34265726804733276,
    0.10738249123096466,
    0.1307188868522644,
    0.3157894015312195,
    0.0707964226603508,
    0.2347417026758194,
    0.2173912674188614,
    0.31055888533592224,
    0.45182716846466064,
    0.30674833059310913,
    0.28415289521217346,
    0.4498268961906433,
    0.4852069914340973,
    0.3084576427936554,
    0.5531913042068481,
    0.5384615063667297,
    0.23529404401779175,
    0.24719089269638062,
    0.1103447824716568,
    0.43636354804039,
    0.26315778493881226,
    0.3899998664855957,
    0.14285708963871002,
    0.2674417495727539,
    0.28947359323501587,
    0.2980768382549286,
    0.22935770452022552,
    0.26315781474113464,
    0.23463678359985352,
    0.2167486995458603,
    0.42201822996139526,
    0.33548372983932495,
    0.575916051864624,
    0.1774192750453949,
    0.31872501969337463,
    0.17333325743675232,
    0.18348616361618042,
    0.24083760380744934,
    0.5333331823348999,
    0.46999987959861755,
    0.4242423474788666,
    0.1344902068376541,
    0.2690582275390625,
    0.42857131361961365,
    0.5205478072166443,
    0.37333324551582336,
    0.11398956924676895,
    0.46753236651420593,
    0.2731706500053406,
    0.3850930631160736,
    0.28289467096328735,
    0.6896550059318542,
    0.36065563559532166,
    0.389891654253006,
    0.29107969999313354,
    0.17880791425704956,
    0.2127658873796463,
    0.16901402175426483,
    0.3152172863483429,
    0.7282050251960754,
    0.4999999403953552,
    0.38571423292160034,
    0.5566036701202393,
    0.08866989612579346,
    0.38918909430503845,
    0.16666659712791443,
    0.6237622499465942,
    0.4835820496082306,
    0.17204295098781586,
    0.24630534648895264,
    0.21126753091812134,
    0.15294109284877777,
    0.2676055133342743,
    0.5999999642372131,
    0.2923975884914398,
    0.19108274579048157,
    0.34722214937210083,
    0.3436122238636017,
    0.3842363655567169,
    0.13095231354236603,
    0.3266931176185608,
    0.27118635177612305,
    0.44651150703430176,
    0.22222214937210083,
    0.16993455588817596,
    0.5882351994514465,
    0.44651150703430176,
    0.17322827875614166,
    0.2837837040424347,
    0.11111104488372803,
    0.2635658085346222
   ],
   "time": 254.8991700904444,
   "param": [
    {
     "p": 0.12671251595020294,
     "m": 1.0
    },
    {
     "p": 0.016900846734642982,
     "m": 1.0
    },
    {
     "p": 0.124750517308712,
     "m": 1.0
    },
    {
     "p": 0.069638691842556,
     "m": 1.0
    },
    {
     "p": 0.0827040821313858,
     "m": 1.0
    },
    {
     "p": 0.04816586896777153,
     "m": 1.0
    },
    {
     "p": 0.07188371568918228,
     "m": 1.0
    },
    {
     "p": 0.05279304087162018,
     "m": 1.0
    },
    {
     "p": 0.05760376527905464,
     "m": 1.0
    },
    {
     "p": 0.035576608031988144,
     "m": 1.0
    },
    {
     "p": 0.05546567961573601,
     "m": 1.0
    },
    {
     "p": 0.11397778242826462,
     "m": 1.0
    },
    {
     "p": 0.14313404262065887,
     "m": 1.0
    },
    {
     "p": 0.0006929191877134144,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 30,
   "train_loss": 5.008262634277344,
   "val_loss": 2.796555280685425,
   "acc": 32.63,
   "f1": [
    0.6099998950958252,
    0.4238409399986267,
    0.20382159948349,
    0.18300646543502808,
    0.1455938220024109,
    0.21960778534412384,
    0.3999998867511749,
    0.2773721516132355,
    0.2934781610965729,
    0.332326203584671,
    0.12307687103748322,
    0.15948271751403809,
    0.30107519030570984,
    0.24836592376232147,
    0.251082181930542,
    0.23188398778438568,
    0.271493136882782,
    0.5161288380622864,
    0.2933332324028015,
    0.3060108423233032,
    0.5232066512107849,
    0.37566134333610535,
    0.31279608607292175,
    0.42253512144088745,
    0.5315313935279846,
    0.2758619785308838,
    0.17241373658180237,
    0.11764701455831528,
    0.3265305161476135,
    0.2592591345310211,
    0.3703702688217163,
    0.33913031220436096,
    0.251428484916687,
    0.23841053247451782,
    0.3014705181121826,
    0.19305014610290527,
    0.2812499403953552,
    0.2384614795446396,
    0.22317588329315186,
    0.4065040051937103,
    0.32298123836517334,
    0.49586769938468933,
    0.17054256796836853,
    0.3365383446216583,
    0.1971830427646637,
    0.15748025476932526,
    0.165217325091362,
    0.43749985098838806,
    0.43548381328582764,
    0.39560428261756897,
    0.19459453225135803,
    0.25510191917419434,
    0.5337422490119934,
    0.5882351398468018,
    0.49214646220207214,
    0.11059901863336563,
    0.45810040831565857,
    0.2753622233867645,
    0.30851057171821594,
    0.14634142816066742,
    0.7070705890655518,
    0.25185176730155945,
    0.4725273549556732,
    0.28855711221694946,
    0.13749995827674866,
    0.04999995976686478,
    0.03389827162027359,
    0.2614377737045288,
    0.7014216780662537,
    0.3739836812019348,
    0.4666665494441986,
    0.5855854153633118,
    0.09523803740739822,
    0.4260868728160858,
    0.20588228106498718,
    0.5306121706962585,
    0.4733332097530365,
    0.18045106530189514,
    0.20512813329696655,
    0.2176869958639145,
    0.20858889818191528,
    0.26190465688705444,
    0.6829267144203186,
    0.3999998867511749,
    0.17525766789913177,
    0.3657141625881195,
    0.4075828194618225,
    0.38888880610466003,
    0.1029411256313324,
    0.3400808572769165,
    0.27433618903160095,
    0.4685713052749634,
    0.20430098474025726,
    0.13407814502716064,
    0.5614033937454224,
    0.413043349981308,
    0.2692306637763977,
    0.3523315489292145,
    0.07964596152305603,
    0.3119265139102936
   ],
   "time": 257.86094701197,
   "param": [
    {
     "p": 0.09259462356567383,
     "m": 1.0
    },
    {
     "p": 0.0358775369822979,
     "m": 1.0
    },
    {
     "p": 0.11600306630134583,
     "m": 1.0
    },
    {
     "p": 0.06187773495912552,
     "m": 1.0
    },
    {
     "p": 0.1035270020365715,
     "m": 1.0
    },
    {
     "p": 0.02326715551316738,
     "m": 1.0
    },
    {
     "p": 0.08077095448970795,
     "m": 1.0
    },
    {
     "p": 0.08222637325525284,
     "m": 1.0
    },
    {
     "p": 0.06649859249591827,
     "m": 1.0
    },
    {
     "p": 0.05870644748210907,
     "m": 1.0
    },
    {
     "p": 0.0774158462882042,
     "m": 1.0
    },
    {
     "p": 0.09170430898666382,
     "m": 1.0
    },
    {
     "p": 0.1036381721496582,
     "m": 1.0
    },
    {
     "p": 0.0058922432363033295,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 31,
   "train_loss": 5.307983875274658,
   "val_loss": 2.678429126739502,
   "acc": 31.47,
   "f1": [
    0.5195728540420532,
    0.4315788447856903,
    0.21951214969158173,
    0.19277101755142212,
    0.14285710453987122,
    0.1849314570426941,
    0.2764226794242859,
    0.24817509949207306,
    0.28571420907974243,
    0.3322474956512451,
    0.12012007087469101,
    0.17391298711299896,
    0.2879999279975891,
    0.2923975884914398,
    0.1818181276321411,
    0.20588228106498718,
    0.2923975884914398,
    0.4629628360271454,
    0.30769217014312744,
    0.2722512185573578,
    0.522612988948822,
    0.41176459193229675,
    0.29714274406433105,
    0.4365480840206146,
    0.5619046092033386,
    0.184738889336586,
    0.18461529910564423,
    0.24691349267959595,
    0.34862375259399414,
    0.2934781610965729,
    0.36690640449523926,
    0.3295453190803528,
    0.29139062762260437,
    0.27329182624816895,
    0.2173912525177002,
    0.1885245442390442,
    0.21363629400730133,
    0.2340424805879593,
    0.19753079116344452,
    0.40740731358528137,
    0.2941175401210785,
    0.6321837902069092,
    0.2576685845851898,
    0.29951682686805725,
    0.1909089982509613,
    0.1279069036245346,
    0.2374999225139618,
    0.4741378724575043,
    0.447368323802948,
    0.35978829860687256,
    0.15384607017040253,
    0.23684203624725342,
    0.5656563639640808,
    0.53465336561203,
    0.45033106207847595,
    0.11111104488372803,
    0.4454544484615326,
    0.335570365190506,
    0.30392149090766907,
    0.3157893717288971,
    0.5999998450279236,
    0.32978713512420654,
    0.38834938406944275,
    0.31034475564956665,
    0.13213208317756653,
    0.2376236915588379,
    0.1282050609588623,
    0.2968749403953552,
    0.6212120056152344,
    0.3769633173942566,
    0.4476189613342285,
    0.49404752254486084,
    0.1290322095155716,
    0.3034482002258301,
    0.11851847171783447,
    0.5795453190803528,
    0.5170066952705383,
    0.1485147923231125,
    0.13846148550510406,
    0.3253587782382965,
    0.18390797078609467,
    0.26573416590690613,
    0.6666665077209473,
    0.210526242852211,
    0.11199995130300522,
    0.32520318031311035,
    0.36470577120780945,
    0.30817604064941406,
    0.05555552989244461,
    0.37125736474990845,
    0.2603549659252167,
    0.5445024967193604,
    0.23448269069194794,
    0.18264833092689514,
    0.5539904832839966,
    0.3428570628166199,
    0.3265305161476135,
    0.2771083414554596,
    0.10588229447603226,
    0.20289847254753113
   ],
   "time": 258.23407695721835,
   "param": [
    {
     "p": 0.11762581765651703,
     "m": 1.0
    },
    {
     "p": 0.02388906292617321,
     "m": 1.0
    },
    {
     "p": 0.10173863917589188,
     "m": 1.0
    },
    {
     "p": 0.09085384011268616,
     "m": 1.0
    },
    {
     "p": 0.12184791266918182,
     "m": 1.0
    },
    {
     "p": 0.050188835710287094,
     "m": 1.0
    },
    {
     "p": 0.08743569254875183,
     "m": 1.0
    },
    {
     "p": 0.07488089799880981,
     "m": 1.0
    },
    {
     "p": 0.026944739744067192,
     "m": 1.0
    },
    {
     "p": 0.04955562576651573,
     "m": 1.0
    },
    {
     "p": 0.061378758400678635,
     "m": 1.0
    },
    {
     "p": 0.08098805695772171,
     "m": 1.0
    },
    {
     "p": 0.11196660995483398,
     "m": 1.0
    },
    {
     "p": 0.0007055434980429709,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 32,
   "train_loss": 5.3292012214660645,
   "val_loss": 2.5887625217437744,
   "acc": 33.69,
   "f1": [
    0.6169153451919556,
    0.3180592656135559,
    0.31249991059303284,
    0.20600852370262146,
    0.1414140909910202,
    0.20338979363441467,
    0.29813653230667114,
    0.4044942855834961,
    0.2475246638059616,
    0.4114284813404083,
    0.10071936994791031,
    0.1647058129310608,
    0.2828282117843628,
    0.2243901938199997,
    0.21428564190864563,
    0.21590900421142578,
    0.35460981726646423,
    0.5296802520751953,
    0.23312875628471375,
    0.22499993443489075,
    0.49811312556266785,
    0.46242761611938477,
    0.28855711221694946,
    0.5333331823348999,
    0.5863873362541199,
    0.24161066114902496,
    0.2658226788043976,
    0.20134222507476807,
    0.4432430863380432,
    0.26373615860939026,
    0.37301579117774963,
    0.3478259742259979,
    0.34513264894485474,
    0.2570532262325287,
    0.31205666065216064,
    0.1951218843460083,
    0.2531644403934479,
    0.17931029200553894,
    0.23589736223220825,
    0.5103447437286377,
    0.30588221549987793,
    0.5978259444236755,
    0.25125616788864136,
    0.2751842439174652,
    0.23188398778438568,
    0.14062495529651642,
    0.2617800235748291,
    0.45555540919303894,
    0.49019595980644226,
    0.34821417927742004,
    0.1759999543428421,
    0.2655600905418396,
    0.5671641230583191,
    0.5841582417488098,
    0.5405403971672058,
    0.1584157794713974,
    0.4377681314945221,
    0.28758159279823303,
    0.3678159713745117,
    0.27488142251968384,
    0.6926406025886536,
    0.3098590672016144,
    0.4111110270023346,
    0.3209875524044037,
    0.1546391248703003,
    0.19631893932819366,
    0.1725887656211853,
    0.3314284682273865,
    0.6956520080566406,
    0.497175008058548,
    0.4623654782772064,
    0.5876776576042175,
    0.12999993562698364,
    0.3617020547389984,
    0.19047611951828003,
    0.6528496146202087,
    0.6126124858856201,
    0.14285707473754883,
    0.2312137931585312,
    0.31730762124061584,
    0.16560502350330353,
    0.3217390477657318,
    0.6528496146202087,
    0.23376615345478058,
    0.20512813329696655,
    0.3709090054035187,
    0.4088396728038788,
    0.3692306876182556,
    0.09333327412605286,
    0.4036695957183838,
    0.3032785952091217,
    0.502564013004303,
    0.17142851650714874,
    0.14666660130023956,
    0.5826086401939392,
    0.3975153863430023,
    0.3565216362476349,
    0.3096233606338501,
    0.12021850794553757,
    0.2147650271654129
   ],
   "time": 256.4596405746415,
   "param": [
    {
     "p": 0.09103163331747055,
     "m": 1.0
    },
    {
     "p": 0.02380784973502159,
     "m": 1.0
    },
    {
     "p": 0.12318991124629974,
     "m": 1.0
    },
    {
     "p": 0.081036277115345,
     "m": 1.0
    },
    {
     "p": 0.08180323243141174,
     "m": 1.0
    },
    {
     "p": 0.06138405576348305,
     "m": 1.0
    },
    {
     "p": 0.07185980677604675,
     "m": 1.0
    },
    {
     "p": 0.07767025381326675,
     "m": 1.0
    },
    {
     "p": 0.06811841577291489,
     "m": 1.0
    },
    {
     "p": 0.05379324406385422,
     "m": 1.0
    },
    {
     "p": 0.07078710943460464,
     "m": 1.0
    },
    {
     "p": 0.10006500035524368,
     "m": 1.0
    },
    {
     "p": 0.09379585832357407,
     "m": 1.0
    },
    {
     "p": 0.0016574094770476222,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 33,
   "train_loss": 4.735386371612549,
   "val_loss": 3.027728796005249,
   "acc": 33.62,
   "f1": [
    0.6031745076179504,
    0.4095236659049988,
    0.21374039351940155,
    0.19565212726593018,
    0.13756607472896576,
    0.27488142251968384,
    0.3026314675807953,
    0.387096643447876,
    0.2965516448020935,
    0.38541653752326965,
    0.10769226402044296,
    0.217391237616539,
    0.2797201871871948,
    0.20472434163093567,
    0.228571355342865,
    0.22545449435710907,
    0.32432422041893005,
    0.46486473083496094,
    0.4020099639892578,
    0.30232545733451843,
    0.4827585220336914,
    0.3740258812904358,
    0.29126206040382385,
    0.5714284777641296,
    0.5567008852958679,
    0.24999988079071045,
    0.27999988198280334,
    0.235690176486969,
    0.36090216040611267,
    0.27380943298339844,
    0.4205606281757355,
    0.3628317713737488,
    0.3152172863483429,
    0.34710732102394104,
    0.26666656136512756,
    0.16774186491966248,
    0.27322396636009216,
    0.20689648389816284,
    0.22772268950939178,
    0.5365852117538452,
    0.3118278682231903,
    0.5289255380630493,
    0.2652328908443451,
    0.3068180978298187,
    0.22480614483356476,
    0.17283941805362701,
    0.22672058641910553,
    0.4914284646511078,
    0.4347825050354004,
    0.36134445667266846,
    0.15476183593273163,
    0.23788540065288544,
    0.596638560295105,
    0.5714284181594849,
    0.4999998211860657,
    0.14395883679389954,
    0.5061726570129395,
    0.33333319425582886,
    0.3942306339740753,
    0.279411643743515,
    0.702702522277832,
    0.38356155157089233,
    0.4230768382549286,
    0.3311257064342499,
    0.18118460476398468,
    0.13259662687778473,
    0.16170208156108856,
    0.3076922297477722,
    0.7536230683326721,
    0.5545453429222107,
    0.37999987602233887,
    0.5895952582359314,
    0.13186806440353394,
    0.3046356737613678,
    0.1550387144088745,
    0.5440612435340881,
    0.6090908050537109,
    0.12598420679569244,
    0.15873010456562042,
    0.28806576132774353,
    0.1452513188123703,
    0.23776215314865112,
    0.6325579881668091,
    0.32142847776412964,
    0.21198150515556335,
    0.32294610142707825,
    0.4050631821155548,
    0.35359105467796326,
    0.14062495529651642,
    0.385650098323822,
    0.2580644190311432,
    0.439655065536499,
    0.2206895798444748,
    0.21118006110191345,
    0.5507245063781738,
    0.3211677670478821,
    0.31645557284355164,
    0.30057793855667114,
    0.06329108029603958,
    0.2676055133342743
   ],
   "time": 257.122839435935,
   "param": [
    {
     "p": 0.11985635757446289,
     "m": 1.0
    },
    {
     "p": 0.0006967525114305317,
     "m": 1.0
    },
    {
     "p": 0.12790676951408386,
     "m": 1.0
    },
    {
     "p": 0.1046835407614708,
     "m": 1.0
    },
    {
     "p": 0.0487477146089077,
     "m": 1.0
    },
    {
     "p": 0.04621252417564392,
     "m": 1.0
    },
    {
     "p": 0.046133093535900116,
     "m": 1.0
    },
    {
     "p": 0.08203601092100143,
     "m": 1.0
    },
    {
     "p": 0.07720555365085602,
     "m": 1.0
    },
    {
     "p": 0.040808338671922684,
     "m": 1.0
    },
    {
     "p": 0.07377687096595764,
     "m": 1.0
    },
    {
     "p": 0.08207409083843231,
     "m": 1.0
    },
    {
     "p": 0.1235489472746849,
     "m": 1.0
    },
    {
     "p": 0.026313358917832375,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 34,
   "train_loss": 5.086698055267334,
   "val_loss": 2.724576473236084,
   "acc": 34.12,
   "f1": [
    0.6256982088088989,
    0.34523800015449524,
    0.26190465688705444,
    0.2206895798444748,
    0.10526309907436371,
    0.29694315791130066,
    0.2909089922904968,
    0.34821417927742004,
    0.3157894015312195,
    0.43749985098838806,
    0.07575751841068268,
    0.19580411911010742,
    0.31914883852005005,
    0.2812499403953552,
    0.2716048061847687,
    0.17254894971847534,
    0.36158180236816406,
    0.4920634329319,
    0.32195112109184265,
    0.27322396636009216,
    0.6060605049133301,
    0.4727271497249603,
    0.2833332419395447,
    0.5464479923248291,
    0.562211811542511,
    0.24999989569187164,
    0.2661289572715759,
    0.21359217166900635,
    0.44808733463287354,
    0.30392149090766907,
    0.3999998867511749,
    0.3308822214603424,
    0.32432422041893005,
    0.3384614586830139,
    0.3139533996582031,
    0.11023616790771484,
    0.30303022265434265,
    0.20430098474025726,
    0.23140490055084229,
    0.47846877574920654,
    0.3924049437046051,
    0.5904760956764221,
    0.21649475395679474,
    0.3220337927341461,
    0.19318175315856934,
    0.19393931329250336,
    0.20833326876163483,
    0.467661589384079,
    0.4750956892967224,
    0.35023030638694763,
    0.1461186707019806,
    0.2972972095012665,
    0.5060239434242249,
    0.5359999537467957,
    0.45421239733695984,
    0.11510787159204483,
    0.49261072278022766,
    0.31155768036842346,
    0.30769219994544983,
    0.21138201653957367,
    0.7272725701332092,
    0.4242423474788666,
    0.4382021129131317,
    0.38157883286476135,
    0.1862744390964508,
    0.10447756201028824,
    0.16911759972572327,
    0.2721087336540222,
    0.7411763668060303,
    0.5656563639640808,
    0.39548009634017944,
    0.6033056974411011,
    0.13333328068256378,
    0.3793102502822876,
    0.16216209530830383,
    0.5991559624671936,
    0.6666664481163025,
    0.09599995613098145,
    0.20799992978572845,
    0.2887699604034424,
    0.1597795933485031,
    0.368663489818573,
    0.6702126860618591,
    0.33050838112831116,
    0.17610056698322296,
    0.38392844796180725,
    0.3232322335243225,
    0.36956512928009033,
    0.09574461728334427,
    0.42253509163856506,
    0.24050623178482056,
    0.45405393838882446,
    0.24096375703811646,
    0.08510632067918777,
    0.5649716258049011,
    0.43902426958084106,
    0.3275861144065857,
    0.28571417927742004,
    0.15999993681907654,
    0.2807016372680664
   ],
   "time": 258.8893514564261,
   "param": [
    {
     "p": 0.12157998234033585,
     "m": 1.0
    },
    {
     "p": 0.03213190287351608,
     "m": 1.0
    },
    {
     "p": 0.12267203629016876,
     "m": 1.0
    },
    {
     "p": 0.07524662464857101,
     "m": 1.0
    },
    {
     "p": 0.10535339266061783,
     "m": 1.0
    },
    {
     "p": 0.05123625323176384,
     "m": 1.0
    },
    {
     "p": 0.10158465057611465,
     "m": 1.0
    },
    {
     "p": 0.07497718185186386,
     "m": 1.0
    },
    {
     "p": 0.015889406204223633,
     "m": 1.0
    },
    {
     "p": 0.04810748249292374,
     "m": 1.0
    },
    {
     "p": 0.04281025379896164,
     "m": 1.0
    },
    {
     "p": 0.10792647302150726,
     "m": 1.0
    },
    {
     "p": 0.09839386492967606,
     "m": 1.0
    },
    {
     "p": 0.0020905619021505117,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 35,
   "train_loss": 4.9204888343811035,
   "val_loss": 3.019092082977295,
   "acc": 33.07,
   "f1": [
    0.5925924777984619,
    0.3679999113082886,
    0.3469386696815491,
    0.12598420679569244,
    0.08888883143663406,
    0.24028262495994568,
    0.31428563594818115,
    0.4083768427371979,
    0.30303022265434265,
    0.462584912776947,
    0.08219172805547714,
    0.16494840383529663,
    0.30357134342193604,
    0.2406638264656067,
    0.20338977873325348,
    0.20325198769569397,
    0.29230761528015137,
    0.4530743658542633,
    0.3389829397201538,
    0.27102795243263245,
    0.43949034810066223,
    0.44848471879959106,
    0.26455017924308777,
    0.5235601663589478,
    0.5533595681190491,
    0.2434781938791275,
    0.2464454174041748,
    0.20960691571235657,
    0.2519684433937073,
    0.2695034444332123,
    0.3861384987831116,
    0.3454544246196747,
    0.3521125614643097,
    0.2713567018508911,
    0.290502667427063,
    0.06779656559228897,
    0.2758619785308838,
    0.16901402175426483,
    0.19230762124061584,
    0.5023695826530457,
    0.3100774586200714,
    0.5744680166244507,
    0.26666659116744995,
    0.30555546283721924,
    0.20875413715839386,
    0.179775208234787,
    0.23584897816181183,
    0.4281149208545685,
    0.487046480178833,
    0.35071080923080444,
    0.06993001699447632,
    0.2614840269088745,
    0.4814813435077667,
    0.5846152901649475,
    0.5038759112358093,
    0.16849811375141144,
    0.48958322405815125,
    0.33333319425582886,
    0.3529410660266876,
    0.3139533996582031,
    0.6245352029800415,
    0.41346144676208496,
    0.42051267623901367,
    0.3628317713737488,
    0.16428565979003906,
    0.1916166990995407,
    0.1417909860610962,
    0.23021577298641205,
    0.7499997615814209,
    0.5338981747627258,
    0.42285704612731934,
    0.5325441956520081,
    0.15957440435886383,
    0.41052618622779846,
    0.16117209196090698,
    0.5999999046325684,
    0.64327472448349,
    0.12949636578559875,
    0.217391237616539,
    0.23376615345478058,
    0.14399996399879456,
    0.28971952199935913,
    0.6341462135314941,
    0.23703694343566895,
    0.17105256021022797,
    0.3363913893699646,
    0.33103442192077637,
    0.3542855978012085,
    0.08695648610591888,
    0.3657141625881195,
    0.2796609401702881,
    0.4339621663093567,
    0.19999992847442627,
    0.1729728877544403,
    0.5454543828964233,
    0.4365480840206146,
    0.3170730471611023,
    0.27007293701171875,
    0.14606735110282898,
    0.2807016372680664
   ],
   "time": 260.1543764350936,
   "param": [
    {
     "p": 0.12621207535266876,
     "m": 1.0
    },
    {
     "p": 0.010370539501309395,
     "m": 1.0
    },
    {
     "p": 0.0803493782877922,
     "m": 1.0
    },
    {
     "p": 0.07106244564056396,
     "m": 1.0
    },
    {
     "p": 0.11574921011924744,
     "m": 1.0
    },
    {
     "p": 0.07970929145812988,
     "m": 1.0
    },
    {
     "p": 0.08532260358333588,
     "m": 1.0
    },
    {
     "p": 0.03430195152759552,
     "m": 1.0
    },
    {
     "p": 0.07792404294013977,
     "m": 1.0
    },
    {
     "p": 0.05370806157588959,
     "m": 1.0
    },
    {
     "p": 0.04450598359107971,
     "m": 1.0
    },
    {
     "p": 0.11094745248556137,
     "m": 1.0
    },
    {
     "p": 0.10357419401407242,
     "m": 1.0
    },
    {
     "p": 0.006262779701501131,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 36,
   "train_loss": 5.184890270233154,
   "val_loss": 2.6741838455200195,
   "acc": 34.23,
   "f1": [
    0.6101693511009216,
    0.45810040831565857,
    0.2812499403953552,
    0.13740453124046326,
    0.11249993741512299,
    0.2525251507759094,
    0.34482747316360474,
    0.40394076704978943,
    0.2879376709461212,
    0.4145076870918274,
    0.22222214937210083,
    0.19277101755142212,
    0.32214754819869995,
    0.280373752117157,
    0.2444443702697754,
    0.19217076897621155,
    0.3151514232158661,
    0.4930231273174286,
    0.34999990463256836,
    0.2598869204521179,
    0.5915491580963135,
    0.4561402499675751,
    0.3267325758934021,
    0.506493330001831,
    0.6145831942558289,
    0.23036640882492065,
    0.24675315618515015,
    0.22222216427326202,
    0.4266665577888489,
    0.2647058069705963,
    0.4146340489387512,
    0.31645557284355164,
    0.2898549735546112,
    0.26206886768341064,
    0.2695034444332123,
    0.156133770942688,
    0.27329182624816895,
    0.21167877316474915,
    0.20749275386333466,
    0.47916653752326965,
    0.24999989569187164,
    0.5816324949264526,
    0.22276021540164948,
    0.3050846457481384,
    0.21455931663513184,
    0.2091502547264099,
    0.1990049034357071,
    0.4945053458213806,
    0.5485712885856628,
    0.41739121079444885,
    0.1836734265089035,
    0.26086950302124023,
    0.6470587849617004,
    0.5641024708747864,
    0.5026176571846008,
    0.0701754093170166,
    0.475524365901947,
    0.33777767419815063,
    0.326315701007843,
    0.31914883852005005,
    0.7307690382003784,
    0.3999998867511749,
    0.4974091649055481,
    0.3793102502822876,
    0.14285707473754883,
    0.18181811273097992,
    0.1401868611574173,
    0.37185919284820557,
    0.702702522277832,
    0.5436891913414001,
    0.423912912607193,
    0.5340908169746399,
    0.10666660219430923,
    0.35714277625083923,
    0.17241372168064117,
    0.5428569912910461,
    0.5671641230583191,
    0.1379309892654419,
    0.16417904198169708,
    0.3112839460372925,
    0.15999993681907654,
    0.33789944648742676,
    0.6701029539108276,
    0.33532923460006714,
    0.19178076088428497,
    0.3257328271865845,
    0.38392844796180725,
    0.3999998867511749,
    0.0983605906367302,
    0.3832334280014038,
    0.2949307858943939,
    0.4886362552642822,
    0.228571355342865,
    0.1438848376274109,
    0.572916567325592,
    0.4299998879432678,
    0.37209296226501465,
    0.29080113768577576,
    0.12546120584011078,
    0.29370617866516113
   ],
   "time": 201.15932872332633,
   "param": [
    {
     "p": 0.09463759511709213,
     "m": 1.0
    },
    {
     "p": 0.027453694492578506,
     "m": 1.0
    },
    {
     "p": 0.07599853724241257,
     "m": 1.0
    },
    {
     "p": 0.09203596413135529,
     "m": 1.0
    },
    {
     "p": 0.1027219146490097,
     "m": 1.0
    },
    {
     "p": 0.04867013916373253,
     "m": 1.0
    },
    {
     "p": 0.04077637568116188,
     "m": 1.0
    },
    {
     "p": 0.05896922945976257,
     "m": 1.0
    },
    {
     "p": 0.06505237519741058,
     "m": 1.0
    },
    {
     "p": 0.07678303122520447,
     "m": 1.0
    },
    {
     "p": 0.0789102092385292,
     "m": 1.0
    },
    {
     "p": 0.0965941995382309,
     "m": 1.0
    },
    {
     "p": 0.10869041085243225,
     "m": 1.0
    },
    {
     "p": 0.03270634263753891,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 37,
   "train_loss": 4.49461030960083,
   "val_loss": 2.7225232124328613,
   "acc": 33.32,
   "f1": [
    0.5999999046325684,
    0.36514514684677124,
    0.20765019953250885,
    0.12080531567335129,
    0.1818181276321411,
    0.24817509949207306,
    0.37333324551582336,
    0.36619704961776733,
    0.31535258889198303,
    0.4090908169746399,
    0.12857137620449066,
    0.19108274579048157,
    0.20987647771835327,
    0.24875615537166595,
    0.23448267579078674,
    0.21505369246006012,
    0.23890776932239532,
    0.5024153590202332,
    0.3141360282897949,
    0.22222214937210083,
    0.562211811542511,
    0.46808499097824097,
    0.28571417927742004,
    0.49214646220207214,
    0.5408161878585815,
    0.2517482042312622,
    0.2812499403953552,
    0.20408155024051666,
    0.4191615581512451,
    0.2583332359790802,
    0.3553718030452728,
    0.35897424817085266,
    0.3186812400817871,
    0.3129251003265381,
    0.3010752201080322,
    0.17821775376796722,
    0.3043477237224579,
    0.2096773386001587,
    0.2094240039587021,
    0.4615383446216583,
    0.3576158285140991,
    0.5263157486915588,
    0.2517482042312622,
    0.3170730471611023,
    0.228260800242424,
    0.2345678210258484,
    0.2167486995458603,
    0.47899147868156433,
    0.5380709171295166,
    0.33333322405815125,
    0.13496926426887512,
    0.27329182624816895,
    0.5467625260353088,
    0.5471696853637695,
    0.5411763787269592,
    0.17218534648418427,
    0.5256409049034119,
    0.3003951609134674,
    0.34736835956573486,
    0.18897630274295807,
    0.70588219165802,
    0.4315788447856903,
    0.4249998927116394,
    0.336633563041687,
    0.15023468434810638,
    0.12068961560726166,
    0.14962591230869293,
    0.3370785713195801,
    0.6804978251457214,
    0.5339804887771606,
    0.3932202160358429,
    0.5614033937454224,
    0.1818181276321411,
    0.3066665530204773,
    0.19230762124061584,
    0.5696201324462891,
    0.5814977288246155,
    0.13872826099395752,
    0.18374551832675934,
    0.22222214937210083,
    0.1556885540485382,
    0.37681150436401367,
    0.6521738171577454,
    0.30366483330726624,
    0.19318175315856934,
    0.3642856180667877,
    0.36129021644592285,
    0.3636362850666046,
    0.046511583030223846,
    0.38636353611946106,
    0.2962961792945862,
    0.46835434436798096,
    0.19999992847442627,
    0.23255808651447296,
    0.5578945875167847,
    0.45685264468193054,
    0.24999992549419403,
    0.3013697564601898,
    0.048192717134952545,
    0.33027511835098267
   ],
   "time": 180.42209143005311,
   "param": [
    {
     "p": 0.10853148251771927,
     "m": 1.0
    },
    {
     "p": 0.023928837850689888,
     "m": 1.0
    },
    {
     "p": 0.08800851553678513,
     "m": 1.0
    },
    {
     "p": 0.051050156354904175,
     "m": 1.0
    },
    {
     "p": 0.09976423531770706,
     "m": 1.0
    },
    {
     "p": 0.0162558201700449,
     "m": 1.0
    },
    {
     "p": 0.07127216458320618,
     "m": 1.0
    },
    {
     "p": 0.07075028121471405,
     "m": 1.0
    },
    {
     "p": 0.08759907633066177,
     "m": 1.0
    },
    {
     "p": 0.06779558956623077,
     "m": 1.0
    },
    {
     "p": 0.06546790897846222,
     "m": 1.0
    },
    {
     "p": 0.11415570974349976,
     "m": 1.0
    },
    {
     "p": 0.13472136855125427,
     "m": 1.0
    },
    {
     "p": 0.0006988849490880966,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 38,
   "train_loss": 5.053965091705322,
   "val_loss": 2.822915554046631,
   "acc": 34.18,
   "f1": [
    0.596684992313385,
    0.38356155157089233,
    0.23188398778438568,
    0.16080394387245178,
    0.09790203720331192,
    0.2580644190311432,
    0.38918909430503845,
    0.3868311941623688,
    0.24358968436717987,
    0.38647329807281494,
    0.14634139835834503,
    0.17610056698322296,
    0.286666601896286,
    0.25112098455429077,
    0.21428564190864563,
    0.2508959472179413,
    0.37288129329681396,
    0.5429863333702087,
    0.3999998867511749,
    0.27303746342658997,
    0.48301875591278076,
    0.44280433654785156,
    0.32911381125450134,
    0.5445024967193604,
    0.5498006939888,
    0.2614377737045288,
    0.280898779630661,
    0.14473678171634674,
    0.35714274644851685,
    0.29139062762260437,
    0.3636362552642822,
    0.2797201871871948,
    0.25101208686828613,
    0.33548372983932495,
    0.32835814356803894,
    0.17213107645511627,
    0.28025469183921814,
    0.20535708963871002,
    0.07339446991682053,
    0.522222101688385,
    0.33333322405815125,
    0.553571343421936,
    0.31884050369262695,
    0.3039999306201935,
    0.09174308180809021,
    0.21621614694595337,
    0.18079088628292084,
    0.47190994024276733,
    0.43749991059303284,
    0.3878786563873291,
    0.14906825125217438,
    0.31775689125061035,
    0.5461845993995667,
    0.5631066560745239,
    0.4905658960342407,
    0.12738847732543945,
    0.5326631665229797,
    0.34920626878738403,
    0.33466124534606934,
    0.3313608467578888,
    0.6804978251457214,
    0.3552630543708801,
    0.4262293577194214,
    0.33939382433891296,
    0.12857137620449066,
    0.20553353428840637,
    0.13333328068256378,
    0.22058817744255066,
    0.7142855525016785,
    0.5899998545646667,
    0.346666544675827,
    0.6031745076179504,
    0.15310998260974884,
    0.3636362552642822,
    0.19999994337558746,
    0.6363635063171387,
    0.6187844276428223,
    0.14285707473754883,
    0.16374263167381287,
    0.25730982422828674,
    0.211055189371109,
    0.33684200048446655,
    0.6519335508346558,
    0.35443025827407837,
    0.17275743186473846,
    0.41176459193229675,
    0.3980098366737366,
    0.3980098366737366,
    0.15172408521175385,
    0.33027517795562744,
    0.26395928859710693,
    0.5145629644393921,
    0.274073988199234,
    0.10062886029481888,
    0.5821594595909119,
    0.48333320021629333,
    0.2816900610923767,
    0.30555546283721924,
    0.09361696243286133,
    0.27428561449050903
   ],
   "time": 256.4301696419716,
   "param": [
    {
     "p": 0.08582168072462082,
     "m": 1.0
    },
    {
     "p": 0.05922350287437439,
     "m": 1.0
    },
    {
     "p": 0.09879393130540848,
     "m": 1.0
    },
    {
     "p": 0.07013168931007385,
     "m": 1.0
    },
    {
     "p": 0.097730353474617,
     "m": 1.0
    },
    {
     "p": 0.054554324597120285,
     "m": 1.0
    },
    {
     "p": 0.07730476558208466,
     "m": 1.0
    },
    {
     "p": 0.06301068514585495,
     "m": 1.0
    },
    {
     "p": 0.08673001825809479,
     "m": 1.0
    },
    {
     "p": 0.06475529819726944,
     "m": 1.0
    },
    {
     "p": 0.06872143596410751,
     "m": 1.0
    },
    {
     "p": 0.06778033822774887,
     "m": 1.0
    },
    {
     "p": 0.0821448564529419,
     "m": 1.0
    },
    {
     "p": 0.023297129198908806,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 39,
   "train_loss": 4.703409194946289,
   "val_loss": 2.643770933151245,
   "acc": 34.4,
   "f1": [
    0.5853657722473145,
    0.3697478175163269,
    0.19178076088428497,
    0.1734103411436081,
    0.14371250569820404,
    0.2529643774032593,
    0.34374991059303284,
    0.33783775568008423,
    0.35071080923080444,
    0.46153831481933594,
    0.220779150724411,
    0.18518511950969696,
    0.34482747316360474,
    0.17054256796836853,
    0.2482757866382599,
    0.2018347978591919,
    0.31944435834884644,
    0.5327510237693787,
    0.31088075041770935,
    0.22797919809818268,
    0.5701355934143066,
    0.4684014320373535,
    0.24516120553016663,
    0.5584414005279541,
    0.5190838575363159,
    0.23391805589199066,
    0.24489790201187134,
    0.21455931663513184,
    0.3874344527721405,
    0.23015865683555603,
    0.3522011637687683,
    0.3636362552642822,
    0.3399999141693115,
    0.3617020547389984,
    0.2947976291179657,
    0.14857135713100433,
    0.33532923460006714,
    0.18055549263954163,
    0.27118638157844543,
    0.5197739005088806,
    0.3018867075443268,
    0.49411752820014954,
    0.2322096824645996,
    0.321428507566452,
    0.22666659951210022,
    0.1777777075767517,
    0.2025315761566162,
    0.5373133420944214,
    0.44599294662475586,
    0.3678159713745117,
    0.1410255879163742,
    0.3157893717288971,
    0.6024095416069031,
    0.5941421389579773,
    0.49261072278022766,
    0.15044242143630981,
    0.45535701513290405,
    0.2901553809642792,
    0.33128824830055237,
    0.2480619251728058,
    0.7106597423553467,
    0.43181803822517395,
    0.41269823908805847,
    0.32467523217201233,
    0.1746724247932434,
    0.09756092727184296,
    0.12413787841796875,
    0.33548372983932495,
    0.7464112639427185,
    0.534031331539154,
    0.4041449725627899,
    0.6411482095718384,
    0.12499994039535522,
    0.3728812634944916,
    0.19548864662647247,
    0.6153844594955444,
    0.6444442868232727,
    0.15126045048236847,
    0.20606057345867157,
    0.30150744318962097,
    0.20105813443660736,
    0.30666661262512207,
    0.7039104700088501,
    0.35744670033454895,
    0.1379309743642807,
    0.41346144676208496,
    0.36082467436790466,
    0.4086955785751343,
    0.10869558900594711,
    0.39183664321899414,
    0.292035311460495,
    0.46835434436798096,
    0.09174308180809021,
    0.2464454174041748,
    0.5952380299568176,
    0.376623272895813,
    0.31506839394569397,
    0.28758159279823303,
    0.14925366640090942,
    0.274073988199234
   ],
   "time": 256.8134341193363,
   "param": [
    {
     "p": 0.10626282542943954,
     "m": 1.0
    },
    {
     "p": 0.04388289153575897,
     "m": 1.0
    },
    {
     "p": 0.10989830642938614,
     "m": 1.0
    },
    {
     "p": 0.06858382374048233,
     "m": 1.0
    },
    {
     "p": 0.09385727345943451,
     "m": 1.0
    },
    {
     "p": 0.03485840559005737,
     "m": 1.0
    },
    {
     "p": 0.05784665793180466,
     "m": 1.0
    },
    {
     "p": 0.06630010157823563,
     "m": 1.0
    },
    {
     "p": 0.0644976869225502,
     "m": 1.0
    },
    {
     "p": 0.08040234446525574,
     "m": 1.0
    },
    {
     "p": 0.05885929614305496,
     "m": 1.0
    },
    {
     "p": 0.11263074725866318,
     "m": 1.0
    },
    {
     "p": 0.10142042487859726,
     "m": 1.0
    },
    {
     "p": 0.0006992186536081135,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 40,
   "train_loss": 4.762432098388672,
   "val_loss": 2.6489806175231934,
   "acc": 34.11,
   "f1": [
    0.5925924777984619,
    0.3617020547389984,
    0.2269502729177475,
    0.18947362899780273,
    0.20833326876163483,
    0.29508188366889954,
    0.35502949357032776,
    0.38095223903656006,
    0.2790696620941162,
    0.4302324652671814,
    0.018017996102571487,
    0.18779337406158447,
    0.3314915895462036,
    0.23076917231082916,
    0.2758619785308838,
    0.22456136345863342,
    0.330826997756958,
    0.46975085139274597,
    0.33918121457099915,
    0.26666659116744995,
    0.579710066318512,
    0.43109533190727234,
    0.32142847776412964,
    0.5603863000869751,
    0.5514401793479919,
    0.23157887160778046,
    0.27118635177612305,
    0.18497103452682495,
    0.4190475046634674,
    0.2236841470003128,
    0.3357663154602051,
    0.33720916509628296,
    0.28571417927742004,
    0.29629620909690857,
    0.3319500982761383,
    0.14715713262557983,
    0.31249991059303284,
    0.1333332657814026,
    0.22939062118530273,
    0.4999998211860657,
    0.2965778410434723,
    0.5454544425010681,
    0.22666659951210022,
    0.3467741012573242,
    0.20689648389816284,
    0.19108274579048157,
    0.18122972548007965,
    0.4818180501461029,
    0.49999988079071045,
    0.3440859317779541,
    0.145695298910141,
    0.29032251238822937,
    0.5595853924751282,
    0.5374448299407959,
    0.5363127589225769,
    0.1639343798160553,
    0.43298959732055664,
    0.335570365190506,
    0.2977345883846283,
    0.3024389147758484,
    0.7081338167190552,
    0.4052286446094513,
    0.3661970794200897,
    0.3113771378993988,
    0.12121205776929855,
    0.15151509642601013,
    0.13636359572410583,
    0.2837836742401123,
    0.7135677337646484,
    0.48120296001434326,
    0.4426228404045105,
    0.6091369390487671,
    0.13836471736431122,
    0.37914684414863586,
    0.14173223078250885,
    0.5999999046325684,
    0.5959182381629944,
    0.15533974766731262,
    0.16528919339179993,
    0.28571417927742004,
    0.13114748895168304,
    0.3206750154495239,
    0.6666665077209473,
    0.358024537563324,
    0.16091948747634888,
    0.4433496594429016,
    0.3739129900932312,
    0.3703702688217163,
    0.07462681084871292,
    0.35416656732559204,
    0.284671425819397,
    0.48598119616508484,
    0.22988496720790863,
    0.1410255879163742,
    0.6261681318283081,
    0.47393354773521423,
    0.30769217014312744,
    0.3232322335243225,
    0.12676052749156952,
    0.27096763253211975
   ],
   "time": 261.2163438722491,
   "param": [
    {
     "p": 0.11286752671003342,
     "m": 1.0
    },
    {
     "p": 0.046733178198337555,
     "m": 1.0
    },
    {
     "p": 0.06710076332092285,
     "m": 1.0
    },
    {
     "p": 0.07609608769416809,
     "m": 1.0
    },
    {
     "p": 0.08625832200050354,
     "m": 1.0
    },
    {
     "p": 0.057509295642375946,
     "m": 1.0
    },
    {
     "p": 0.07798775285482407,
     "m": 1.0
    },
    {
     "p": 0.07466966658830643,
     "m": 1.0
    },
    {
     "p": 0.0698222741484642,
     "m": 1.0
    },
    {
     "p": 0.06526114791631699,
     "m": 1.0
    },
    {
     "p": 0.04915633425116539,
     "m": 1.0
    },
    {
     "p": 0.0875156968832016,
     "m": 1.0
    },
    {
     "p": 0.1186966747045517,
     "m": 1.0
    },
    {
     "p": 0.010325193405151367,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 41,
   "train_loss": 4.499744892120361,
   "val_loss": 2.687190294265747,
   "acc": 34.2,
   "f1": [
    0.6066349744796753,
    0.42790690064430237,
    0.239436537027359,
    0.17112290859222412,
    0.16460900008678436,
    0.25668442249298096,
    0.35344812273979187,
    0.3598325252532959,
    0.2696628272533417,
    0.45901623368263245,
    0.15999993681907654,
    0.1775147169828415,
    0.3169397711753845,
    0.2389935851097107,
    0.24999991059303284,
    0.247999906539917,
    0.3234041631221771,
    0.5242717266082764,
    0.33789944648742676,
    0.23584897816181183,
    0.5925924181938171,
    0.4756755530834198,
    0.2812499403953552,
    0.5363127589225769,
    0.5409834980964661,
    0.25570768117904663,
    0.2716048061847687,
    0.1509433388710022,
    0.4230768084526062,
    0.20792071521282196,
    0.41568616032600403,
    0.3350784480571747,
    0.3216782510280609,
    0.3076922297477722,
    0.2933332324028015,
    0.1467180997133255,
    0.30046939849853516,
    0.22429899871349335,
    0.21556879580020905,
    0.53987717628479,
    0.28749987483024597,
    0.5327510237693787,
    0.24719089269638062,
    0.3387977182865143,
    0.2473117560148239,
    0.16560502350330353,
    0.21978014707565308,
    0.46491214632987976,
    0.4884791076183319,
    0.3376622200012207,
    0.1452513188123703,
    0.2702702283859253,
    0.5974025130271912,
    0.4905658960342407,
    0.520408034324646,
    0.19587622582912445,
    0.5099998712539673,
    0.3348836302757263,
    0.3307085633277893,
    0.29585790634155273,
    0.7655500173568726,
    0.37499985098838806,
    0.4096384346485138,
    0.32941165566444397,
    0.11111106723546982,
    0.06249995529651642,
    0.13114747405052185,
    0.3448275029659271,
    0.747572660446167,
    0.5714284181594849,
    0.39490434527397156,
    0.5555554032325745,
    0.09836061298847198,
    0.37914684414863586,
    0.17721512913703918,
    0.6378377079963684,
    0.6282721161842346,
    0.15894033014774323,
    0.23561638593673706,
    0.28571417927742004,
    0.15662643313407898,
    0.29864245653152466,
    0.6442306041717529,
    0.331707239151001,
    0.184738889336586,
    0.39682528376579285,
    0.39795905351638794,
    0.34013596177101135,
    0.15525108575820923,
    0.35135123133659363,
    0.3319500982761383,
    0.44444429874420166,
    0.25570768117904663,
    0.11702121049165726,
    0.6082472205162048,
    0.42528724670410156,
    0.3414633274078369,
    0.33333322405815125,
    0.12396689504384995,
    0.24817509949207306
   ],
   "time": 253.98457161709666,
   "param": [
    {
     "p": 0.08598309010267258,
     "m": 1.0
    },
    {
     "p": 0.05896136164665222,
     "m": 1.0
    },
    {
     "p": 0.08729084581136703,
     "m": 1.0
    },
    {
     "p": 0.08747147768735886,
     "m": 1.0
    },
    {
     "p": 0.09536388516426086,
     "m": 1.0
    },
    {
     "p": 0.05014840140938759,
     "m": 1.0
    },
    {
     "p": 0.08691893517971039,
     "m": 1.0
    },
    {
     "p": 0.06936296820640564,
     "m": 1.0
    },
    {
     "p": 0.07532364130020142,
     "m": 1.0
    },
    {
     "p": 0.06561299413442612,
     "m": 1.0
    },
    {
     "p": 0.06055762618780136,
     "m": 1.0
    },
    {
     "p": 0.09678447246551514,
     "m": 1.0
    },
    {
     "p": 0.07361353933811188,
     "m": 1.0
    },
    {
     "p": 0.006606720853596926,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 42,
   "train_loss": 4.833249092102051,
   "val_loss": 2.6849021911621094,
   "acc": 34.36,
   "f1": [
    0.6095237135887146,
    0.3866170048713684,
    0.24358965456485748,
    0.14173223078250885,
    0.12345672398805618,
    0.2832617461681366,
    0.35064926743507385,
    0.39520949125289917,
    0.2837836742401123,
    0.4772725999355316,
    0.1438848376274109,
    0.2597402036190033,
    0.30588221549987793,
    0.2528734505176544,
    0.23255808651447296,
    0.24719089269638062,
    0.3157894015312195,
    0.4782607853412628,
    0.3402777314186096,
    0.1789472997188568,
    0.5644170045852661,
    0.4769873321056366,
    0.31249991059303284,
    0.5416665077209473,
    0.569696843624115,
    0.2843136191368103,
    0.27380943298339844,
    0.220689594745636,
    0.38666656613349915,
    0.2838708758354187,
    0.43518510460853577,
    0.38541653752326965,
    0.2797926664352417,
    0.31901830434799194,
    0.2676055133342743,
    0.16763000190258026,
    0.31632643938064575,
    0.17073164880275726,
    0.23913037776947021,
    0.4692735970020294,
    0.3798881769180298,
    0.5767440795898438,
    0.19184647500514984,
    0.33333319425582886,
    0.21495321393013,
    0.17355364561080933,
    0.08888883143663406,
    0.4632767140865326,
    0.5021644234657288,
    0.46288198232650757,
    0.18834073841571808,
    0.29850736260414124,
    0.6074764728546143,
    0.5641024708747864,
    0.509316623210907,
    0.09195395559072495,
    0.5151513814926147,
    0.35643553733825684,
    0.33816415071487427,
    0.34224584698677063,
    0.722222089767456,
    0.3763439953327179,
    0.41884803771972656,
    0.3601531684398651,
    0.15697671473026276,
    0.21686740219593048,
    0.12080531567335129,
    0.29319363832473755,
    0.705357015132904,
    0.5610858201980591,
    0.4339621663093567,
    0.5922329425811768,
    0.1156068742275238,
    0.3934425115585327,
    0.1398600935935974,
    0.5241934061050415,
    0.627906858921051,
    0.17391295731067657,
    0.2142856866121292,
    0.23703694343566895,
    0.18439710140228271,
    0.30115818977355957,
    0.716577410697937,
    0.18749991059303284,
    0.13888882100582123,
    0.38222211599349976,
    0.3823528587818146,
    0.393063485622406,
    0.17142853140830994,
    0.4230768084526062,
    0.3148147463798523,
    0.44791656732559204,
    0.12499994784593582,
    0.22321420907974243,
    0.547770619392395,
    0.44628089666366577,
    0.4230768084526062,
    0.28699544072151184,
    0.12389375269412994,
    0.3373492956161499
   ],
   "time": 258.4347219048068,
   "param": [
    {
     "p": 0.09589192271232605,
     "m": 1.0
    },
    {
     "p": 0.05377737432718277,
     "m": 1.0
    },
    {
     "p": 0.09584895521402359,
     "m": 1.0
    },
    {
     "p": 0.07786711305379868,
     "m": 1.0
    },
    {
     "p": 0.08062365651130676,
     "m": 1.0
    },
    {
     "p": 0.04922764003276825,
     "m": 1.0
    },
    {
     "p": 0.06891140341758728,
     "m": 1.0
    },
    {
     "p": 0.06514531373977661,
     "m": 1.0
    },
    {
     "p": 0.0630471408367157,
     "m": 1.0
    },
    {
     "p": 0.058214738965034485,
     "m": 1.0
    },
    {
     "p": 0.06947944313287735,
     "m": 1.0
    },
    {
     "p": 0.09784890711307526,
     "m": 1.0
    },
    {
     "p": 0.10319701582193375,
     "m": 1.0
    },
    {
     "p": 0.02091926895081997,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 43,
   "train_loss": 4.87774658203125,
   "val_loss": 2.779797077178955,
   "acc": 34.94,
   "f1": [
    0.6237622499465942,
    0.4111110270023346,
    0.331707239151001,
    0.213483065366745,
    0.17525766789913177,
    0.2824857831001282,
    0.3874998986721039,
    0.34013596177101135,
    0.2366863191127777,
    0.41818171739578247,
    0.1307188868522644,
    0.15748025476932526,
    0.30877184867858887,
    0.30208322405815125,
    0.2421524077653885,
    0.22421517968177795,
    0.3636362850666046,
    0.5326631665229797,
    0.32584258913993835,
    0.2115384042263031,
    0.5744680166244507,
    0.4436618685722351,
    0.30555543303489685,
    0.5499998927116394,
    0.5756096839904785,
    0.23463678359985352,
    0.2935778796672821,
    0.19791658222675323,
    0.43171796202659607,
    0.2783504128456116,
    0.4424777626991272,
    0.2999999225139618,
    0.3566878139972687,
    0.33502528071403503,
    0.3628317713737488,
    0.10778438299894333,
    0.32748526334762573,
    0.18404902517795563,
    0.1991700679063797,
    0.4493390619754791,
    0.3275260329246521,
    0.6021503806114197,
    0.2601625323295593,
    0.315112441778183,
    0.21904754638671875,
    0.20909084379673004,
    0.22818784415721893,
    0.5258214473724365,
    0.42857131361961365,
    0.41592907905578613,
    0.1226993277668953,
    0.32124343514442444,
    0.6347824931144714,
    0.5150500535964966,
    0.4884791076183319,
    0.13571421802043915,
    0.5596328973770142,
    0.34972667694091797,
    0.3764704465866089,
    0.2944784462451935,
    0.7157893776893616,
    0.4162435233592987,
    0.42512065172195435,
    0.37004393339157104,
    0.13245026767253876,
    0.1768706887960434,
    0.13445371389389038,
    0.32142847776412964,
    0.7403844594955444,
    0.5249999165534973,
    0.34615373611450195,
    0.550898015499115,
    0.16417904198169708,
    0.3414633274078369,
    0.1749999076128006,
    0.6349205374717712,
    0.563909649848938,
    0.18072283267974854,
    0.2117646485567093,
    0.323809415102005,
    0.20118334889411926,
    0.3267972767353058,
    0.6931816935539246,
    0.3144652843475342,
    0.15920390188694,
    0.38095226883888245,
    0.3832334280014038,
    0.38095229864120483,
    0.10322573781013489,
    0.3552631139755249,
    0.2872926890850067,
    0.4646463394165039,
    0.1734103411436081,
    0.2048192024230957,
    0.5786800384521484,
    0.45714274048805237,
    0.2999998927116394,
    0.2796609401702881,
    0.12345672398805618,
    0.3364485204219818
   ],
   "time": 259.89980148430914,
   "param": [
    {
     "p": 0.11285635083913803,
     "m": 1.0
    },
    {
     "p": 0.05465273559093475,
     "m": 1.0
    },
    {
     "p": 0.0864311084151268,
     "m": 1.0
    },
    {
     "p": 0.07632772624492645,
     "m": 1.0
    },
    {
     "p": 0.05942901223897934,
     "m": 1.0
    },
    {
     "p": 0.046862196177244186,
     "m": 1.0
    },
    {
     "p": 0.09518764913082123,
     "m": 1.0
    },
    {
     "p": 0.06329113245010376,
     "m": 1.0
    },
    {
     "p": 0.08672195672988892,
     "m": 1.0
    },
    {
     "p": 0.052378274500370026,
     "m": 1.0
    },
    {
     "p": 0.05731232091784477,
     "m": 1.0
    },
    {
     "p": 0.08494099974632263,
     "m": 1.0
    },
    {
     "p": 0.10970542579889297,
     "m": 1.0
    },
    {
     "p": 0.013903074897825718,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 44,
   "train_loss": 4.812297344207764,
   "val_loss": 2.660491466522217,
   "acc": 34.59,
   "f1": [
    0.6222221255302429,
    0.38376373052597046,
    0.31325289607048035,
    0.1971830427646637,
    0.08849553763866425,
    0.2616821527481079,
    0.2706766128540039,
    0.3473052978515625,
    0.3168315887451172,
    0.3679999113082886,
    0.12499993294477463,
    0.15602830052375793,
    0.3091786503791809,
    0.3157894015312195,
    0.2430938482284546,
    0.23469379544258118,
    0.30303022265434265,
    0.45555540919303894,
    0.3786981403827667,
    0.3076922297477722,
    0.5533979535102844,
    0.47161564230918884,
    0.2475246638059616,
    0.550898015499115,
    0.6326529383659363,
    0.23529404401779175,
    0.26881712675094604,
    0.1983470320701599,
    0.4454975128173828,
    0.28758159279823303,
    0.39688706398010254,
    0.3853210210800171,
    0.40217384696006775,
    0.3311257064342499,
    0.345177561044693,
    0.1704544872045517,
    0.2948717474937439,
    0.21138204634189606,
    0.2547169029712677,
    0.4745761454105377,
    0.39325833320617676,
    0.595959484577179,
    0.21100911498069763,
    0.3062499463558197,
    0.1398600935935974,
    0.17679551243782043,
    0.20833326876163483,
    0.5096152424812317,
    0.4734298884868622,
    0.35714274644851685,
    0.1825094372034073,
    0.2528734505176544,
    0.5999999046325684,
    0.5714284777641296,
    0.5164318084716797,
    0.1194029375910759,
    0.4946235418319702,
    0.37433144450187683,
    0.3837208151817322,
    0.2658226788043976,
    0.6960350871086121,
    0.39560431241989136,
    0.42452818155288696,
    0.3855420649051666,
    0.12030069530010223,
    0.21782170236110687,
    0.18947362899780273,
    0.35714274644851685,
    0.7395831346511841,
    0.43343648314476013,
    0.37623751163482666,
    0.5674417018890381,
    0.14473678171634674,
    0.3473052978515625,
    0.15602830052375793,
    0.619289219379425,
    0.6699506640434265,
    0.16216209530830383,
    0.2403845638036728,
    0.3373492956161499,
    0.15549592673778534,
    0.31034475564956665,
    0.6519335508346558,
    0.278787761926651,
    0.0946744978427887,
    0.38157883286476135,
    0.36158180236816406,
    0.3478260040283203,
    0.1576354056596756,
    0.32846707105636597,
    0.27485373616218567,
    0.42570269107818604,
    0.23188398778438568,
    0.19459453225135803,
    0.5485712885856628,
    0.47474732995033264,
    0.35897424817085266,
    0.2870369255542755,
    0.0946744978427887,
    0.2649571895599365
   ],
   "time": 258.2589214537293,
   "param": [
    {
     "p": 0.11000905930995941,
     "m": 1.0
    },
    {
     "p": 0.01442396454513073,
     "m": 1.0
    },
    {
     "p": 0.12142319232225418,
     "m": 1.0
    },
    {
     "p": 0.06566222757101059,
     "m": 1.0
    },
    {
     "p": 0.07523764669895172,
     "m": 1.0
    },
    {
     "p": 0.039850130677223206,
     "m": 1.0
    },
    {
     "p": 0.06347260624170303,
     "m": 1.0
    },
    {
     "p": 0.06556118279695511,
     "m": 1.0
    },
    {
     "p": 0.06600842624902725,
     "m": 1.0
    },
    {
     "p": 0.0522947832942009,
     "m": 1.0
    },
    {
     "p": 0.07963584363460541,
     "m": 1.0
    },
    {
     "p": 0.08461041003465652,
     "m": 1.0
    },
    {
     "p": 0.13174399733543396,
     "m": 1.0
    },
    {
     "p": 0.030066590756177902,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 45,
   "train_loss": 4.729586124420166,
   "val_loss": 2.732595920562744,
   "acc": 34.86,
   "f1": [
    0.5882351398468018,
    0.3950616121292114,
    0.28019312024116516,
    0.23140490055084229,
    0.17679551243782043,
    0.23893800377845764,
    0.35616427659988403,
    0.37777766585350037,
    0.31034475564956665,
    0.4248703718185425,
    0.08955218642950058,
    0.2085307389497757,
    0.29268285632133484,
    0.22818784415721893,
    0.19277101755142212,
    0.2871793806552887,
    0.33587777614593506,
    0.5483869910240173,
    0.3636362552642822,
    0.29677411913871765,
    0.5695362091064453,
    0.4150942265987396,
    0.29743579030036926,
    0.486274391412735,
    0.6077346205711365,
    0.28571420907974243,
    0.26666659116744995,
    0.1971830278635025,
    0.38938042521476746,
    0.23529404401779175,
    0.3879309296607971,
    0.3574143946170807,
    0.34394893050193787,
    0.28235283493995667,
    0.3195265531539917,
    0.15999992191791534,
    0.2980768382549286,
    0.14173223078250885,
    0.2208588570356369,
    0.48205116391181946,
    0.3022221326828003,
    0.6129031181335449,
    0.26206886768341064,
    0.40540531277656555,
    0.18439710140228271,
    0.1777777075767517,
    0.239999920129776,
    0.46288198232650757,
    0.5257730484008789,
    0.23703694343566895,
    0.16513754427433014,
    0.24691346287727356,
    0.5756096839904785,
    0.5636362433433533,
    0.4714828133583069,
    0.1142856702208519,
    0.44725728034973145,
    0.360248327255249,
    0.41379299759864807,
    0.3208555281162262,
    0.666666567325592,
    0.415094256401062,
    0.3905324339866638,
    0.3362830877304077,
    0.16964279115200043,
    0.2007167935371399,
    0.13818176090717316,
    0.32124343514442444,
    0.6451611518859863,
    0.5414846539497375,
    0.3096773326396942,
    0.5977010130882263,
    0.11891885101795197,
    0.43362823128700256,
    0.20202013850212097,
    0.559054970741272,
    0.6630433797836304,
    0.1307188868522644,
    0.27555546164512634,
    0.3041473925113678,
    0.12389375269412994,
    0.29585790634155273,
    0.6631014943122864,
    0.3087247312068939,
    0.11510787159204483,
    0.4405285120010376,
    0.3350784480571747,
    0.4125559628009796,
    0.09090902656316757,
    0.39130425453186035,
    0.30578503012657166,
    0.48958322405815125,
    0.2569443881511688,
    0.15300540626049042,
    0.6079294085502625,
    0.4202333688735962,
    0.335714191198349,
    0.29607245326042175,
    0.07462681084871292,
    0.35064926743507385
   ],
   "time": 260.6625162027776,
   "param": [
    {
     "p": 0.11406829953193665,
     "m": 1.0
    },
    {
     "p": 0.0568731352686882,
     "m": 1.0
    },
    {
     "p": 0.09149686992168427,
     "m": 1.0
    },
    {
     "p": 0.05378160998225212,
     "m": 1.0
    },
    {
     "p": 0.09031397849321365,
     "m": 1.0
    },
    {
     "p": 0.0445433184504509,
     "m": 1.0
    },
    {
     "p": 0.06429455429315567,
     "m": 1.0
    },
    {
     "p": 0.06189492717385292,
     "m": 1.0
    },
    {
     "p": 0.0843958705663681,
     "m": 1.0
    },
    {
     "p": 0.04504489526152611,
     "m": 1.0
    },
    {
     "p": 0.08194943517446518,
     "m": 1.0
    },
    {
     "p": 0.09177776426076889,
     "m": 1.0
    },
    {
     "p": 0.116348996758461,
     "m": 1.0
    },
    {
     "p": 0.00321635277941823,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 46,
   "train_loss": 4.605252265930176,
   "val_loss": 2.792753219604492,
   "acc": 34.55,
   "f1": [
    0.5420559644699097,
    0.44444432854652405,
    0.30337071418762207,
    0.21319790184497833,
    0.1379309892654419,
    0.2612611949443817,
    0.32624104619026184,
    0.3522725999355316,
    0.3107568919658661,
    0.4201679825782776,
    0.11764701455831528,
    0.21468918025493622,
    0.34615373611450195,
    0.2211054563522339,
    0.26415085792541504,
    0.11570242792367935,
    0.38392844796180725,
    0.43227657675743103,
    0.3276835083961487,
    0.2532750070095062,
    0.5739129781723022,
    0.4897957742214203,
    0.25954189896583557,
    0.46753236651420593,
    0.5876776576042175,
    0.2653060257434845,
    0.23469379544258118,
    0.17857135832309723,
    0.39490434527397156,
    0.26206886768341064,
    0.39215677976608276,
    0.32258060574531555,
    0.3166022300720215,
    0.3495934009552002,
    0.2857142388820648,
    0.1742737889289856,
    0.2482757866382599,
    0.10937494784593582,
    0.20359273254871368,
    0.522222101688385,
    0.3832334280014038,
    0.4634920358657837,
    0.2418300211429596,
    0.3356642425060272,
    0.24358965456485748,
    0.17449656128883362,
    0.22459883987903595,
    0.48430484533309937,
    0.5348835587501526,
    0.37575745582580566,
    0.19811314344406128,
    0.21794864535331726,
    0.5836575031280518,
    0.5238094329833984,
    0.48091593384742737,
    0.1793721318244934,
    0.47808754444122314,
    0.2723003923892975,
    0.38674020767211914,
    0.31901830434799194,
    0.6745560765266418,
    0.3953487277030945,
    0.40624988079071045,
    0.36809808015823364,
    0.15789467096328735,
    0.1379309892654419,
    0.193548321723938,
    0.2173912525177002,
    0.6956520080566406,
    0.6031745076179504,
    0.4112148582935333,
    0.5691698789596558,
    0.1242937222123146,
    0.3692306578159332,
    0.16589856147766113,
    0.6309522390365601,
    0.5785122513771057,
    0.18905465304851532,
    0.27884605526924133,
    0.29714274406433105,
    0.18811874091625214,
    0.30578503012657166,
    0.6454544067382812,
    0.3771427571773529,
    0.1594202220439911,
    0.34042543172836304,
    0.329268217086792,
    0.3924049437046051,
    0.13526564836502075,
    0.4096384644508362,
    0.31872501969337463,
    0.4230768382549286,
    0.2269502729177475,
    0.17391297221183777,
    0.6030149459838867,
    0.34013596177101135,
    0.13675208389759064,
    0.3157893717288971,
    0.12499994039535522,
    0.3529410660266876
   ],
   "time": 254.51873608212918,
   "param": [
    {
     "p": 0.08100178837776184,
     "m": 1.0
    },
    {
     "p": 0.04163916036486626,
     "m": 1.0
    },
    {
     "p": 0.09796760231256485,
     "m": 1.0
    },
    {
     "p": 0.08576041460037231,
     "m": 1.0
    },
    {
     "p": 0.05819805711507797,
     "m": 1.0
    },
    {
     "p": 0.07139132916927338,
     "m": 1.0
    },
    {
     "p": 0.08372649550437927,
     "m": 1.0
    },
    {
     "p": 0.0543157234787941,
     "m": 1.0
    },
    {
     "p": 0.0745203047990799,
     "m": 1.0
    },
    {
     "p": 0.05875542387366295,
     "m": 1.0
    },
    {
     "p": 0.06051190569996834,
     "m": 1.0
    },
    {
     "p": 0.1043858677148819,
     "m": 1.0
    },
    {
     "p": 0.09054214507341385,
     "m": 1.0
    },
    {
     "p": 0.037283722311258316,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 47,
   "train_loss": 5.0264892578125,
   "val_loss": 2.7578163146972656,
   "acc": 35.56,
   "f1": [
    0.622641384601593,
    0.42051267623901367,
    0.28112441301345825,
    0.21097040176391602,
    0.1775147169828415,
    0.20833326876163483,
    0.39378228783607483,
    0.3908045291900635,
    0.33333319425582886,
    0.39130425453186035,
    0.11864402145147324,
    0.16901402175426483,
    0.32411059737205505,
    0.2617800235748291,
    0.23529404401779175,
    0.21857915818691254,
    0.39130425453186035,
    0.4824901819229126,
    0.32432422041893005,
    0.2602229714393616,
    0.6243385076522827,
    0.45914387702941895,
    0.3627450466156006,
    0.57297283411026,
    0.5714284777641296,
    0.25274714827537537,
    0.28571417927742004,
    0.2297871857881546,
    0.45918354392051697,
    0.28019312024116516,
    0.38961026072502136,
    0.3170730769634247,
    0.3502824008464813,
    0.3320156931877136,
    0.34920626878738403,
    0.12499994039535522,
    0.3026314675807953,
    0.24083760380744934,
    0.21965309977531433,
    0.550898015499115,
    0.34554967284202576,
    0.563380241394043,
    0.2584269046783447,
    0.3255813419818878,
    0.2686566412448883,
    0.08695648610591888,
    0.2843601107597351,
    0.48854950070381165,
    0.49261072278022766,
    0.36065563559532166,
    0.18972326815128326,
    0.29032251238822937,
    0.5744680166244507,
    0.5809522867202759,
    0.44444432854652405,
    0.15894033014774323,
    0.4692735970020294,
    0.2909089922904968,
    0.35955044627189636,
    0.3111110329627991,
    0.6948355436325073,
    0.43708598613739014,
    0.43362823128700256,
    0.3523808717727661,
    0.10071936994791031,
    0.19787980616092682,
    0.20245395600795746,
    0.3406592309474945,
    0.7219511270523071,
    0.49097466468811035,
    0.4684683382511139,
    0.5828570127487183,
    0.11428564786911011,
    0.3551400303840637,
    0.16753920912742615,
    0.6923075318336487,
    0.5671640634536743,
    0.0672268494963646,
    0.21518979966640472,
    0.3157893717288971,
    0.1325300633907318,
    0.26666656136512756,
    0.635944664478302,
    0.3374998867511749,
    0.16766461730003357,
    0.4226802885532379,
    0.4108106791973114,
    0.35602086782455444,
    0.1758241057395935,
    0.366812139749527,
    0.3066665530204773,
    0.4766353964805603,
    0.2176869958639145,
    0.13333328068256378,
    0.579591691493988,
    0.4088396728038788,
    0.36065563559532166,
    0.29951682686805725,
    0.07092193514108658,
    0.3354036211967468
   ],
   "time": 247.99241327866912,
   "param": [
    {
     "p": 0.08402297645807266,
     "m": 1.0
    },
    {
     "p": 0.05974150821566582,
     "m": 1.0
    },
    {
     "p": 0.0956575945019722,
     "m": 1.0
    },
    {
     "p": 0.056525204330682755,
     "m": 1.0
    },
    {
     "p": 0.05896060913801193,
     "m": 1.0
    },
    {
     "p": 0.06925450265407562,
     "m": 1.0
    },
    {
     "p": 0.07755554467439651,
     "m": 1.0
    },
    {
     "p": 0.0790979191660881,
     "m": 1.0
    },
    {
     "p": 0.059490665793418884,
     "m": 1.0
    },
    {
     "p": 0.06260573863983154,
     "m": 1.0
    },
    {
     "p": 0.05357024073600769,
     "m": 1.0
    },
    {
     "p": 0.1010216474533081,
     "m": 1.0
    },
    {
     "p": 0.12515251338481903,
     "m": 1.0
    },
    {
     "p": 0.017343273386359215,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 48,
   "train_loss": 4.410867214202881,
   "val_loss": 2.6245193481445312,
   "acc": 34.56,
   "f1": [
    0.6178008913993835,
    0.38666656613349915,
    0.2995593845844269,
    0.16666659712791443,
    0.14925366640090942,
    0.22429899871349335,
    0.368663489818573,
    0.445652037858963,
    0.35582810640335083,
    0.4814813435077667,
    0.1379309743642807,
    0.2025315910577774,
    0.3846152722835541,
    0.22459883987903595,
    0.20571422576904297,
    0.22535203397274017,
    0.3225805461406708,
    0.5135133862495422,
    0.3653844892978668,
    0.23809516429901123,
    0.5609754920005798,
    0.45689642429351807,
    0.27999988198280334,
    0.5578945875167847,
    0.6220094561576843,
    0.23188398778438568,
    0.25112098455429077,
    0.19999992847442627,
    0.44311365485191345,
    0.2555064857006073,
    0.3522011637687683,
    0.33015862107276917,
    0.3431951701641083,
    0.30065348744392395,
    0.2999998927116394,
    0.05084741488099098,
    0.30769219994544983,
    0.20338977873325348,
    0.24060142040252686,
    0.5454543828964233,
    0.329670250415802,
    0.5551019906997681,
    0.2473117560148239,
    0.3211008310317993,
    0.2681563198566437,
    0.1971830427646637,
    0.21686740219593048,
    0.4799998700618744,
    0.486772358417511,
    0.393063485622406,
    0.15686267614364624,
    0.26890748739242554,
    0.6183205246925354,
    0.5274724960327148,
    0.48936155438423157,
    0.15950913727283478,
    0.5240640044212341,
    0.33333322405815125,
    0.26388877630233765,
    0.30232545733451843,
    0.7473682165145874,
    0.4052286446094513,
    0.4052286446094513,
    0.35023030638694763,
    0.131687194108963,
    0.2117646485567093,
    0.17891369760036469,
    0.3459458649158478,
    0.6724136471748352,
    0.5360823273658752,
    0.33128824830055237,
    0.5918366312980652,
    0.13698624074459076,
    0.36986294388771057,
    0.1854303926229477,
    0.6263735294342041,
    0.6454544067382812,
    0.2121211439371109,
    0.24637673795223236,
    0.28571420907974243,
    0.14164301753044128,
    0.26136353611946106,
    0.642857015132904,
    0.35344812273979187,
    0.14906825125217438,
    0.4262293577194214,
    0.4031619727611542,
    0.37647050619125366,
    0.0666666105389595,
    0.3483870327472687,
    0.228571355342865,
    0.5257141590118408,
    0.2673266530036926,
    0.14285707473754883,
    0.6010927557945251,
    0.4434387683868408,
    0.37125736474990845,
    0.29677411913871765,
    0.14634141325950623,
    0.31081071496009827
   ],
   "time": 260.4525795392692,
   "param": [
    {
     "p": 0.10236585140228271,
     "m": 1.0
    },
    {
     "p": 0.05015005171298981,
     "m": 1.0
    },
    {
     "p": 0.0951666459441185,
     "m": 1.0
    },
    {
     "p": 0.06070807948708534,
     "m": 1.0
    },
    {
     "p": 0.09220194071531296,
     "m": 1.0
    },
    {
     "p": 0.04705533757805824,
     "m": 1.0
    },
    {
     "p": 0.07875926047563553,
     "m": 1.0
    },
    {
     "p": 0.08502747118473053,
     "m": 1.0
    },
    {
     "p": 0.06868386268615723,
     "m": 1.0
    },
    {
     "p": 0.05940884351730347,
     "m": 1.0
    },
    {
     "p": 0.07733438163995743,
     "m": 1.0
    },
    {
     "p": 0.06937620788812637,
     "m": 1.0
    },
    {
     "p": 0.0857238918542862,
     "m": 1.0
    },
    {
     "p": 0.028038106858730316,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 49,
   "train_loss": 4.3593926429748535,
   "val_loss": 2.707693576812744,
   "acc": 35.25,
   "f1": [
    0.6008967757225037,
    0.45360812544822693,
    0.19607838988304138,
    0.07633582502603531,
    0.20338976383209229,
    0.25396817922592163,
    0.367346853017807,
    0.38139525055885315,
    0.2514285147190094,
    0.35365843772888184,
    0.21929818391799927,
    0.17241373658180237,
    0.309278279542923,
    0.32160791754722595,
    0.2603549063205719,
    0.24454142153263092,
    0.319248765707016,
    0.48205116391181946,
    0.3827749788761139,
    0.27322396636009216,
    0.5409834980964661,
    0.4646463394165039,
    0.29951682686805725,
    0.5520831942558289,
    0.5798317790031433,
    0.22950811684131622,
    0.26519328355789185,
    0.21621616184711456,
    0.45643141865730286,
    0.31284910440444946,
    0.3882782757282257,
    0.4088887572288513,
    0.3407406508922577,
    0.29032251238822937,
    0.3271027207374573,
    0.18548381328582764,
    0.2954544425010681,
    0.23636355996131897,
    0.2244388312101364,
    0.556212842464447,
    0.32452818751335144,
    0.613756537437439,
    0.24836592376232147,
    0.34848475456237793,
    0.1866666078567505,
    0.19277101755142212,
    0.2783504128456116,
    0.46808499097824097,
    0.48799988627433777,
    0.360248327255249,
    0.1721067875623703,
    0.278651624917984,
    0.5791853666305542,
    0.5446008443832397,
    0.5196077227592468,
    0.15853650867938995,
    0.49565204977989197,
    0.3348415493965149,
    0.35643553733825684,
    0.2837836742401123,
    0.7010307908058167,
    0.3496502637863159,
    0.44047608971595764,
    0.3950616121292114,
    0.21719448268413544,
    0.14864858984947205,
    0.15111105144023895,
    0.324607253074646,
    0.7033896446228027,
    0.5603863000869751,
    0.4705881178379059,
    0.6086955666542053,
    0.12162157148122787,
    0.3369564116001129,
    0.16783210635185242,
    0.6270268559455872,
    0.6878305077552795,
    0.14864858984947205,
    0.22619038820266724,
    0.35185176134109497,
    0.18749994039535522,
    0.278787761926651,
    0.6524062752723694,
    0.3627450466156006,
    0.19811314344406128,
    0.3311257064342499,
    0.39631327986717224,
    0.39560428261756897,
    0.07633582502603531,
    0.39495787024497986,
    0.2545453608036041,
    0.47999992966651917,
    0.2812499403953552,
    0.16783210635185242,
    0.5929647088050842,
    0.4210525155067444,
    0.36633655428886414,
    0.33802807331085205,
    0.10465110093355179,
    0.30150744318962097
   ],
   "time": 261.40014411881566,
   "param": [
    {
     "p": 0.09272997826337814,
     "m": 1.0
    },
    {
     "p": 0.035950712859630585,
     "m": 1.0
    },
    {
     "p": 0.09815989434719086,
     "m": 1.0
    },
    {
     "p": 0.07549726963043213,
     "m": 1.0
    },
    {
     "p": 0.0815168023109436,
     "m": 1.0
    },
    {
     "p": 0.04748189449310303,
     "m": 1.0
    },
    {
     "p": 0.052332449704408646,
     "m": 1.0
    },
    {
     "p": 0.09217618405818939,
     "m": 1.0
    },
    {
     "p": 0.08154426515102386,
     "m": 1.0
    },
    {
     "p": 0.06874692440032959,
     "m": 1.0
    },
    {
     "p": 0.07104307413101196,
     "m": 1.0
    },
    {
     "p": 0.08603435009717941,
     "m": 1.0
    },
    {
     "p": 0.08880245685577393,
     "m": 1.0
    },
    {
     "p": 0.027983706444501877,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 50,
   "train_loss": 4.470203399658203,
   "val_loss": 2.717772960662842,
   "acc": 34.83,
   "f1": [
    0.6108372807502747,
    0.43749991059303284,
    0.2941175401210785,
    0.18421044945716858,
    0.13846148550510406,
    0.2136751413345337,
    0.3703702688217163,
    0.36293426156044006,
    0.3087247312068939,
    0.40579700469970703,
    0.14285710453987122,
    0.2121211439371109,
    0.24161066114902496,
    0.3493974804878235,
    0.20930226147174835,
    0.22222214937210083,
    0.3649634122848511,
    0.4496123194694519,
    0.2658958435058594,
    0.25510191917419434,
    0.5092249512672424,
    0.4593299925327301,
    0.3047617971897125,
    0.4938269853591919,
    0.590908944606781,
    0.2718445658683777,
    0.28999990224838257,
    0.2275448441505432,
    0.3892616331577301,
    0.2695651352405548,
    0.3763439953327179,
    0.3576158285140991,
    0.3529410660266876,
    0.33492809534072876,
    0.33333322405815125,
    0.19433192908763885,
    0.28855711221694946,
    0.19580411911010742,
    0.25688064098358154,
    0.4768211245536804,
    0.25822779536247253,
    0.596858561038971,
    0.26046502590179443,
    0.40358731150627136,
    0.2872926890850067,
    0.1503758728504181,
    0.2345678210258484,
    0.5333332419395447,
    0.4596272110939026,
    0.390243798494339,
    0.17747433483600616,
    0.34736835956573486,
    0.5363127589225769,
    0.5446807742118835,
    0.5213268995285034,
    0.1307188868522644,
    0.4711109697818756,
    0.35616424679756165,
    0.39520949125289917,
    0.30939218401908875,
    0.688372015953064,
    0.40677955746650696,
    0.45121943950653076,
    0.35294109582901,
    0.1542288362979889,
    0.19905206561088562,
    0.09999994188547134,
    0.3274335563182831,
    0.5890908241271973,
    0.5281383991241455,
    0.42580634355545044,
    0.5599998831748962,
    0.13559316098690033,
    0.33333322405815125,
    0.145695298910141,
    0.6124400496482849,
    0.4709140658378601,
    0.16580304503440857,
    0.2275448441505432,
    0.30150744318962097,
    0.17358486354351044,
    0.3152172863483429,
    0.6699027419090271,
    0.26751580834388733,
    0.16666659712791443,
    0.4022345542907715,
    0.4155843257904053,
    0.39069753885269165,
    0.11023616790771484,
    0.429447740316391,
    0.34523800015449524,
    0.5303866267204285,
    0.27488142251968384,
    0.19383254647254944,
    0.5425099730491638,
    0.4502616822719574,
    0.33128824830055237,
    0.3369564116001129,
    0.12682920694351196,
    0.3314284682273865
   ],
   "time": 260.08935303241014,
   "param": [
    {
     "p": 0.09605681151151657,
     "m": 1.0
    },
    {
     "p": 0.037879638373851776,
     "m": 1.0
    },
    {
     "p": 0.1014331802725792,
     "m": 1.0
    },
    {
     "p": 0.042571064084768295,
     "m": 1.0
    },
    {
     "p": 0.08577176183462143,
     "m": 1.0
    },
    {
     "p": 0.05927982181310654,
     "m": 1.0
    },
    {
     "p": 0.06676559895277023,
     "m": 1.0
    },
    {
     "p": 0.08323567360639572,
     "m": 1.0
    },
    {
     "p": 0.076905257999897,
     "m": 1.0
    },
    {
     "p": 0.07764250040054321,
     "m": 1.0
    },
    {
     "p": 0.0866461992263794,
     "m": 1.0
    },
    {
     "p": 0.07498237490653992,
     "m": 1.0
    },
    {
     "p": 0.08002439141273499,
     "m": 1.0
    },
    {
     "p": 0.030805598944425583,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 51,
   "train_loss": 4.464358329772949,
   "val_loss": 2.873382329940796,
   "acc": 34.8,
   "f1": [
    0.6175113916397095,
    0.43362823128700256,
    0.3414633274078369,
    0.19289332628250122,
    0.1639343500137329,
    0.2886596620082855,
    0.3135887682437897,
    0.35135123133659363,
    0.2693409025669098,
    0.4086955785751343,
    0.16058386862277985,
    0.14634142816066742,
    0.35185176134109497,
    0.19999991357326508,
    0.2614377737045288,
    0.23834188282489777,
    0.3771427571773529,
    0.44571414589881897,
    0.2815532982349396,
    0.23913034796714783,
    0.662650465965271,
    0.45425865054130554,
    0.3301886022090912,
    0.5026176571846008,
    0.5521470904350281,
    0.2901553809642792,
    0.2470587193965912,
    0.22330091893672943,
    0.40217384696006775,
    0.27777767181396484,
    0.33783775568008423,
    0.37777766585350037,
    0.32579174637794495,
    0.3232322335243225,
    0.3197278082370758,
    0.10958898812532425,
    0.27118635177612305,
    0.1835748255252838,
    0.24657529592514038,
    0.5108694434165955,
    0.35359105467796326,
    0.543859601020813,
    0.2676055133342743,
    0.34083589911460876,
    0.25510191917419434,
    0.1971830427646637,
    0.2378377616405487,
    0.4514106214046478,
    0.446808397769928,
    0.4249998927116394,
    0.193548321723938,
    0.28965505957603455,
    0.4951455295085907,
    0.5872339010238647,
    0.48068660497665405,
    0.12871280312538147,
    0.45714277029037476,
    0.2995593845844269,
    0.3540668785572052,
    0.3068180978298187,
    0.6880732178688049,
    0.43523305654525757,
    0.3885713219642639,
    0.3318776488304138,
    0.15068486332893372,
    0.17073164880275726,
    0.07874010503292084,
    0.32558128237724304,
    0.6909089088439941,
    0.5201792120933533,
    0.43720918893814087,
    0.6010927557945251,
    0.11965805292129517,
    0.36619704961776733,
    0.13698624074459076,
    0.5774056911468506,
    0.5756096839904785,
    0.16666659712791443,
    0.1866665780544281,
    0.31249991059303284,
    0.1828254610300064,
    0.32402223348617554,
    0.6831682324409485,
    0.28712859749794006,
    0.12698407471179962,
    0.39583319425582886,
    0.41340771317481995,
    0.423912912607193,
    0.08196717500686646,
    0.40358731150627136,
    0.26162785291671753,
    0.442952960729599,
    0.19209031760692596,
    0.18532812595367432,
    0.6027396321296692,
    0.4358973503112793,
    0.26153838634490967,
    0.3502824008464813,
    0.08938541263341904,
    0.345177561044693
   ],
   "time": 258.879667528905,
   "param": [
    {
     "p": 0.10853096097707748,
     "m": 1.0
    },
    {
     "p": 0.06034596636891365,
     "m": 1.0
    },
    {
     "p": 0.06784771382808685,
     "m": 1.0
    },
    {
     "p": 0.06567829102277756,
     "m": 1.0
    },
    {
     "p": 0.0754408910870552,
     "m": 1.0
    },
    {
     "p": 0.05198592320084572,
     "m": 1.0
    },
    {
     "p": 0.06956659257411957,
     "m": 1.0
    },
    {
     "p": 0.05664680898189545,
     "m": 1.0
    },
    {
     "p": 0.07203805446624756,
     "m": 1.0
    },
    {
     "p": 0.06032058224081993,
     "m": 1.0
    },
    {
     "p": 0.07452491670846939,
     "m": 1.0
    },
    {
     "p": 0.10478441417217255,
     "m": 1.0
    },
    {
     "p": 0.08696205168962479,
     "m": 1.0
    },
    {
     "p": 0.04532676562666893,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 52,
   "train_loss": 4.656233787536621,
   "val_loss": 2.5180253982543945,
   "acc": 35.5,
   "f1": [
    0.6549705862998962,
    0.474226713180542,
    0.3478260338306427,
    0.1682242751121521,
    0.2065216600894928,
    0.30120471119880676,
    0.3934425115585327,
    0.4195120930671692,
    0.32335323095321655,
    0.38914018869400024,
    0.12499994784593582,
    0.210526242852211,
    0.3295453190803528,
    0.29585790634155273,
    0.19266046583652496,
    0.2751321792602539,
    0.3555554449558258,
    0.3731342554092407,
    0.29787227511405945,
    0.246575266122818,
    0.6111109852790833,
    0.4507041275501251,
    0.3299999237060547,
    0.5512819290161133,
    0.6008967757225037,
    0.2843601107597351,
    0.22818784415721893,
    0.2075471132993698,
    0.4790417551994324,
    0.2727271616458893,
    0.3821137547492981,
    0.41610726714134216,
    0.3157893717288971,
    0.31638407707214355,
    0.28685250878334045,
    0.13937276601791382,
    0.3523808717727661,
    0.19199994206428528,
    0.2389935851097107,
    0.525139570236206,
    0.3406592309474945,
    0.5698922872543335,
    0.3112839460372925,
    0.3821137547492981,
    0.23448269069194794,
    0.16326524317264557,
    0.22549012303352356,
    0.49350637197494507,
    0.49107134342193604,
    0.4023667275905609,
    0.21192045509815216,
    0.3020407259464264,
    0.5628139972686768,
    0.5840706825256348,
    0.5588234066963196,
    0.12080531567335129,
    0.46616533398628235,
    0.36601296067237854,
    0.37499988079071045,
    0.30065348744392395,
    0.7346937656402588,
    0.4411763548851013,
    0.4630540609359741,
    0.34666651487350464,
    0.13999994099140167,
    0.1639343500137329,
    0.1445782482624054,
    0.19847320020198822,
    0.6290320754051208,
    0.579439103603363,
    0.4111110270023346,
    0.6379309296607971,
    0.11111105233430862,
    0.2545453608036041,
    0.17283941805362701,
    0.6457397937774658,
    0.6324785351753235,
    0.1398600935935974,
    0.18749994039535522,
    0.3064514994621277,
    0.18009470403194427,
    0.26086944341659546,
    0.6699506640434265,
    0.31279608607292175,
    0.1798941045999527,
    0.3407406508922577,
    0.4016392230987549,
    0.4418603479862213,
    0.13333328068256378,
    0.4137929677963257,
    0.28235286474227905,
    0.5320196151733398,
    0.21649475395679474,
    0.20242910087108612,
    0.5767440795898438,
    0.422641396522522,
    0.3470318615436554,
    0.3398057222366333,
    0.08235287666320801,
    0.2929935157299042
   ],
   "time": 257.50420201476663,
   "param": [
    {
     "p": 0.09775745868682861,
     "m": 1.0
    },
    {
     "p": 0.06767898797988892,
     "m": 1.0
    },
    {
     "p": 0.07745857536792755,
     "m": 1.0
    },
    {
     "p": 0.06418941915035248,
     "m": 1.0
    },
    {
     "p": 0.06420540064573288,
     "m": 1.0
    },
    {
     "p": 0.06227179244160652,
     "m": 1.0
    },
    {
     "p": 0.05600501596927643,
     "m": 1.0
    },
    {
     "p": 0.0777217298746109,
     "m": 1.0
    },
    {
     "p": 0.043527230620384216,
     "m": 1.0
    },
    {
     "p": 0.07466144114732742,
     "m": 1.0
    },
    {
     "p": 0.06984584778547287,
     "m": 1.0
    },
    {
     "p": 0.09059075266122818,
     "m": 1.0
    },
    {
     "p": 0.10789430886507034,
     "m": 1.0
    },
    {
     "p": 0.04619201645255089,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 53,
   "train_loss": 4.681319713592529,
   "val_loss": 2.6737072467803955,
   "acc": 34.45,
   "f1": [
    0.6291078925132751,
    0.2945735454559326,
    0.2731276750564575,
    0.20883527398109436,
    0.1811593621969223,
    0.21848730742931366,
    0.362318754196167,
    0.3696681261062622,
    0.3157893717288971,
    0.4153004288673401,
    0.12834219634532928,
    0.17123281955718994,
    0.35714274644851685,
    0.2815532982349396,
    0.2699999213218689,
    0.239436537027359,
    0.3703702688217163,
    0.510416567325592,
    0.39378228783607483,
    0.29473677277565,
    0.5876287817955017,
    0.3972124755382538,
    0.29787224531173706,
    0.4685713052749634,
    0.5981307029724121,
    0.2886596620082855,
    0.22556383907794952,
    0.20149248838424683,
    0.35782742500305176,
    0.27083322405815125,
    0.3441859781742096,
    0.31884047389030457,
    0.32061058282852173,
    0.21374039351940155,
    0.31884047389030457,
    0.10404618829488754,
    0.3111110329627991,
    0.18181811273097992,
    0.21319790184497833,
    0.5445024967193604,
    0.293436199426651,
    0.5816324949264526,
    0.26027390360832214,
    0.37999987602233887,
    0.14379078149795532,
    0.21874994039535522,
    0.15111105144023895,
    0.5074625611305237,
    0.41666656732559204,
    0.41818171739578247,
    0.23611101508140564,
    0.29743579030036926,
    0.5714284181594849,
    0.566929042339325,
    0.5352111458778381,
    0.12307685613632202,
    0.4924621880054474,
    0.3636362850666046,
    0.38961026072502136,
    0.3249998986721039,
    0.6979165077209473,
    0.4588233530521393,
    0.4179103374481201,
    0.3383083641529083,
    0.16901402175426483,
    0.25870639085769653,
    0.017699090763926506,
    0.3316582143306732,
    0.7319586277008057,
    0.5925924777984619,
    0.3832334280014038,
    0.5199999213218689,
    0.09271517395973206,
    0.3636362552642822,
    0.2167486995458603,
    0.4874999225139618,
    0.6759257912635803,
    0.16867463290691376,
    0.20689648389816284,
    0.210526242852211,
    0.1290322095155716,
    0.2208588421344757,
    0.622641384601593,
    0.32941165566444397,
    0.18404902517795563,
    0.3552122712135315,
    0.35616424679756165,
    0.3999998867511749,
    0.17441853880882263,
    0.34177207946777344,
    0.24999991059303284,
    0.47846877574920654,
    0.19736838340759277,
    0.1258740872144699,
    0.5702126026153564,
    0.4184395968914032,
    0.2745096981525421,
    0.30337071418762207,
    0.13194438815116882,
    0.31914883852005005
   ],
   "time": 260.2398958699778,
   "param": [
    {
     "p": 0.1110418364405632,
     "m": 1.0
    },
    {
     "p": 0.07390915602445602,
     "m": 1.0
    },
    {
     "p": 0.08123166114091873,
     "m": 1.0
    },
    {
     "p": 0.05756008252501488,
     "m": 1.0
    },
    {
     "p": 0.07079701870679855,
     "m": 1.0
    },
    {
     "p": 0.03360141068696976,
     "m": 1.0
    },
    {
     "p": 0.06747361272573471,
     "m": 1.0
    },
    {
     "p": 0.06693774461746216,
     "m": 1.0
    },
    {
     "p": 0.0777745395898819,
     "m": 1.0
    },
    {
     "p": 0.09145911782979965,
     "m": 1.0
    },
    {
     "p": 0.07720161229372025,
     "m": 1.0
    },
    {
     "p": 0.07423646748065948,
     "m": 1.0
    },
    {
     "p": 0.09352535009384155,
     "m": 1.0
    },
    {
     "p": 0.023250464349985123,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 54,
   "train_loss": 4.451292991638184,
   "val_loss": 2.628976345062256,
   "acc": 35.86,
   "f1": [
    0.6274508833885193,
    0.3409090042114258,
    0.28136876225471497,
    0.11023616790771484,
    0.1825094372034073,
    0.29508185386657715,
    0.37179476022720337,
    0.3317534327507019,
    0.29757776856422424,
    0.39603951573371887,
    0.16260157525539398,
    0.23376618325710297,
    0.38918909430503845,
    0.28260859847068787,
    0.23584897816181183,
    0.19889496266841888,
    0.3487178385257721,
    0.5472635626792908,
    0.3139533996582031,
    0.2569831311702728,
    0.575107216835022,
    0.4705881178379059,
    0.35294109582901,
    0.5269460082054138,
    0.5195728540420532,
    0.2749998867511749,
    0.2288556545972824,
    0.17040351033210754,
    0.46363624930381775,
    0.2767294645309448,
    0.36601296067237854,
    0.4162435233592987,
    0.35359105467796326,
    0.2914979159832001,
    0.31155768036842346,
    0.1835748255252838,
    0.35955044627189636,
    0.2165604531764984,
    0.28352484107017517,
    0.4955751299858093,
    0.28758159279823303,
    0.6030149459838867,
    0.289308100938797,
    0.3070864975452423,
    0.2597402036190033,
    0.13698624074459076,
    0.23611101508140564,
    0.4794006645679474,
    0.5286343097686768,
    0.4072396755218506,
    0.1764705330133438,
    0.2790696918964386,
    0.5955554842948914,
    0.5655736327171326,
    0.48598119616508484,
    0.1503758728504181,
    0.4499998688697815,
    0.37499991059303284,
    0.3392224907875061,
    0.3046356737613678,
    0.6666665077209473,
    0.432748407125473,
    0.37305691838264465,
    0.3495144844055176,
    0.14516125619411469,
    0.2211054563522339,
    0.14285707473754883,
    0.3013697564601898,
    0.7539265155792236,
    0.582914412021637,
    0.43049317598342896,
    0.5714284777641296,
    0.15151509642601013,
    0.4065573215484619,
    0.18604643642902374,
    0.6473428606987,
    0.7076921463012695,
    0.12598420679569244,
    0.21468918025493622,
    0.30674833059310913,
    0.17449656128883362,
    0.31249991059303284,
    0.6767675280570984,
    0.3066665530204773,
    0.2136751413345337,
    0.4210525155067444,
    0.45714277029037476,
    0.38888880610466003,
    0.14207643270492554,
    0.38666656613349915,
    0.27462679147720337,
    0.37888196110725403,
    0.23225797712802887,
    0.140350803732872,
    0.6113988757133484,
    0.47846877574920654,
    0.29370617866516113,
    0.3389829397201538,
    0.1156068742275238,
    0.3707864284515381
   ],
   "time": 256.8668070137501,
   "param": [
    {
     "p": 0.0814458578824997,
     "m": 1.0
    },
    {
     "p": 0.04875434190034866,
     "m": 1.0
    },
    {
     "p": 0.10563402622938156,
     "m": 1.0
    },
    {
     "p": 0.07652677595615387,
     "m": 1.0
    },
    {
     "p": 0.07208224385976791,
     "m": 1.0
    },
    {
     "p": 0.06680518388748169,
     "m": 1.0
    },
    {
     "p": 0.0759212076663971,
     "m": 1.0
    },
    {
     "p": 0.07289700955152512,
     "m": 1.0
    },
    {
     "p": 0.04935278743505478,
     "m": 1.0
    },
    {
     "p": 0.07744602859020233,
     "m": 1.0
    },
    {
     "p": 0.06267658621072769,
     "m": 1.0
    },
    {
     "p": 0.08150328695774078,
     "m": 1.0
    },
    {
     "p": 0.08712977170944214,
     "m": 1.0
    },
    {
     "p": 0.041824836283922195,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 55,
   "train_loss": 4.48604679107666,
   "val_loss": 2.749192237854004,
   "acc": 34.79,
   "f1": [
    0.6399998664855957,
    0.3957218527793884,
    0.283950537443161,
    0.18867920339107513,
    0.11764699220657349,
    0.27380943298339844,
    0.32061058282852173,
    0.36144572496414185,
    0.2972972095012665,
    0.4727271497249603,
    0.19889496266841888,
    0.24505920708179474,
    0.38596484065055847,
    0.26315784454345703,
    0.2653060257434845,
    0.24545449018478394,
    0.3797467350959778,
    0.47619032859802246,
    0.30303022265434265,
    0.2786884307861328,
    0.6382977366447449,
    0.46969687938690186,
    0.29268282651901245,
    0.5773194432258606,
    0.6161615252494812,
    0.25490185618400574,
    0.21993118524551392,
    0.23904375731945038,
    0.4414413571357727,
    0.2816900908946991,
    0.37704911828041077,
    0.34042543172836304,
    0.29292917251586914,
    0.2746780216693878,
    0.2941175401210785,
    0.08108101785182953,
    0.3387095630168915,
    0.21463409066200256,
    0.2601625323295593,
    0.5365852117538452,
    0.29292917251586914,
    0.5714284777641296,
    0.2807016372680664,
    0.33497530221939087,
    0.26484012603759766,
    0.1965317279100418,
    0.23740999400615692,
    0.46636757254600525,
    0.49999988079071045,
    0.31325289607048035,
    0.16744180023670197,
    0.263929545879364,
    0.5892114639282227,
    0.5652172565460205,
    0.563535749912262,
    0.19626161456108093,
    0.47967469692230225,
    0.34615373611450195,
    0.35748788714408875,
    0.29319363832473755,
    0.7195766568183899,
    0.42580634355545044,
    0.4177214205265045,
    0.3524589240550995,
    0.15476183593273163,
    0.19191910326480865,
    0.19642849266529083,
    0.20312491059303284,
    0.718893826007843,
    0.5940592885017395,
    0.43349742889404297,
    0.5543476939201355,
    0.13461533188819885,
    0.36046499013900757,
    0.1556885540485382,
    0.6168223023414612,
    0.6369425058364868,
    0.11851847171783447,
    0.21999995410442352,
    0.2399999350309372,
    0.22666659951210022,
    0.2749998867511749,
    0.6341462135314941,
    0.36842095851898193,
    0.1410255879163742,
    0.4210525155067444,
    0.40796008706092834,
    0.4069766402244568,
    0.1445782482624054,
    0.4108106791973114,
    0.3101603388786316,
    0.45833322405815125,
    0.2473117560148239,
    0.17708326876163483,
    0.5189871788024902,
    0.4463517963886261,
    0.37433144450187683,
    0.2870369255542755,
    0.14432983100414276,
    0.27777767181396484
   ],
   "time": 251.5443433560431,
   "param": [
    {
     "p": 0.08078134804964066,
     "m": 1.0
    },
    {
     "p": 0.055194515734910965,
     "m": 1.0
    },
    {
     "p": 0.0869496539235115,
     "m": 1.0
    },
    {
     "p": 0.05107324570417404,
     "m": 1.0
    },
    {
     "p": 0.10659827291965485,
     "m": 1.0
    },
    {
     "p": 0.03127163648605347,
     "m": 1.0
    },
    {
     "p": 0.102566197514534,
     "m": 1.0
    },
    {
     "p": 0.06001700088381767,
     "m": 1.0
    },
    {
     "p": 0.07754913717508316,
     "m": 1.0
    },
    {
     "p": 0.04632056504487991,
     "m": 1.0
    },
    {
     "p": 0.07620764523744583,
     "m": 1.0
    },
    {
     "p": 0.09689956158399582,
     "m": 1.0
    },
    {
     "p": 0.10910015553236008,
     "m": 1.0
    },
    {
     "p": 0.019470980390906334,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 56,
   "train_loss": 4.657576560974121,
   "val_loss": 2.767857789993286,
   "acc": 34.72,
   "f1": [
    0.5999999046325684,
    0.45555540919303894,
    0.2592591345310211,
    0.18749994039535522,
    0.14598533511161804,
    0.21374039351940155,
    0.3636362850666046,
    0.3034482002258301,
    0.3053434193134308,
    0.44444432854652405,
    0.13157887756824493,
    0.18055549263954163,
    0.3629031479358673,
    0.24277448654174805,
    0.2524271011352539,
    0.26399993896484375,
    0.3389829397201538,
    0.49999988079071045,
    0.37914684414863586,
    0.23076920211315155,
    0.6069650650024414,
    0.4424777626991272,
    0.31325292587280273,
    0.5120771527290344,
    0.5714285373687744,
    0.2127659022808075,
    0.2749998867511749,
    0.19428564608097076,
    0.38775497674942017,
    0.27555546164512634,
    0.238805890083313,
    0.3861384987831116,
    0.3311257064342499,
    0.34394893050193787,
    0.3069306015968323,
    0.14096909761428833,
    0.34449753165245056,
    0.14285707473754883,
    0.20588229596614838,
    0.5280897617340088,
    0.3478259742259979,
    0.5825241804122925,
    0.2886596620082855,
    0.34449753165245056,
    0.2347417026758194,
    0.19827578961849213,
    0.25961530208587646,
    0.4469272196292877,
    0.4157705307006836,
    0.3636362850666046,
    0.13157887756824493,
    0.3186812400817871,
    0.5412540435791016,
    0.49756085872650146,
    0.4945053458213806,
    0.14857135713100433,
    0.41891881823539734,
    0.3367346227169037,
    0.4299998879432678,
    0.3468207120895386,
    0.6410254836082458,
    0.36842095851898193,
    0.3974357545375824,
    0.3563217520713806,
    0.16049376130104065,
    0.231999933719635,
    0.15737700462341309,
    0.2758620083332062,
    0.6810343265533447,
    0.579439103603363,
    0.40490788221359253,
    0.6009851098060608,
    0.10169485956430435,
    0.35023030638694763,
    0.14598533511161804,
    0.5787232518196106,
    0.6358972787857056,
    0.14906825125217438,
    0.23963125050067902,
    0.31088075041770935,
    0.15028895437717438,
    0.32335323095321655,
    0.6744184494018555,
    0.36431220173835754,
    0.16666659712791443,
    0.3979056477546692,
    0.345276802778244,
    0.36090216040611267,
    0.15555550158023834,
    0.4090908169746399,
    0.32558128237724304,
    0.48837196826934814,
    0.26717549562454224,
    0.18779337406158447,
    0.5783131122589111,
    0.4145453870296478,
    0.2686566412448883,
    0.2677164673805237,
    0.12499993294477463,
    0.30120471119880676
   ],
   "time": 252.575595702976,
   "param": [
    {
     "p": 0.0888657420873642,
     "m": 1.0
    },
    {
     "p": 0.03367822244763374,
     "m": 1.0
    },
    {
     "p": 0.08684196323156357,
     "m": 1.0
    },
    {
     "p": 0.07024972140789032,
     "m": 1.0
    },
    {
     "p": 0.08237611502408981,
     "m": 1.0
    },
    {
     "p": 0.0608198381960392,
     "m": 1.0
    },
    {
     "p": 0.0836583748459816,
     "m": 1.0
    },
    {
     "p": 0.057672545313835144,
     "m": 1.0
    },
    {
     "p": 0.0892396867275238,
     "m": 1.0
    },
    {
     "p": 0.06309548765420914,
     "m": 1.0
    },
    {
     "p": 0.07255883514881134,
     "m": 1.0
    },
    {
     "p": 0.08058968186378479,
     "m": 1.0
    },
    {
     "p": 0.10330776870250702,
     "m": 1.0
    },
    {
     "p": 0.027045968919992447,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 57,
   "train_loss": 4.384642601013184,
   "val_loss": 2.6580562591552734,
   "acc": 35.45,
   "f1": [
    0.6044443249702454,
    0.382978618144989,
    0.24358965456485748,
    0.24793381989002228,
    0.17283941805362701,
    0.2399999350309372,
    0.4148934781551361,
    0.387096643447876,
    0.33333322405815125,
    0.42857131361961365,
    0.1333332657814026,
    0.251308798789978,
    0.3034482002258301,
    0.21857915818691254,
    0.2148759663105011,
    0.2560974657535553,
    0.35071080923080444,
    0.5421684980392456,
    0.33451950550079346,
    0.24999994039535522,
    0.6063828468322754,
    0.46825385093688965,
    0.3521125614643097,
    0.5517240166664124,
    0.5514017343521118,
    0.22727267444133759,
    0.21428565680980682,
    0.21929818391799927,
    0.4163264036178589,
    0.2923975884914398,
    0.3505153954029083,
    0.3636362850666046,
    0.2949639558792114,
    0.283950537443161,
    0.34042540192604065,
    0.1657457947731018,
    0.24999992549419403,
    0.24727267026901245,
    0.24477605521678925,
    0.5057469606399536,
    0.37499991059303284,
    0.5333332419395447,
    0.30851057171821594,
    0.3369564116001129,
    0.14285710453987122,
    0.2105262726545334,
    0.2616821527481079,
    0.48559659719467163,
    0.5161289572715759,
    0.3578946590423584,
    0.19565211236476898,
    0.29629620909690857,
    0.5999999046325684,
    0.5599998831748962,
    0.44230765104293823,
    0.12941168248653412,
    0.5161289572715759,
    0.37499991059303284,
    0.3755457401275635,
    0.3113206624984741,
    0.6947367191314697,
    0.3829786479473114,
    0.41717782616615295,
    0.3636362552642822,
    0.20512813329696655,
    0.17647051811218262,
    0.12499994784593582,
    0.3276835083961487,
    0.736263632774353,
    0.5207546353340149,
    0.42857131361961365,
    0.5364237427711487,
    0.11702121049165726,
    0.3592813014984131,
    0.08403357863426208,
    0.6515835523605347,
    0.6457397937774658,
    0.1798941045999527,
    0.2621358335018158,
    0.290502667427063,
    0.1764705330133438,
    0.29268285632133484,
    0.6923075318336487,
    0.3370785713195801,
    0.20809243619441986,
    0.4230768084526062,
    0.387096643447876,
    0.40579700469970703,
    0.19393931329250336,
    0.32258060574531555,
    0.2814813554286957,
    0.48167529702186584,
    0.2840908169746399,
    0.15757569670677185,
    0.5502182841300964,
    0.46231144666671753,
    0.29787224531173706,
    0.31788066029548645,
    0.13043473660945892,
    0.3670884966850281
   ],
   "time": 254.67954674642533,
   "param": [
    {
     "p": 0.11946403980255127,
     "m": 1.0
    },
    {
     "p": 0.027180876582860947,
     "m": 1.0
    },
    {
     "p": 0.11074205487966537,
     "m": 1.0
    },
    {
     "p": 0.0579424686729908,
     "m": 1.0
    },
    {
     "p": 0.06815721094608307,
     "m": 1.0
    },
    {
     "p": 0.04637550190091133,
     "m": 1.0
    },
    {
     "p": 0.07970622926950455,
     "m": 1.0
    },
    {
     "p": 0.06837426871061325,
     "m": 1.0
    },
    {
     "p": 0.09622451663017273,
     "m": 1.0
    },
    {
     "p": 0.08004532009363174,
     "m": 1.0
    },
    {
     "p": 0.07466604560613632,
     "m": 1.0
    },
    {
     "p": 0.0665975883603096,
     "m": 1.0
    },
    {
     "p": 0.08623027056455612,
     "m": 1.0
    },
    {
     "p": 0.018293507397174835,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 58,
   "train_loss": 4.246139049530029,
   "val_loss": 2.7014474868774414,
   "acc": 35.84,
   "f1": [
    0.6326529383659363,
    0.40677955746650696,
    0.3228698670864105,
    0.11392398923635483,
    0.15668198466300964,
    0.22608689963817596,
    0.3510637581348419,
    0.358024537563324,
    0.30555546283721924,
    0.41666656732559204,
    0.1612902730703354,
    0.22222213447093964,
    0.33333322405815125,
    0.27338123321533203,
    0.22727267444133759,
    0.19587622582912445,
    0.37410059571266174,
    0.5109488368034363,
    0.29787224531173706,
    0.24691349267959595,
    0.6249998807907104,
    0.45161280035972595,
    0.28318578004837036,
    0.510416567325592,
    0.5572518110275269,
    0.2633450925350189,
    0.283950537443161,
    0.22330091893672943,
    0.4537035822868347,
    0.2673266530036926,
    0.4088887572288513,
    0.3899998664855957,
    0.34972667694091797,
    0.3314915895462036,
    0.28571417927742004,
    0.13235288858413696,
    0.2762430012226105,
    0.123287633061409,
    0.2025315910577774,
    0.509316623210907,
    0.32941165566444397,
    0.5272725820541382,
    0.323943555355072,
    0.3374998867511749,
    0.23809516429901123,
    0.2312137931585312,
    0.23484840989112854,
    0.5277776718139648,
    0.4175083041191101,
    0.41666656732559204,
    0.18867920339107513,
    0.37499991059303284,
    0.5992216467857361,
    0.5932202339172363,
    0.5344826579093933,
    0.13749992847442627,
    0.5482232570648193,
    0.32804223895072937,
    0.2947368025779724,
    0.38596484065055847,
    0.6865670084953308,
    0.43523305654525757,
    0.4432430863380432,
    0.29651156067848206,
    0.15662643313407898,
    0.21890540421009064,
    0.15757569670677185,
    0.3609755337238312,
    0.6345380544662476,
    0.5439329743385315,
    0.44554442167282104,
    0.6127658486366272,
    0.1509433388710022,
    0.39490434527397156,
    0.18079088628292084,
    0.6261681318283081,
    0.6086955666542053,
    0.2251655012369156,
    0.1866666078567505,
    0.3024389147758484,
    0.152671679854393,
    0.2682925760746002,
    0.6666665077209473,
    0.38497641682624817,
    0.20731700956821442,
    0.372548907995224,
    0.32558128237724304,
    0.3858267068862915,
    0.15068486332893372,
    0.37288129329681396,
    0.294573575258255,
    0.5026736855506897,
    0.16326524317264557,
    0.2214021533727646,
    0.620320737361908,
    0.40677958726882935,
    0.3711339235305786,
    0.3373492956161499,
    0.11555548757314682,
    0.24060142040252686
   ],
   "time": 250.6621146723628,
   "param": [
    {
     "p": 0.07339809834957123,
     "m": 1.0
    },
    {
     "p": 0.05985293909907341,
     "m": 1.0
    },
    {
     "p": 0.08900805562734604,
     "m": 1.0
    },
    {
     "p": 0.06730782240629196,
     "m": 1.0
    },
    {
     "p": 0.09505517780780792,
     "m": 1.0
    },
    {
     "p": 0.04840955138206482,
     "m": 1.0
    },
    {
     "p": 0.06680428981781006,
     "m": 1.0
    },
    {
     "p": 0.07199767231941223,
     "m": 1.0
    },
    {
     "p": 0.06158438324928284,
     "m": 1.0
    },
    {
     "p": 0.07789965718984604,
     "m": 1.0
    },
    {
     "p": 0.05923064053058624,
     "m": 1.0
    },
    {
     "p": 0.08602190762758255,
     "m": 1.0
    },
    {
     "p": 0.09064242988824844,
     "m": 1.0
    },
    {
     "p": 0.05278739705681801,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 59,
   "train_loss": 4.241795063018799,
   "val_loss": 2.9594109058380127,
   "acc": 35.04,
   "f1": [
    0.6041665077209473,
    0.43781083822250366,
    0.3084576427936554,
    0.21978014707565308,
    0.1103447824716568,
    0.28268545866012573,
    0.3583814203739166,
    0.3491123616695404,
    0.35582810640335083,
    0.41711217164993286,
    0.1694914698600769,
    0.21989519894123077,
    0.2721087336540222,
    0.2745096981525421,
    0.19607838988304138,
    0.24827583134174347,
    0.38190943002700806,
    0.492537260055542,
    0.3820223808288574,
    0.2713567018508911,
    0.6382977366447449,
    0.4717947542667389,
    0.3260868787765503,
    0.5081079602241516,
    0.539215624332428,
    0.25373128056526184,
    0.26881712675094604,
    0.2404370754957199,
    0.40329205989837646,
    0.3096773326396942,
    0.445652037858963,
    0.3859647810459137,
    0.2702701985836029,
    0.26388877630233765,
    0.3487178385257721,
    0.10596020519733429,
    0.265682578086853,
    0.15151509642601013,
    0.26190468668937683,
    0.4938269853591919,
    0.3111110329627991,
    0.5175436735153198,
    0.3113771378993988,
    0.37320560216903687,
    0.23076915740966797,
    0.20895515382289886,
    0.19889496266841888,
    0.47430822253227234,
    0.4873095452785492,
    0.32183900475502014,
    0.21468918025493622,
    0.3786981403827667,
    0.5775399804115295,
    0.5371024012565613,
    0.4913792312145233,
    0.15819202363491058,
    0.486274391412735,
    0.33333325386047363,
    0.38190943002700806,
    0.2976743280887604,
    0.6696034073829651,
    0.43850257992744446,
    0.41052618622779846,
    0.32432422041893005,
    0.14765094220638275,
    0.19591830670833588,
    0.1445782482624054,
    0.3365694582462311,
    0.706976592540741,
    0.4927535057067871,
    0.4615383446216583,
    0.6255505681037903,
    0.0869564488530159,
    0.3209875524044037,
    0.18390797078609467,
    0.6557375192642212,
    0.6133331656455994,
    0.14364632964134216,
    0.2393161654472351,
    0.23188398778438568,
    0.1762113720178604,
    0.2580644190311432,
    0.6559138894081116,
    0.22222214937210083,
    0.14379078149795532,
    0.39735087752342224,
    0.4588233530521393,
    0.3260868787765503,
    0.060150329023599625,
    0.3783782720565796,
    0.2611275315284729,
    0.5347592234611511,
    0.1898733526468277,
    0.17142851650714874,
    0.5568180084228516,
    0.48167529702186584,
    0.3399999141693115,
    0.269938588142395,
    0.13733899593353271,
    0.29139062762260437
   ],
   "time": 251.01996442396194,
   "param": [
    {
     "p": 0.08225784450769424,
     "m": 1.0
    },
    {
     "p": 0.07480685412883759,
     "m": 1.0
    },
    {
     "p": 0.06251107156276703,
     "m": 1.0
    },
    {
     "p": 0.08584985136985779,
     "m": 1.0
    },
    {
     "p": 0.09130505472421646,
     "m": 1.0
    },
    {
     "p": 0.059921782463788986,
     "m": 1.0
    },
    {
     "p": 0.07387211173772812,
     "m": 1.0
    },
    {
     "p": 0.06550198048353195,
     "m": 1.0
    },
    {
     "p": 0.053572095930576324,
     "m": 1.0
    },
    {
     "p": 0.07559775561094284,
     "m": 1.0
    },
    {
     "p": 0.06783482432365417,
     "m": 1.0
    },
    {
     "p": 0.07670614123344421,
     "m": 1.0
    },
    {
     "p": 0.08786402642726898,
     "m": 1.0
    },
    {
     "p": 0.04239854961633682,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 60,
   "train_loss": 4.3772807121276855,
   "val_loss": 2.6118805408477783,
   "acc": 35.95,
   "f1": [
    0.6118720173835754,
    0.4347825050354004,
    0.2560974657535553,
    0.16326524317264557,
    0.19047611951828003,
    0.283950537443161,
    0.38596484065055847,
    0.35185176134109497,
    0.30120471119880676,
    0.4408600926399231,
    0.18633535504341125,
    0.24999992549419403,
    0.334727942943573,
    0.2824857831001282,
    0.22093015909194946,
    0.2699999213218689,
    0.39285704493522644,
    0.539215624332428,
    0.34554967284202576,
    0.22222214937210083,
    0.5865383148193359,
    0.39879149198532104,
    0.33035704493522644,
    0.603351891040802,
    0.5447470545768738,
    0.24154582619667053,
    0.3025209605693817,
    0.18749992549419403,
    0.423912912607193,
    0.28318578004837036,
    0.3999998867511749,
    0.3816792964935303,
    0.37179476022720337,
    0.3097344636917114,
    0.27322396636009216,
    0.085470050573349,
    0.32352930307388306,
    0.18811874091625214,
    0.28855711221694946,
    0.5846152901649475,
    0.33333325386047363,
    0.6338796615600586,
    0.30769219994544983,
    0.34224584698677063,
    0.2624998986721039,
    0.22619038820266724,
    0.19708023965358734,
    0.4223601520061493,
    0.5482232570648193,
    0.4549018442630768,
    0.17142850160598755,
    0.3386242389678955,
    0.5873605012893677,
    0.5495494604110718,
    0.4942527115345001,
    0.18390797078609467,
    0.4976075291633606,
    0.329268217086792,
    0.3771427571773529,
    0.35467973351478577,
    0.7099998593330383,
    0.43333321809768677,
    0.42857128381729126,
    0.3738316595554352,
    0.1604277491569519,
    0.20320846140384674,
    0.15668198466300964,
    0.3440859317779541,
    0.666666567325592,
    0.589371919631958,
    0.4545453190803528,
    0.5921786427497864,
    0.12222215533256531,
    0.3315507173538208,
    0.19730934500694275,
    0.6065572500228882,
    0.6729856729507446,
    0.15476183593273163,
    0.22314044833183289,
    0.28712859749794006,
    0.15053758025169373,
    0.28688517212867737,
    0.6966290473937988,
    0.37185919284820557,
    0.1654134839773178,
    0.4266665577888489,
    0.39676105976104736,
    0.41379299759864807,
    0.08450698852539062,
    0.3157894015312195,
    0.3138461112976074,
    0.48314592242240906,
    0.13333328068256378,
    0.13496926426887512,
    0.6054052114486694,
    0.38888880610466003,
    0.35602086782455444,
    0.33939382433891296,
    0.11702124029397964,
    0.3953487277030945
   ],
   "time": 250.8360687578097,
   "param": [
    {
     "p": 0.08981883525848389,
     "m": 1.0
    },
    {
     "p": 0.04382915049791336,
     "m": 1.0
    },
    {
     "p": 0.08149837702512741,
     "m": 1.0
    },
    {
     "p": 0.055867601186037064,
     "m": 1.0
    },
    {
     "p": 0.07718966901302338,
     "m": 1.0
    },
    {
     "p": 0.06482481211423874,
     "m": 1.0
    },
    {
     "p": 0.05563630536198616,
     "m": 1.0
    },
    {
     "p": 0.07549644261598587,
     "m": 1.0
    },
    {
     "p": 0.10558561980724335,
     "m": 1.0
    },
    {
     "p": 0.06690196692943573,
     "m": 1.0
    },
    {
     "p": 0.0700705349445343,
     "m": 1.0
    },
    {
     "p": 0.0816720575094223,
     "m": 1.0
    },
    {
     "p": 0.1042959988117218,
     "m": 1.0
    },
    {
     "p": 0.027312560006976128,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 61,
   "train_loss": 3.894850492477417,
   "val_loss": 2.72861385345459,
   "acc": 35.94,
   "f1": [
    0.6283184885978699,
    0.42253509163856506,
    0.22950810194015503,
    0.1758241206407547,
    0.1777777075767517,
    0.2879376709461212,
    0.3389829397201538,
    0.3369564116001129,
    0.3495144844055176,
    0.38367336988449097,
    0.09599995613098145,
    0.2545453608036041,
    0.3370785713195801,
    0.2444443702697754,
    0.1911763846874237,
    0.26086950302124023,
    0.33684200048446655,
    0.5739909410476685,
    0.3311257064342499,
    0.27678564190864563,
    0.5865383148193359,
    0.4598538875579834,
    0.30418241024017334,
    0.5164318084716797,
    0.5714284777641296,
    0.2622949779033661,
    0.2741115987300873,
    0.19277101755142212,
    0.4545453190803528,
    0.29787224531173706,
    0.35714277625083923,
    0.3793102204799652,
    0.34579432010650635,
    0.30065348744392395,
    0.33476385474205017,
    0.18705029785633087,
    0.2878786623477936,
    0.1509433388710022,
    0.2769230008125305,
    0.5464479923248291,
    0.3418802320957184,
    0.633333146572113,
    0.27472516894340515,
    0.3809523284435272,
    0.1935483068227768,
    0.19607838988304138,
    0.23300965130329132,
    0.4827585518360138,
    0.41666656732559204,
    0.44444432854652405,
    0.14012733101844788,
    0.35675665736198425,
    0.6272726058959961,
    0.5714284181594849,
    0.49756085872650146,
    0.11475405097007751,
    0.5312498211860657,
    0.31901830434799194,
    0.3636362850666046,
    0.33121007680892944,
    0.7181816697120667,
    0.37179476022720337,
    0.39735087752342224,
    0.41269823908805847,
    0.19101116061210632,
    0.2138364166021347,
    0.16107375919818878,
    0.31884050369262695,
    0.7037035822868347,
    0.5756096839904785,
    0.3940885663032532,
    0.6197181344032288,
    0.07339443266391754,
    0.3469386696815491,
    0.19875767827033997,
    0.600858211517334,
    0.6285713315010071,
    0.18749994039535522,
    0.20118334889411926,
    0.3583814203739166,
    0.2288556545972824,
    0.2531644403934479,
    0.6951870322227478,
    0.36269423365592957,
    0.1379309743642807,
    0.37984487414360046,
    0.41884803771972656,
    0.3824700117111206,
    0.10322573781013489,
    0.3483870327472687,
    0.2790696918964386,
    0.49664416909217834,
    0.2592591643333435,
    0.1307188868522644,
    0.5140561461448669,
    0.4569287598133087,
    0.3699999153614044,
    0.28738999366760254,
    0.1509433388710022,
    0.3315507173538208
   ],
   "time": 253.47406267467886,
   "param": [
    {
     "p": 0.07920997589826584,
     "m": 1.0
    },
    {
     "p": 0.06777510792016983,
     "m": 1.0
    },
    {
     "p": 0.07252435386180878,
     "m": 1.0
    },
    {
     "p": 0.06614939868450165,
     "m": 1.0
    },
    {
     "p": 0.07047618180513382,
     "m": 1.0
    },
    {
     "p": 0.07741322368383408,
     "m": 1.0
    },
    {
     "p": 0.0857236310839653,
     "m": 1.0
    },
    {
     "p": 0.07584618031978607,
     "m": 1.0
    },
    {
     "p": 0.05946848914027214,
     "m": 1.0
    },
    {
     "p": 0.0762864425778389,
     "m": 1.0
    },
    {
     "p": 0.07482532411813736,
     "m": 1.0
    },
    {
     "p": 0.06805286556482315,
     "m": 1.0
    },
    {
     "p": 0.08588385581970215,
     "m": 1.0
    },
    {
     "p": 0.04036499559879303,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 62,
   "train_loss": 4.471464157104492,
   "val_loss": 2.731236219406128,
   "acc": 36.45,
   "f1": [
    0.6464645266532898,
    0.3826086223125458,
    0.26666656136512756,
    0.17241372168064117,
    0.1855669468641281,
    0.31372541189193726,
    0.37499991059303284,
    0.360248327255249,
    0.3215685188770294,
    0.4170615077018738,
    0.17647051811218262,
    0.22916659712791443,
    0.37647050619125366,
    0.2983424663543701,
    0.210526242852211,
    0.29629623889923096,
    0.3666665554046631,
    0.4957263767719269,
    0.33962252736091614,
    0.2333332598209381,
    0.5989303588867188,
    0.4640522301197052,
    0.36065563559532166,
    0.5853657722473145,
    0.6526314616203308,
    0.22666659951210022,
    0.27083322405815125,
    0.22881349921226501,
    0.49999988079071045,
    0.2980768382549286,
    0.4657532870769501,
    0.3982299864292145,
    0.36158180236816406,
    0.3456788957118988,
    0.33928561210632324,
    0.22222216427326202,
    0.35416656732559204,
    0.1862347573041916,
    0.2282608151435852,
    0.535353422164917,
    0.34482747316360474,
    0.5675674080848694,
    0.27199992537498474,
    0.36842095851898193,
    0.22727267444133759,
    0.23529404401779175,
    0.23655906319618225,
    0.4886876940727234,
    0.497041255235672,
    0.3087247312068939,
    0.12857137620449066,
    0.31012651324272156,
    0.6141077876091003,
    0.5841582417488098,
    0.5102879405021667,
    0.17391295731067657,
    0.47346925735473633,
    0.3265305459499359,
    0.3296702206134796,
    0.30857133865356445,
    0.7157893776893616,
    0.4670657217502594,
    0.39735087752342224,
    0.3943660855293274,
    0.19540224969387054,
    0.16149060428142548,
    0.17699109017848969,
    0.35416656732559204,
    0.7058822512626648,
    0.6282721161842346,
    0.46874985098838806,
    0.5142855644226074,
    0.19867542386054993,
    0.38674020767211914,
    0.22999992966651917,
    0.6560845375061035,
    0.6598983407020569,
    0.19047611951828003,
    0.22018341720104218,
    0.3394494354724884,
    0.19791658222675323,
    0.29292917251586914,
    0.7395831346511841,
    0.35121941566467285,
    0.21301770210266113,
    0.38888877630233765,
    0.4210525155067444,
    0.38738730549812317,
    0.0701754093170166,
    0.37096765637397766,
    0.2832617461681366,
    0.4545453190803528,
    0.2258063703775406,
    0.13749992847442627,
    0.596858561038971,
    0.46445485949516296,
    0.15748025476932526,
    0.22972965240478516,
    0.09395967423915863,
    0.3211677670478821
   ],
   "time": 252.2090589441359,
   "param": [
    {
     "p": 0.07886339724063873,
     "m": 1.0
    },
    {
     "p": 0.05930175259709358,
     "m": 1.0
    },
    {
     "p": 0.07385146617889404,
     "m": 1.0
    },
    {
     "p": 0.0657147467136383,
     "m": 1.0
    },
    {
     "p": 0.07339678704738617,
     "m": 1.0
    },
    {
     "p": 0.05901232734322548,
     "m": 1.0
    },
    {
     "p": 0.08152513206005096,
     "m": 1.0
    },
    {
     "p": 0.085792176425457,
     "m": 1.0
    },
    {
     "p": 0.07313660532236099,
     "m": 1.0
    },
    {
     "p": 0.08309515565633774,
     "m": 1.0
    },
    {
     "p": 0.052383191883563995,
     "m": 1.0
    },
    {
     "p": 0.08443371206521988,
     "m": 1.0
    },
    {
     "p": 0.07806932926177979,
     "m": 1.0
    },
    {
     "p": 0.051424168050289154,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 63,
   "train_loss": 4.341460227966309,
   "val_loss": 2.6471095085144043,
   "acc": 35.14,
   "f1": [
    0.5866665840148926,
    0.42708319425582886,
    0.31081071496009827,
    0.15740735828876495,
    0.1255604773759842,
    0.26395928859710693,
    0.3644067049026489,
    0.35714277625083923,
    0.33333322405815125,
    0.4125559628009796,
    0.212290421128273,
    0.26373615860939026,
    0.2676055133342743,
    0.26277366280555725,
    0.2659573554992676,
    0.2692306935787201,
    0.351351261138916,
    0.53465336561203,
    0.32885897159576416,
    0.26666656136512756,
    0.6122447848320007,
    0.41406238079071045,
    0.36082467436790466,
    0.550898015499115,
    0.5508472919464111,
    0.22222214937210083,
    0.28260859847068787,
    0.20202013850212097,
    0.3838382363319397,
    0.2699999213218689,
    0.41269823908805847,
    0.40206170082092285,
    0.32835814356803894,
    0.3389829695224762,
    0.3118278682231903,
    0.18181811273097992,
    0.2983424663543701,
    0.09756092727184296,
    0.2967032194137573,
    0.518518328666687,
    0.36123335361480713,
    0.5899998545646667,
    0.15517237782478333,
    0.31489354372024536,
    0.26548662781715393,
    0.18705029785633087,
    0.15384607017040253,
    0.49999988079071045,
    0.4924621880054474,
    0.4303796589374542,
    0.20095685124397278,
    0.27173903584480286,
    0.5573769211769104,
    0.4983817934989929,
    0.5476189255714417,
    0.14229243993759155,
    0.5414363145828247,
    0.32124343514442444,
    0.35897424817085266,
    0.3178807199001312,
    0.7389161586761475,
    0.36986294388771057,
    0.3999998867511749,
    0.36448585987091064,
    0.1866666078567505,
    0.2066115140914917,
    0.15189868211746216,
    0.29951682686805725,
    0.6608694195747375,
    0.5520360469818115,
    0.3483870029449463,
    0.6228069067001343,
    0.13496926426887512,
    0.4123710095882416,
    0.20454540848731995,
    0.6098653674125671,
    0.5916665196418762,
    0.2099446803331375,
    0.19875767827033997,
    0.2834007143974304,
    0.1422593742609024,
    0.2941175401210785,
    0.6938773989677429,
    0.3267325758934021,
    0.18285706639289856,
    0.3931623101234436,
    0.34177201986312866,
    0.44571414589881897,
    0.1258740872144699,
    0.3694778084754944,
    0.27715346217155457,
    0.4410255253314972,
    0.21596238017082214,
    0.16071423888206482,
    0.5870645046234131,
    0.41176459193229675,
    0.3703702688217163,
    0.3435581922531128,
    0.17174512147903442,
    0.3387977182865143
   ],
   "time": 252.6613594442606,
   "param": [
    {
     "p": 0.08884791284799576,
     "m": 1.0
    },
    {
     "p": 0.05528673157095909,
     "m": 1.0
    },
    {
     "p": 0.08743960410356522,
     "m": 1.0
    },
    {
     "p": 0.06732398271560669,
     "m": 1.0
    },
    {
     "p": 0.08093921095132828,
     "m": 1.0
    },
    {
     "p": 0.05834835767745972,
     "m": 1.0
    },
    {
     "p": 0.06863188743591309,
     "m": 1.0
    },
    {
     "p": 0.07867106795310974,
     "m": 1.0
    },
    {
     "p": 0.061644621193408966,
     "m": 1.0
    },
    {
     "p": 0.07260271906852722,
     "m": 1.0
    },
    {
     "p": 0.0811634436249733,
     "m": 1.0
    },
    {
     "p": 0.08034935593605042,
     "m": 1.0
    },
    {
     "p": 0.08825242519378662,
     "m": 1.0
    },
    {
     "p": 0.030498575419187546,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 64,
   "train_loss": 4.232810974121094,
   "val_loss": 2.686983346939087,
   "acc": 36.5,
   "f1": [
    0.666666567325592,
    0.4044942855834961,
    0.3157893717288971,
    0.180851012468338,
    0.19534875452518463,
    0.2661289572715759,
    0.3677128851413727,
    0.3934425115585327,
    0.336633563041687,
    0.46835434436798096,
    0.1938774734735489,
    0.2436547577381134,
    0.35258349776268005,
    0.2866448760032654,
    0.20238088071346283,
    0.2976743280887604,
    0.4046241343021393,
    0.5454544425010681,
    0.41340771317481995,
    0.24390237033367157,
    0.5833332538604736,
    0.44787636399269104,
    0.30303022265434265,
    0.5333331823348999,
    0.6069650650024414,
    0.2243901938199997,
    0.2954544425010681,
    0.15189866721630096,
    0.42857128381729126,
    0.2681563198566437,
    0.42168664932250977,
    0.42857128381729126,
    0.3885713219642639,
    0.37894728779792786,
    0.3575417995452881,
    0.1647058129310608,
    0.3202846050262451,
    0.12658220529556274,
    0.27083322405815125,
    0.49746179580688477,
    0.3228698670864105,
    0.5981307029724121,
    0.2397819608449936,
    0.32775911688804626,
    0.21126753091812134,
    0.1503758728504181,
    0.23364479839801788,
    0.49999988079071045,
    0.5291004180908203,
    0.4297519624233246,
    0.15151509642601013,
    0.31914883852005005,
    0.5839415192604065,
    0.541516125202179,
    0.596684992313385,
    0.13756607472896576,
    0.4362138509750366,
    0.309278279542923,
    0.3599999248981476,
    0.29714274406433105,
    0.7136561870574951,
    0.42528724670410156,
    0.425531804561615,
    0.39285704493522644,
    0.20858889818191528,
    0.24277448654174805,
    0.07999995350837708,
    0.3934425115585327,
    0.7071821689605713,
    0.5072462558746338,
    0.47619035840034485,
    0.5858584046363831,
    0.1803921014070511,
    0.3841806650161743,
    0.2404370754957199,
    0.5849801898002625,
    0.6068375110626221,
    0.16374263167381287,
    0.22222214937210083,
    0.2941175699234009,
    0.2176164984703064,
    0.3443707227706909,
    0.6371680498123169,
    0.3195265531539917,
    0.19999994337558746,
    0.41176459193229675,
    0.3552122712135315,
    0.35205981135368347,
    0.09022551029920578,
    0.41414129734039307,
    0.28426387906074524,
    0.44444432854652405,
    0.17910441756248474,
    0.1858406364917755,
    0.5806450843811035,
    0.46153831481933594,
    0.28048771619796753,
    0.3456788957118988,
    0.10714280605316162,
    0.3905324339866638
   ],
   "time": 224.2085340237245,
   "param": [
    {
     "p": 0.0775272473692894,
     "m": 1.0
    },
    {
     "p": 0.05307498574256897,
     "m": 1.0
    },
    {
     "p": 0.10404261946678162,
     "m": 1.0
    },
    {
     "p": 0.06588144600391388,
     "m": 1.0
    },
    {
     "p": 0.08090182393789291,
     "m": 1.0
    },
    {
     "p": 0.05810604989528656,
     "m": 1.0
    },
    {
     "p": 0.06830544769763947,
     "m": 1.0
    },
    {
     "p": 0.07052085548639297,
     "m": 1.0
    },
    {
     "p": 0.07996777445077896,
     "m": 1.0
    },
    {
     "p": 0.07214094698429108,
     "m": 1.0
    },
    {
     "p": 0.06691095978021622,
     "m": 1.0
    },
    {
     "p": 0.07120019942522049,
     "m": 1.0
    },
    {
     "p": 0.09560361504554749,
     "m": 1.0
    },
    {
     "p": 0.035816043615341187,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 65,
   "train_loss": 4.513399124145508,
   "val_loss": 2.6430516242980957,
   "acc": 35.76,
   "f1": [
    0.6309522390365601,
    0.4271843731403351,
    0.2898550033569336,
    0.15277770161628723,
    0.1792452037334442,
    0.2424241602420807,
    0.3473052978515625,
    0.3636362850666046,
    0.3196346163749695,
    0.44444432854652405,
    0.17674411833286285,
    0.24271836876869202,
    0.32558128237724304,
    0.28220847249031067,
    0.2413792610168457,
    0.33497530221939087,
    0.3647797703742981,
    0.5145226716995239,
    0.38095223903656006,
    0.2795697748661041,
    0.6169153451919556,
    0.4525546431541443,
    0.27999991178512573,
    0.4705881178379059,
    0.6176469922065735,
    0.27615058422088623,
    0.28571420907974243,
    0.2115384042263031,
    0.4347825050354004,
    0.30939218401908875,
    0.4434387683868408,
    0.40476179122924805,
    0.30555543303489685,
    0.24657529592514038,
    0.33802807331085205,
    0.13580238819122314,
    0.30097079277038574,
    0.19931264221668243,
    0.2775118350982666,
    0.5297296643257141,
    0.32124343514442444,
    0.6630433797836304,
    0.2939067482948303,
    0.3853210210800171,
    0.2702701687812805,
    0.20858889818191528,
    0.22317588329315186,
    0.5488370656967163,
    0.5428570508956909,
    0.4022345542907715,
    0.09230764210224152,
    0.2815248668193817,
    0.5546873807907104,
    0.6078430414199829,
    0.5555554032325745,
    0.1395348161458969,
    0.5130888819694519,
    0.36956506967544556,
    0.37704911828041077,
    0.293436199426651,
    0.672645628452301,
    0.41340771317481995,
    0.4210525155067444,
    0.33962252736091614,
    0.19047614932060242,
    0.21495321393013,
    0.13829779624938965,
    0.2765956223011017,
    0.6504063606262207,
    0.6113988757133484,
    0.4329003393650055,
    0.5892114639282227,
    0.14285707473754883,
    0.3733331859111786,
    0.19480516016483307,
    0.6153844594955444,
    0.6265058517456055,
    0.206060528755188,
    0.2206895798444748,
    0.32402223348617554,
    0.1985815018415451,
    0.3090128004550934,
    0.6847825050354004,
    0.30674833059310913,
    0.24509796500205994,
    0.3384614884853363,
    0.393063485622406,
    0.4170615077018738,
    0.11594197899103165,
    0.35833320021629333,
    0.23469379544258118,
    0.44791656732559204,
    0.2513660192489624,
    0.19277101755142212,
    0.5889569520950317,
    0.4493390619754791,
    0.2972972095012665,
    0.31884047389030457,
    0.1365852952003479,
    0.22047236561775208
   ],
   "time": 214.67816108744591,
   "param": [
    {
     "p": 0.08607534319162369,
     "m": 1.0
    },
    {
     "p": 0.06745592504739761,
     "m": 1.0
    },
    {
     "p": 0.09837500005960464,
     "m": 1.0
    },
    {
     "p": 0.04481283947825432,
     "m": 1.0
    },
    {
     "p": 0.06387887895107269,
     "m": 1.0
    },
    {
     "p": 0.07470522075891495,
     "m": 1.0
    },
    {
     "p": 0.06007034331560135,
     "m": 1.0
    },
    {
     "p": 0.0761277973651886,
     "m": 1.0
    },
    {
     "p": 0.07097990065813065,
     "m": 1.0
    },
    {
     "p": 0.061173614114522934,
     "m": 1.0
    },
    {
     "p": 0.056956756860017776,
     "m": 1.0
    },
    {
     "p": 0.08964265882968903,
     "m": 1.0
    },
    {
     "p": 0.09364105015993118,
     "m": 1.0
    },
    {
     "p": 0.05610470473766327,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 66,
   "train_loss": 4.213269233703613,
   "val_loss": 2.7060556411743164,
   "acc": 35.85,
   "f1": [
    0.6124998927116394,
    0.4433496594429016,
    0.2751321792602539,
    0.17857135832309723,
    0.1965317279100418,
    0.28455275297164917,
    0.36018943786621094,
    0.3669723868370056,
    0.3523315489292145,
    0.396135151386261,
    0.18604643642902374,
    0.26373615860939026,
    0.3220972716808319,
    0.2614377737045288,
    0.18518511950969696,
    0.2583025097846985,
    0.3626372814178467,
    0.4787232577800751,
    0.3999998867511749,
    0.22510816156864166,
    0.5652172565460205,
    0.4513617753982544,
    0.33333322405815125,
    0.5624998211860657,
    0.5677964687347412,
    0.2366863340139389,
    0.280898779630661,
    0.231999933719635,
    0.3575417995452881,
    0.26455017924308777,
    0.35365843772888184,
    0.38738730549812317,
    0.35294109582901,
    0.3113771378993988,
    0.27516770362854004,
    0.1803921014070511,
    0.3152708411216736,
    0.2973976731300354,
    0.2681563198566437,
    0.5402297377586365,
    0.3185184597969055,
    0.635837972164154,
    0.27631568908691406,
    0.35714274644851685,
    0.25185176730155945,
    0.21428564190864563,
    0.23170723021030426,
    0.5268816351890564,
    0.5201792120933533,
    0.291139155626297,
    0.25339359045028687,
    0.33112576603889465,
    0.552941083908081,
    0.5666665434837341,
    0.5074625611305237,
    0.14358967542648315,
    0.5527637004852295,
    0.3794870972633362,
    0.3786981403827667,
    0.30120471119880676,
    0.6940637826919556,
    0.4046241343021393,
    0.43575406074523926,
    0.3874998986721039,
    0.12499994784593582,
    0.24083760380744934,
    0.14925366640090942,
    0.2909089922904968,
    0.6315788626670837,
    0.47999998927116394,
    0.38888880610466003,
    0.5913042426109314,
    0.09999994188547134,
    0.3765689730644226,
    0.14598533511161804,
    0.5679998993873596,
    0.6078430414199829,
    0.1866666078567505,
    0.21301770210266113,
    0.331034392118454,
    0.19444438815116882,
    0.29906532168388367,
    0.6842104196548462,
    0.37768232822418213,
    0.17187494039535522,
    0.3797467350959778,
    0.4042551815509796,
    0.4081631302833557,
    0.0958903580904007,
    0.3943660855293274,
    0.29629623889923096,
    0.5096152424812317,
    0.210526242852211,
    0.20382159948349,
    0.5074625611305237,
    0.4454975128173828,
    0.3846152722835541,
    0.40217384696006775,
    0.11583005636930466,
    0.3421051502227783
   ],
   "time": 214.15023461543024,
   "param": [
    {
     "p": 0.08510561287403107,
     "m": 1.0
    },
    {
     "p": 0.061709918081760406,
     "m": 1.0
    },
    {
     "p": 0.08323918282985687,
     "m": 1.0
    },
    {
     "p": 0.03914910554885864,
     "m": 1.0
    },
    {
     "p": 0.10057155042886734,
     "m": 1.0
    },
    {
     "p": 0.05400140956044197,
     "m": 1.0
    },
    {
     "p": 0.04851585999131203,
     "m": 1.0
    },
    {
     "p": 0.08810590952634811,
     "m": 1.0
    },
    {
     "p": 0.08537591248750687,
     "m": 1.0
    },
    {
     "p": 0.0767843946814537,
     "m": 1.0
    },
    {
     "p": 0.0773957222700119,
     "m": 1.0
    },
    {
     "p": 0.06541434675455093,
     "m": 1.0
    },
    {
     "p": 0.09387382119894028,
     "m": 1.0
    },
    {
     "p": 0.040757231414318085,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 67,
   "train_loss": 4.153781414031982,
   "val_loss": 2.490675210952759,
   "acc": 36.23,
   "f1": [
    0.6458331942558289,
    0.46829259395599365,
    0.29714274406433105,
    0.14666660130023956,
    0.1854303926229477,
    0.2621358335018158,
    0.37623751163482666,
    0.3865545094013214,
    0.29189181327819824,
    0.40476179122924805,
    0.12162157148122787,
    0.2731706500053406,
    0.387096643447876,
    0.20740734040737152,
    0.19580411911010742,
    0.23870962858200073,
    0.3319500982761383,
    0.488262802362442,
    0.3675675094127655,
    0.2696628272533417,
    0.5461845993995667,
    0.5102038979530334,
    0.31999990344047546,
    0.5810053944587708,
    0.6153844594955444,
    0.23776215314865112,
    0.27173903584480286,
    0.2094240039587021,
    0.43749988079071045,
    0.2718445658683777,
    0.41176462173461914,
    0.31884047389030457,
    0.36111101508140564,
    0.348314493894577,
    0.3473052978515625,
    0.15813946723937988,
    0.31034475564956665,
    0.20118334889411926,
    0.26804113388061523,
    0.5319147706031799,
    0.2745096981525421,
    0.5863873362541199,
    0.309859037399292,
    0.33333325386047363,
    0.2620086967945099,
    0.19480513036251068,
    0.20714280009269714,
    0.4886362552642822,
    0.5202310085296631,
    0.4766353964805603,
    0.18009470403194427,
    0.3202846050262451,
    0.5724636912345886,
    0.5841582417488098,
    0.5031445622444153,
    0.09230764210224152,
    0.5685278177261353,
    0.38709667325019836,
    0.33939382433891296,
    0.31372541189193726,
    0.7311826348304749,
    0.5170730352401733,
    0.42156851291656494,
    0.38190943002700806,
    0.17218534648418427,
    0.14634142816066742,
    0.19780214130878448,
    0.36458322405815125,
    0.6846845149993896,
    0.5201464295387268,
    0.43956032395362854,
    0.5662649273872375,
    0.13749992847442627,
    0.3419688045978546,
    0.16600783169269562,
    0.6268655061721802,
    0.5815601944923401,
    0.18934904038906097,
    0.24630534648895264,
    0.3636362552642822,
    0.17112290859222412,
    0.2901553809642792,
    0.7093595266342163,
    0.3276835083961487,
    0.18604643642902374,
    0.37914684414863586,
    0.36521732807159424,
    0.43269219994544983,
    0.15028895437717438,
    0.37914684414863586,
    0.2674417495727539,
    0.48453593254089355,
    0.25203242897987366,
    0.18823520839214325,
    0.631578803062439,
    0.45555540919303894,
    0.32835814356803894,
    0.31428563594818115,
    0.16666661202907562,
    0.30526304244995117
   ],
   "time": 212.8437284938991,
   "param": [
    {
     "p": 0.09158957004547119,
     "m": 1.0
    },
    {
     "p": 0.06050775200128555,
     "m": 1.0
    },
    {
     "p": 0.06535055488348007,
     "m": 1.0
    },
    {
     "p": 0.05628747493028641,
     "m": 1.0
    },
    {
     "p": 0.08490248769521713,
     "m": 1.0
    },
    {
     "p": 0.07274184376001358,
     "m": 1.0
    },
    {
     "p": 0.05378996580839157,
     "m": 1.0
    },
    {
     "p": 0.0659034475684166,
     "m": 1.0
    },
    {
     "p": 0.07341182231903076,
     "m": 1.0
    },
    {
     "p": 0.06609703600406647,
     "m": 1.0
    },
    {
     "p": 0.07257582992315292,
     "m": 1.0
    },
    {
     "p": 0.0919731929898262,
     "m": 1.0
    },
    {
     "p": 0.1013462245464325,
     "m": 1.0
    },
    {
     "p": 0.04352283477783203,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 68,
   "train_loss": 4.383091449737549,
   "val_loss": 2.5589046478271484,
   "acc": 36.1,
   "f1": [
    0.5619833469390869,
    0.445652037858963,
    0.2251655012369156,
    0.2233501821756363,
    0.17886173725128174,
    0.29213473200798035,
    0.36871495842933655,
    0.372548907995224,
    0.33333322405815125,
    0.41048023104667664,
    0.17435890436172485,
    0.2583332359790802,
    0.35443025827407837,
    0.23958325386047363,
    0.23204411566257477,
    0.2696628272533417,
    0.33333322405815125,
    0.42857128381729126,
    0.3350784480571747,
    0.23580780625343323,
    0.5988698601722717,
    0.4851484000682831,
    0.31999990344047546,
    0.5419353246688843,
    0.5114502906799316,
    0.2580644190311432,
    0.283950537443161,
    0.1764705330133438,
    0.3597121238708496,
    0.2999999225139618,
    0.390243798494339,
    0.3846152722835541,
    0.4043714702129364,
    0.3022221326828003,
    0.33532923460006714,
    0.17293229699134827,
    0.33333322405815125,
    0.17964066565036774,
    0.29714274406433105,
    0.5157230496406555,
    0.3707316219806671,
    0.5837318897247314,
    0.2682925760746002,
    0.36649200320243835,
    0.263374388217926,
    0.21978014707565308,
    0.23529402911663055,
    0.49710968136787415,
    0.5022025108337402,
    0.4472842812538147,
    0.1846153289079666,
    0.30075180530548096,
    0.6153844594955444,
    0.5679011344909668,
    0.4896264970302582,
    0.10714280605316162,
    0.5123965740203857,
    0.2842104732990265,
    0.39195966720581055,
    0.3431371748447418,
    0.689361572265625,
    0.35616427659988403,
    0.43786972761154175,
    0.367346853017807,
    0.13333328068256378,
    0.21538454294204712,
    0.11363628506660461,
    0.329268217086792,
    0.6721990704536438,
    0.6017698049545288,
    0.3820223808288574,
    0.5668447613716125,
    0.15384607017040253,
    0.37154141068458557,
    0.19753079116344452,
    0.6278025507926941,
    0.6271185278892517,
    0.2095237374305725,
    0.24489788711071014,
    0.29370617866516113,
    0.20809243619441986,
    0.29268285632133484,
    0.6989246010780334,
    0.31623923778533936,
    0.26395928859710693,
    0.4046691358089447,
    0.34817805886268616,
    0.4204544126987457,
    0.16753920912742615,
    0.3557046055793762,
    0.28723397850990295,
    0.4827585518360138,
    0.24539868533611298,
    0.18269222974777222,
    0.5895952582359314,
    0.42066410183906555,
    0.37125736474990845,
    0.3113206624984741,
    0.1081080436706543,
    0.37575745582580566
   ],
   "time": 162.4191849352792,
   "param": [
    {
     "p": 0.1055791825056076,
     "m": 1.0
    },
    {
     "p": 0.051552098244428635,
     "m": 1.0
    },
    {
     "p": 0.08070144802331924,
     "m": 1.0
    },
    {
     "p": 0.0795874148607254,
     "m": 1.0
    },
    {
     "p": 0.06545856595039368,
     "m": 1.0
    },
    {
     "p": 0.057397957891225815,
     "m": 1.0
    },
    {
     "p": 0.05890985578298569,
     "m": 1.0
    },
    {
     "p": 0.09033499658107758,
     "m": 1.0
    },
    {
     "p": 0.0718986988067627,
     "m": 1.0
    },
    {
     "p": 0.051389697939157486,
     "m": 1.0
    },
    {
     "p": 0.08443336188793182,
     "m": 1.0
    },
    {
     "p": 0.0865514874458313,
     "m": 1.0
    },
    {
     "p": 0.08455142378807068,
     "m": 1.0
    },
    {
     "p": 0.031653840094804764,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 69,
   "train_loss": 4.044015884399414,
   "val_loss": 2.7401559352874756,
   "acc": 36.31,
   "f1": [
    0.6599999070167542,
    0.41052618622779846,
    0.26373615860939026,
    0.1809523105621338,
    0.16931210458278656,
    0.2705881595611572,
    0.36111101508140564,
    0.37563440203666687,
    0.3179486393928528,
    0.44444432854652405,
    0.17679551243782043,
    0.25339359045028687,
    0.36470577120780945,
    0.24999991059303284,
    0.2173912227153778,
    0.2906976044178009,
    0.38356155157089233,
    0.5666665434837341,
    0.38190943002700806,
    0.26785707473754883,
    0.5592415928840637,
    0.5048542022705078,
    0.3469386696815491,
    0.5082871913909912,
    0.5892856121063232,
    0.2934781610965729,
    0.264317125082016,
    0.22653715312480927,
    0.44705867767333984,
    0.29213473200798035,
    0.4229389727115631,
    0.38216549158096313,
    0.35071080923080444,
    0.3374998867511749,
    0.3485476076602936,
    0.11538457125425339,
    0.34736835956573486,
    0.22099439799785614,
    0.2713177502155304,
    0.5977010130882263,
    0.3076922297477722,
    0.5306121706962585,
    0.23684203624725342,
    0.372548907995224,
    0.25233638286590576,
    0.1758241206407547,
    0.24822686612606049,
    0.5388126373291016,
    0.5139663219451904,
    0.3496502637863159,
    0.23863628506660461,
    0.33222582936286926,
    0.5860804915428162,
    0.5925924181938171,
    0.5233643651008606,
    0.15111105144023895,
    0.5130433440208435,
    0.37804868817329407,
    0.4093022048473358,
    0.22972965240478516,
    0.7149757146835327,
    0.4177214205265045,
    0.42682915925979614,
    0.4111110270023346,
    0.22660093009471893,
    0.24120594561100006,
    0.16744180023670197,
    0.36559128761291504,
    0.7290639281272888,
    0.580357015132904,
    0.4365480840206146,
    0.5892856121063232,
    0.14847156405448914,
    0.3369564116001129,
    0.16853927075862885,
    0.5934958457946777,
    0.685082733631134,
    0.17441853880882263,
    0.27814561128616333,
    0.3113771378993988,
    0.16216214001178741,
    0.32402223348617554,
    0.6938773989677429,
    0.324607253074646,
    0.24844713509082794,
    0.37121203541755676,
    0.35532984137535095,
    0.39166659116744995,
    0.04545450210571289,
    0.35335680842399597,
    0.29803910851478577,
    0.45320188999176025,
    0.21800939738750458,
    0.18300646543502808,
    0.5802468061447144,
    0.4516127407550812,
    0.2482757866382599,
    0.3409090042114258,
    0.11235948652029037,
    0.360248327255249
   ],
   "time": 161.5075977211818,
   "param": [
    {
     "p": 0.09100805968046188,
     "m": 1.0
    },
    {
     "p": 0.06413596868515015,
     "m": 1.0
    },
    {
     "p": 0.1190531849861145,
     "m": 1.0
    },
    {
     "p": 0.07065822184085846,
     "m": 1.0
    },
    {
     "p": 0.07250740379095078,
     "m": 1.0
    },
    {
     "p": 0.0871550664305687,
     "m": 1.0
    },
    {
     "p": 0.04263266175985336,
     "m": 1.0
    },
    {
     "p": 0.08660949766635895,
     "m": 1.0
    },
    {
     "p": 0.05521658435463905,
     "m": 1.0
    },
    {
     "p": 0.05708590894937515,
     "m": 1.0
    },
    {
     "p": 0.06856242567300797,
     "m": 1.0
    },
    {
     "p": 0.06517311930656433,
     "m": 1.0
    },
    {
     "p": 0.07791364192962646,
     "m": 1.0
    },
    {
     "p": 0.04228830337524414,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 70,
   "train_loss": 4.098886013031006,
   "val_loss": 2.7886152267456055,
   "acc": 35.57,
   "f1": [
    0.6432158946990967,
    0.44444435834884644,
    0.2692306637763977,
    0.16877631843090057,
    0.12676051259040833,
    0.2944161295890808,
    0.36842095851898193,
    0.35193121433258057,
    0.30232545733451843,
    0.43575406074523926,
    0.17283941805362701,
    0.22772268950939178,
    0.35467973351478577,
    0.31034475564956665,
    0.20817838609218597,
    0.26724129915237427,
    0.3474177420139313,
    0.5168538093566895,
    0.38150280714035034,
    0.20202015340328217,
    0.6171427369117737,
    0.4350648820400238,
    0.31249991059303284,
    0.5813952684402466,
    0.5075756311416626,
    0.2727271616458893,
    0.25384610891342163,
    0.2264150232076645,
    0.33913031220436096,
    0.26455017924308777,
    0.3170730471611023,
    0.35955044627189636,
    0.31050220131874084,
    0.3370785713195801,
    0.2999999225139618,
    0.16814152896404266,
    0.2983424663543701,
    0.1855669468641281,
    0.24806194007396698,
    0.5749998092651367,
    0.3157894015312195,
    0.602040708065033,
    0.24999989569187164,
    0.36448585987091064,
    0.2765956223011017,
    0.20909084379673004,
    0.21428564190864563,
    0.49999988079071045,
    0.4694834351539612,
    0.40740731358528137,
    0.19607838988304138,
    0.3467741012573242,
    0.5901637673377991,
    0.5217390656471252,
    0.49350637197494507,
    0.13043470680713654,
    0.5754715800285339,
    0.31858399510383606,
    0.36842095851898193,
    0.3316582143306732,
    0.728155255317688,
    0.4573989808559418,
    0.4111110270023346,
    0.40476179122924805,
    0.16107375919818878,
    0.18502195179462433,
    0.145695298910141,
    0.33816415071487427,
    0.7203789353370667,
    0.5714284181594849,
    0.43333321809768677,
    0.6139533519744873,
    0.16113737225532532,
    0.3560605049133301,
    0.18421046435832977,
    0.6299998760223389,
    0.6909089088439941,
    0.10769226402044296,
    0.21301770210266113,
    0.28571417927742004,
    0.17721515893936157,
    0.25945934653282166,
    0.6969695687294006,
    0.31818172335624695,
    0.16666661202907562,
    0.4561401903629303,
    0.3549782335758209,
    0.3943661153316498,
    0.15999992191791534,
    0.393063485622406,
    0.2793295085430145,
    0.5086703896522522,
    0.22429899871349335,
    0.208791121840477,
    0.5345621109008789,
    0.44339612126350403,
    0.39795905351638794,
    0.35416656732559204,
    0.11504418402910233,
    0.29687491059303284
   ],
   "time": 159.25458622723818,
   "param": [
    {
     "p": 0.07937056571245193,
     "m": 1.0
    },
    {
     "p": 0.07022556662559509,
     "m": 1.0
    },
    {
     "p": 0.10140637308359146,
     "m": 1.0
    },
    {
     "p": 0.07904541492462158,
     "m": 1.0
    },
    {
     "p": 0.06562879681587219,
     "m": 1.0
    },
    {
     "p": 0.053427256643772125,
     "m": 1.0
    },
    {
     "p": 0.06866701692342758,
     "m": 1.0
    },
    {
     "p": 0.08626414835453033,
     "m": 1.0
    },
    {
     "p": 0.07310313731431961,
     "m": 1.0
    },
    {
     "p": 0.053185414522886276,
     "m": 1.0
    },
    {
     "p": 0.0705859363079071,
     "m": 1.0
    },
    {
     "p": 0.09196356683969498,
     "m": 1.0
    },
    {
     "p": 0.059648122638463974,
     "m": 1.0
    },
    {
     "p": 0.047478608787059784,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 71,
   "train_loss": 4.22025203704834,
   "val_loss": 2.491509437561035,
   "acc": 36.33,
   "f1": [
    0.5919281840324402,
    0.4365480840206146,
    0.29213473200798035,
    0.210526242852211,
    0.10852707922458649,
    0.3251230716705322,
    0.4042551815509796,
    0.3076922297477722,
    0.2890624403953552,
    0.44444429874420166,
    0.19631893932819366,
    0.21428564190864563,
    0.3431951701641083,
    0.2176869958639145,
    0.22916659712791443,
    0.2389935851097107,
    0.37894728779792786,
    0.5020919442176819,
    0.36956506967544556,
    0.22388054430484772,
    0.5454544425010681,
    0.47908735275268555,
    0.3428570628166199,
    0.5681816935539246,
    0.5270757675170898,
    0.26190465688705444,
    0.2765956223011017,
    0.25233638286590576,
    0.36842095851898193,
    0.31632643938064575,
    0.3790321350097656,
    0.40384599566459656,
    0.32160791754722595,
    0.32978713512420654,
    0.3170730471611023,
    0.1675977110862732,
    0.2918454110622406,
    0.19999992847442627,
    0.26712319254875183,
    0.5773194432258606,
    0.30097079277038574,
    0.5652172565460205,
    0.3068782389163971,
    0.29032251238822937,
    0.2941175401210785,
    0.18292675912380219,
    0.19417467713356018,
    0.4623654782772064,
    0.5090908408164978,
    0.4070795178413391,
    0.2099999338388443,
    0.3228698670864105,
    0.5971562266349792,
    0.5371427536010742,
    0.49999988079071045,
    0.16455689072608948,
    0.5327101349830627,
    0.3389829397201538,
    0.39166659116744995,
    0.3417084515094757,
    0.710382342338562,
    0.44670039415359497,
    0.3874998986721039,
    0.3487178385257721,
    0.15294109284877777,
    0.1749999076128006,
    0.18257255852222443,
    0.3495144844055176,
    0.6940637826919556,
    0.5631066560745239,
    0.43678149580955505,
    0.5960782766342163,
    0.12345672398805618,
    0.33333319425582886,
    0.22999992966651917,
    0.6094419956207275,
    0.6604650020599365,
    0.17218534648418427,
    0.27173903584480286,
    0.32051271200180054,
    0.21319790184497833,
    0.27715346217155457,
    0.702702522277832,
    0.36065563559532166,
    0.21111102402210236,
    0.3609755337238312,
    0.38497641682624817,
    0.43373486399650574,
    0.16326524317264557,
    0.3904760777950287,
    0.28469744324684143,
    0.492890864610672,
    0.28025469183921814,
    0.22093015909194946,
    0.603550136089325,
    0.4095236659049988,
    0.3728812634944916,
    0.3135133981704712,
    0.10223636031150818,
    0.32911381125450134
   ],
   "time": 162.1605581343174,
   "param": [
    {
     "p": 0.07047100365161896,
     "m": 1.0
    },
    {
     "p": 0.06295514106750488,
     "m": 1.0
    },
    {
     "p": 0.07949863374233246,
     "m": 1.0
    },
    {
     "p": 0.06351839005947113,
     "m": 1.0
    },
    {
     "p": 0.08370833843946457,
     "m": 1.0
    },
    {
     "p": 0.06924876570701599,
     "m": 1.0
    },
    {
     "p": 0.062496207654476166,
     "m": 1.0
    },
    {
     "p": 0.07363901287317276,
     "m": 1.0
    },
    {
     "p": 0.06809490919113159,
     "m": 1.0
    },
    {
     "p": 0.0844896212220192,
     "m": 1.0
    },
    {
     "p": 0.08948490023612976,
     "m": 1.0
    },
    {
     "p": 0.0594542995095253,
     "m": 1.0
    },
    {
     "p": 0.10500511527061462,
     "m": 1.0
    },
    {
     "p": 0.027935704216361046,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 72,
   "train_loss": 4.283763885498047,
   "val_loss": 2.684145212173462,
   "acc": 35.85,
   "f1": [
    0.6176469922065735,
    0.42857128381729126,
    0.3043477535247803,
    0.1734103411436081,
    0.14634142816066742,
    0.2758619785308838,
    0.3557691276073456,
    0.3456788659095764,
    0.3265305161476135,
    0.40394076704978943,
    0.1748633086681366,
    0.2251655012369156,
    0.39215680956840515,
    0.2716048061847687,
    0.2244897186756134,
    0.23188398778438568,
    0.35416656732559204,
    0.48559659719467163,
    0.3249998986721039,
    0.23489925265312195,
    0.5911948084831238,
    0.5018448829650879,
    0.34389129281044006,
    0.534031331539154,
    0.6282721161842346,
    0.2683981955051422,
    0.2389935851097107,
    0.1818181276321411,
    0.43999990820884705,
    0.2758619785308838,
    0.415094256401062,
    0.40206170082092285,
    0.34101372957229614,
    0.3106059730052948,
    0.28571417927742004,
    0.18439710140228271,
    0.29166656732559204,
    0.20238088071346283,
    0.23275858163833618,
    0.5868262648582458,
    0.30392149090766907,
    0.5359999537467957,
    0.31034475564956665,
    0.3363913893699646,
    0.289308100938797,
    0.16793887317180634,
    0.11023616790771484,
    0.48920851945877075,
    0.5108694434165955,
    0.3703702688217163,
    0.20454540848731995,
    0.2795030474662781,
    0.5809522867202759,
    0.5764191746711731,
    0.5578945875167847,
    0.11428564786911011,
    0.48837196826934814,
    0.2941175699234009,
    0.34615373611450195,
    0.3299999237060547,
    0.7121950387954712,
    0.44067782163619995,
    0.40517228841781616,
    0.4102562963962555,
    0.1379309743642807,
    0.20547938346862793,
    0.1226993277668953,
    0.32635971903800964,
    0.6816141605377197,
    0.5227271318435669,
    0.39285704493522644,
    0.6008967757225037,
    0.13333328068256378,
    0.32820504903793335,
    0.19847321510314941,
    0.6071427464485168,
    0.6467660069465637,
    0.2127659022808075,
    0.19999991357326508,
    0.3286384046077728,
    0.21333324909210205,
    0.2616821527481079,
    0.6343611478805542,
    0.3551400303840637,
    0.1989527940750122,
    0.4717947542667389,
    0.41739121079444885,
    0.4046691358089447,
    0.1307188868522644,
    0.3529411256313324,
    0.28571420907974243,
    0.43265292048454285,
    0.18823520839214325,
    0.16370101273059845,
    0.5700933337211609,
    0.47321414947509766,
    0.28965505957603455,
    0.3049326539039612,
    0.1255604773759842,
    0.4565216302871704
   ],
   "time": 159.9556243121624,
   "param": [
    {
     "p": 0.09572524577379227,
     "m": 1.0
    },
    {
     "p": 0.06627178937196732,
     "m": 1.0
    },
    {
     "p": 0.08098158240318298,
     "m": 1.0
    },
    {
     "p": 0.048115141689777374,
     "m": 1.0
    },
    {
     "p": 0.08070211112499237,
     "m": 1.0
    },
    {
     "p": 0.06873664259910583,
     "m": 1.0
    },
    {
     "p": 0.0822778046131134,
     "m": 1.0
    },
    {
     "p": 0.07878115028142929,
     "m": 1.0
    },
    {
     "p": 0.06393919885158539,
     "m": 1.0
    },
    {
     "p": 0.06003613397479057,
     "m": 1.0
    },
    {
     "p": 0.06970731168985367,
     "m": 1.0
    },
    {
     "p": 0.06438761204481125,
     "m": 1.0
    },
    {
     "p": 0.0973246619105339,
     "m": 1.0
    },
    {
     "p": 0.04301358759403229,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 73,
   "train_loss": 4.296326637268066,
   "val_loss": 2.6024606227874756,
   "acc": 36.58,
   "f1": [
    0.6384975910186768,
    0.44776105880737305,
    0.2999999225139618,
    0.1869158148765564,
    0.1868131160736084,
    0.28187909722328186,
    0.31055888533592224,
    0.37768232822418213,
    0.3053434193134308,
    0.4043714702129364,
    0.14864858984947205,
    0.27631568908691406,
    0.3649121820926666,
    0.2844826877117157,
    0.21839071810245514,
    0.27102795243263245,
    0.371900737285614,
    0.5111110210418701,
    0.30769217014312744,
    0.27118635177612305,
    0.6028706431388855,
    0.45248857140541077,
    0.3400808572769165,
    0.5371427536010742,
    0.631578803062439,
    0.2571427822113037,
    0.2765956223011017,
    0.17610056698322296,
    0.4195120930671692,
    0.26244333386421204,
    0.39837390184402466,
    0.3603602349758148,
    0.3783782720565796,
    0.3428570628166199,
    0.27272719144821167,
    0.1658536046743393,
    0.2948717176914215,
    0.18934904038906097,
    0.2117646485567093,
    0.5402842164039612,
    0.30999991297721863,
    0.6066349744796753,
    0.30857133865356445,
    0.3999999463558197,
    0.265060156583786,
    0.19548864662647247,
    0.2934781610965729,
    0.48927029967308044,
    0.47619038820266724,
    0.41284388303756714,
    0.19883033633232117,
    0.3448275029659271,
    0.6079294085502625,
    0.5689654350280762,
    0.5396823883056641,
    0.13131305575370789,
    0.43189361691474915,
    0.32195112109184265,
    0.3738316595554352,
    0.2592591345310211,
    0.732673168182373,
    0.46601933240890503,
    0.43181803822517395,
    0.39325833320617676,
    0.14598533511161804,
    0.17283941805362701,
    0.15384608507156372,
    0.3265305161476135,
    0.7196259498596191,
    0.5915491580963135,
    0.4824560582637787,
    0.5795453190803528,
    0.14285707473754883,
    0.42639580368995667,
    0.15920390188694,
    0.5990337133407593,
    0.6432158946990967,
    0.2116401493549347,
    0.24031001329421997,
    0.2577318847179413,
    0.21857915818691254,
    0.2939067482948303,
    0.7282050251960754,
    0.34972667694091797,
    0.24096378684043884,
    0.4271843731403351,
    0.38918909430503845,
    0.4142010807991028,
    0.09395967423915863,
    0.39548009634017944,
    0.3234041631221771,
    0.48888880014419556,
    0.2514968812465668,
    0.1768706887960434,
    0.5194804668426514,
    0.46363624930381775,
    0.27118635177612305,
    0.29295769333839417,
    0.07633582502603531,
    0.32298123836517334
   ],
   "time": 161.42270992137492,
   "param": [
    {
     "p": 0.10295768827199936,
     "m": 1.0
    },
    {
     "p": 0.06649179011583328,
     "m": 1.0
    },
    {
     "p": 0.07001129537820816,
     "m": 1.0
    },
    {
     "p": 0.0532497838139534,
     "m": 1.0
    },
    {
     "p": 0.04901907965540886,
     "m": 1.0
    },
    {
     "p": 0.08658598363399506,
     "m": 1.0
    },
    {
     "p": 0.07565447688102722,
     "m": 1.0
    },
    {
     "p": 0.05633275955915451,
     "m": 1.0
    },
    {
     "p": 0.0662512481212616,
     "m": 1.0
    },
    {
     "p": 0.0687713623046875,
     "m": 1.0
    },
    {
     "p": 0.07229511439800262,
     "m": 1.0
    },
    {
     "p": 0.0828513652086258,
     "m": 1.0
    },
    {
     "p": 0.09609588980674744,
     "m": 1.0
    },
    {
     "p": 0.05343209207057953,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 74,
   "train_loss": 4.4964919090271,
   "val_loss": 2.716787576675415,
   "acc": 36.33,
   "f1": [
    0.6627217531204224,
    0.4502616822719574,
    0.24409443140029907,
    0.2065216600894928,
    0.19875767827033997,
    0.2706766128540039,
    0.2706766128540039,
    0.3510637581348419,
    0.2990032434463501,
    0.46829259395599365,
    0.1499999314546585,
    0.2622949779033661,
    0.38132283091545105,
    0.2634729743003845,
    0.23293164372444153,
    0.23232315480709076,
    0.38578668236732483,
    0.5208331942558289,
    0.33497530221939087,
    0.26373615860939026,
    0.6219511032104492,
    0.44651150703430176,
    0.33027511835098267,
    0.5652172565460205,
    0.5933012366294861,
    0.2482757866382599,
    0.2585033178329468,
    0.16455689072608948,
    0.41573023796081543,
    0.31155768036842346,
    0.3999998867511749,
    0.38636353611946106,
    0.33027511835098267,
    0.37433144450187683,
    0.3428570628166199,
    0.14689259231090546,
    0.30278873443603516,
    0.23834188282489777,
    0.2426469922065735,
    0.5756096839904785,
    0.34523800015449524,
    0.49999988079071045,
    0.30456843972206116,
    0.34024888277053833,
    0.21224483847618103,
    0.2624998986721039,
    0.23809516429901123,
    0.502923846244812,
    0.5142855644226074,
    0.45128190517425537,
    0.20161284506320953,
    0.3018867075443268,
    0.5136610269546509,
    0.6009851098060608,
    0.5230767726898193,
    0.13157887756824493,
    0.5728154182434082,
    0.41717782616615295,
    0.37962955236434937,
    0.31872501969337463,
    0.718893826007843,
    0.45454537868499756,
    0.40796008706092834,
    0.37288129329681396,
    0.16806717216968536,
    0.18713442981243134,
    0.19672127068042755,
    0.36904752254486084,
    0.6814157962799072,
    0.6071426868438721,
    0.4864863455295563,
    0.6378377079963684,
    0.14473678171634674,
    0.4088887572288513,
    0.1656804084777832,
    0.6153844594955444,
    0.6572768688201904,
    0.19607838988304138,
    0.22950810194015503,
    0.3151514232158661,
    0.1450776606798172,
    0.30769219994544983,
    0.6777776479721069,
    0.3798881769180298,
    0.20202013850212097,
    0.3999998867511749,
    0.41666656732559204,
    0.4081631302833557,
    0.08759118616580963,
    0.38961026072502136,
    0.31836724281311035,
    0.4841269254684448,
    0.28971952199935913,
    0.24999991059303284,
    0.5922329425811768,
    0.41666656732559204,
    0.36046499013900757,
    0.32369929552078247,
    0.10280367732048035,
    0.37349388003349304
   ],
   "time": 161.48240677826107,
   "param": [
    {
     "p": 0.08695349842309952,
     "m": 1.0
    },
    {
     "p": 0.04866544529795647,
     "m": 1.0
    },
    {
     "p": 0.07078500092029572,
     "m": 1.0
    },
    {
     "p": 0.04385838285088539,
     "m": 1.0
    },
    {
     "p": 0.07518546283245087,
     "m": 1.0
    },
    {
     "p": 0.09604740142822266,
     "m": 1.0
    },
    {
     "p": 0.05070717632770538,
     "m": 1.0
    },
    {
     "p": 0.0825086161494255,
     "m": 1.0
    },
    {
     "p": 0.07773159444332123,
     "m": 1.0
    },
    {
     "p": 0.06934043765068054,
     "m": 1.0
    },
    {
     "p": 0.08559158444404602,
     "m": 1.0
    },
    {
     "p": 0.10308215022087097,
     "m": 1.0
    },
    {
     "p": 0.09257563203573227,
     "m": 1.0
    },
    {
     "p": 0.016967620700597763,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 75,
   "train_loss": 4.053210258483887,
   "val_loss": 2.5974411964416504,
   "acc": 36.1,
   "f1": [
    0.6124400496482849,
    0.4041449725627899,
    0.280898779630661,
    0.15686267614364624,
    0.1818181276321411,
    0.2930402159690857,
    0.3678159713745117,
    0.39622631669044495,
    0.3354036211967468,
    0.43956032395362854,
    0.15686267614364624,
    0.2758619785308838,
    0.38497641682624817,
    0.2716048061847687,
    0.23387089371681213,
    0.2528734505176544,
    0.2866448760032654,
    0.526829183101654,
    0.3535352647304535,
    0.2571427524089813,
    0.5185184478759766,
    0.49107134342193604,
    0.33333325386047363,
    0.5568180084228516,
    0.6057141423225403,
    0.24675315618515015,
    0.21999992430210114,
    0.180851012468338,
    0.45714277029037476,
    0.3440859317779541,
    0.36842095851898193,
    0.3886638879776001,
    0.3975902497768402,
    0.3414633274078369,
    0.2816900610923767,
    0.18260863423347473,
    0.2999999225139618,
    0.16149060428142548,
    0.26341456174850464,
    0.5555554032325745,
    0.31535258889198303,
    0.5258619785308838,
    0.32432422041893005,
    0.364531934261322,
    0.239520862698555,
    0.23529404401779175,
    0.2702701687812805,
    0.4734298884868622,
    0.48132768273353577,
    0.42682915925979614,
    0.19383254647254944,
    0.3551400303840637,
    0.5952380299568176,
    0.5979380011558533,
    0.49795907735824585,
    0.13513506948947906,
    0.5284972786903381,
    0.3261801600456238,
    0.3764704465866089,
    0.2782607972621918,
    0.722222089767456,
    0.37908485531806946,
    0.43946176767349243,
    0.3908045291900635,
    0.16049376130104065,
    0.15189866721630096,
    0.18348616361618042,
    0.3101603388786316,
    0.6637166738510132,
    0.5940592885017395,
    0.43298953771591187,
    0.6129031181335449,
    0.14193542301654816,
    0.2676055133342743,
    0.21857915818691254,
    0.6261681318283081,
    0.6367712020874023,
    0.13740453124046326,
    0.23913034796714783,
    0.2614377737045288,
    0.1658536046743393,
    0.30418241024017334,
    0.6761903762817383,
    0.30097079277038574,
    0.18421046435832977,
    0.44444435834884644,
    0.3940885663032532,
    0.3904760777950287,
    0.19999994337558746,
    0.3320462703704834,
    0.2812499403953552,
    0.4701194167137146,
    0.25203242897987366,
    0.19534875452518463,
    0.543352484703064,
    0.4424777626991272,
    0.28444433212280273,
    0.32558128237724304,
    0.08737857639789581,
    0.35064926743507385
   ],
   "time": 161.83801004756242,
   "param": [
    {
     "p": 0.07697590440511703,
     "m": 1.0
    },
    {
     "p": 0.0878797397017479,
     "m": 1.0
    },
    {
     "p": 0.07242322713136673,
     "m": 1.0
    },
    {
     "p": 0.06876159459352493,
     "m": 1.0
    },
    {
     "p": 0.0626726895570755,
     "m": 1.0
    },
    {
     "p": 0.05561725050210953,
     "m": 1.0
    },
    {
     "p": 0.07863140851259232,
     "m": 1.0
    },
    {
     "p": 0.0662519708275795,
     "m": 1.0
    },
    {
     "p": 0.06981684267520905,
     "m": 1.0
    },
    {
     "p": 0.06567388772964478,
     "m": 1.0
    },
    {
     "p": 0.07760393619537354,
     "m": 1.0
    },
    {
     "p": 0.07901574671268463,
     "m": 1.0
    },
    {
     "p": 0.08791978657245636,
     "m": 1.0
    },
    {
     "p": 0.05075594037771225,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 76,
   "train_loss": 4.639524459838867,
   "val_loss": 2.667466402053833,
   "acc": 36.31,
   "f1": [
    0.6037734746932983,
    0.4666665494441986,
    0.2804426848888397,
    0.12765952944755554,
    0.1544117033481598,
    0.2524271011352539,
    0.32520318031311035,
    0.36585354804992676,
    0.32258057594299316,
    0.4670657217502594,
    0.09302320331335068,
    0.22891558706760406,
    0.3542434275150299,
    0.28272244334220886,
    0.23280414938926697,
    0.26890748739242554,
    0.37433144450187683,
    0.5612244009971619,
    0.35294109582901,
    0.2513660192489624,
    0.5491801500320435,
    0.45210719108581543,
    0.37999987602233887,
    0.5235601663589478,
    0.5447760224342346,
    0.23129244148731232,
    0.2681563198566437,
    0.17266181111335754,
    0.47916653752326965,
    0.280373752117157,
    0.3980098366737366,
    0.37804868817329407,
    0.34042540192604065,
    0.3609755337238312,
    0.3603602349758148,
    0.14925366640090942,
    0.309859037399292,
    0.1722487509250641,
    0.22742466628551483,
    0.49655160307884216,
    0.36585354804992676,
    0.5673075914382935,
    0.28571417927742004,
    0.31999993324279785,
    0.19780214130878448,
    0.19318175315856934,
    0.23923437297344208,
    0.49999988079071045,
    0.4949493706226349,
    0.44444432854652405,
    0.2091502547264099,
    0.35071080923080444,
    0.6260868310928345,
    0.5779815316200256,
    0.5058822631835938,
    0.15476183593273163,
    0.5294116735458374,
    0.3314284682273865,
    0.4086019992828369,
    0.32335323095321655,
    0.7227722406387329,
    0.48275846242904663,
    0.4180789887905121,
    0.41340771317481995,
    0.15966379642486572,
    0.22093015909194946,
    0.15950913727283478,
    0.34177201986312866,
    0.6952379941940308,
    0.5396824479103088,
    0.43715834617614746,
    0.5714284777641296,
    0.15533974766731262,
    0.3999999165534973,
    0.19999992847442627,
    0.6054052114486694,
    0.6066349744796753,
    0.2138364166021347,
    0.2264150083065033,
    0.22535203397274017,
    0.20779213309288025,
    0.31428563594818115,
    0.6802029013633728,
    0.37130793929100037,
    0.255638986825943,
    0.4508668780326843,
    0.40191373229026794,
    0.378109335899353,
    0.1759258508682251,
    0.37545114755630493,
    0.30555546283721924,
    0.5081079602241516,
    0.23448269069194794,
    0.21590900421142578,
    0.5249999165534973,
    0.4466018080711365,
    0.30270257592201233,
    0.3399999141693115,
    0.07999993860721588,
    0.40384599566459656
   ],
   "time": 161.47751262690872,
   "param": [
    {
     "p": 0.08055789023637772,
     "m": 1.0
    },
    {
     "p": 0.06417008489370346,
     "m": 1.0
    },
    {
     "p": 0.08586626499891281,
     "m": 1.0
    },
    {
     "p": 0.04851098358631134,
     "m": 1.0
    },
    {
     "p": 0.07951280474662781,
     "m": 1.0
    },
    {
     "p": 0.0731213241815567,
     "m": 1.0
    },
    {
     "p": 0.07025567442178726,
     "m": 1.0
    },
    {
     "p": 0.06903783231973648,
     "m": 1.0
    },
    {
     "p": 0.06872335821390152,
     "m": 1.0
    },
    {
     "p": 0.06965213268995285,
     "m": 1.0
    },
    {
     "p": 0.0702454224228859,
     "m": 1.0
    },
    {
     "p": 0.08600757271051407,
     "m": 1.0
    },
    {
     "p": 0.07272946834564209,
     "m": 1.0
    },
    {
     "p": 0.06160920485854149,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 77,
   "train_loss": 3.950538396835327,
   "val_loss": 2.78584361076355,
   "acc": 35.62,
   "f1": [
    0.6457397937774658,
    0.45054933428764343,
    0.29864245653152466,
    0.18072283267974854,
    0.15384608507156372,
    0.3025209605693817,
    0.35121941566467285,
    0.3157894015312195,
    0.29861101508140564,
    0.44444432854652405,
    0.11920525878667831,
    0.29931965470314026,
    0.3850930631160736,
    0.29864245653152466,
    0.26315781474113464,
    0.2558138370513916,
    0.2830768823623657,
    0.5148513317108154,
    0.38709667325019836,
    0.3144652843475342,
    0.5899998545646667,
    0.4406778812408447,
    0.3478260040283203,
    0.5357141494750977,
    0.6136362552642822,
    0.2702701687812805,
    0.26415085792541504,
    0.2462686002254486,
    0.4969695806503296,
    0.29107969999313354,
    0.42342329025268555,
    0.37333324551582336,
    0.33802807331085205,
    0.34972667694091797,
    0.2727271616458893,
    0.18072283267974854,
    0.3269230127334595,
    0.20689648389816284,
    0.26008957624435425,
    0.527607262134552,
    0.35443025827407837,
    0.5887445211410522,
    0.2913385033607483,
    0.2985073924064636,
    0.22772268950939178,
    0.1951218843460083,
    0.21428564190864563,
    0.483754426240921,
    0.4597700536251068,
    0.4083332419395447,
    0.21556879580020905,
    0.2769230008125305,
    0.5425099730491638,
    0.5906734466552734,
    0.5333331823348999,
    0.15950913727283478,
    0.5191488265991211,
    0.3636362552642822,
    0.35897424817085266,
    0.3206750154495239,
    0.7184464335441589,
    0.45320188999176025,
    0.42909082770347595,
    0.38251355290412903,
    0.1969696283340454,
    0.17910441756248474,
    0.09333327412605286,
    0.2533332407474518,
    0.6607141494750977,
    0.6249998807907104,
    0.3661970794200897,
    0.6039602756500244,
    0.13452909886837006,
    0.3037973642349243,
    0.19875767827033997,
    0.587719202041626,
    0.5939393043518066,
    0.06993001699447632,
    0.2577318847179413,
    0.31999990344047546,
    0.17441853880882263,
    0.34123215079307556,
    0.5809127688407898,
    0.2716048061847687,
    0.2681563198566437,
    0.36144572496414185,
    0.3376622498035431,
    0.39130425453186035,
    0.09999994933605194,
    0.301675945520401,
    0.31088075041770935,
    0.48044681549072266,
    0.22598862648010254,
    0.1282050609588623,
    0.5681816935539246,
    0.41666656732559204,
    0.23076915740966797,
    0.32388654351234436,
    0.14659680426120758,
    0.36090216040611267
   ],
   "time": 161.06905733328313,
   "param": [
    {
     "p": 0.0951976627111435,
     "m": 1.0
    },
    {
     "p": 0.04034129157662392,
     "m": 1.0
    },
    {
     "p": 0.07305516302585602,
     "m": 1.0
    },
    {
     "p": 0.08784033358097076,
     "m": 1.0
    },
    {
     "p": 0.07509869337081909,
     "m": 1.0
    },
    {
     "p": 0.06561633199453354,
     "m": 1.0
    },
    {
     "p": 0.04072505235671997,
     "m": 1.0
    },
    {
     "p": 0.08964110165834427,
     "m": 1.0
    },
    {
     "p": 0.0582302063703537,
     "m": 1.0
    },
    {
     "p": 0.08979901671409607,
     "m": 1.0
    },
    {
     "p": 0.06955794245004654,
     "m": 1.0
    },
    {
     "p": 0.08625581860542297,
     "m": 1.0
    },
    {
     "p": 0.08991870284080505,
     "m": 1.0
    },
    {
     "p": 0.03872266784310341,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 78,
   "train_loss": 4.181884288787842,
   "val_loss": 2.677443027496338,
   "acc": 35.83,
   "f1": [
    0.6473428606987,
    0.40999990701675415,
    0.28181809186935425,
    0.20270264148712158,
    0.16783210635185242,
    0.24615375697612762,
    0.3287670612335205,
    0.41414129734039307,
    0.33802807331085205,
    0.4320986270904541,
    0.16326524317264557,
    0.21908122301101685,
    0.4153004288673401,
    0.2545453608036041,
    0.22748807072639465,
    0.26160329580307007,
    0.40251561999320984,
    0.5555554032325745,
    0.36521732807159424,
    0.2473117560148239,
    0.5660375952720642,
    0.39259248971939087,
    0.34920626878738403,
    0.490322470664978,
    0.5255972146987915,
    0.28767114877700806,
    0.2574256360530853,
    0.15873010456562042,
    0.36521732807159424,
    0.2692306935787201,
    0.3975153863430023,
    0.36649200320243835,
    0.3356642425060272,
    0.3783782720565796,
    0.3370785713195801,
    0.12162157148122787,
    0.29189181327819824,
    0.17171710729599,
    0.30952370166778564,
    0.5103447437286377,
    0.33918121457099915,
    0.5381165146827698,
    0.28846150636672974,
    0.3779526650905609,
    0.2891565263271332,
    0.2456139326095581,
    0.22429899871349335,
    0.48756206035614014,
    0.4978164732456207,
    0.38674020767211914,
    0.22924895584583282,
    0.33599987626075745,
    0.5728641748428345,
    0.6249998807907104,
    0.5520831942558289,
    0.13407814502716064,
    0.5199998617172241,
    0.3670884966850281,
    0.33884286880493164,
    0.3265305161476135,
    0.7118642330169678,
    0.41212108731269836,
    0.4069766402244568,
    0.3448275029659271,
    0.1766783893108368,
    0.15894033014774323,
    0.18505331873893738,
    0.36464083194732666,
    0.6787328720092773,
    0.5699480772018433,
    0.4191615581512451,
    0.610878586769104,
    0.17391300201416016,
    0.30107519030570984,
    0.21782170236110687,
    0.5668014883995056,
    0.6766167879104614,
    0.1551019698381424,
    0.20487797260284424,
    0.28310492634773254,
    0.20833326876163483,
    0.34920626878738403,
    0.7177032232284546,
    0.3121386468410492,
    0.18269222974777222,
    0.36860060691833496,
    0.39357417821884155,
    0.4075828194618225,
    0.0645160898566246,
    0.3959389626979828,
    0.30456843972206116,
    0.45132729411125183,
    0.2555064857006073,
    0.17431186139583588,
    0.6037734746932983,
    0.46601933240890503,
    0.38674020767211914,
    0.3096773326396942,
    0.11049716919660568,
    0.3657141625881195
   ],
   "time": 161.20810235105455,
   "param": [
    {
     "p": 0.09558764100074768,
     "m": 1.0
    },
    {
     "p": 0.06019251048564911,
     "m": 1.0
    },
    {
     "p": 0.08837325125932693,
     "m": 1.0
    },
    {
     "p": 0.05666748806834221,
     "m": 1.0
    },
    {
     "p": 0.08156634867191315,
     "m": 1.0
    },
    {
     "p": 0.048314306885004044,
     "m": 1.0
    },
    {
     "p": 0.0634976178407669,
     "m": 1.0
    },
    {
     "p": 0.09253527224063873,
     "m": 1.0
    },
    {
     "p": 0.06996633112430573,
     "m": 1.0
    },
    {
     "p": 0.06604254990816116,
     "m": 1.0
    },
    {
     "p": 0.06183476001024246,
     "m": 1.0
    },
    {
     "p": 0.07213958352804184,
     "m": 1.0
    },
    {
     "p": 0.09122145175933838,
     "m": 1.0
    },
    {
     "p": 0.05206091329455376,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 79,
   "train_loss": 4.257510185241699,
   "val_loss": 2.7233633995056152,
   "acc": 36.44,
   "f1": [
    0.6355138421058655,
    0.47916653752326965,
    0.26751580834388733,
    0.19875767827033997,
    0.11851847171783447,
    0.2605040967464447,
    0.3542855978012085,
    0.3707864284515381,
    0.35023030638694763,
    0.4363635182380676,
    0.18378373980522156,
    0.20437948405742645,
    0.4210525453090668,
    0.2592591345310211,
    0.23036640882492065,
    0.29850736260414124,
    0.3837208151817322,
    0.48484835028648376,
    0.26277366280555725,
    0.2580644488334656,
    0.6028706431388855,
    0.5378149747848511,
    0.34482747316360474,
    0.4945053458213806,
    0.5764191746711731,
    0.23589736223220825,
    0.27615058422088623,
    0.18497103452682495,
    0.4549354910850525,
    0.2837836742401123,
    0.3874998986721039,
    0.39999985694885254,
    0.34394893050193787,
    0.32558128237724304,
    0.30303022265434265,
    0.12121206521987915,
    0.3408070504665375,
    0.20547938346862793,
    0.15714280307292938,
    0.4774192273616791,
    0.32978713512420654,
    0.5493561029434204,
    0.26455017924308777,
    0.3315507173538208,
    0.26086947321891785,
    0.20192298293113708,
    0.22321420907974243,
    0.5027931928634644,
    0.5174128413200378,
    0.43956032395362854,
    0.16666659712791443,
    0.3039999008178711,
    0.6086955666542053,
    0.5570775270462036,
    0.5773194432258606,
    0.16184966266155243,
    0.48484838008880615,
    0.33333322405815125,
    0.40796008706092834,
    0.3147207200527191,
    0.6666665077209473,
    0.47120407223701477,
    0.4313724637031555,
    0.37209296226501465,
    0.1759999543428421,
    0.22222214937210083,
    0.11347512155771255,
    0.34309613704681396,
    0.6695650219917297,
    0.5454544425010681,
    0.46829259395599365,
    0.6115701198577881,
    0.13223135471343994,
    0.3578946590423584,
    0.19999991357326508,
    0.5741626024246216,
    0.5758754014968872,
    0.2054053246974945,
    0.23232315480709076,
    0.3373492956161499,
    0.18939387798309326,
    0.28749987483024597,
    0.6491227149963379,
    0.3386242389678955,
    0.212454155087471,
    0.44444432854652405,
    0.3621397912502289,
    0.4045800566673279,
    0.1081080511212349,
    0.3999998867511749,
    0.2883720099925995,
    0.48205116391181946,
    0.2269502729177475,
    0.2054053246974945,
    0.5339365601539612,
    0.43564343452453613,
    0.3824700117111206,
    0.3348836302757263,
    0.12686562538146973,
    0.3838382363319397
   ],
   "time": 160.36800578795373,
   "param": [
    {
     "p": 0.0739312618970871,
     "m": 1.0
    },
    {
     "p": 0.06819281727075577,
     "m": 1.0
    },
    {
     "p": 0.07138244807720184,
     "m": 1.0
    },
    {
     "p": 0.07123243808746338,
     "m": 1.0
    },
    {
     "p": 0.08047660440206528,
     "m": 1.0
    },
    {
     "p": 0.05945036560297012,
     "m": 1.0
    },
    {
     "p": 0.07258326560258865,
     "m": 1.0
    },
    {
     "p": 0.0659521222114563,
     "m": 1.0
    },
    {
     "p": 0.07528220117092133,
     "m": 1.0
    },
    {
     "p": 0.07191606611013412,
     "m": 1.0
    },
    {
     "p": 0.074948251247406,
     "m": 1.0
    },
    {
     "p": 0.06844786554574966,
     "m": 1.0
    },
    {
     "p": 0.08111647516489029,
     "m": 1.0
    },
    {
     "p": 0.06508784741163254,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 80,
   "train_loss": 4.560094356536865,
   "val_loss": 2.778402090072632,
   "acc": 36.69,
   "f1": [
    0.6666665077209473,
    0.4306218922138214,
    0.2727271318435669,
    0.2288556545972824,
    0.17449656128883362,
    0.2343323826789856,
    0.367346853017807,
    0.3617020547389984,
    0.38636353611946106,
    0.3924049437046051,
    0.1798941045999527,
    0.24817509949207306,
    0.3785713315010071,
    0.27272719144821167,
    0.2389935851097107,
    0.33333322405815125,
    0.3563217520713806,
    0.48453593254089355,
    0.3428570628166199,
    0.25555548071861267,
    0.5603446960449219,
    0.47619035840034485,
    0.32467523217201233,
    0.4947367310523987,
    0.5887445211410522,
    0.25352105498313904,
    0.262711763381958,
    0.2290075719356537,
    0.43835610151290894,
    0.31638407707214355,
    0.4352940320968628,
    0.3489931523799896,
    0.4022987186908722,
    0.3251230716705322,
    0.35121941566467285,
    0.2415093332529068,
    0.3884296715259552,
    0.2376236915588379,
    0.26244333386421204,
    0.5369126200675964,
    0.3269230127334595,
    0.5767440795898438,
    0.2815883457660675,
    0.37696322798728943,
    0.14193542301654816,
    0.19548864662647247,
    0.17647051811218262,
    0.47586193680763245,
    0.4927534759044647,
    0.42857131361961365,
    0.20547938346862793,
    0.32679733633995056,
    0.5714284777641296,
    0.579710066318512,
    0.5714284777641296,
    0.16216209530830383,
    0.5044246912002563,
    0.378109335899353,
    0.3665337860584259,
    0.3050846457481384,
    0.6854459643363953,
    0.474226713180542,
    0.41379299759864807,
    0.4150942265987396,
    0.1734103411436081,
    0.1654134839773178,
    0.16666659712791443,
    0.33802807331085205,
    0.6757989525794983,
    0.583690881729126,
    0.4615383446216583,
    0.5823754072189331,
    0.1501975655555725,
    0.4042551815509796,
    0.19672125577926636,
    0.5307691097259521,
    0.6355138421058655,
    0.1777777075767517,
    0.24489787220954895,
    0.3510637581348419,
    0.1869158148765564,
    0.3314284682273865,
    0.6956520080566406,
    0.37288129329681396,
    0.2214021533727646,
    0.4020099639892578,
    0.3833332657814026,
    0.38399991393089294,
    0.1103447824716568,
    0.3879309296607971,
    0.2617800235748291,
    0.48936155438423157,
    0.22093015909194946,
    0.1792452037334442,
    0.5980390906333923,
    0.4262293875217438,
    0.26666656136512756,
    0.3211677670478821,
    0.12121205776929855,
    0.3508770763874054
   ],
   "time": 159.38004880212247,
   "param": [
    {
     "p": 0.07511076331138611,
     "m": 1.0
    },
    {
     "p": 0.036817748099565506,
     "m": 1.0
    },
    {
     "p": 0.0632171481847763,
     "m": 1.0
    },
    {
     "p": 0.06700585037469864,
     "m": 1.0
    },
    {
     "p": 0.077814482152462,
     "m": 1.0
    },
    {
     "p": 0.07986506819725037,
     "m": 1.0
    },
    {
     "p": 0.06556488573551178,
     "m": 1.0
    },
    {
     "p": 0.07620459794998169,
     "m": 1.0
    },
    {
     "p": 0.07732364535331726,
     "m": 1.0
    },
    {
     "p": 0.081607386469841,
     "m": 1.0
    },
    {
     "p": 0.04649551957845688,
     "m": 1.0
    },
    {
     "p": 0.08873394876718521,
     "m": 1.0
    },
    {
     "p": 0.10378206521272659,
     "m": 1.0
    },
    {
     "p": 0.060457032173871994,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 81,
   "train_loss": 4.6344780921936035,
   "val_loss": 2.7424051761627197,
   "acc": 35.82,
   "f1": [
    0.6190475225448608,
    0.3829786479473114,
    0.20408158004283905,
    0.2597402036190033,
    0.16363631188869476,
    0.20779214799404144,
    0.3384614586830139,
    0.3948496878147125,
    0.36082467436790466,
    0.45454537868499756,
    0.12080531567335129,
    0.22556383907794952,
    0.38150280714035034,
    0.2514968812465668,
    0.22352932393550873,
    0.23030294477939606,
    0.31632643938064575,
    0.4533332586288452,
    0.38647329807281494,
    0.2521738111972809,
    0.5762709975242615,
    0.4549354910850525,
    0.3275861144065857,
    0.5683058500289917,
    0.5592415928840637,
    0.2948717176914215,
    0.23655906319618225,
    0.21874994039535522,
    0.44444432854652405,
    0.2718445658683777,
    0.43298953771591187,
    0.39252325892448425,
    0.3552630543708801,
    0.30999991297721863,
    0.35467973351478577,
    0.2056737095117569,
    0.3195875287055969,
    0.2117646485567093,
    0.14084501564502716,
    0.5132741928100586,
    0.3440859317779541,
    0.6039602756500244,
    0.251308798789978,
    0.3376622498035431,
    0.22666659951210022,
    0.2208588421344757,
    0.20833326876163483,
    0.4822133481502533,
    0.49565204977989197,
    0.4565216302871704,
    0.20731700956821442,
    0.2866893410682678,
    0.5932202339172363,
    0.5201792120933533,
    0.5411763787269592,
    0.12244893610477448,
    0.4824119210243225,
    0.3502824008464813,
    0.37499985098838806,
    0.3129250705242157,
    0.6719998121261597,
    0.4565216302871704,
    0.44848471879959106,
    0.3496502637863159,
    0.20320846140384674,
    0.21714277565479279,
    0.15668198466300964,
    0.27777767181396484,
    0.6597937345504761,
    0.5662099123001099,
    0.4299998879432678,
    0.6124400496482849,
    0.1029411256313324,
    0.3842363655567169,
    0.1798941045999527,
    0.6120688319206238,
    0.6171427369117737,
    0.1732851266860962,
    0.24390237033367157,
    0.35955044627189636,
    0.07476632297039032,
    0.3351350426673889,
    0.666666567325592,
    0.31999990344047546,
    0.21551716327667236,
    0.376623272895813,
    0.3628317713737488,
    0.3755457401275635,
    0.1546391248703003,
    0.3999999165534973,
    0.23923437297344208,
    0.4598929286003113,
    0.2346368134021759,
    0.20444436371326447,
    0.6043955087661743,
    0.4278606176376343,
    0.3070538640022278,
    0.29885047674179077,
    0.06622510403394699,
    0.3295453190803528
   ],
   "time": 161.22836719080806,
   "param": [
    {
     "p": 0.07085981965065002,
     "m": 1.0
    },
    {
     "p": 0.03707686439156532,
     "m": 1.0
    },
    {
     "p": 0.09978514164686203,
     "m": 1.0
    },
    {
     "p": 0.08272609859704971,
     "m": 1.0
    },
    {
     "p": 0.051503151655197144,
     "m": 1.0
    },
    {
     "p": 0.06925445050001144,
     "m": 1.0
    },
    {
     "p": 0.048482365906238556,
     "m": 1.0
    },
    {
     "p": 0.06394430994987488,
     "m": 1.0
    },
    {
     "p": 0.09660403430461884,
     "m": 1.0
    },
    {
     "p": 0.09272607415914536,
     "m": 1.0
    },
    {
     "p": 0.06848827749490738,
     "m": 1.0
    },
    {
     "p": 0.08175323158502579,
     "m": 1.0
    },
    {
     "p": 0.09532225877046585,
     "m": 1.0
    },
    {
     "p": 0.0414738692343235,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 82,
   "train_loss": 3.8441262245178223,
   "val_loss": 2.650010347366333,
   "acc": 36.06,
   "f1": [
    0.6298341155052185,
    0.4215245544910431,
    0.3049326539039612,
    0.1775147169828415,
    0.12244893610477448,
    0.24068762362003326,
    0.36879420280456543,
    0.42682915925979614,
    0.3666665554046631,
    0.4195120930671692,
    0.1657457947731018,
    0.25730982422828674,
    0.39426517486572266,
    0.228260800242424,
    0.2541435658931732,
    0.2793295085430145,
    0.372548907995224,
    0.4771929085254669,
    0.3398057222366333,
    0.27649760246276855,
    0.5565216541290283,
    0.5333331823348999,
    0.34736835956573486,
    0.535353422164917,
    0.6338796615600586,
    0.21538454294204712,
    0.28260859847068787,
    0.20350870490074158,
    0.4102562665939331,
    0.2944161295890808,
    0.4205606281757355,
    0.37333324551582336,
    0.3975902497768402,
    0.28947359323501587,
    0.32804223895072937,
    0.15957440435886383,
    0.2788843810558319,
    0.19801974296569824,
    0.2716048061847687,
    0.5050503611564636,
    0.3101603388786316,
    0.5550238490104675,
    0.34782594442367554,
    0.329670250415802,
    0.21857915818691254,
    0.18300646543502808,
    0.19209031760692596,
    0.4320986270904541,
    0.5363127589225769,
    0.4469272196292877,
    0.20657269656658173,
    0.31284910440444946,
    0.5698322653770447,
    0.5475284457206726,
    0.5617976188659668,
    0.052173878997564316,
    0.504761815071106,
    0.34394893050193787,
    0.39215680956840515,
    0.3253587782382965,
    0.7029287219047546,
    0.4180789887905121,
    0.43093910813331604,
    0.38738730549812317,
    0.19199994206428528,
    0.14925366640090942,
    0.1333332657814026,
    0.3050846457481384,
    0.6960350871086121,
    0.5495494604110718,
    0.44444432854652405,
    0.6046510338783264,
    0.18867920339107513,
    0.3943660855293274,
    0.14906825125217438,
    0.5941421389579773,
    0.6767675280570984,
    0.14545448124408722,
    0.21390368044376373,
    0.28749987483024597,
    0.18749994039535522,
    0.2837369441986084,
    0.6806281208992004,
    0.36158180236816406,
    0.20512813329696655,
    0.41176459193229675,
    0.3703702688217163,
    0.36601296067237854,
    0.17391297221183777,
    0.3755101263523102,
    0.24999995529651642,
    0.47115376591682434,
    0.27472516894340515,
    0.18497103452682495,
    0.6145831942558289,
    0.46829259395599365,
    0.3728812634944916,
    0.33333322405815125,
    0.1602209508419037,
    0.33962252736091614
   ],
   "time": 163.20305311586708,
   "param": [
    {
     "p": 0.09522996842861176,
     "m": 1.0
    },
    {
     "p": 0.07567723840475082,
     "m": 1.0
    },
    {
     "p": 0.08577645570039749,
     "m": 1.0
    },
    {
     "p": 0.06585058569908142,
     "m": 1.0
    },
    {
     "p": 0.0704018771648407,
     "m": 1.0
    },
    {
     "p": 0.056323833763599396,
     "m": 1.0
    },
    {
     "p": 0.06807845830917358,
     "m": 1.0
    },
    {
     "p": 0.07399959117174149,
     "m": 1.0
    },
    {
     "p": 0.06813620775938034,
     "m": 1.0
    },
    {
     "p": 0.06152820214629173,
     "m": 1.0
    },
    {
     "p": 0.08289581537246704,
     "m": 1.0
    },
    {
     "p": 0.07727565616369247,
     "m": 1.0
    },
    {
     "p": 0.08151837438344955,
     "m": 1.0
    },
    {
     "p": 0.0373077467083931,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 83,
   "train_loss": 4.0447821617126465,
   "val_loss": 2.788759469985962,
   "acc": 36.75,
   "f1": [
    0.639593780040741,
    0.41269823908805847,
    0.35064926743507385,
    0.1410255879163742,
    0.1619046926498413,
    0.28925609588623047,
    0.3917524814605713,
    0.33050838112831116,
    0.32978713512420654,
    0.43678146600723267,
    0.16580304503440857,
    0.2820512056350708,
    0.37563440203666687,
    0.2739725410938263,
    0.22784802317619324,
    0.33333322405815125,
    0.36585354804992676,
    0.5089604258537292,
    0.40476179122924805,
    0.2780747711658478,
    0.595959484577179,
    0.4011627435684204,
    0.35978829860687256,
    0.535353422164917,
    0.5737050771713257,
    0.22598862648010254,
    0.29370617866516113,
    0.2131146788597107,
    0.3876922130584717,
    0.2909089922904968,
    0.3823528289794922,
    0.37735840678215027,
    0.33593741059303284,
    0.3021581470966339,
    0.32298123836517334,
    0.2116401493549347,
    0.30036622285842896,
    0.17948710918426514,
    0.24342100322246552,
    0.5502644181251526,
    0.28571417927742004,
    0.5361700654029846,
    0.24999992549419403,
    0.36464083194732666,
    0.22222216427326202,
    0.19393931329250336,
    0.2585032880306244,
    0.49999988079071045,
    0.49756085872650146,
    0.3797467350959778,
    0.2233501821756363,
    0.37681150436401367,
    0.609053373336792,
    0.5982905030250549,
    0.5273630023002625,
    0.11299428343772888,
    0.5410627126693726,
    0.3111110031604767,
    0.35359105467796326,
    0.37908485531806946,
    0.6639002561569214,
    0.4245808720588684,
    0.46788978576660156,
    0.36514514684677124,
    0.17857135832309723,
    0.18032780289649963,
    0.14772720634937286,
    0.32222211360931396,
    0.6637166738510132,
    0.5418325662612915,
    0.46280980110168457,
    0.580357015132904,
    0.1442307084798813,
    0.36714968085289,
    0.20512813329696655,
    0.5948274731636047,
    0.6404492855072021,
    0.16666661202907562,
    0.24120594561100006,
    0.3482586145401001,
    0.2062779664993286,
    0.30303022265434265,
    0.6562498807907104,
    0.3468207120895386,
    0.2617800235748291,
    0.4024389386177063,
    0.39148926734924316,
    0.4640882611274719,
    0.1862744390964508,
    0.35121941566467285,
    0.3464565873146057,
    0.47619038820266724,
    0.15384607017040253,
    0.20382159948349,
    0.5978259444236755,
    0.4431816637516022,
    0.32467523217201233,
    0.34389129281044006,
    0.09815943986177444,
    0.31724128127098083
   ],
   "time": 160.30032614059746,
   "param": [
    {
     "p": 0.08174347877502441,
     "m": 1.0
    },
    {
     "p": 0.06768471002578735,
     "m": 1.0
    },
    {
     "p": 0.09596418589353561,
     "m": 1.0
    },
    {
     "p": 0.07012643665075302,
     "m": 1.0
    },
    {
     "p": 0.07004953920841217,
     "m": 1.0
    },
    {
     "p": 0.05160883069038391,
     "m": 1.0
    },
    {
     "p": 0.060501690953969955,
     "m": 1.0
    },
    {
     "p": 0.07664123922586441,
     "m": 1.0
    },
    {
     "p": 0.058219607919454575,
     "m": 1.0
    },
    {
     "p": 0.06390745937824249,
     "m": 1.0
    },
    {
     "p": 0.08545428514480591,
     "m": 1.0
    },
    {
     "p": 0.08789358288049698,
     "m": 1.0
    },
    {
     "p": 0.08426246047019958,
     "m": 1.0
    },
    {
     "p": 0.045942459255456924,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 84,
   "train_loss": 4.670893669128418,
   "val_loss": 2.7974154949188232,
   "acc": 36.25,
   "f1": [
    0.6514284610748291,
    0.415094256401062,
    0.2692306935787201,
    0.15757569670677185,
    0.19209031760692596,
    0.23255807161331177,
    0.3116881847381592,
    0.3515150547027588,
    0.3764704465866089,
    0.45283007621765137,
    0.16326524317264557,
    0.2690582275390625,
    0.39106133580207825,
    0.26578065752983093,
    0.23255808651447296,
    0.20792071521282196,
    0.36871495842933655,
    0.5116277933120728,
    0.41711217164993286,
    0.23417715728282928,
    0.5333332419395447,
    0.44137921929359436,
    0.4042551815509796,
    0.5429863333702087,
    0.602620005607605,
    0.20161284506320953,
    0.2719297707080841,
    0.18404902517795563,
    0.3999998867511749,
    0.25862061977386475,
    0.43093910813331604,
    0.3034482002258301,
    0.3999999463558197,
    0.33928561210632324,
    0.35074618458747864,
    0.18705028295516968,
    0.30409345030784607,
    0.265060156583786,
    0.23904375731945038,
    0.5608464479446411,
    0.34389129281044006,
    0.6078430414199829,
    0.2659573554992676,
    0.3320753574371338,
    0.23015865683555603,
    0.2117646485567093,
    0.24999991059303284,
    0.5244443416595459,
    0.46735382080078125,
    0.3098590672016144,
    0.24175815284252167,
    0.32352930307388306,
    0.6399998664855957,
    0.6036034822463989,
    0.5612244009971619,
    0.14207643270492554,
    0.5550238490104675,
    0.38095226883888245,
    0.38888877630233765,
    0.29931965470314026,
    0.6542749404907227,
    0.4666665494441986,
    0.41573023796081543,
    0.36686381697654724,
    0.13496926426887512,
    0.19780214130878448,
    0.17886173725128174,
    0.3421051502227783,
    0.6981130838394165,
    0.5847951769828796,
    0.43925222754478455,
    0.596684992313385,
    0.14634139835834503,
    0.3431951701641083,
    0.17931029200553894,
    0.6306304931640625,
    0.6480445265769958,
    0.23809516429901123,
    0.20960691571235657,
    0.30555546283721924,
    0.16774186491966248,
    0.35532984137535095,
    0.6842104196548462,
    0.3711339235305786,
    0.22222214937210083,
    0.4230768084526062,
    0.43715834617614746,
    0.4299064576625824,
    0.1639343500137329,
    0.3463686406612396,
    0.3173430860042572,
    0.4947367310523987,
    0.23255808651447296,
    0.2378377616405487,
    0.5813952684402466,
    0.47169798612594604,
    0.20312491059303284,
    0.2991451919078827,
    0.11224482953548431,
    0.40764322876930237
   ],
   "time": 163.44708615727723,
   "param": [
    {
     "p": 0.07563962787389755,
     "m": 1.0
    },
    {
     "p": 0.07442876696586609,
     "m": 1.0
    },
    {
     "p": 0.07957415282726288,
     "m": 1.0
    },
    {
     "p": 0.058845262974500656,
     "m": 1.0
    },
    {
     "p": 0.07046854496002197,
     "m": 1.0
    },
    {
     "p": 0.07315981388092041,
     "m": 1.0
    },
    {
     "p": 0.06810107827186584,
     "m": 1.0
    },
    {
     "p": 0.09297860413789749,
     "m": 1.0
    },
    {
     "p": 0.02346360869705677,
     "m": 1.0
    },
    {
     "p": 0.0949058011174202,
     "m": 1.0
    },
    {
     "p": 0.06112468242645264,
     "m": 1.0
    },
    {
     "p": 0.09318245202302933,
     "m": 1.0
    },
    {
     "p": 0.07585471123456955,
     "m": 1.0
    },
    {
     "p": 0.05827292054891586,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 85,
   "train_loss": 4.263373374938965,
   "val_loss": 2.9174671173095703,
   "acc": 36.1,
   "f1": [
    0.6368157267570496,
    0.4299998879432678,
    0.2727271318435669,
    0.11764699220657349,
    0.07999993860721588,
    0.2783504128456116,
    0.3313608467578888,
    0.3804876506328583,
    0.37158459424972534,
    0.4656083285808563,
    0.12949636578559875,
    0.27118635177612305,
    0.3908045291900635,
    0.2795697748661041,
    0.21126753091812134,
    0.213483065366745,
    0.34666651487350464,
    0.5194804668426514,
    0.45226117968559265,
    0.22153842449188232,
    0.6214687824249268,
    0.41441434621810913,
    0.39548009634017944,
    0.5274723768234253,
    0.5610858201980591,
    0.22321420907974243,
    0.2758619785308838,
    0.19587622582912445,
    0.48780474066734314,
    0.2529643774032593,
    0.38150280714035034,
    0.376623272895813,
    0.3272726535797119,
    0.37004393339157104,
    0.3157893717288971,
    0.14666660130023956,
    0.3152172863483429,
    0.21965309977531433,
    0.19920313358306885,
    0.5306121110916138,
    0.3894736170768738,
    0.6048778891563416,
    0.22222214937210083,
    0.38974347710609436,
    0.2840908169746399,
    0.2091502547264099,
    0.25185176730155945,
    0.5104601383209229,
    0.5283017754554749,
    0.4022987186908722,
    0.17435890436172485,
    0.31399309635162354,
    0.6198345422744751,
    0.5829958915710449,
    0.46601933240890503,
    0.10891082137823105,
    0.5662649273872375,
    0.3999998867511749,
    0.35365843772888184,
    0.3523315489292145,
    0.7348835468292236,
    0.46445485949516296,
    0.46511611342430115,
    0.36842095851898193,
    0.14925366640090942,
    0.19289332628250122,
    0.09230763465166092,
    0.32214754819869995,
    0.7046630382537842,
    0.5688071846961975,
    0.4070795178413391,
    0.590908944606781,
    0.0813007652759552,
    0.30851057171821594,
    0.19095470011234283,
    0.5941421389579773,
    0.6276593804359436,
    0.09599995613098145,
    0.24999994039535522,
    0.28712859749794006,
    0.15384608507156372,
    0.33333322405815125,
    0.6892654895782471,
    0.3703702688217163,
    0.22797919809818268,
    0.43269219994544983,
    0.38461530208587646,
    0.4319247901439667,
    0.1731601059436798,
    0.41379299759864807,
    0.29464277625083923,
    0.43153515458106995,
    0.24864855408668518,
    0.2127658873796463,
    0.5680471658706665,
    0.4454544484615326,
    0.23030294477939606,
    0.3502824008464813,
    0.15859025716781616,
    0.3402060866355896
   ],
   "time": 162.5210138084367,
   "param": [
    {
     "p": 0.07780701667070389,
     "m": 1.0
    },
    {
     "p": 0.0710519552230835,
     "m": 1.0
    },
    {
     "p": 0.07242055237293243,
     "m": 1.0
    },
    {
     "p": 0.08128570765256882,
     "m": 1.0
    },
    {
     "p": 0.04129442945122719,
     "m": 1.0
    },
    {
     "p": 0.06639505177736282,
     "m": 1.0
    },
    {
     "p": 0.0891304463148117,
     "m": 1.0
    },
    {
     "p": 0.07964158058166504,
     "m": 1.0
    },
    {
     "p": 0.06924384832382202,
     "m": 1.0
    },
    {
     "p": 0.0725027471780777,
     "m": 1.0
    },
    {
     "p": 0.0746527835726738,
     "m": 1.0
    },
    {
     "p": 0.06588006764650345,
     "m": 1.0
    },
    {
     "p": 0.08246708661317825,
     "m": 1.0
    },
    {
     "p": 0.056226663291454315,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 86,
   "train_loss": 3.945871353149414,
   "val_loss": 2.7395553588867188,
   "acc": 36.88,
   "f1": [
    0.6424869298934937,
    0.46808499097824097,
    0.28225794434547424,
    0.17964066565036774,
    0.193548321723938,
    0.2999998927116394,
    0.4217686057090759,
    0.3855420649051666,
    0.3503648638725281,
    0.42512065172195435,
    0.1818181276321411,
    0.22535204887390137,
    0.35690221190452576,
    0.26315778493881226,
    0.26519328355789185,
    0.25961530208587646,
    0.34862375259399414,
    0.4745761752128601,
    0.3980098366737366,
    0.23893800377845764,
    0.6030149459838867,
    0.47430822253227234,
    0.3364485204219818,
    0.5348835587501526,
    0.5915491580963135,
    0.25531908869743347,
    0.3131312429904938,
    0.17241372168064117,
    0.43850257992744446,
    0.28571417927742004,
    0.360248327255249,
    0.4161849021911621,
    0.34920626878738403,
    0.34254133701324463,
    0.38502663373947144,
    0.15853650867938995,
    0.3478259742259979,
    0.14606735110282898,
    0.26666656136512756,
    0.4782607853412628,
    0.31304338574409485,
    0.5203251242637634,
    0.2614840269088745,
    0.3654821515083313,
    0.2553190290927887,
    0.2366863340139389,
    0.27777767181396484,
    0.4787232577800751,
    0.522612988948822,
    0.4292682111263275,
    0.20125779509544373,
    0.28426387906074524,
    0.6457397937774658,
    0.602040708065033,
    0.5146197080612183,
    0.10989003628492355,
    0.5312498211860657,
    0.38095223903656006,
    0.3599999248981476,
    0.3523808717727661,
    0.7149757146835327,
    0.4161849021911621,
    0.40677958726882935,
    0.30722886323928833,
    0.15294109284877777,
    0.15602830052375793,
    0.15999993681907654,
    0.34042543172836304,
    0.6782606840133667,
    0.5876776576042175,
    0.47161564230918884,
    0.6153844594955444,
    0.15740735828876495,
    0.3894736170768738,
    0.19999994337558746,
    0.6310677528381348,
    0.6050419211387634,
    0.18378373980522156,
    0.23834188282489777,
    0.30541861057281494,
    0.16915416717529297,
    0.2727271318435669,
    0.7150257229804993,
    0.3677128851413727,
    0.2475246638059616,
    0.3926939368247986,
    0.3942306339740753,
    0.42241373658180237,
    0.11764701455831528,
    0.44311365485191345,
    0.27831709384918213,
    0.4861876964569092,
    0.15827332437038422,
    0.2258063703775406,
    0.6288658380508423,
    0.411984920501709,
    0.3431371748447418,
    0.35019445419311523,
    0.14666660130023956,
    0.40677958726882935
   ],
   "time": 161.61365019716322,
   "param": [
    {
     "p": 0.08467793464660645,
     "m": 1.0
    },
    {
     "p": 0.05979165434837341,
     "m": 1.0
    },
    {
     "p": 0.08205084502696991,
     "m": 1.0
    },
    {
     "p": 0.06409446150064468,
     "m": 1.0
    },
    {
     "p": 0.0739302858710289,
     "m": 1.0
    },
    {
     "p": 0.060619186609983444,
     "m": 1.0
    },
    {
     "p": 0.06751508265733719,
     "m": 1.0
    },
    {
     "p": 0.07355166226625443,
     "m": 1.0
    },
    {
     "p": 0.07044852524995804,
     "m": 1.0
    },
    {
     "p": 0.0883421078324318,
     "m": 1.0
    },
    {
     "p": 0.07016675174236298,
     "m": 1.0
    },
    {
     "p": 0.07759229838848114,
     "m": 1.0
    },
    {
     "p": 0.07117907702922821,
     "m": 1.0
    },
    {
     "p": 0.05604007467627525,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 87,
   "train_loss": 4.290923118591309,
   "val_loss": 2.507539987564087,
   "acc": 36.0,
   "f1": [
    0.5514705181121826,
    0.4179103374481201,
    0.3157894015312195,
    0.20987647771835327,
    0.12578611075878143,
    0.32183900475502014,
    0.3592813014984131,
    0.35532984137535095,
    0.35502949357032776,
    0.43564343452453613,
    0.1749999076128006,
    0.2531644403934479,
    0.38888877630233765,
    0.2624998986721039,
    0.22499993443489075,
    0.282828152179718,
    0.3113771378993988,
    0.5491801500320435,
    0.4020099639892578,
    0.22960719466209412,
    0.6082472205162048,
    0.4569287598133087,
    0.3502824008464813,
    0.4918031394481659,
    0.5405404567718506,
    0.19607838988304138,
    0.27551010251045227,
    0.2176164984703064,
    0.3899998664855957,
    0.2784809172153473,
    0.3710406422615051,
    0.31325292587280273,
    0.32432422041893005,
    0.26751580834388733,
    0.30125513672828674,
    0.19298237562179565,
    0.28181809186935425,
    0.16049376130104065,
    0.24166658520698547,
    0.5499998331069946,
    0.32558128237724304,
    0.590908944606781,
    0.27173903584480286,
    0.3363635540008545,
    0.27096763253211975,
    0.1775147169828415,
    0.24418595433235168,
    0.5113635063171387,
    0.47004595398902893,
    0.4022345542907715,
    0.15384607017040253,
    0.3082190752029419,
    0.6360151767730713,
    0.5622488856315613,
    0.5028570294380188,
    0.13924044370651245,
    0.5167463421821594,
    0.31279608607292175,
    0.3699999153614044,
    0.3144652843475342,
    0.6737966537475586,
    0.45238080620765686,
    0.4043714702129364,
    0.36134445667266846,
    0.13888882100582123,
    0.1333332657814026,
    0.13065321743488312,
    0.3523315489292145,
    0.6636362671852112,
    0.5367646217346191,
    0.4463517963886261,
    0.5714284777641296,
    0.1630900651216507,
    0.36619704961776733,
    0.20388342440128326,
    0.5714284777641296,
    0.5945945382118225,
    0.16888882219791412,
    0.2138364166021347,
    0.34374991059303284,
    0.1764705330133438,
    0.31632643938064575,
    0.7089946269989014,
    0.35467973351478577,
    0.15999992191791534,
    0.45283007621765137,
    0.38367336988449097,
    0.3248406946659088,
    0.10606056451797485,
    0.3980098366737366,
    0.3276835083961487,
    0.505154550075531,
    0.18072283267974854,
    0.19889496266841888,
    0.5595853924751282,
    0.4594593644142151,
    0.3157893717288971,
    0.309278279542923,
    0.13186806440353394,
    0.3411763310432434
   ],
   "time": 159.99434620980173,
   "param": [
    {
     "p": 0.07635116577148438,
     "m": 1.0
    },
    {
     "p": 0.05512780323624611,
     "m": 1.0
    },
    {
     "p": 0.07758720219135284,
     "m": 1.0
    },
    {
     "p": 0.07554174214601517,
     "m": 1.0
    },
    {
     "p": 0.08495239913463593,
     "m": 1.0
    },
    {
     "p": 0.03817570582032204,
     "m": 1.0
    },
    {
     "p": 0.10012985020875931,
     "m": 1.0
    },
    {
     "p": 0.08973145484924316,
     "m": 1.0
    },
    {
     "p": 0.07493177056312561,
     "m": 1.0
    },
    {
     "p": 0.07378549128770828,
     "m": 1.0
    },
    {
     "p": 0.07345995306968689,
     "m": 1.0
    },
    {
     "p": 0.030428102239966393,
     "m": 1.0
    },
    {
     "p": 0.08548743277788162,
     "m": 1.0
    },
    {
     "p": 0.06430992484092712,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 88,
   "train_loss": 4.320684909820557,
   "val_loss": 2.802685022354126,
   "acc": 36.53,
   "f1": [
    0.6802029013633728,
    0.44444435834884644,
    0.32835814356803894,
    0.1725887656211853,
    0.14937752485275269,
    0.28915655612945557,
    0.3764704465866089,
    0.4041449725627899,
    0.3414633274078369,
    0.41441428661346436,
    0.1758241057395935,
    0.2605040967464447,
    0.37499988079071045,
    0.2770269513130188,
    0.24864855408668518,
    0.2999999225139618,
    0.3487178385257721,
    0.5743588209152222,
    0.3882351815700531,
    0.2821575999259949,
    0.5491801500320435,
    0.4499998986721039,
    0.31249991059303284,
    0.5833332538604736,
    0.5355647206306458,
    0.2576685845851898,
    0.28440356254577637,
    0.23478256165981293,
    0.39999985694885254,
    0.33802807331085205,
    0.3111110031604767,
    0.37499991059303284,
    0.3703702688217163,
    0.31764698028564453,
    0.3150182366371155,
    0.13698624074459076,
    0.3046356737613678,
    0.21782170236110687,
    0.24034328758716583,
    0.4233575463294983,
    0.3411763310432434,
    0.631578803062439,
    0.23529404401779175,
    0.38502663373947144,
    0.256410151720047,
    0.17218534648418427,
    0.2368420511484146,
    0.48034927248954773,
    0.5333332419395447,
    0.4387753903865814,
    0.23958325386047363,
    0.28897330164909363,
    0.5945944786071777,
    0.5638765096664429,
    0.5423727631568909,
    0.11673146486282349,
    0.553672194480896,
    0.3473052978515625,
    0.39676105976104736,
    0.34042543172836304,
    0.716157078742981,
    0.4331796169281006,
    0.34013596177101135,
    0.3495934009552002,
    0.13836471736431122,
    0.2485205978155136,
    0.18390797078609467,
    0.27322396636009216,
    0.6960350871086121,
    0.5652172565460205,
    0.4226802885532379,
    0.6310158967971802,
    0.11111104488372803,
    0.3703702986240387,
    0.1558440923690796,
    0.6161136031150818,
    0.6186439990997314,
    0.1844659447669983,
    0.26388877630233765,
    0.38674020767211914,
    0.23584897816181183,
    0.3152172863483429,
    0.7150257229804993,
    0.3351954519748688,
    0.21428564190864563,
    0.3946187198162079,
    0.37305691838264465,
    0.4416665732860565,
    0.09022551029920578,
    0.42857128381729126,
    0.29268285632133484,
    0.4696355164051056,
    0.2643677294254303,
    0.20487797260284424,
    0.6077346205711365,
    0.4278606176376343,
    0.3465345501899719,
    0.2999999225139618,
    0.1407034695148468,
    0.2656249403953552
   ],
   "time": 161.32150280103087,
   "param": [
    {
     "p": 0.08755183964967728,
     "m": 1.0
    },
    {
     "p": 0.07487187534570694,
     "m": 1.0
    },
    {
     "p": 0.061136890202760696,
     "m": 1.0
    },
    {
     "p": 0.07022613286972046,
     "m": 1.0
    },
    {
     "p": 0.08261506259441376,
     "m": 1.0
    },
    {
     "p": 0.06759463995695114,
     "m": 1.0
    },
    {
     "p": 0.07895562052726746,
     "m": 1.0
    },
    {
     "p": 0.07245848327875137,
     "m": 1.0
    },
    {
     "p": 0.04932614788413048,
     "m": 1.0
    },
    {
     "p": 0.08748012781143188,
     "m": 1.0
    },
    {
     "p": 0.08992836624383926,
     "m": 1.0
    },
    {
     "p": 0.08123145252466202,
     "m": 1.0
    },
    {
     "p": 0.05809923633933067,
     "m": 1.0
    },
    {
     "p": 0.03852410614490509,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 89,
   "train_loss": 3.696014404296875,
   "val_loss": 2.5955140590667725,
   "acc": 37.0,
   "f1": [
    0.6732671856880188,
    0.37174713611602783,
    0.291139155626297,
    0.2085307389497757,
    0.21319790184497833,
    0.30630621314048767,
    0.3953487277030945,
    0.40677958726882935,
    0.38181808590888977,
    0.4790417551994324,
    0.0491802878677845,
    0.23589736223220825,
    0.4111110270023346,
    0.2797926664352417,
    0.22222216427326202,
    0.28712859749794006,
    0.3319500982761383,
    0.48799988627433777,
    0.2898549735546112,
    0.20689648389816284,
    0.5882351994514465,
    0.5399999022483826,
    0.3300969898700714,
    0.5202310085296631,
    0.6480445265769958,
    0.24999991059303284,
    0.279411643743515,
    0.19047611951828003,
    0.47963786125183105,
    0.29714274406433105,
    0.3489931523799896,
    0.35820886492729187,
    0.32635971903800964,
    0.31531521677970886,
    0.3119999170303345,
    0.19047614932060242,
    0.33333322405815125,
    0.12949636578559875,
    0.2622949779033661,
    0.5411763787269592,
    0.3786981403827667,
    0.5499998927116394,
    0.29078006744384766,
    0.38626599311828613,
    0.24999989569187164,
    0.22399991750717163,
    0.24107137322425842,
    0.49999988079071045,
    0.5578945875167847,
    0.40358731150627136,
    0.23030294477939606,
    0.3320156931877136,
    0.6140349507331848,
    0.6280191540718079,
    0.4720495045185089,
    0.11111106723546982,
    0.49484527111053467,
    0.36619704961776733,
    0.3931623101234436,
    0.33333322405815125,
    0.7311826348304749,
    0.43093910813331604,
    0.43979042768478394,
    0.39325833320617676,
    0.1773398518562317,
    0.11965807527303696,
    0.19047611951828003,
    0.33333325386047363,
    0.6468084454536438,
    0.5754715800285339,
    0.39631327986717224,
    0.5752211213111877,
    0.16374263167381287,
    0.3604239225387573,
    0.16883111000061035,
    0.5525290966033936,
    0.5833331942558289,
    0.20895515382289886,
    0.2612611949443817,
    0.3648647665977478,
    0.1759999543428421,
    0.32911381125450134,
    0.696078360080719,
    0.36180898547172546,
    0.18604643642902374,
    0.40796008706092834,
    0.40148690342903137,
    0.4186045825481415,
    0.08759118616580963,
    0.39252325892448425,
    0.3097344636917114,
    0.47773265838623047,
    0.23863628506660461,
    0.18823520839214325,
    0.6231154203414917,
    0.4666665494441986,
    0.3523808717727661,
    0.32835814356803894,
    0.0978260263800621,
    0.33502528071403503
   ],
   "time": 160.8762733610347,
   "param": [
    {
     "p": 0.08520081639289856,
     "m": 1.0
    },
    {
     "p": 0.06476020067930222,
     "m": 1.0
    },
    {
     "p": 0.0781138613820076,
     "m": 1.0
    },
    {
     "p": 0.0709814503788948,
     "m": 1.0
    },
    {
     "p": 0.0777297243475914,
     "m": 1.0
    },
    {
     "p": 0.07065725326538086,
     "m": 1.0
    },
    {
     "p": 0.07077344506978989,
     "m": 1.0
    },
    {
     "p": 0.06650272011756897,
     "m": 1.0
    },
    {
     "p": 0.05763113126158714,
     "m": 1.0
    },
    {
     "p": 0.0870019868016243,
     "m": 1.0
    },
    {
     "p": 0.07219015061855316,
     "m": 1.0
    },
    {
     "p": 0.06339020282030106,
     "m": 1.0
    },
    {
     "p": 0.08598056435585022,
     "m": 1.0
    },
    {
     "p": 0.049086447805166245,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 90,
   "train_loss": 4.325146198272705,
   "val_loss": 2.8092849254608154,
   "acc": 36.57,
   "f1": [
    0.6483515501022339,
    0.44047608971595764,
    0.28019312024116516,
    0.17511513829231262,
    0.16666659712791443,
    0.27777770161628723,
    0.3625729978084564,
    0.39520949125289917,
    0.36585354804992676,
    0.4729062616825104,
    0.1777777075767517,
    0.23045262694358826,
    0.4088396728038788,
    0.2731706500053406,
    0.2532750070095062,
    0.2547769844532013,
    0.3999998867511749,
    0.5411763787269592,
    0.37563440203666687,
    0.21800939738750458,
    0.5876287817955017,
    0.42724454402923584,
    0.31884047389030457,
    0.5821594595909119,
    0.587719202041626,
    0.23580780625343323,
    0.2550334632396698,
    0.22033889591693878,
    0.5052630305290222,
    0.3389829397201538,
    0.37125736474990845,
    0.34374991059303284,
    0.41573023796081543,
    0.3540668785572052,
    0.3113206624984741,
    0.1282050609588623,
    0.37558677792549133,
    0.2348753958940506,
    0.24137921631336212,
    0.47190994024276733,
    0.40935659408569336,
    0.5757573843002319,
    0.2540982663631439,
    0.2901553809642792,
    0.21965309977531433,
    0.2094240039587021,
    0.20312494039535522,
    0.5284972786903381,
    0.5118482112884521,
    0.40394076704978943,
    0.2528734505176544,
    0.3086419105529785,
    0.6545453667640686,
    0.5579397678375244,
    0.5084744691848755,
    0.11842100322246552,
    0.5617020726203918,
    0.36018943786621094,
    0.3655913174152374,
    0.36144572496414185,
    0.7323941588401794,
    0.4342104196548462,
    0.46428558230400085,
    0.3542855978012085,
    0.22018341720104218,
    0.13432830572128296,
    0.16037730872631073,
    0.22388054430484772,
    0.7290639281272888,
    0.6009388566017151,
    0.45689642429351807,
    0.5568180084228516,
    0.12658220529556274,
    0.3999999165534973,
    0.1940927654504776,
    0.6504853367805481,
    0.6538460850715637,
    0.18264833092689514,
    0.20408155024051666,
    0.27999988198280334,
    0.22499993443489075,
    0.34024888277053833,
    0.6733667254447937,
    0.37185919284820557,
    0.24630534648895264,
    0.40579700469970703,
    0.3977271616458893,
    0.3904760777950287,
    0.09459453821182251,
    0.4255318343639374,
    0.2810809910297394,
    0.4549018442630768,
    0.23728805780410767,
    0.19999991357326508,
    0.6145831942558289,
    0.41379299759864807,
    0.35532984137535095,
    0.28571417927742004,
    0.10471197962760925,
    0.28187909722328186
   ],
   "time": 162.38541842903942,
   "param": [
    {
     "p": 0.07261011749505997,
     "m": 1.0
    },
    {
     "p": 0.061059124767780304,
     "m": 1.0
    },
    {
     "p": 0.07846081256866455,
     "m": 1.0
    },
    {
     "p": 0.04396617412567139,
     "m": 1.0
    },
    {
     "p": 0.0855785459280014,
     "m": 1.0
    },
    {
     "p": 0.07606200128793716,
     "m": 1.0
    },
    {
     "p": 0.056929878890514374,
     "m": 1.0
    },
    {
     "p": 0.0840555727481842,
     "m": 1.0
    },
    {
     "p": 0.07004787027835846,
     "m": 1.0
    },
    {
     "p": 0.08425887674093246,
     "m": 1.0
    },
    {
     "p": 0.06605110317468643,
     "m": 1.0
    },
    {
     "p": 0.08952897787094116,
     "m": 1.0
    },
    {
     "p": 0.08138463646173477,
     "m": 1.0
    },
    {
     "p": 0.050006356090307236,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 91,
   "train_loss": 4.0547285079956055,
   "val_loss": 2.7859983444213867,
   "acc": 36.5,
   "f1": [
    0.6514284610748291,
    0.3950616121292114,
    0.3316061198711395,
    0.1333332657814026,
    0.1379309892654419,
    0.2592591345310211,
    0.3493974804878235,
    0.40740731358528137,
    0.3760683238506317,
    0.42857128381729126,
    0.152671679854393,
    0.2959182858467102,
    0.41964274644851685,
    0.3043477535247803,
    0.22666659951210022,
    0.26540276408195496,
    0.37914684414863586,
    0.4236759841442108,
    0.35964900255203247,
    0.23076915740966797,
    0.5627704858779907,
    0.4810125529766083,
    0.36686381697654724,
    0.5476189255714417,
    0.6296295523643494,
    0.2236841470003128,
    0.2697673439979553,
    0.18934904038906097,
    0.436893105506897,
    0.3133639991283417,
    0.46728962659835815,
    0.3542434275150299,
    0.3576158285140991,
    0.3261801600456238,
    0.3169397711753845,
    0.18253962695598602,
    0.28571420907974243,
    0.1748633086681366,
    0.24584710597991943,
    0.5465114712715149,
    0.3116881847381592,
    0.6060605049133301,
    0.2872926890850067,
    0.29347819089889526,
    0.25490185618400574,
    0.20689649879932404,
    0.23076915740966797,
    0.447368323802948,
    0.563380241394043,
    0.3758388161659241,
    0.17801040410995483,
    0.3917524814605713,
    0.589371919631958,
    0.5614033937454224,
    0.49122798442840576,
    0.13157887756824493,
    0.4522967040538788,
    0.35978829860687256,
    0.42857131361961365,
    0.3260868787765503,
    0.7156862020492554,
    0.45054933428764343,
    0.4142010807991028,
    0.3859647810459137,
    0.1642511636018753,
    0.2272726446390152,
    0.166666641831398,
    0.38636353611946106,
    0.658536434173584,
    0.5809522867202759,
    0.22222214937210083,
    0.6243385076522827,
    0.14285707473754883,
    0.360248327255249,
    0.18823520839214325,
    0.6082947254180908,
    0.6635943651199341,
    0.170940101146698,
    0.17105256021022797,
    0.36158180236816406,
    0.12765952944755554,
    0.3069306015968323,
    0.7052630186080933,
    0.3409090042114258,
    0.22093015909194946,
    0.41245123744010925,
    0.4072396755218506,
    0.4041449725627899,
    0.16666661202907562,
    0.3066665530204773,
    0.30303022265434265,
    0.5197739005088806,
    0.28352484107017517,
    0.19753079116344452,
    0.5833331942558289,
    0.48076915740966797,
    0.4043714702129364,
    0.3133639991283417,
    0.12552297115325928,
    0.3862067759037018
   ],
   "time": 161.73454050254077,
   "param": [
    {
     "p": 0.08508274704217911,
     "m": 1.0
    },
    {
     "p": 0.07020536810159683,
     "m": 1.0
    },
    {
     "p": 0.07118896394968033,
     "m": 1.0
    },
    {
     "p": 0.04973176494240761,
     "m": 1.0
    },
    {
     "p": 0.07675965875387192,
     "m": 1.0
    },
    {
     "p": 0.07357629388570786,
     "m": 1.0
    },
    {
     "p": 0.07738248258829117,
     "m": 1.0
    },
    {
     "p": 0.08760692179203033,
     "m": 1.0
    },
    {
     "p": 0.06918630003929138,
     "m": 1.0
    },
    {
     "p": 0.05521521344780922,
     "m": 1.0
    },
    {
     "p": 0.06649457663297653,
     "m": 1.0
    },
    {
     "p": 0.07232260704040527,
     "m": 1.0
    },
    {
     "p": 0.09358709305524826,
     "m": 1.0
    },
    {
     "p": 0.05165993794798851,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 92,
   "train_loss": 3.920060157775879,
   "val_loss": 2.8419456481933594,
   "acc": 36.43,
   "f1": [
    0.6310677528381348,
    0.3867923319339752,
    0.24691346287727356,
    0.13422814011573792,
    0.14689259231090546,
    0.30769219994544983,
    0.3648647665977478,
    0.38095229864120483,
    0.35102033615112305,
    0.44943806529045105,
    0.21301770210266113,
    0.2727271616458893,
    0.3440859317779541,
    0.23728805780410767,
    0.17647051811218262,
    0.2431371659040451,
    0.3654821515083313,
    0.5087717771530151,
    0.38392844796180725,
    0.2617800235748291,
    0.5791853666305542,
    0.4468863904476166,
    0.34101372957229614,
    0.5027931928634644,
    0.5990782380104065,
    0.251428484916687,
    0.26399993896484375,
    0.2181817591190338,
    0.4180789887905121,
    0.28054288029670715,
    0.40740731358528137,
    0.32888880372047424,
    0.35643553733825684,
    0.3151514232158661,
    0.3043477237224579,
    0.13698624074459076,
    0.33333325386047363,
    0.21999992430210114,
    0.26315781474113464,
    0.5297296643257141,
    0.3220972716808319,
    0.6408838629722595,
    0.2741115987300873,
    0.3636362552642822,
    0.2661289572715759,
    0.18072283267974854,
    0.23076917231082916,
    0.49019595980644226,
    0.49999988079071045,
    0.38974347710609436,
    0.19791658222675323,
    0.33333322405815125,
    0.5962262749671936,
    0.5978259444236755,
    0.522612988948822,
    0.1219511553645134,
    0.5555554628372192,
    0.38150280714035034,
    0.37333327531814575,
    0.3179486393928528,
    0.7230044603347778,
    0.4142010807991028,
    0.3841806650161743,
    0.37681150436401367,
    0.1789472997188568,
    0.19108274579048157,
    0.1414140909910202,
    0.3186812400817871,
    0.6794257164001465,
    0.6153844594955444,
    0.47967469692230225,
    0.5999999046325684,
    0.13698625564575195,
    0.3690035939216614,
    0.1899440735578537,
    0.5999999642372131,
    0.6703909635543823,
    0.19178076088428497,
    0.23175960779190063,
    0.26277366280555725,
    0.17757000029087067,
    0.24864855408668518,
    0.7037034630775452,
    0.37185919284820557,
    0.28426387906074524,
    0.4313724637031555,
    0.40178558230400085,
    0.4499998688697815,
    0.1142856702208519,
    0.39603951573371887,
    0.2804426848888397,
    0.5089284181594849,
    0.13432830572128296,
    0.1648350954055786,
    0.5930231213569641,
    0.4481326937675476,
    0.29139062762260437,
    0.3617020547389984,
    0.14349770545959473,
    0.3707864284515381
   ],
   "time": 162.27963368128985,
   "param": [
    {
     "p": 0.06373922526836395,
     "m": 1.0
    },
    {
     "p": 0.07637228816747665,
     "m": 1.0
    },
    {
     "p": 0.07321858406066895,
     "m": 1.0
    },
    {
     "p": 0.06442833691835403,
     "m": 1.0
    },
    {
     "p": 0.06532224267721176,
     "m": 1.0
    },
    {
     "p": 0.06021929904818535,
     "m": 1.0
    },
    {
     "p": 0.07623613625764847,
     "m": 1.0
    },
    {
     "p": 0.08624277263879776,
     "m": 1.0
    },
    {
     "p": 0.05992117524147034,
     "m": 1.0
    },
    {
     "p": 0.06932304799556732,
     "m": 1.0
    },
    {
     "p": 0.0689096450805664,
     "m": 1.0
    },
    {
     "p": 0.09689678251743317,
     "m": 1.0
    },
    {
     "p": 0.08809760212898254,
     "m": 1.0
    },
    {
     "p": 0.05107282102108002,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 93,
   "train_loss": 3.8640785217285156,
   "val_loss": 2.5750174522399902,
   "acc": 37.03,
   "f1": [
    0.6417111158370972,
    0.45976996421813965,
    0.24489788711071014,
    0.22950810194015503,
    0.16589856147766113,
    0.27118635177612305,
    0.299999862909317,
    0.3849371671676636,
    0.29864245653152466,
    0.4320986270904541,
    0.1548386514186859,
    0.29743579030036926,
    0.47236168384552,
    0.26315781474113464,
    0.20987647771835327,
    0.3148147463798523,
    0.33918121457099915,
    0.5327101349830627,
    0.3599999248981476,
    0.25555548071861267,
    0.5728154182434082,
    0.48799988627433777,
    0.3299999237060547,
    0.5208331942558289,
    0.6153844594955444,
    0.2677164673805237,
    0.28220847249031067,
    0.26395928859710693,
    0.502923846244812,
    0.319248765707016,
    0.4180789887905121,
    0.39784935116767883,
    0.28368785977363586,
    0.35467973351478577,
    0.2837369441986084,
    0.21917803585529327,
    0.2545453906059265,
    0.27083322405815125,
    0.2541435658931732,
    0.5376343131065369,
    0.3354036211967468,
    0.5624998807907104,
    0.24999991059303284,
    0.34756091237068176,
    0.2403845638036728,
    0.20125779509544373,
    0.24999991059303284,
    0.4827585518360138,
    0.475806325674057,
    0.4640882611274719,
    0.21118006110191345,
    0.34224584698677063,
    0.5698922872543335,
    0.5599998831748962,
    0.5464479923248291,
    0.09302320331335068,
    0.51666659116745,
    0.34177201986312866,
    0.39676105976104736,
    0.35454532504081726,
    0.7192116975784302,
    0.46391740441322327,
    0.47826072573661804,
    0.40764322876930237,
    0.08759118616580963,
    0.1612902730703354,
    0.14479632675647736,
    0.34042540192604065,
    0.72251296043396,
    0.5666665434837341,
    0.48484838008880615,
    0.6118720173835754,
    0.15686269104480743,
    0.3436122238636017,
    0.1647058129310608,
    0.6497460603713989,
    0.6288208365440369,
    0.15686267614364624,
    0.2374998927116394,
    0.2976189851760864,
    0.18079088628292084,
    0.33789944648742676,
    0.6985644102096558,
    0.31746023893356323,
    0.2553190290927887,
    0.48809507489204407,
    0.4329003393650055,
    0.41071420907974243,
    0.13013693690299988,
    0.3999999165534973,
    0.30097079277038574,
    0.48780474066734314,
    0.21118006110191345,
    0.2324158400297165,
    0.5555554628372192,
    0.46874985098838806,
    0.37681150436401367,
    0.3061888813972473,
    0.08536579459905624,
    0.40935659408569336
   ],
   "time": 160.61746589280665,
   "param": [
    {
     "p": 0.09624197334051132,
     "m": 1.0
    },
    {
     "p": 0.06459760665893555,
     "m": 1.0
    },
    {
     "p": 0.08143742382526398,
     "m": 1.0
    },
    {
     "p": 0.06218412145972252,
     "m": 1.0
    },
    {
     "p": 0.07275595515966415,
     "m": 1.0
    },
    {
     "p": 0.06529572606086731,
     "m": 1.0
    },
    {
     "p": 0.06065424159169197,
     "m": 1.0
    },
    {
     "p": 0.08639975637197495,
     "m": 1.0
    },
    {
     "p": 0.051781926304101944,
     "m": 1.0
    },
    {
     "p": 0.06276267766952515,
     "m": 1.0
    },
    {
     "p": 0.0790008157491684,
     "m": 1.0
    },
    {
     "p": 0.08349604159593582,
     "m": 1.0
    },
    {
     "p": 0.08433497697114944,
     "m": 1.0
    },
    {
     "p": 0.049056775867938995,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 94,
   "train_loss": 3.901872158050537,
   "val_loss": 2.782339096069336,
   "acc": 36.89,
   "f1": [
    0.617283821105957,
    0.42156851291656494,
    0.24657529592514038,
    0.15662643313407898,
    0.1290322095155716,
    0.27722764015197754,
    0.3786981403827667,
    0.38709667325019836,
    0.346320241689682,
    0.3559320867061615,
    0.14285707473754883,
    0.28352484107017517,
    0.41269823908805847,
    0.23076915740966797,
    0.21839071810245514,
    0.2829267382621765,
    0.33587777614593506,
    0.5092591643333435,
    0.31999990344047546,
    0.2566370666027069,
    0.5477177500724792,
    0.4395603835582733,
    0.3274335563182831,
    0.524590015411377,
    0.531745970249176,
    0.26315781474113464,
    0.31155768036842346,
    0.19913412630558014,
    0.5125626921653748,
    0.26116830110549927,
    0.4499998688697815,
    0.3926939368247986,
    0.36842095851898193,
    0.322274774312973,
    0.3215685188770294,
    0.18518511950969696,
    0.33913031220436096,
    0.1985815018415451,
    0.2843136191368103,
    0.5567008852958679,
    0.32183900475502014,
    0.619289219379425,
    0.28235283493995667,
    0.40178558230400085,
    0.2838708758354187,
    0.2193547636270523,
    0.09836061298847198,
    0.5045044422149658,
    0.48039206862449646,
    0.4541061818599701,
    0.19534875452518463,
    0.33333322405815125,
    0.5899998545646667,
    0.577777624130249,
    0.5942855477333069,
    0.1398600935935974,
    0.5338981747627258,
    0.32128506898880005,
    0.4059404730796814,
    0.3675675094127655,
    0.7058822512626648,
    0.3974357545375824,
    0.42857128381729126,
    0.3636362850666046,
    0.17142851650714874,
    0.206060528755188,
    0.1461186707019806,
    0.3626372814178467,
    0.7162789106369019,
    0.49324315786361694,
    0.42285704612731934,
    0.5851062536239624,
    0.18487389385700226,
    0.3463686406612396,
    0.22499993443489075,
    0.580392062664032,
    0.591999888420105,
    0.22916659712791443,
    0.23188398778438568,
    0.3675675094127655,
    0.1639343500137329,
    0.24999988079071045,
    0.7127658128738403,
    0.37623751163482666,
    0.22346359491348267,
    0.3999998867511749,
    0.3846152722835541,
    0.42253509163856506,
    0.1226993277668953,
    0.3642856180667877,
    0.3100774586200714,
    0.46739116311073303,
    0.23255808651447296,
    0.2378377616405487,
    0.622641384601593,
    0.4416665732860565,
    0.38983041048049927,
    0.2922373414039612,
    0.12182734906673431,
    0.4301074147224426
   ],
   "time": 161.6187423747033,
   "param": [
    {
     "p": 0.09177371859550476,
     "m": 1.0
    },
    {
     "p": 0.08289745450019836,
     "m": 1.0
    },
    {
     "p": 0.08092145621776581,
     "m": 1.0
    },
    {
     "p": 0.07785309851169586,
     "m": 1.0
    },
    {
     "p": 0.0700889602303505,
     "m": 1.0
    },
    {
     "p": 0.07191884517669678,
     "m": 1.0
    },
    {
     "p": 0.05152219906449318,
     "m": 1.0
    },
    {
     "p": 0.055957961827516556,
     "m": 1.0
    },
    {
     "p": 0.07541744410991669,
     "m": 1.0
    },
    {
     "p": 0.060313574969768524,
     "m": 1.0
    },
    {
     "p": 0.06115320324897766,
     "m": 1.0
    },
    {
     "p": 0.07422038912773132,
     "m": 1.0
    },
    {
     "p": 0.07622537016868591,
     "m": 1.0
    },
    {
     "p": 0.06973633915185928,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 95,
   "train_loss": 4.018925666809082,
   "val_loss": 2.776838779449463,
   "acc": 36.99,
   "f1": [
    0.6194689869880676,
    0.45714274048805237,
    0.24390238523483276,
    0.19565211236476898,
    0.18292675912380219,
    0.2976743280887604,
    0.362499862909317,
    0.41666656732559204,
    0.34615373611450195,
    0.4324323236942291,
    0.18257255852222443,
    0.2660549581050873,
    0.3859647810459137,
    0.27631568908691406,
    0.23904375731945038,
    0.31249991059303284,
    0.35897424817085266,
    0.5865383148193359,
    0.3199998736381531,
    0.23589736223220825,
    0.526717483997345,
    0.4734981656074524,
    0.3428570628166199,
    0.5157893896102905,
    0.5819671154022217,
    0.28758159279823303,
    0.26008957624435425,
    0.19999992847442627,
    0.4837207794189453,
    0.30526304244995117,
    0.41573023796081543,
    0.3524589240550995,
    0.3771427571773529,
    0.36893191933631897,
    0.3220972716808319,
    0.22831043601036072,
    0.3287670612335205,
    0.2548261880874634,
    0.2570280432701111,
    0.5149698853492737,
    0.3409090042114258,
    0.6344084739685059,
    0.32941165566444397,
    0.4313724637031555,
    0.1983470320701599,
    0.21917803585529327,
    0.20382159948349,
    0.47470811009407043,
    0.4688993990421295,
    0.33823519945144653,
    0.19580411911010742,
    0.2909089922904968,
    0.5631066560745239,
    0.5632652044296265,
    0.5302324295043945,
    0.14285707473754883,
    0.522222101688385,
    0.358024537563324,
    0.42156851291656494,
    0.2519684433937073,
    0.7246376276016235,
    0.4083332419395447,
    0.3763439953327179,
    0.34848475456237793,
    0.16730032861232758,
    0.19323663413524628,
    0.1612902730703354,
    0.3653844892978668,
    0.6899562478065491,
    0.5551019906997681,
    0.44067782163619995,
    0.6358972787857056,
    0.15757569670677185,
    0.35359105467796326,
    0.15894033014774323,
    0.49350643157958984,
    0.663461446762085,
    0.16774186491966248,
    0.2374998927116394,
    0.3251230716705322,
    0.188888818025589,
    0.3186812400817871,
    0.716762900352478,
    0.3363635540008545,
    0.20746882259845734,
    0.4221104085445404,
    0.38914018869400024,
    0.4579438269138336,
    0.10071936994791031,
    0.3982299864292145,
    0.36082467436790466,
    0.5026736855506897,
    0.21890540421009064,
    0.228571355342865,
    0.5860464572906494,
    0.45599988102912903,
    0.2749998867511749,
    0.31914886832237244,
    0.14634141325950623,
    0.3999998867511749
   ],
   "time": 161.1328977989033,
   "param": [
    {
     "p": 0.07524223625659943,
     "m": 1.0
    },
    {
     "p": 0.042210038751363754,
     "m": 1.0
    },
    {
     "p": 0.09200386703014374,
     "m": 1.0
    },
    {
     "p": 0.07371757179498672,
     "m": 1.0
    },
    {
     "p": 0.06515935063362122,
     "m": 1.0
    },
    {
     "p": 0.08019617944955826,
     "m": 1.0
    },
    {
     "p": 0.0834273174405098,
     "m": 1.0
    },
    {
     "p": 0.07832860201597214,
     "m": 1.0
    },
    {
     "p": 0.07595880329608917,
     "m": 1.0
    },
    {
     "p": 0.0814753919839859,
     "m": 1.0
    },
    {
     "p": 0.06268537044525146,
     "m": 1.0
    },
    {
     "p": 0.06725987046957016,
     "m": 1.0
    },
    {
     "p": 0.07862485200166702,
     "m": 1.0
    },
    {
     "p": 0.04371047765016556,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 96,
   "train_loss": 3.87105655670166,
   "val_loss": 2.6937146186828613,
   "acc": 36.68,
   "f1": [
    0.580357015132904,
    0.3642856180667877,
    0.31506839394569397,
    0.13999994099140167,
    0.15789468586444855,
    0.300884872674942,
    0.37681150436401367,
    0.39153432846069336,
    0.3208954334259033,
    0.4387753903865814,
    0.18579228222370148,
    0.27551010251045227,
    0.3820223808288574,
    0.26881712675094604,
    0.23036640882492065,
    0.2658958435058594,
    0.322274774312973,
    0.559139609336853,
    0.3351350426673889,
    0.26710090041160583,
    0.5981307029724121,
    0.45421239733695984,
    0.3508771061897278,
    0.5167463421821594,
    0.5953487157821655,
    0.2513660192489624,
    0.2470587193965912,
    0.2072538137435913,
    0.507771909236908,
    0.29508185386657715,
    0.393063485622406,
    0.3444443643093109,
    0.34905651211738586,
    0.34123215079307556,
    0.37777766585350037,
    0.2065216600894928,
    0.33918121457099915,
    0.19459453225135803,
    0.19999994337558746,
    0.5202310085296631,
    0.4177214205265045,
    0.6341462135314941,
    0.32584258913993835,
    0.40609124302864075,
    0.19999994337558746,
    0.20359273254871368,
    0.19999994337558746,
    0.47169798612594604,
    0.5405403971672058,
    0.38043469190597534,
    0.20359273254871368,
    0.3003412187099457,
    0.602620005607605,
    0.5258619785308838,
    0.5544553399085999,
    0.0693068727850914,
    0.555065929889679,
    0.31249988079071045,
    0.38596484065055847,
    0.3208954334259033,
    0.6877826452255249,
    0.42352932691574097,
    0.39520949125289917,
    0.3697478175163269,
    0.19626161456108093,
    0.18055549263954163,
    0.19534875452518463,
    0.3636362552642822,
    0.6728971004486084,
    0.5769229531288147,
    0.48039206862449646,
    0.5862067937850952,
    0.14689259231090546,
    0.37748339772224426,
    0.1509433388710022,
    0.5741626024246216,
    0.58730149269104,
    0.16267937421798706,
    0.24999992549419403,
    0.323809415102005,
    0.15573763847351074,
    0.3087247610092163,
    0.6484017372131348,
    0.3654821515083313,
    0.21686740219593048,
    0.3934425115585327,
    0.43298953771591187,
    0.40394076704978943,
    0.1648350954055786,
    0.4031619727611542,
    0.2825278043746948,
    0.49214646220207214,
    0.2588234543800354,
    0.1775147169828415,
    0.5779815316200256,
    0.45714277029037476,
    0.31632643938064575,
    0.35582810640335083,
    0.05839410796761513,
    0.39548009634017944
   ],
   "time": 157.43297890760005,
   "param": [
    {
     "p": 0.08033675700426102,
     "m": 1.0
    },
    {
     "p": 0.053759124130010605,
     "m": 1.0
    },
    {
     "p": 0.04156745225191116,
     "m": 1.0
    },
    {
     "p": 0.06822270154953003,
     "m": 1.0
    },
    {
     "p": 0.06182818487286568,
     "m": 1.0
    },
    {
     "p": 0.06943753361701965,
     "m": 1.0
    },
    {
     "p": 0.08596974611282349,
     "m": 1.0
    },
    {
     "p": 0.07810347527265549,
     "m": 1.0
    },
    {
     "p": 0.07973852753639221,
     "m": 1.0
    },
    {
     "p": 0.06809080392122269,
     "m": 1.0
    },
    {
     "p": 0.0709964856505394,
     "m": 1.0
    },
    {
     "p": 0.08192538470029831,
     "m": 1.0
    },
    {
     "p": 0.08509539812803268,
     "m": 1.0
    },
    {
     "p": 0.07492842525243759,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 97,
   "train_loss": 4.399548530578613,
   "val_loss": 2.4611458778381348,
   "acc": 36.82,
   "f1": [
    0.6745560765266418,
    0.39805811643600464,
    0.32298123836517334,
    0.20083676278591156,
    0.1395348161458969,
    0.32335323095321655,
    0.31372538208961487,
    0.4016735553741455,
    0.38888877630233765,
    0.46739116311073303,
    0.12413787841796875,
    0.23396219313144684,
    0.39325833320617676,
    0.3091786503791809,
    0.25945934653282166,
    0.27102795243263245,
    0.41758227348327637,
    0.5042015910148621,
    0.36904752254486084,
    0.25954189896583557,
    0.5677964687347412,
    0.4603772759437561,
    0.35502949357032776,
    0.5352111458778381,
    0.5702126026153564,
    0.29824554920196533,
    0.2622949779033661,
    0.24911023676395416,
    0.46808499097824097,
    0.2765956223011017,
    0.4466018080711365,
    0.36893191933631897,
    0.3726707398891449,
    0.36842095851898193,
    0.29166659712791443,
    0.18633535504341125,
    0.30555546283721924,
    0.228571355342865,
    0.2382444441318512,
    0.5683058500289917,
    0.32142847776412964,
    0.5688887238502502,
    0.3186812400817871,
    0.34920623898506165,
    0.20454540848731995,
    0.15068486332893372,
    0.23280414938926697,
    0.4566209018230438,
    0.5258214473724365,
    0.4077668786048889,
    0.16793887317180634,
    0.2909089922904968,
    0.5882351994514465,
    0.5882351994514465,
    0.5090908408164978,
    0.09045220911502838,
    0.5555553436279297,
    0.360248327255249,
    0.4056602716445923,
    0.33121007680892944,
    0.6985644102096558,
    0.44571414589881897,
    0.39285704493522644,
    0.3225805461406708,
    0.13333328068256378,
    0.20377352833747864,
    0.12149526178836823,
    0.348314493894577,
    0.637096643447876,
    0.5936071872711182,
    0.4502163529396057,
    0.5476189255714417,
    0.08571423590183258,
    0.3849371671676636,
    0.1734103411436081,
    0.5714284181594849,
    0.6885244846343994,
    0.1550387144088745,
    0.25352105498313904,
    0.2837836742401123,
    0.1898733526468277,
    0.2758619785308838,
    0.7395831346511841,
    0.2872926890850067,
    0.18404902517795563,
    0.4277455508708954,
    0.4432988464832306,
    0.4081631302833557,
    0.2062779664993286,
    0.4190475046634674,
    0.31730762124061584,
    0.4489794969558716,
    0.2935778796672821,
    0.16766461730003357,
    0.5889569520950317,
    0.43555545806884766,
    0.3563217520713806,
    0.3091786503791809,
    0.17105256021022797,
    0.4190475046634674
   ],
   "time": 157.60512650292367,
   "param": [
    {
     "p": 0.07250533252954483,
     "m": 1.0
    },
    {
     "p": 0.08201275020837784,
     "m": 1.0
    },
    {
     "p": 0.06437331438064575,
     "m": 1.0
    },
    {
     "p": 0.07279793918132782,
     "m": 1.0
    },
    {
     "p": 0.0740370973944664,
     "m": 1.0
    },
    {
     "p": 0.07158086448907852,
     "m": 1.0
    },
    {
     "p": 0.06654319167137146,
     "m": 1.0
    },
    {
     "p": 0.07733932137489319,
     "m": 1.0
    },
    {
     "p": 0.07284440845251083,
     "m": 1.0
    },
    {
     "p": 0.07025512307882309,
     "m": 1.0
    },
    {
     "p": 0.07401828467845917,
     "m": 1.0
    },
    {
     "p": 0.0726744681596756,
     "m": 1.0
    },
    {
     "p": 0.07808297127485275,
     "m": 1.0
    },
    {
     "p": 0.050934888422489166,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 98,
   "train_loss": 3.922658920288086,
   "val_loss": 2.6173338890075684,
   "acc": 37.01,
   "f1": [
    0.5533595681190491,
    0.43715834617614746,
    0.2771083414554596,
    0.19480513036251068,
    0.1445782482624054,
    0.28225794434547424,
    0.39778995513916016,
    0.4022987186908722,
    0.36714968085289,
    0.39655160903930664,
    0.12676051259040833,
    0.2577318847179413,
    0.3934425115585327,
    0.2771083414554596,
    0.20645155012607574,
    0.2705313265323639,
    0.36871495842933655,
    0.4959348142147064,
    0.3470318615436554,
    0.21649475395679474,
    0.5439329743385315,
    0.4395603835582733,
    0.3707316219806671,
    0.4954127371311188,
    0.5645159482955933,
    0.2674417495727539,
    0.2749999165534973,
    0.1654134839773178,
    0.43575406074523926,
    0.33962252736091614,
    0.3529411256313324,
    0.35502949357032776,
    0.37696322798728943,
    0.3666665554046631,
    0.3314915895462036,
    0.22317588329315186,
    0.30208322405815125,
    0.16580304503440857,
    0.2558138370513916,
    0.5505616068840027,
    0.36180898547172546,
    0.6099998950958252,
    0.29585790634155273,
    0.36507928371429443,
    0.20388342440128326,
    0.1916166990995407,
    0.25373128056526184,
    0.47794100642204285,
    0.5473682880401611,
    0.4050632119178772,
    0.24137921631336212,
    0.2971886694431305,
    0.5592415928840637,
    0.5631066560745239,
    0.5267855525016785,
    0.11188805103302002,
    0.5254901647567749,
    0.38502663373947144,
    0.40579700469970703,
    0.3354036211967468,
    0.675324559211731,
    0.45833322405815125,
    0.4146340489387512,
    0.3445377051830292,
    0.1029411256313324,
    0.20320846140384674,
    0.1803921014070511,
    0.3696681261062622,
    0.6698563694953918,
    0.5934064984321594,
    0.47967469692230225,
    0.5689654350280762,
    0.13559316098690033,
    0.3874344527721405,
    0.21621613204479218,
    0.5882351398468018,
    0.6733667254447937,
    0.22707417607307434,
    0.19323663413524628,
    0.30456843972206116,
    0.19672125577926636,
    0.30621999502182007,
    0.6934671998023987,
    0.39826828241348267,
    0.17391297221183777,
    0.41441428661346436,
    0.43523305654525757,
    0.43555545806884766,
    0.19459453225135803,
    0.4306218922138214,
    0.2914979159832001,
    0.48888880014419556,
    0.21428564190864563,
    0.2264150232076645,
    0.5700481534004211,
    0.4413144290447235,
    0.17187494039535522,
    0.34523800015449524,
    0.15028895437717438,
    0.3841806650161743
   ],
   "time": 162.7738785976544,
   "param": [
    {
     "p": 0.0890096053481102,
     "m": 1.0
    },
    {
     "p": 0.054711733013391495,
     "m": 1.0
    },
    {
     "p": 0.079191654920578,
     "m": 1.0
    },
    {
     "p": 0.07318801432847977,
     "m": 1.0
    },
    {
     "p": 0.04783623665571213,
     "m": 1.0
    },
    {
     "p": 0.07960522174835205,
     "m": 1.0
    },
    {
     "p": 0.06214660033583641,
     "m": 1.0
    },
    {
     "p": 0.07969340682029724,
     "m": 1.0
    },
    {
     "p": 0.07522930204868317,
     "m": 1.0
    },
    {
     "p": 0.07350917160511017,
     "m": 1.0
    },
    {
     "p": 0.07981766760349274,
     "m": 1.0
    },
    {
     "p": 0.06155334413051605,
     "m": 1.0
    },
    {
     "p": 0.09232928603887558,
     "m": 1.0
    },
    {
     "p": 0.05217874422669411,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 99,
   "train_loss": 3.5847856998443604,
   "val_loss": 2.550316572189331,
   "acc": 36.35,
   "f1": [
    0.666666567325592,
    0.3636362552642822,
    0.31632643938064575,
    0.14893612265586853,
    0.148837149143219,
    0.280373752117157,
    0.39999985694885254,
    0.3977271616458893,
    0.30107519030570984,
    0.4670657217502594,
    0.18390797078609467,
    0.2531644403934479,
    0.3723403513431549,
    0.25125616788864136,
    0.24454142153263092,
    0.2099446803331375,
    0.3121950626373291,
    0.5436891913414001,
    0.3953487277030945,
    0.22317588329315186,
    0.6009851098060608,
    0.4184395968914032,
    0.3266931176185608,
    0.5217389464378357,
    0.5627375841140747,
    0.22222214937210083,
    0.23134320974349976,
    0.17322826385498047,
    0.44210511445999146,
    0.28025469183921814,
    0.39153432846069336,
    0.33720916509628296,
    0.37158459424972534,
    0.3553718030452728,
    0.3399999141693115,
    0.18677033483982086,
    0.35955044627189636,
    0.2543351650238037,
    0.24778753519058228,
    0.46835434436798096,
    0.34246566891670227,
    0.5922329425811768,
    0.3016759157180786,
    0.36123335361480713,
    0.228260800242424,
    0.20382159948349,
    0.2473117560148239,
    0.511415421962738,
    0.5321887135505676,
    0.3711339235305786,
    0.22222214937210083,
    0.28571420907974243,
    0.6048778891563416,
    0.6139533519744873,
    0.5217389464378357,
    0.15228420495986938,
    0.563535749912262,
    0.36956506967544556,
    0.3801651895046234,
    0.3169397711753845,
    0.715908944606781,
    0.3576158285140991,
    0.41176462173461914,
    0.3783782720565796,
    0.1548386514186859,
    0.20437948405742645,
    0.17616572976112366,
    0.37499991059303284,
    0.7346937656402588,
    0.5650222897529602,
    0.45320188999176025,
    0.6028706431388855,
    0.13017743825912476,
    0.3636362850666046,
    0.23204411566257477,
    0.5999999046325684,
    0.5781249403953552,
    0.19875767827033997,
    0.22924895584583282,
    0.23030294477939606,
    0.20809243619441986,
    0.3161763846874237,
    0.7322402596473694,
    0.34972667694091797,
    0.1891891211271286,
    0.40358731150627136,
    0.38862547278404236,
    0.4269661605358124,
    0.1717790812253952,
    0.39826828241348267,
    0.3016759157180786,
    0.497175008058548,
    0.26666659116744995,
    0.2386830598115921,
    0.5990782380104065,
    0.4269661605358124,
    0.2953019142150879,
    0.3699999153614044,
    0.13100433349609375,
    0.40540531277656555
   ],
   "time": 158.80550517886877,
   "param": [
    {
     "p": 0.07467757910490036,
     "m": 1.0
    },
    {
     "p": 0.08375333249568939,
     "m": 1.0
    },
    {
     "p": 0.09384730458259583,
     "m": 1.0
    },
    {
     "p": 0.07900291681289673,
     "m": 1.0
    },
    {
     "p": 0.07111676037311554,
     "m": 1.0
    },
    {
     "p": 0.06781374663114548,
     "m": 1.0
    },
    {
     "p": 0.07408538460731506,
     "m": 1.0
    },
    {
     "p": 0.049664370715618134,
     "m": 1.0
    },
    {
     "p": 0.08002333343029022,
     "m": 1.0
    },
    {
     "p": 0.06970342993736267,
     "m": 1.0
    },
    {
     "p": 0.07942111045122147,
     "m": 1.0
    },
    {
     "p": 0.05376828834414482,
     "m": 1.0
    },
    {
     "p": 0.07210637629032135,
     "m": 1.0
    },
    {
     "p": 0.051015984266996384,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 100,
   "train_loss": 4.370204448699951,
   "val_loss": 2.5551607608795166,
   "acc": 36.21,
   "f1": [
    0.6244724988937378,
    0.38674020767211914,
    0.3113771378993988,
    0.1717790812253952,
    0.17435890436172485,
    0.26515141129493713,
    0.3675675094127655,
    0.3583814203739166,
    0.3846152722835541,
    0.43749991059303284,
    0.17105256021022797,
    0.2754489779472351,
    0.3558281362056732,
    0.2749998867511749,
    0.2176869958639145,
    0.2258063703775406,
    0.35602086782455444,
    0.5483869910240173,
    0.3037973642349243,
    0.20388342440128326,
    0.6169153451919556,
    0.4410645365715027,
    0.34972667694091797,
    0.5568180084228516,
    0.5447153449058533,
    0.24598921835422516,
    0.26666656136512756,
    0.2181817591190338,
    0.4324323534965515,
    0.2918454110622406,
    0.43181803822517395,
    0.3209875524044037,
    0.3290042281150818,
    0.34123215079307556,
    0.2730157971382141,
    0.16304342448711395,
    0.3350784480571747,
    0.21686740219593048,
    0.23325057327747345,
    0.6049381494522095,
    0.31764698028564453,
    0.6310158967971802,
    0.2629106938838959,
    0.327868789434433,
    0.21960778534412384,
    0.18079088628292084,
    0.2870812714099884,
    0.43428558111190796,
    0.5281383991241455,
    0.40394076704978943,
    0.20408155024051666,
    0.30487796664237976,
    0.5984250903129578,
    0.6161615252494812,
    0.4753361940383911,
    0.13513506948947906,
    0.5400842428207397,
    0.35978829860687256,
    0.41573023796081543,
    0.3469386696815491,
    0.6705200672149658,
    0.4772725999355316,
    0.43333321809768677,
    0.3025209605693817,
    0.15853650867938995,
    0.2176869958639145,
    0.15476186573505402,
    0.37305691838264465,
    0.6584360599517822,
    0.6120217442512512,
    0.4096384644508362,
    0.5714284181594849,
    0.16964279115200043,
    0.36521732807159424,
    0.1989527940750122,
    0.6408838629722595,
    0.6396394968032837,
    0.1754385232925415,
    0.228571355342865,
    0.3148147463798523,
    0.1971830278635025,
    0.29152533411979675,
    0.6734693050384521,
    0.33333319425582886,
    0.22772268950939178,
    0.43715834617614746,
    0.40796008706092834,
    0.4019606411457062,
    0.1675977110862732,
    0.4260868728160858,
    0.30769219994544983,
    0.47761180996894836,
    0.1971830427646637,
    0.19393931329250336,
    0.6298341155052185,
    0.4339621663093567,
    0.3026314675807953,
    0.40217384696006775,
    0.14184391498565674,
    0.3522011637687683
   ],
   "time": 160.9466061834246,
   "param": [
    {
     "p": 0.09094327688217163,
     "m": 1.0
    },
    {
     "p": 0.06323127448558807,
     "m": 1.0
    },
    {
     "p": 0.08035463094711304,
     "m": 1.0
    },
    {
     "p": 0.06064003333449364,
     "m": 1.0
    },
    {
     "p": 0.05425550043582916,
     "m": 1.0
    },
    {
     "p": 0.06660117954015732,
     "m": 1.0
    },
    {
     "p": 0.058106597512960434,
     "m": 1.0
    },
    {
     "p": 0.07561974227428436,
     "m": 1.0
    },
    {
     "p": 0.08071614056825638,
     "m": 1.0
    },
    {
     "p": 0.0748777985572815,
     "m": 1.0
    },
    {
     "p": 0.06321066617965698,
     "m": 1.0
    },
    {
     "p": 0.0823557898402214,
     "m": 1.0
    },
    {
     "p": 0.08286728709936142,
     "m": 1.0
    },
    {
     "p": 0.06622013449668884,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 101,
   "train_loss": 4.073976516723633,
   "val_loss": 2.8732213973999023,
   "acc": 36.45,
   "f1": [
    0.6206895112991333,
    0.3846152722835541,
    0.336633563041687,
    0.19999992847442627,
    0.17355364561080933,
    0.28723397850990295,
    0.36448585987091064,
    0.35344812273979187,
    0.40789464116096497,
    0.4191615581512451,
    0.15899574756622314,
    0.24675315618515015,
    0.31788066029548645,
    0.32369929552078247,
    0.25668442249298096,
    0.25730982422828674,
    0.3248729705810547,
    0.48205116391181946,
    0.40796008706092834,
    0.22878222167491913,
    0.6413041353225708,
    0.4913792312145233,
    0.33333322405815125,
    0.4659089744091034,
    0.5630251169204712,
    0.2621358335018158,
    0.2588233947753906,
    0.21830980479717255,
    0.4489794969558716,
    0.28742504119873047,
    0.3787877857685089,
    0.4262293577194214,
    0.32291656732559204,
    0.36046499013900757,
    0.3157893717288971,
    0.16666659712791443,
    0.36559128761291504,
    0.19491519033908844,
    0.19875767827033997,
    0.5217389464378357,
    0.4046241343021393,
    0.6031745076179504,
    0.2933332324028015,
    0.33333322405815125,
    0.23595495522022247,
    0.24137921631336212,
    0.23376615345478058,
    0.4520546793937683,
    0.5384613871574402,
    0.38938042521476746,
    0.19095470011234283,
    0.2888086140155792,
    0.5726870894432068,
    0.5691055655479431,
    0.5118482112884521,
    0.10738249123096466,
    0.5099998712539673,
    0.3440859317779541,
    0.42241373658180237,
    0.32432422041893005,
    0.6636362671852112,
    0.45595842599868774,
    0.4153004288673401,
    0.35616424679756165,
    0.15624994039535522,
    0.15624994039535522,
    0.19101116061210632,
    0.3508770763874054,
    0.6976743340492249,
    0.5679011344909668,
    0.4194755554199219,
    0.5467126965522766,
    0.12080531567335129,
    0.3626372814178467,
    0.18934904038906097,
    0.5689654350280762,
    0.6224488615989685,
    0.20779214799404144,
    0.24573372304439545,
    0.3098590672016144,
    0.1921396702528,
    0.3024389147758484,
    0.6636362671852112,
    0.2840908169746399,
    0.23076915740966797,
    0.41340771317481995,
    0.3942306339740753,
    0.4307691156864166,
    0.09230764210224152,
    0.43850257992744446,
    0.31858399510383606,
    0.4104476869106293,
    0.1395348310470581,
    0.19811314344406128,
    0.6105261445045471,
    0.44339612126350403,
    0.3599999248981476,
    0.3694266378879547,
    0.13852806389331818,
    0.4145076870918274
   ],
   "time": 161.98410124331713,
   "param": [
    {
     "p": 0.08366654813289642,
     "m": 1.0
    },
    {
     "p": 0.08107548207044601,
     "m": 1.0
    },
    {
     "p": 0.0664861798286438,
     "m": 1.0
    },
    {
     "p": 0.08039665967226028,
     "m": 1.0
    },
    {
     "p": 0.07872581481933594,
     "m": 1.0
    },
    {
     "p": 0.05794171243906021,
     "m": 1.0
    },
    {
     "p": 0.053355488926172256,
     "m": 1.0
    },
    {
     "p": 0.06811968237161636,
     "m": 1.0
    },
    {
     "p": 0.07937734574079514,
     "m": 1.0
    },
    {
     "p": 0.07125378400087357,
     "m": 1.0
    },
    {
     "p": 0.07001643627882004,
     "m": 1.0
    },
    {
     "p": 0.09015147387981415,
     "m": 1.0
    },
    {
     "p": 0.060853928327560425,
     "m": 1.0
    },
    {
     "p": 0.05857936665415764,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 102,
   "train_loss": 4.0118207931518555,
   "val_loss": 2.6093742847442627,
   "acc": 36.37,
   "f1": [
    0.5957446098327637,
    0.3981899321079254,
    0.2948717176914215,
    0.23236507177352905,
    0.14406773447990417,
    0.31304338574409485,
    0.4042551815509796,
    0.4248703718185425,
    0.37158459424972534,
    0.38135582208633423,
    0.17105256021022797,
    0.21538454294204712,
    0.38888880610466003,
    0.3147207200527191,
    0.18439710140228271,
    0.3037973642349243,
    0.32222211360931396,
    0.5471696853637695,
    0.35443025827407837,
    0.2477063536643982,
    0.6082947254180908,
    0.4341636300086975,
    0.3316061198711395,
    0.5197739005088806,
    0.6320753693580627,
    0.27272719144821167,
    0.2838708758354187,
    0.193548321723938,
    0.4339621663093567,
    0.278026819229126,
    0.39810416102409363,
    0.35051536560058594,
    0.33333325386047363,
    0.35416656732559204,
    0.29885047674179077,
    0.18064509332180023,
    0.3107568919658661,
    0.22222216427326202,
    0.22619038820266724,
    0.49999988079071045,
    0.32579174637794495,
    0.6066349744796753,
    0.25165554881095886,
    0.36029404401779175,
    0.18784524500370026,
    0.20571422576904297,
    0.2061854749917984,
    0.331034392118454,
    0.5221673846244812,
    0.38709667325019836,
    0.21621613204479218,
    0.2956520915031433,
    0.6384613513946533,
    0.5803107619285583,
    0.5650222897529602,
    0.1229049563407898,
    0.568720281124115,
    0.3253011107444763,
    0.4081631302833557,
    0.3409090042114258,
    0.7207205295562744,
    0.45810040831565857,
    0.40677958726882935,
    0.3723403513431549,
    0.16666659712791443,
    0.23350247740745544,
    0.10370365530252457,
    0.3583814203739166,
    0.728155255317688,
    0.5575219988822937,
    0.36464083194732666,
    0.6228069067001343,
    0.10843367874622345,
    0.3575417995452881,
    0.18934904038906097,
    0.5150500535964966,
    0.613065242767334,
    0.15929198265075684,
    0.21978014707565308,
    0.28571417927742004,
    0.19626161456108093,
    0.2705881595611572,
    0.7243241667747498,
    0.327868789434433,
    0.24615377187728882,
    0.45714274048805237,
    0.415094256401062,
    0.43349742889404297,
    0.09160300344228745,
    0.40641695261001587,
    0.29050272703170776,
    0.4631577730178833,
    0.18934904038906097,
    0.22660093009471893,
    0.5409834980964661,
    0.43555545806884766,
    0.3617020547389984,
    0.31304338574409485,
    0.1379309743642807,
    0.29370617866516113
   ],
   "time": 160.72584536671638,
   "param": [
    {
     "p": 0.06309540569782257,
     "m": 1.0
    },
    {
     "p": 0.07175680994987488,
     "m": 1.0
    },
    {
     "p": 0.07769493758678436,
     "m": 1.0
    },
    {
     "p": 0.06320507079362869,
     "m": 1.0
    },
    {
     "p": 0.07946527004241943,
     "m": 1.0
    },
    {
     "p": 0.09846456348896027,
     "m": 1.0
    },
    {
     "p": 0.0670827105641365,
     "m": 1.0
    },
    {
     "p": 0.06753285229206085,
     "m": 1.0
    },
    {
     "p": 0.06731924414634705,
     "m": 1.0
    },
    {
     "p": 0.05439978465437889,
     "m": 1.0
    },
    {
     "p": 0.06985577940940857,
     "m": 1.0
    },
    {
     "p": 0.087616927921772,
     "m": 1.0
    },
    {
     "p": 0.07590863853693008,
     "m": 1.0
    },
    {
     "p": 0.05660204961895943,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 103,
   "train_loss": 3.732611894607544,
   "val_loss": 2.6802148818969727,
   "acc": 36.84,
   "f1": [
    0.6842104196548462,
    0.4248703718185425,
    0.3542855978012085,
    0.13402055203914642,
    0.17560969293117523,
    0.281406968832016,
    0.4024389386177063,
    0.3653844892978668,
    0.37433144450187683,
    0.4685713052749634,
    0.17834389209747314,
    0.24637670814990997,
    0.37614670395851135,
    0.2810809910297394,
    0.2117646485567093,
    0.26666659116744995,
    0.37885454297065735,
    0.4684014320373535,
    0.3519999384880066,
    0.22093015909194946,
    0.6074764728546143,
    0.468864381313324,
    0.34579432010650635,
    0.5482232570648193,
    0.6387433409690857,
    0.24598921835422516,
    0.28999990224838257,
    0.13580238819122314,
    0.4827585518360138,
    0.30588221549987793,
    0.372413694858551,
    0.37681150436401367,
    0.30621999502182007,
    0.34931498765945435,
    0.27102795243263245,
    0.17391297221183777,
    0.30769219994544983,
    0.22222216427326202,
    0.24637673795223236,
    0.5816324949264526,
    0.32432422041893005,
    0.6111109852790833,
    0.3096233606338501,
    0.3358207941055298,
    0.20833326876163483,
    0.20095685124397278,
    0.19767434895038605,
    0.49372372031211853,
    0.5164833664894104,
    0.39520949125289917,
    0.22485199570655823,
    0.2845187783241272,
    0.5869563817977905,
    0.5506072044372559,
    0.5189871788024902,
    0.11764701455831528,
    0.4962405264377594,
    0.3793102502822876,
    0.3999998867511749,
    0.3203882575035095,
    0.7184464335441589,
    0.4785274565219879,
    0.4041449725627899,
    0.37499988079071045,
    0.07999995350837708,
    0.16666659712791443,
    0.16744180023670197,
    0.33492809534072876,
    0.6886791586875916,
    0.6224488615989685,
    0.38993698358535767,
    0.6228069067001343,
    0.12355206906795502,
    0.3917524814605713,
    0.22346359491348267,
    0.6387433409690857,
    0.6597937345504761,
    0.14606735110282898,
    0.24324317276477814,
    0.34224584698677063,
    0.20571422576904297,
    0.3504272401332855,
    0.7019230127334595,
    0.3046356737613678,
    0.2389935851097107,
    0.4090908467769623,
    0.359550416469574,
    0.41314542293548584,
    0.1450776606798172,
    0.4055943191051483,
    0.3063828945159912,
    0.506912350654602,
    0.25112098455429077,
    0.21719448268413544,
    0.5999999046325684,
    0.4919784665107727,
    0.34482747316360474,
    0.3579765260219574,
    0.1455695927143097,
    0.4069766402244568
   ],
   "time": 160.76877520326525,
   "param": [
    {
     "p": 0.08467605710029602,
     "m": 1.0
    },
    {
     "p": 0.0570642426609993,
     "m": 1.0
    },
    {
     "p": 0.08474477380514145,
     "m": 1.0
    },
    {
     "p": 0.052443359047174454,
     "m": 1.0
    },
    {
     "p": 0.0759899765253067,
     "m": 1.0
    },
    {
     "p": 0.07274896651506424,
     "m": 1.0
    },
    {
     "p": 0.06701540946960449,
     "m": 1.0
    },
    {
     "p": 0.07235588878393173,
     "m": 1.0
    },
    {
     "p": 0.085683673620224,
     "m": 1.0
    },
    {
     "p": 0.08627203851938248,
     "m": 1.0
    },
    {
     "p": 0.039656396955251694,
     "m": 1.0
    },
    {
     "p": 0.07239037752151489,
     "m": 1.0
    },
    {
     "p": 0.09057246148586273,
     "m": 1.0
    },
    {
     "p": 0.05838634446263313,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 104,
   "train_loss": 3.489967107772827,
   "val_loss": 2.620361328125,
   "acc": 37.11,
   "f1": [
    0.6736840605735779,
    0.38738730549812317,
    0.281406968832016,
    0.20242910087108612,
    0.1839999407529831,
    0.2918454110622406,
    0.39490434527397156,
    0.348314493894577,
    0.3072463274002075,
    0.4259258210659027,
    0.15277770161628723,
    0.2727271616458893,
    0.39805811643600464,
    0.28440356254577637,
    0.23030294477939606,
    0.299465149641037,
    0.39778995513916016,
    0.5333331823348999,
    0.3699420988559723,
    0.27218925952911377,
    0.6176469922065735,
    0.48421043157577515,
    0.3295453190803528,
    0.5324673652648926,
    0.6063828468322754,
    0.28272244334220886,
    0.3186812400817871,
    0.21576756238937378,
    0.4705880880355835,
    0.2550334632396698,
    0.4108106791973114,
    0.39449530839920044,
    0.36269423365592957,
    0.36575865745544434,
    0.32365134358406067,
    0.1449274718761444,
    0.31788066029548645,
    0.22907482087612152,
    0.26804113388061523,
    0.49999988079071045,
    0.36585354804992676,
    0.5764191746711731,
    0.3147207200527191,
    0.3838382363319397,
    0.19108274579048157,
    0.19631893932819366,
    0.21463409066200256,
    0.5312498211860657,
    0.5281383991241455,
    0.4251967668533325,
    0.23391805589199066,
    0.32160791754722595,
    0.631578803062439,
    0.5741626024246216,
    0.5628139972686768,
    0.11464963108301163,
    0.5567008852958679,
    0.35602086782455444,
    0.4302324652671814,
    0.39378228783607483,
    0.725490152835846,
    0.4315788447856903,
    0.35454532504081726,
    0.3626372814178467,
    0.1279069036245346,
    0.18300646543502808,
    0.19047611951828003,
    0.3314284682273865,
    0.6351930499076843,
    0.6261681318283081,
    0.3975153863430023,
    0.6209676265716553,
    0.10447756201028824,
    0.4036695957183838,
    0.18285706639289856,
    0.629441499710083,
    0.6418603658676147,
    0.14606735110282898,
    0.24074065685272217,
    0.3289472758769989,
    0.19101116061210632,
    0.2580644488334656,
    0.7029701471328735,
    0.3578946590423584,
    0.2333332598209381,
    0.42528724670410156,
    0.37623751163482666,
    0.3923075795173645,
    0.16806717216968536,
    0.34999993443489075,
    0.2795697748661041,
    0.5185183882713318,
    0.2797926664352417,
    0.239999920129776,
    0.6122447848320007,
    0.44976064562797546,
    0.3267972767353058,
    0.36507928371429443,
    0.11406838893890381,
    0.37426888942718506
   ],
   "time": 160.93104556482285,
   "param": [
    {
     "p": 0.06701147556304932,
     "m": 1.0
    },
    {
     "p": 0.0633750632405281,
     "m": 1.0
    },
    {
     "p": 0.07426142692565918,
     "m": 1.0
    },
    {
     "p": 0.08439129590988159,
     "m": 1.0
    },
    {
     "p": 0.07620415836572647,
     "m": 1.0
    },
    {
     "p": 0.06470996886491776,
     "m": 1.0
    },
    {
     "p": 0.08203418552875519,
     "m": 1.0
    },
    {
     "p": 0.07481827586889267,
     "m": 1.0
    },
    {
     "p": 0.07635080069303513,
     "m": 1.0
    },
    {
     "p": 0.05900707095861435,
     "m": 1.0
    },
    {
     "p": 0.0890195220708847,
     "m": 1.0
    },
    {
     "p": 0.07410586625337601,
     "m": 1.0
    },
    {
     "p": 0.07502349466085434,
     "m": 1.0
    },
    {
     "p": 0.03968735784292221,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 105,
   "train_loss": 4.059077262878418,
   "val_loss": 2.5623209476470947,
   "acc": 36.5,
   "f1": [
    0.6378377079963684,
    0.3849371671676636,
    0.3522725999355316,
    0.14379078149795532,
    0.19289332628250122,
    0.2529643774032593,
    0.3522011637687683,
    0.38626599311828613,
    0.36018943786621094,
    0.39705875515937805,
    0.16666659712791443,
    0.20779213309288025,
    0.3636362850666046,
    0.2681563198566437,
    0.2297871857881546,
    0.2737641930580139,
    0.3522011637687683,
    0.5164318084716797,
    0.3666665554046631,
    0.26415085792541504,
    0.629441499710083,
    0.47154462337493896,
    0.3402060866355896,
    0.517646849155426,
    0.6153844594955444,
    0.22857138514518738,
    0.2564101815223694,
    0.20833326876163483,
    0.44230756163597107,
    0.30337071418762207,
    0.4198893904685974,
    0.3499998450279236,
    0.3444443643093109,
    0.283950537443161,
    0.34554967284202576,
    0.19191910326480865,
    0.35185176134109497,
    0.22346359491348267,
    0.2575106620788574,
    0.542713463306427,
    0.36956506967544556,
    0.6041665077209473,
    0.28136876225471497,
    0.33333325386047363,
    0.24137921631336212,
    0.16774186491966248,
    0.24630534648895264,
    0.4485980272293091,
    0.5128204226493835,
    0.38392844796180725,
    0.20472435653209686,
    0.35294109582901,
    0.5680932998657227,
    0.5419846177101135,
    0.5281383991241455,
    0.09999994188547134,
    0.47499990463256836,
    0.3975153863430023,
    0.37130793929100037,
    0.33457237482070923,
    0.6273061633110046,
    0.4835163354873657,
    0.4043714702129364,
    0.3999998867511749,
    0.16964279115200043,
    0.210526242852211,
    0.16161610186100006,
    0.3794870972633362,
    0.6605502963066101,
    0.6262625455856323,
    0.4154588282108307,
    0.574585497379303,
    0.1696968972682953,
    0.36144572496414185,
    0.19753079116344452,
    0.6133331656455994,
    0.6769229769706726,
    0.19607840478420258,
    0.23232315480709076,
    0.2771083414554596,
    0.17021268606185913,
    0.3363635540008545,
    0.7127658128738403,
    0.33684200048446655,
    0.20091316103935242,
    0.4487804174423218,
    0.39473670721054077,
    0.36649200320243835,
    0.11464963108301163,
    0.4260868728160858,
    0.31535258889198303,
    0.5624998807907104,
    0.23529404401779175,
    0.22797919809818268,
    0.6214687824249268,
    0.4670049846172333,
    0.2485205978155136,
    0.34394893050193787,
    0.13580238819122314,
    0.4024389386177063
   ],
   "time": 158.6129664760083,
   "param": [
    {
     "p": 0.06724752485752106,
     "m": 1.0
    },
    {
     "p": 0.0633985847234726,
     "m": 1.0
    },
    {
     "p": 0.07686720788478851,
     "m": 1.0
    },
    {
     "p": 0.07574284821748734,
     "m": 1.0
    },
    {
     "p": 0.05924792215228081,
     "m": 1.0
    },
    {
     "p": 0.06929636001586914,
     "m": 1.0
    },
    {
     "p": 0.07910362631082535,
     "m": 1.0
    },
    {
     "p": 0.07598304748535156,
     "m": 1.0
    },
    {
     "p": 0.07655277848243713,
     "m": 1.0
    },
    {
     "p": 0.08384969830513,
     "m": 1.0
    },
    {
     "p": 0.07513485848903656,
     "m": 1.0
    },
    {
     "p": 0.07630547881126404,
     "m": 1.0
    },
    {
     "p": 0.06687247008085251,
     "m": 1.0
    },
    {
     "p": 0.054397620260715485,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 106,
   "train_loss": 3.438190221786499,
   "val_loss": 2.70611572265625,
   "acc": 35.33,
   "f1": [
    0.5619833469390869,
    0.39285704493522644,
    0.2820512056350708,
    0.21352307498455048,
    0.08196717500686646,
    0.291139155626297,
    0.31632643938064575,
    0.34920626878738403,
    0.3119265139102936,
    0.40160635113716125,
    0.1438848376274109,
    0.22598862648010254,
    0.3363635540008545,
    0.251428484916687,
    0.2171052247285843,
    0.2570532262325287,
    0.367346853017807,
    0.47107425332069397,
    0.28571417927742004,
    0.22222214937210083,
    0.5906734466552734,
    0.4507041275501251,
    0.3112839460372925,
    0.47999992966651917,
    0.5619833469390869,
    0.2482757866382599,
    0.29107969999313354,
    0.1725887656211853,
    0.4331209361553192,
    0.24409443140029907,
    0.41340771317481995,
    0.3275861144065857,
    0.31372541189193726,
    0.31788066029548645,
    0.34254133701324463,
    0.23157887160778046,
    0.2999999225139618,
    0.21518979966640472,
    0.20571422576904297,
    0.5421684980392456,
    0.3583814203739166,
    0.5948716402053833,
    0.32051271200180054,
    0.3727271258831024,
    0.2340424805879593,
    0.16216209530830383,
    0.24528293311595917,
    0.38666656613349915,
    0.4871794283390045,
    0.436893105506897,
    0.19417467713356018,
    0.2972135543823242,
    0.5991901755332947,
    0.5339804887771606,
    0.5551019906997681,
    0.12676051259040833,
    0.5267855525016785,
    0.3417084515094757,
    0.3735406994819641,
    0.2807016372680664,
    0.7010307908058167,
    0.44578301906585693,
    0.40677958726882935,
    0.3999998867511749,
    0.16027869284152985,
    0.18257255852222443,
    0.1290321946144104,
    0.2837836742401123,
    0.693333089351654,
    0.580357015132904,
    0.43349742889404297,
    0.5775399804115295,
    0.12244893610477448,
    0.3755457401275635,
    0.17073164880275726,
    0.5481480360031128,
    0.6633164882659912,
    0.2025315761566162,
    0.1717790812253952,
    0.2576685845851898,
    0.1971830427646637,
    0.26086947321891785,
    0.6818180680274963,
    0.30303022265434265,
    0.23236507177352905,
    0.37246954441070557,
    0.4016735553741455,
    0.4177214205265045,
    0.15757569670677185,
    0.40740731358528137,
    0.2653060257434845,
    0.4897957742214203,
    0.24999991059303284,
    0.1914892941713333,
    0.6145831942558289,
    0.4561401903629303,
    0.3469386696815491,
    0.28813549876213074,
    0.12621353566646576,
    0.3707316219806671
   ],
   "time": 160.34341064281762,
   "param": [
    {
     "p": 0.09256629645824432,
     "m": 1.0
    },
    {
     "p": 0.07073043286800385,
     "m": 1.0
    },
    {
     "p": 0.07057947665452957,
     "m": 1.0
    },
    {
     "p": 0.055463094264268875,
     "m": 1.0
    },
    {
     "p": 0.07292594015598297,
     "m": 1.0
    },
    {
     "p": 0.07475262880325317,
     "m": 1.0
    },
    {
     "p": 0.07255364954471588,
     "m": 1.0
    },
    {
     "p": 0.07105833292007446,
     "m": 1.0
    },
    {
     "p": 0.05602520331740379,
     "m": 1.0
    },
    {
     "p": 0.07209815829992294,
     "m": 1.0
    },
    {
     "p": 0.071335069835186,
     "m": 1.0
    },
    {
     "p": 0.06382119655609131,
     "m": 1.0
    },
    {
     "p": 0.08971787244081497,
     "m": 1.0
    },
    {
     "p": 0.06637270003557205,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 107,
   "train_loss": 3.892157793045044,
   "val_loss": 2.736802339553833,
   "acc": 36.5,
   "f1": [
    0.6560845375061035,
    0.45238080620765686,
    0.30409345030784607,
    0.1499999314546585,
    0.18390797078609467,
    0.3034055233001709,
    0.4046241343021393,
    0.40329205989837646,
    0.32704389095306396,
    0.4731181561946869,
    0.1717790812253952,
    0.2749998867511749,
    0.39106133580207825,
    0.24113468825817108,
    0.24203814566135406,
    0.29268285632133484,
    0.38775497674942017,
    0.5550238490104675,
    0.37696322798728943,
    0.23469379544258118,
    0.5767440795898438,
    0.4453440308570862,
    0.32432422041893005,
    0.5308640599250793,
    0.59227454662323,
    0.2585032880306244,
    0.283950537443161,
    0.2129276990890503,
    0.41212108731269836,
    0.32558128237724304,
    0.3537413775920868,
    0.3755457401275635,
    0.29370617866516113,
    0.3034482002258301,
    0.2837837040424347,
    0.21789877116680145,
    0.32432422041893005,
    0.2931033670902252,
    0.24999991059303284,
    0.5714284181594849,
    0.3609755337238312,
    0.5741626024246216,
    0.27999991178512573,
    0.3516482710838318,
    0.2634729743003845,
    0.18784524500370026,
    0.23863628506660461,
    0.4232803285121918,
    0.5517240166664124,
    0.39285704493522644,
    0.23275858163833618,
    0.2918454110622406,
    0.612244725227356,
    0.6082472205162048,
    0.5888323187828064,
    0.14213192462921143,
    0.4749998450279236,
    0.3659573495388031,
    0.3508770763874054,
    0.3287670314311981,
    0.7246376276016235,
    0.4692735970020294,
    0.44239622354507446,
    0.3653844892978668,
    0.179775208234787,
    0.2193547636270523,
    0.1791907101869583,
    0.3376622498035431,
    0.6990289688110352,
    0.5359999537467957,
    0.37179476022720337,
    0.5921786427497864,
    0.1142856702208519,
    0.3587442934513092,
    0.1509433388710022,
    0.625640869140625,
    0.587755024433136,
    0.16867463290691376,
    0.19672125577926636,
    0.32195112109184265,
    0.179775208234787,
    0.2976189851760864,
    0.6865670084953308,
    0.3384614586830139,
    0.20571422576904297,
    0.4145076870918274,
    0.3209875524044037,
    0.30978256464004517,
    0.08333329111337662,
    0.3763065040111542,
    0.30555546283721924,
    0.5081079602241516,
    0.21794864535331726,
    0.1846153289079666,
    0.5173743963241577,
    0.46445485949516296,
    0.3517586886882782,
    0.3265305161476135,
    0.12857137620449066,
    0.42857131361961365
   ],
   "time": 161.8353563947603,
   "param": [
    {
     "p": 0.09461367130279541,
     "m": 1.0
    },
    {
     "p": 0.06709014624357224,
     "m": 1.0
    },
    {
     "p": 0.05984412133693695,
     "m": 1.0
    },
    {
     "p": 0.058434732258319855,
     "m": 1.0
    },
    {
     "p": 0.06632023304700851,
     "m": 1.0
    },
    {
     "p": 0.05978842452168465,
     "m": 1.0
    },
    {
     "p": 0.0689869150519371,
     "m": 1.0
    },
    {
     "p": 0.0878208726644516,
     "m": 1.0
    },
    {
     "p": 0.06624899059534073,
     "m": 1.0
    },
    {
     "p": 0.06468763202428818,
     "m": 1.0
    },
    {
     "p": 0.06001361832022667,
     "m": 1.0
    },
    {
     "p": 0.08984413743019104,
     "m": 1.0
    },
    {
     "p": 0.07629089802503586,
     "m": 1.0
    },
    {
     "p": 0.08001566678285599,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 108,
   "train_loss": 3.7155628204345703,
   "val_loss": 2.63673734664917,
   "acc": 36.17,
   "f1": [
    0.6144576668739319,
    0.42857128381729126,
    0.32432422041893005,
    0.1844659447669983,
    0.14655166864395142,
    0.3276835083961487,
    0.362790584564209,
    0.4090908467769623,
    0.3292180299758911,
    0.4502616822719574,
    0.09022551029920578,
    0.2526314854621887,
    0.3627450466156006,
    0.2528734505176544,
    0.2629481256008148,
    0.28571420907974243,
    0.34343424439430237,
    0.5238094329833984,
    0.37558677792549133,
    0.2317880243062973,
    0.6222221255302429,
    0.42068955302238464,
    0.35454532504081726,
    0.56043940782547,
    0.6399998664855957,
    0.2456139326095581,
    0.26086944341659546,
    0.1818181276321411,
    0.4785274565219879,
    0.280898779630661,
    0.3716813027858734,
    0.3874998986721039,
    0.34972667694091797,
    0.3211008310317993,
    0.29126206040382385,
    0.15116271376609802,
    0.314606636762619,
    0.22999992966651917,
    0.25668442249298096,
    0.5517240166664124,
    0.33576634526252747,
    0.5784311890602112,
    0.277310848236084,
    0.319248765707016,
    0.19999991357326508,
    0.15686269104480743,
    0.238805890083313,
    0.4975123405456543,
    0.4666665196418762,
    0.4561402499675751,
    0.2333332598209381,
    0.3372548520565033,
    0.6234816312789917,
    0.5523808598518372,
    0.5196077227592468,
    0.11904755234718323,
    0.5527637004852295,
    0.346666544675827,
    0.3801651895046234,
    0.36448585987091064,
    0.7411763668060303,
    0.3786981403827667,
    0.3999999165534973,
    0.3431951701641083,
    0.11891885101795197,
    0.161290243268013,
    0.1809954047203064,
    0.3225805461406708,
    0.7029701471328735,
    0.6082472205162048,
    0.42931926250457764,
    0.5904760956764221,
    0.14893612265586853,
    0.36470577120780945,
    0.19289332628250122,
    0.5478259921073914,
    0.6735749840736389,
    0.1497325599193573,
    0.24358968436717987,
    0.35675665736198425,
    0.15833325684070587,
    0.3247862458229065,
    0.6329113245010376,
    0.3778800964355469,
    0.2571427524089813,
    0.4259258210659027,
    0.40217384696006775,
    0.4210525155067444,
    0.16923069953918457,
    0.40935659408569336,
    0.2976743280887604,
    0.509316623210907,
    0.22727267444133759,
    0.19801974296569824,
    0.6170212030410767,
    0.4499998986721039,
    0.280898779630661,
    0.3376622498035431,
    0.11864400655031204,
    0.3936169147491455
   ],
   "time": 163.09621366579086,
   "param": [
    {
     "p": 0.08998224139213562,
     "m": 1.0
    },
    {
     "p": 0.06445895880460739,
     "m": 1.0
    },
    {
     "p": 0.07892484962940216,
     "m": 1.0
    },
    {
     "p": 0.07483946532011032,
     "m": 1.0
    },
    {
     "p": 0.08009401708841324,
     "m": 1.0
    },
    {
     "p": 0.06963206827640533,
     "m": 1.0
    },
    {
     "p": 0.052614450454711914,
     "m": 1.0
    },
    {
     "p": 0.08271530270576477,
     "m": 1.0
    },
    {
     "p": 0.06773371249437332,
     "m": 1.0
    },
    {
     "p": 0.07438081502914429,
     "m": 1.0
    },
    {
     "p": 0.05966779589653015,
     "m": 1.0
    },
    {
     "p": 0.06642669439315796,
     "m": 1.0
    },
    {
     "p": 0.08157463371753693,
     "m": 1.0
    },
    {
     "p": 0.056955039501190186,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 109,
   "train_loss": 4.068552494049072,
   "val_loss": 2.8730573654174805,
   "acc": 36.73,
   "f1": [
    0.619289219379425,
    0.40404030680656433,
    0.24999989569187164,
    0.16326524317264557,
    0.1971830278635025,
    0.2585550546646118,
    0.3803679943084717,
    0.35636353492736816,
    0.3654821515083313,
    0.44808733463287354,
    0.15999993681907654,
    0.2435423731803894,
    0.3846152722835541,
    0.2649571895599365,
    0.2564101815223694,
    0.2941175699234009,
    0.3584904372692108,
    0.5235601663589478,
    0.42051267623901367,
    0.21719448268413544,
    0.6145831942558289,
    0.47899147868156433,
    0.278787761926651,
    0.5241377949714661,
    0.6741572022438049,
    0.280898779630661,
    0.2922373414039612,
    0.20487797260284424,
    0.4615383446216583,
    0.2635658085346222,
    0.3999998867511749,
    0.37563440203666687,
    0.31632643938064575,
    0.3179486393928528,
    0.29629620909690857,
    0.2095237374305725,
    0.3711339235305786,
    0.25870639085769653,
    0.23809516429901123,
    0.5668447613716125,
    0.39325833320617676,
    0.5812807083129883,
    0.27380943298339844,
    0.35416656732559204,
    0.2553190290927887,
    0.1990949511528015,
    0.2644627094268799,
    0.5201792120933533,
    0.5045870542526245,
    0.37125736474990845,
    0.16927896440029144,
    0.2837369441986084,
    0.6301368474960327,
    0.5284280180931091,
    0.5714284777641296,
    0.12621353566646576,
    0.5901637673377991,
    0.37704911828041077,
    0.3771928548812866,
    0.33121007680892944,
    0.7017542123794556,
    0.41414129734039307,
    0.4210525453090668,
    0.37908485531806946,
    0.16901402175426483,
    0.2048192024230957,
    0.10084028542041779,
    0.3364485204219818,
    0.6497888565063477,
    0.5728154182434082,
    0.5050503611564636,
    0.5932202339172363,
    0.12578611075878143,
    0.3398057222366333,
    0.2018347978591919,
    0.6378377079963684,
    0.6779659986495972,
    0.1494252234697342,
    0.21621613204479218,
    0.29508185386657715,
    0.15555550158023834,
    0.30303022265434265,
    0.7010307908058167,
    0.3743841052055359,
    0.1909089982509613,
    0.4623654782772064,
    0.4033612310886383,
    0.47916653752326965,
    0.16993455588817596,
    0.39325833320617676,
    0.31304338574409485,
    0.4675323963165283,
    0.19580411911010742,
    0.19791658222675323,
    0.6516852378845215,
    0.47761180996894836,
    0.3101603388786316,
    0.3975902497768402,
    0.16853927075862885,
    0.3354036211967468
   ],
   "time": 160.5299962395802,
   "param": [
    {
     "p": 0.09614520519971848,
     "m": 1.0
    },
    {
     "p": 0.05627135932445526,
     "m": 1.0
    },
    {
     "p": 0.07705306261777878,
     "m": 1.0
    },
    {
     "p": 0.07162873446941376,
     "m": 1.0
    },
    {
     "p": 0.08408679813146591,
     "m": 1.0
    },
    {
     "p": 0.0741947814822197,
     "m": 1.0
    },
    {
     "p": 0.07625563442707062,
     "m": 1.0
    },
    {
     "p": 0.06526245176792145,
     "m": 1.0
    },
    {
     "p": 0.07386504858732224,
     "m": 1.0
    },
    {
     "p": 0.060123443603515625,
     "m": 1.0
    },
    {
     "p": 0.06741099059581757,
     "m": 1.0
    },
    {
     "p": 0.07459494471549988,
     "m": 1.0
    },
    {
     "p": 0.06283017992973328,
     "m": 1.0
    },
    {
     "p": 0.06027732789516449,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 110,
   "train_loss": 3.956512451171875,
   "val_loss": 2.557950019836426,
   "acc": 37.02,
   "f1": [
    0.6065572500228882,
    0.3647797703742981,
    0.3034482002258301,
    0.13245026767253876,
    0.17391297221183777,
    0.23300965130329132,
    0.382978618144989,
    0.40579700469970703,
    0.35390937328338623,
    0.4454544484615326,
    0.18072283267974854,
    0.24096375703811646,
    0.3739129900932312,
    0.28758159279823303,
    0.18840573728084564,
    0.26993855834007263,
    0.40641695261001587,
    0.47747737169265747,
    0.4021162986755371,
    0.22707417607307434,
    0.5689654350280762,
    0.46923068165779114,
    0.3277309536933899,
    0.5432096719741821,
    0.5860464572906494,
    0.24896258115768433,
    0.22772268950939178,
    0.14736837148666382,
    0.4210525155067444,
    0.3141360282897949,
    0.38144323229789734,
    0.3904760777950287,
    0.4086019992828369,
    0.40641695261001587,
    0.2959182858467102,
    0.20105813443660736,
    0.33816415071487427,
    0.27272722125053406,
    0.2513660192489624,
    0.6179773807525635,
    0.2985073924064636,
    0.6009851098060608,
    0.275229275226593,
    0.34337344765663147,
    0.2580644190311432,
    0.15126045048236847,
    0.2514968812465668,
    0.446808397769928,
    0.5463413596153259,
    0.4366810917854309,
    0.1722487509250641,
    0.31818172335624695,
    0.5660375952720642,
    0.639593780040741,
    0.5279186367988586,
    0.11834313720464706,
    0.524590015411377,
    0.4021162986755371,
    0.3999999165534973,
    0.3441859781742096,
    0.6978722214698792,
    0.43298953771591187,
    0.41346144676208496,
    0.34599146246910095,
    0.15819202363491058,
    0.2181817591190338,
    0.18803411722183228,
    0.34736835956573486,
    0.6554619669914246,
    0.6421051621437073,
    0.4315788447856903,
    0.5963301062583923,
    0.18791939318180084,
    0.3653844892978668,
    0.2085307389497757,
    0.5839999318122864,
    0.6892654895782471,
    0.16249993443489075,
    0.26244333386421204,
    0.36842095851898193,
    0.1849314570426941,
    0.3119265139102936,
    0.6701569557189941,
    0.2891565263271332,
    0.19999991357326508,
    0.4485980272293091,
    0.3534882664680481,
    0.423912912607193,
    0.09599995613098145,
    0.37623751163482666,
    0.3168315887451172,
    0.49765241146087646,
    0.18055549263954163,
    0.13636358082294464,
    0.5945944786071777,
    0.4434387683868408,
    0.34905651211738586,
    0.33333325386047363,
    0.12765952944755554,
    0.4120602011680603
   ],
   "time": 162.01417658943683,
   "param": [
    {
     "p": 0.051754627376794815,
     "m": 1.0
    },
    {
     "p": 0.08249124139547348,
     "m": 1.0
    },
    {
     "p": 0.09178768843412399,
     "m": 1.0
    },
    {
     "p": 0.0812559425830841,
     "m": 1.0
    },
    {
     "p": 0.06771399080753326,
     "m": 1.0
    },
    {
     "p": 0.06250493973493576,
     "m": 1.0
    },
    {
     "p": 0.06219078600406647,
     "m": 1.0
    },
    {
     "p": 0.07617848366498947,
     "m": 1.0
    },
    {
     "p": 0.05095307156443596,
     "m": 1.0
    },
    {
     "p": 0.08645019680261612,
     "m": 1.0
    },
    {
     "p": 0.07896624505519867,
     "m": 1.0
    },
    {
     "p": 0.07061410695314407,
     "m": 1.0
    },
    {
     "p": 0.07167741656303406,
     "m": 1.0
    },
    {
     "p": 0.06546131521463394,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 111,
   "train_loss": 4.221105098724365,
   "val_loss": 2.53871750831604,
   "acc": 36.73,
   "f1": [
    0.5972849726676941,
    0.3899998664855957,
    0.3069306015968323,
    0.12698407471179962,
    0.15999992191791534,
    0.2832617461681366,
    0.38150280714035034,
    0.39106133580207825,
    0.39490434527397156,
    0.4567900002002716,
    0.16243648529052734,
    0.2767294645309448,
    0.40329205989837646,
    0.29824554920196533,
    0.1798941045999527,
    0.27083325386047363,
    0.3515150547027588,
    0.4710143804550171,
    0.40975597500801086,
    0.22594137489795685,
    0.64327472448349,
    0.5714284777641296,
    0.34042540192604065,
    0.525139570236206,
    0.6326529383659363,
    0.2844826877117157,
    0.29677411913871765,
    0.1985815167427063,
    0.47619038820266724,
    0.30864188075065613,
    0.4411763548851013,
    0.4200912117958069,
    0.31884050369262695,
    0.331034392118454,
    0.3208555281162262,
    0.15887843072414398,
    0.33035704493522644,
    0.24390234053134918,
    0.22508031129837036,
    0.5783131122589111,
    0.3692306876182556,
    0.5545453429222107,
    0.24719089269638062,
    0.3157893717288971,
    0.24666662514209747,
    0.17266181111335754,
    0.22831043601036072,
    0.4257424473762512,
    0.542713463306427,
    0.41269823908805847,
    0.2065216600894928,
    0.36180898547172546,
    0.6058090329170227,
    0.5869563817977905,
    0.5784311890602112,
    0.08536579459905624,
    0.5070421695709229,
    0.34482747316360474,
    0.3636362552642822,
    0.3265305161476135,
    0.6984125375747681,
    0.40999990701675415,
    0.3999999165534973,
    0.3979056477546692,
    0.19889496266841888,
    0.2148759663105011,
    0.14814810454845428,
    0.30120471119880676,
    0.6367040276527405,
    0.5898616909980774,
    0.4204544126987457,
    0.6244342923164368,
    0.15189866721630096,
    0.36448585987091064,
    0.23529404401779175,
    0.5333332419395447,
    0.7187498211860657,
    0.20224712789058685,
    0.25730982422828674,
    0.31081071496009827,
    0.1914892941713333,
    0.29074883460998535,
    0.6770831346511841,
    0.378109335899353,
    0.24175815284252167,
    0.4230768084526062,
    0.37185919284820557,
    0.3356642425060272,
    0.11851847171783447,
    0.43902426958084106,
    0.2779660224914551,
    0.4851484000682831,
    0.16049376130104065,
    0.231999933719635,
    0.620320737361908,
    0.44791656732559204,
    0.3253011107444763,
    0.31372541189193726,
    0.12727266550064087,
    0.4320986270904541
   ],
   "time": 161.26558028254658,
   "param": [
    {
     "p": 0.08198551088571548,
     "m": 1.0
    },
    {
     "p": 0.06212000176310539,
     "m": 1.0
    },
    {
     "p": 0.08383803069591522,
     "m": 1.0
    },
    {
     "p": 0.05731910839676857,
     "m": 1.0
    },
    {
     "p": 0.06705367565155029,
     "m": 1.0
    },
    {
     "p": 0.07949652522802353,
     "m": 1.0
    },
    {
     "p": 0.061566997319459915,
     "m": 1.0
    },
    {
     "p": 0.055061060935258865,
     "m": 1.0
    },
    {
     "p": 0.07256373018026352,
     "m": 1.0
    },
    {
     "p": 0.07867269217967987,
     "m": 1.0
    },
    {
     "p": 0.06613417714834213,
     "m": 1.0
    },
    {
     "p": 0.07736147195100784,
     "m": 1.0
    },
    {
     "p": 0.09440269321203232,
     "m": 1.0
    },
    {
     "p": 0.0624244399368763,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 112,
   "train_loss": 3.7280478477478027,
   "val_loss": 2.6539976596832275,
   "acc": 36.38,
   "f1": [
    0.6256982088088989,
    0.39805811643600464,
    0.36129021644592285,
    0.14371250569820404,
    0.17872333526611328,
    0.2368420511484146,
    0.4347825050354004,
    0.46632111072540283,
    0.30409345030784607,
    0.47190994024276733,
    0.10606056451797485,
    0.2584269046783447,
    0.38461530208587646,
    0.2673795819282532,
    0.21428565680980682,
    0.28444433212280273,
    0.3583814203739166,
    0.5668447613716125,
    0.368663489818573,
    0.2236841470003128,
    0.5989303588867188,
    0.4897957742214203,
    0.29189181327819824,
    0.5057469606399536,
    0.5860464572906494,
    0.2888887822628021,
    0.29896897077560425,
    0.1142856702208519,
    0.47953203320503235,
    0.31249991059303284,
    0.4083768427371979,
    0.3508771061897278,
    0.3350784480571747,
    0.3084576427936554,
    0.35467973351478577,
    0.16161610186100006,
    0.28571417927742004,
    0.19230762124061584,
    0.29166659712791443,
    0.5568180084228516,
    0.35532984137535095,
    0.6521738171577454,
    0.280898779630661,
    0.3121018409729004,
    0.22772268950939178,
    0.17333325743675232,
    0.17073164880275726,
    0.5045870542526245,
    0.5153372287750244,
    0.4145076870918274,
    0.18779337406158447,
    0.3348836302757263,
    0.600858211517334,
    0.5185183882713318,
    0.5286343097686768,
    0.15702472627162933,
    0.5299144387245178,
    0.30125513672828674,
    0.39252325892448425,
    0.3018867075443268,
    0.7058822512626648,
    0.47393354773521423,
    0.3999998867511749,
    0.36470577120780945,
    0.18064509332180023,
    0.23157887160778046,
    0.18269222974777222,
    0.32989683747291565,
    0.704761803150177,
    0.5247147083282471,
    0.4339621663093567,
    0.5865383148193359,
    0.1554403454065323,
    0.37614670395851135,
    0.19999992847442627,
    0.6306304931640625,
    0.6538460850715637,
    0.19672125577926636,
    0.21951214969158173,
    0.32183900475502014,
    0.15730330348014832,
    0.30420705676078796,
    0.6769229769706726,
    0.36123335361480713,
    0.22321420907974243,
    0.37499991059303284,
    0.35675665736198425,
    0.45454537868499756,
    0.15859025716781616,
    0.3855420649051666,
    0.27999991178512573,
    0.5157893896102905,
    0.19999992847442627,
    0.18518511950969696,
    0.5550238490104675,
    0.47674402594566345,
    0.35643553733825684,
    0.33333322405815125,
    0.1395348310470581,
    0.4489794969558716
   ],
   "time": 159.82522072643042,
   "param": [
    {
     "p": 0.07870913296937943,
     "m": 1.0
    },
    {
     "p": 0.08235621452331543,
     "m": 1.0
    },
    {
     "p": 0.08315815776586533,
     "m": 1.0
    },
    {
     "p": 0.06615056842565536,
     "m": 1.0
    },
    {
     "p": 0.06483872979879379,
     "m": 1.0
    },
    {
     "p": 0.06464913487434387,
     "m": 1.0
    },
    {
     "p": 0.060335736721754074,
     "m": 1.0
    },
    {
     "p": 0.09543482959270477,
     "m": 1.0
    },
    {
     "p": 0.0636954978108406,
     "m": 1.0
    },
    {
     "p": 0.05698636546730995,
     "m": 1.0
    },
    {
     "p": 0.05740536004304886,
     "m": 1.0
    },
    {
     "p": 0.08260229974985123,
     "m": 1.0
    },
    {
     "p": 0.06590527296066284,
     "m": 1.0
    },
    {
     "p": 0.07777269929647446,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 113,
   "train_loss": 3.9880452156066895,
   "val_loss": 2.483818531036377,
   "acc": 36.11,
   "f1": [
    0.6091369390487671,
    0.4180789887905121,
    0.26046502590179443,
    0.18784524500370026,
    0.12676051259040833,
    0.2702701985836029,
    0.3411763310432434,
    0.35071080923080444,
    0.33333325386047363,
    0.4454147219657898,
    0.14173223078250885,
    0.2638297379016876,
    0.39166659116744995,
    0.24060142040252686,
    0.20202013850212097,
    0.22627730667591095,
    0.3448275029659271,
    0.5349792838096619,
    0.3566878139972687,
    0.2176164984703064,
    0.6116504073143005,
    0.4939270317554474,
    0.3699420988559723,
    0.5754715800285339,
    0.5894736051559448,
    0.26666656136512756,
    0.2584269046783447,
    0.1548386514186859,
    0.45555540919303894,
    0.29743579030036926,
    0.3351350426673889,
    0.3592813014984131,
    0.42682915925979614,
    0.3736262619495392,
    0.3150182366371155,
    0.165217325091362,
    0.2965778410434723,
    0.20382159948349,
    0.236453115940094,
    0.49999991059303284,
    0.31884050369262695,
    0.5989846587181091,
    0.1971830427646637,
    0.3894736170768738,
    0.21428565680980682,
    0.19913412630558014,
    0.29213473200798035,
    0.4408600926399231,
    0.49011847376823425,
    0.45581385493278503,
    0.16149060428142548,
    0.33497530221939087,
    0.6577776670455933,
    0.5714284181594849,
    0.5339804887771606,
    0.10404618829488754,
    0.5569619536399841,
    0.34449753165245056,
    0.36158180236816406,
    0.33333325386047363,
    0.7325579524040222,
    0.4578312039375305,
    0.38993698358535767,
    0.33587780594825745,
    0.1868131160736084,
    0.2204081267118454,
    0.18025743961334229,
    0.35978829860687256,
    0.6915886998176575,
    0.5798815488815308,
    0.42051267623901367,
    0.6249998807907104,
    0.1398600935935974,
    0.3696681261062622,
    0.20276491343975067,
    0.6090908050537109,
    0.5967741012573242,
    0.19138747453689575,
    0.23041465878486633,
    0.28272244334220886,
    0.16666662693023682,
    0.2585032880306244,
    0.716762900352478,
    0.3203882575035095,
    0.19883033633232117,
    0.4855490028858185,
    0.3783782124519348,
    0.4221104085445404,
    0.15999993681907654,
    0.3584904372692108,
    0.3024389147758484,
    0.526829183101654,
    0.22510816156864166,
    0.179775208234787,
    0.5608464479446411,
    0.4476189613342285,
    0.38502663373947144,
    0.30036622285842896,
    0.11594196408987045,
    0.3563217520713806
   ],
   "time": 160.96378797013313,
   "param": [
    {
     "p": 0.07972835749387741,
     "m": 1.0
    },
    {
     "p": 0.07506778836250305,
     "m": 1.0
    },
    {
     "p": 0.07141972333192825,
     "m": 1.0
    },
    {
     "p": 0.06570356339216232,
     "m": 1.0
    },
    {
     "p": 0.07243981212377548,
     "m": 1.0
    },
    {
     "p": 0.07972113788127899,
     "m": 1.0
    },
    {
     "p": 0.0697307139635086,
     "m": 1.0
    },
    {
     "p": 0.0882466584444046,
     "m": 1.0
    },
    {
     "p": 0.07503959536552429,
     "m": 1.0
    },
    {
     "p": 0.06918565928936005,
     "m": 1.0
    },
    {
     "p": 0.06211583688855171,
     "m": 1.0
    },
    {
     "p": 0.07091578841209412,
     "m": 1.0
    },
    {
     "p": 0.06244319677352905,
     "m": 1.0
    },
    {
     "p": 0.058242183178663254,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 114,
   "train_loss": 3.8048863410949707,
   "val_loss": 2.675827741622925,
   "acc": 36.79,
   "f1": [
    0.6594592928886414,
    0.4343433380126953,
    0.32820504903793335,
    0.23280414938926697,
    0.09395967423915863,
    0.3167419731616974,
    0.36464083194732666,
    0.3837208151817322,
    0.3384614884853363,
    0.48913031816482544,
    0.15384608507156372,
    0.26900574564933777,
    0.3703702688217163,
    0.3100774586200714,
    0.21839071810245514,
    0.3179915249347687,
    0.35135123133659363,
    0.49999988079071045,
    0.36649200320243835,
    0.21259836852550507,
    0.5410627126693726,
    0.4590162932872772,
    0.3957218527793884,
    0.5526314377784729,
    0.6185566186904907,
    0.27329182624816895,
    0.2638888359069824,
    0.21301770210266113,
    0.43999987840652466,
    0.3265305161476135,
    0.36529669165611267,
    0.4086955785751343,
    0.35714277625083923,
    0.3398057222366333,
    0.26277366280555725,
    0.18579228222370148,
    0.3398057222366333,
    0.20634914934635162,
    0.280373752117157,
    0.5520831942558289,
    0.3383083641529083,
    0.574585497379303,
    0.2693876624107361,
    0.3296702206134796,
    0.17910441756248474,
    0.1799999475479126,
    0.2403845638036728,
    0.4959348142147064,
    0.5851062536239624,
    0.37499991059303284,
    0.19540224969387054,
    0.31372541189193726,
    0.5943394899368286,
    0.5741626024246216,
    0.5154638290405273,
    0.1279069036245346,
    0.45484939217567444,
    0.3314284682273865,
    0.39560428261756897,
    0.3113206624984741,
    0.7117116451263428,
    0.474226713180542,
    0.4705881178379059,
    0.35748788714408875,
    0.11347512155771255,
    0.2127659022808075,
    0.16184966266155243,
    0.3152172863483429,
    0.7109003663063049,
    0.6169153451919556,
    0.4549761712551117,
    0.6363635063171387,
    0.15999993681907654,
    0.3289472758769989,
    0.25352105498313904,
    0.6122447848320007,
    0.6144576668739319,
    0.19289332628250122,
    0.2636362612247467,
    0.3315507173538208,
    0.17241372168064117,
    0.30051806569099426,
    0.6696427464485168,
    0.3542855978012085,
    0.2312137931585312,
    0.47236168384552,
    0.38578668236732483,
    0.46632111072540283,
    0.18060195446014404,
    0.3790321350097656,
    0.2583731412887573,
    0.4818180501461029,
    0.18705029785633087,
    0.14184391498565674,
    0.5940592885017395,
    0.46938762068748474,
    0.3707316219806671,
    0.3301886022090912,
    0.13173647224903107,
    0.3586955666542053
   ],
   "time": 159.97431231942028,
   "param": [
    {
     "p": 0.06934427469968796,
     "m": 1.0
    },
    {
     "p": 0.0711456835269928,
     "m": 1.0
    },
    {
     "p": 0.0777878612279892,
     "m": 1.0
    },
    {
     "p": 0.07094096392393112,
     "m": 1.0
    },
    {
     "p": 0.0644364282488823,
     "m": 1.0
    },
    {
     "p": 0.06290831416845322,
     "m": 1.0
    },
    {
     "p": 0.08072924613952637,
     "m": 1.0
    },
    {
     "p": 0.07668401300907135,
     "m": 1.0
    },
    {
     "p": 0.07414352148771286,
     "m": 1.0
    },
    {
     "p": 0.07552192360162735,
     "m": 1.0
    },
    {
     "p": 0.06664473563432693,
     "m": 1.0
    },
    {
     "p": 0.07532845437526703,
     "m": 1.0
    },
    {
     "p": 0.0788377895951271,
     "m": 1.0
    },
    {
     "p": 0.05554679036140442,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 115,
   "train_loss": 3.481651782989502,
   "val_loss": 2.593083381652832,
   "acc": 37.0,
   "f1": [
    0.6666665077209473,
    0.4135020077228546,
    0.3417084515094757,
    0.15686267614364624,
    0.15384607017040253,
    0.2541435658931732,
    0.3636362850666046,
    0.3716813027858734,
    0.32558128237724304,
    0.42780739068984985,
    0.1899440735578537,
    0.2954544425010681,
    0.3798881769180298,
    0.33333325386047363,
    0.22748807072639465,
    0.30331745743751526,
    0.3265305161476135,
    0.5271965861320496,
    0.3636362552642822,
    0.23188398778438568,
    0.5919281840324402,
    0.5158370137214661,
    0.35675665736198425,
    0.5228756666183472,
    0.5821594595909119,
    0.27173903584480286,
    0.2956520915031433,
    0.14201176166534424,
    0.4485980272293091,
    0.27272719144821167,
    0.4210525155067444,
    0.3422817885875702,
    0.33913031220436096,
    0.31999990344047546,
    0.33333325386047363,
    0.22222214937210083,
    0.2938387989997864,
    0.2138364166021347,
    0.23448269069194794,
    0.497041255235672,
    0.32978713512420654,
    0.5592415928840637,
    0.290502667427063,
    0.34920626878738403,
    0.2591361105442047,
    0.17391295731067657,
    0.22459883987903595,
    0.45405393838882446,
    0.5320196151733398,
    0.41414129734039307,
    0.20238088071346283,
    0.21192045509815216,
    0.6173911690711975,
    0.6079294085502625,
    0.5882351398468018,
    0.1325300633907318,
    0.5201792120933533,
    0.37614670395851135,
    0.4019606411457062,
    0.2790696620941162,
    0.7219511270523071,
    0.4293783903121948,
    0.40740731358528137,
    0.393063485622406,
    0.17441853880882263,
    0.23015865683555603,
    0.18652844429016113,
    0.360248327255249,
    0.655870258808136,
    0.5970147848129272,
    0.44578301906585693,
    0.619289219379425,
    0.1546391248703003,
    0.3849371671676636,
    0.21714277565479279,
    0.6044443249702454,
    0.5826770663261414,
    0.11851847171783447,
    0.21645015478134155,
    0.37696322798728943,
    0.15151509642601013,
    0.280898779630661,
    0.6732671856880188,
    0.35714274644851685,
    0.1789472997188568,
    0.43979042768478394,
    0.4339621663093567,
    0.4623654782772064,
    0.17021268606185913,
    0.3726235330104828,
    0.29629623889923096,
    0.5081079602241516,
    0.21551716327667236,
    0.14598533511161804,
    0.602040708065033,
    0.41666656732559204,
    0.3999998867511749,
    0.33333325386047363,
    0.1454544961452484,
    0.42780739068984985
   ],
   "time": 159.8410387802869,
   "param": [
    {
     "p": 0.07902820408344269,
     "m": 1.0
    },
    {
     "p": 0.05854950472712517,
     "m": 1.0
    },
    {
     "p": 0.07295089960098267,
     "m": 1.0
    },
    {
     "p": 0.07430027425289154,
     "m": 1.0
    },
    {
     "p": 0.07163424044847488,
     "m": 1.0
    },
    {
     "p": 0.07947298884391785,
     "m": 1.0
    },
    {
     "p": 0.05201546847820282,
     "m": 1.0
    },
    {
     "p": 0.07748663425445557,
     "m": 1.0
    },
    {
     "p": 0.06583156436681747,
     "m": 1.0
    },
    {
     "p": 0.09041570872068405,
     "m": 1.0
    },
    {
     "p": 0.060501448810100555,
     "m": 1.0
    },
    {
     "p": 0.0863572284579277,
     "m": 1.0
    },
    {
     "p": 0.0822693258523941,
     "m": 1.0
    },
    {
     "p": 0.0491865873336792,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 116,
   "train_loss": 4.126835346221924,
   "val_loss": 2.549100637435913,
   "acc": 36.55,
   "f1": [
    0.659340500831604,
    0.4129031002521515,
    0.34042540192604065,
    0.19999994337558746,
    0.22499993443489075,
    0.24719089269638062,
    0.3493974804878235,
    0.4174756109714508,
    0.3578946590423584,
    0.5054942965507507,
    0.16149060428142548,
    0.24832208454608917,
    0.34482747316360474,
    0.26666656136512756,
    0.27814561128616333,
    0.29473677277565,
    0.39778995513916016,
    0.4919784665107727,
    0.35714274644851685,
    0.22672058641910553,
    0.5779815316200256,
    0.4305554926395416,
    0.3678159713745117,
    0.5764704942703247,
    0.6428569555282593,
    0.3267972767353058,
    0.28025469183921814,
    0.1869158148765564,
    0.4857141971588135,
    0.290502667427063,
    0.3545149564743042,
    0.4142010807991028,
    0.35294109582901,
    0.3459458649158478,
    0.3205574154853821,
    0.1497325599193573,
    0.32941165566444397,
    0.23300965130329132,
    0.20960691571235657,
    0.5957446098327637,
    0.33939382433891296,
    0.5853657722473145,
    0.324607253074646,
    0.33050838112831116,
    0.23728805780410767,
    0.20588228106498718,
    0.2404370754957199,
    0.43902426958084106,
    0.5299144387245178,
    0.43902426958084106,
    0.21645015478134155,
    0.3144652843475342,
    0.5824559926986694,
    0.575916051864624,
    0.5365853309631348,
    0.11353705823421478,
    0.5191488265991211,
    0.39106133580207825,
    0.36686381697654724,
    0.2585032880306244,
    0.7234041690826416,
    0.48275846242904663,
    0.44210511445999146,
    0.34862375259399414,
    0.17796602845191956,
    0.16901402175426483,
    0.15789467096328735,
    0.3157894015312195,
    0.7058822512626648,
    0.6344084739685059,
    0.45918354392051697,
    0.5654449462890625,
    0.1854303926229477,
    0.3406592309474945,
    0.20425525307655334,
    0.619289219379425,
    0.6732671856880188,
    0.08888883143663406,
    0.22999992966651917,
    0.3111110329627991,
    0.17560969293117523,
    0.25301194190979004,
    0.680412232875824,
    0.3723403513431549,
    0.23030294477939606,
    0.42290738224983215,
    0.396624356508255,
    0.42639580368995667,
    0.12658220529556274,
    0.4095236659049988,
    0.27624303102493286,
    0.4869564175605774,
    0.12949636578559875,
    0.18536579608917236,
    0.5882351994514465,
    0.4502616822719574,
    0.30303019285202026,
    0.2996253967285156,
    0.11347512155771255,
    0.3999998867511749
   ],
   "time": 160.88846069481224,
   "param": [
    {
     "p": 0.07589580118656158,
     "m": 1.0
    },
    {
     "p": 0.047338757663965225,
     "m": 1.0
    },
    {
     "p": 0.09296777099370956,
     "m": 1.0
    },
    {
     "p": 0.07480282336473465,
     "m": 1.0
    },
    {
     "p": 0.08660322427749634,
     "m": 1.0
    },
    {
     "p": 0.06583528965711594,
     "m": 1.0
    },
    {
     "p": 0.0735628679394722,
     "m": 1.0
    },
    {
     "p": 0.06697138398885727,
     "m": 1.0
    },
    {
     "p": 0.06454440951347351,
     "m": 1.0
    },
    {
     "p": 0.06136785075068474,
     "m": 1.0
    },
    {
     "p": 0.06178746744990349,
     "m": 1.0
    },
    {
     "p": 0.07989531755447388,
     "m": 1.0
    },
    {
     "p": 0.06511551141738892,
     "m": 1.0
    },
    {
     "p": 0.08331149071455002,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 117,
   "train_loss": 4.282743453979492,
   "val_loss": 2.8498034477233887,
   "acc": 36.29,
   "f1": [
    0.5941421389579773,
    0.43269219994544983,
    0.2929935157299042,
    0.13924044370651245,
    0.13740453124046326,
    0.2524271011352539,
    0.33497530221939087,
    0.4081631302833557,
    0.36871495842933655,
    0.45901623368263245,
    0.1242937222123146,
    0.265060156583786,
    0.38709667325019836,
    0.2528734505176544,
    0.22459883987903595,
    0.3043477535247803,
    0.40251561999320984,
    0.525345504283905,
    0.33333322405815125,
    0.20799992978572845,
    0.5267488360404968,
    0.4832712709903717,
    0.3517586886882782,
    0.5310733318328857,
    0.5298506021499634,
    0.29197070002555847,
    0.2784809172153473,
    0.22222216427326202,
    0.43093910813331604,
    0.2820512056350708,
    0.4278606176376343,
    0.36296290159225464,
    0.37575745582580566,
    0.3861384987831116,
    0.3021581470966339,
    0.17511513829231262,
    0.28235286474227905,
    0.18279562890529633,
    0.2127659022808075,
    0.5668447613716125,
    0.35398221015930176,
    0.5514017343521118,
    0.27777767181396484,
    0.42051267623901367,
    0.2138364166021347,
    0.19540224969387054,
    0.216666579246521,
    0.4792625606060028,
    0.48927029967308044,
    0.39378228783607483,
    0.18079088628292084,
    0.2741115987300873,
    0.5560164451599121,
    0.5784311890602112,
    0.5714284181594849,
    0.06936410069465637,
    0.5084744691848755,
    0.36129021644592285,
    0.38135582208633423,
    0.3232322335243225,
    0.6729856729507446,
    0.43216070532798767,
    0.40999990701675415,
    0.37696322798728943,
    0.13207541406154633,
    0.18867920339107513,
    0.16064251959323883,
    0.31632643938064575,
    0.7128711342811584,
    0.6050419211387634,
    0.4432988464832306,
    0.5992216467857361,
    0.15053758025169373,
    0.38490554690361023,
    0.20720712840557098,
    0.5820105075836182,
    0.6982247233390808,
    0.10852707922458649,
    0.19607838988304138,
    0.309278279542923,
    0.1971830427646637,
    0.2710621953010559,
    0.7253884673118591,
    0.30270257592201233,
    0.2564101815223694,
    0.40579700469970703,
    0.38132283091545105,
    0.43171796202659607,
    0.1258740872144699,
    0.37777766585350037,
    0.28571420907974243,
    0.3962263762950897,
    0.18497103452682495,
    0.20858889818191528,
    0.6368157267570496,
    0.4873095452785492,
    0.28947359323501587,
    0.3855420649051666,
    0.16161610186100006,
    0.2736841142177582
   ],
   "time": 159.94135070964694,
   "param": [
    {
     "p": 0.08487541973590851,
     "m": 1.0
    },
    {
     "p": 0.060572993010282516,
     "m": 1.0
    },
    {
     "p": 0.08625010401010513,
     "m": 1.0
    },
    {
     "p": 0.06610598415136337,
     "m": 1.0
    },
    {
     "p": 0.06902254372835159,
     "m": 1.0
    },
    {
     "p": 0.06985718011856079,
     "m": 1.0
    },
    {
     "p": 0.0652211531996727,
     "m": 1.0
    },
    {
     "p": 0.07879525423049927,
     "m": 1.0
    },
    {
     "p": 0.06946638971567154,
     "m": 1.0
    },
    {
     "p": 0.07306122779846191,
     "m": 1.0
    },
    {
     "p": 0.057342421263456345,
     "m": 1.0
    },
    {
     "p": 0.06826764345169067,
     "m": 1.0
    },
    {
     "p": 0.07343561947345734,
     "m": 1.0
    },
    {
     "p": 0.0777261033654213,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 118,
   "train_loss": 3.5005362033843994,
   "val_loss": 2.755430221557617,
   "acc": 36.89,
   "f1": [
    0.6411482095718384,
    0.43428558111190796,
    0.29677411913871765,
    0.1768706887960434,
    0.1866666078567505,
    0.26728102564811707,
    0.36842095851898193,
    0.4226802885532379,
    0.3268481194972992,
    0.4431816637516022,
    0.17948710918426514,
    0.2540982663631439,
    0.33720916509628296,
    0.31055888533592224,
    0.26900574564933777,
    0.24390235543251038,
    0.3803679943084717,
    0.5263157486915588,
    0.35602086782455444,
    0.21538454294204712,
    0.5533595681190491,
    0.5488370656967163,
    0.35820886492729187,
    0.5680471658706665,
    0.5748030543327332,
    0.2824857831001282,
    0.30487796664237976,
    0.2148759663105011,
    0.47368407249450684,
    0.3121386468410492,
    0.3885713219642639,
    0.38392844796180725,
    0.2972972095012665,
    0.3352600038051605,
    0.38095226883888245,
    0.2094240039587021,
    0.306122362613678,
    0.20645155012607574,
    0.26794248819351196,
    0.5668447613716125,
    0.28272244334220886,
    0.5700933337211609,
    0.33333319425582886,
    0.4410255253314972,
    0.306122362613678,
    0.15135130286216736,
    0.19999991357326508,
    0.4717947542667389,
    0.5140186548233032,
    0.3974357545375824,
    0.17605628073215485,
    0.31249991059303284,
    0.5943394899368286,
    0.5933012366294861,
    0.49484527111053467,
    0.07999993860721588,
    0.5488370656967163,
    0.33962252736091614,
    0.37894728779792786,
    0.3493974804878235,
    0.7309643626213074,
    0.5084744095802307,
    0.44559577107429504,
    0.37962955236434937,
    0.14847156405448914,
    0.22950810194015503,
    0.1650484949350357,
    0.31372541189193726,
    0.6607141494750977,
    0.580357015132904,
    0.42857131361961365,
    0.619246780872345,
    0.1630900651216507,
    0.336088091135025,
    0.23287664353847504,
    0.5781989693641663,
    0.6454544067382812,
    0.1854303926229477,
    0.18633535504341125,
    0.22666659951210022,
    0.15873010456562042,
    0.2793295085430145,
    0.710382342338562,
    0.2837836742401123,
    0.2094240039587021,
    0.37800678610801697,
    0.3739129900932312,
    0.4291844367980957,
    0.12857137620449066,
    0.43781083822250366,
    0.26797381043434143,
    0.4727271497249603,
    0.21951214969158173,
    0.2234041839838028,
    0.5767440795898438,
    0.4837207794189453,
    0.3495934009552002,
    0.33333322405815125,
    0.15624994039535522,
    0.37908485531806946
   ],
   "time": 161.21392395254225,
   "param": [
    {
     "p": 0.08796298503875732,
     "m": 1.0
    },
    {
     "p": 0.05122694373130798,
     "m": 1.0
    },
    {
     "p": 0.07993310689926147,
     "m": 1.0
    },
    {
     "p": 0.06904692947864532,
     "m": 1.0
    },
    {
     "p": 0.0909741222858429,
     "m": 1.0
    },
    {
     "p": 0.06763020902872086,
     "m": 1.0
    },
    {
     "p": 0.06576122343540192,
     "m": 1.0
    },
    {
     "p": 0.08479108661413193,
     "m": 1.0
    },
    {
     "p": 0.06357795745134354,
     "m": 1.0
    },
    {
     "p": 0.05860678479075432,
     "m": 1.0
    },
    {
     "p": 0.06486507505178452,
     "m": 1.0
    },
    {
     "p": 0.08309734612703323,
     "m": 1.0
    },
    {
     "p": 0.09439583122730255,
     "m": 1.0
    },
    {
     "p": 0.038130417466163635,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 119,
   "train_loss": 3.683446168899536,
   "val_loss": 2.6353776454925537,
   "acc": 36.95,
   "f1": [
    0.6570047736167908,
    0.43902426958084106,
    0.3203882575035095,
    0.210526242852211,
    0.1717790812253952,
    0.2977098226547241,
    0.4025973081588745,
    0.3800903856754303,
    0.30976420640945435,
    0.45569607615470886,
    0.0701754093170166,
    0.30270257592201233,
    0.37815114855766296,
    0.2598869204521179,
    0.24761897325515747,
    0.2829267382621765,
    0.3577980697154999,
    0.49999988079071045,
    0.39130425453186035,
    0.2037036269903183,
    0.6153844594955444,
    0.46913570165634155,
    0.27814561128616333,
    0.5747125148773193,
    0.6497460603713989,
    0.20858889818191528,
    0.27102795243263245,
    0.16748763620853424,
    0.48913031816482544,
    0.31746023893356323,
    0.4219408333301544,
    0.40322571992874146,
    0.3692306876182556,
    0.34821417927742004,
    0.3426293730735779,
    0.18285706639289856,
    0.31155768036842346,
    0.19631893932819366,
    0.23008842766284943,
    0.4972374439239502,
    0.37908485531806946,
    0.585152804851532,
    0.30046939849853516,
    0.35344812273979187,
    0.21978014707565308,
    0.19459453225135803,
    0.2705881595611572,
    0.41884803771972656,
    0.4685313403606415,
    0.44554442167282104,
    0.21999992430210114,
    0.31372541189193726,
    0.6083648800849915,
    0.541666567325592,
    0.4596272110939026,
    0.15999993681907654,
    0.5019919276237488,
    0.3957218527793884,
    0.3563217520713806,
    0.3793102502822876,
    0.7179486155509949,
    0.49729716777801514,
    0.40677958726882935,
    0.3626372814178467,
    0.1641024947166443,
    0.14925366640090942,
    0.14583328366279602,
    0.30270257592201233,
    0.6905827522277832,
    0.6387433409690857,
    0.4851484000682831,
    0.6168223023414612,
    0.12698407471179962,
    0.35897424817085266,
    0.21794864535331726,
    0.6041665077209473,
    0.649214506149292,
    0.19101116061210632,
    0.210526242852211,
    0.3421051502227783,
    0.19178074598312378,
    0.30769219994544983,
    0.6543776988983154,
    0.31724128127098083,
    0.23963125050067902,
    0.432748407125473,
    0.3999998867511749,
    0.40579700469970703,
    0.10588229447603226,
    0.4210525155067444,
    0.29268282651901245,
    0.505154550075531,
    0.22988496720790863,
    0.14666660130023956,
    0.6146340370178223,
    0.43749988079071045,
    0.33121007680892944,
    0.3592231869697571,
    0.1358489990234375,
    0.37125736474990845
   ],
   "time": 162.72399329114705,
   "param": [
    {
     "p": 0.07525472342967987,
     "m": 1.0
    },
    {
     "p": 0.06966337561607361,
     "m": 1.0
    },
    {
     "p": 0.05109861120581627,
     "m": 1.0
    },
    {
     "p": 0.07329420745372772,
     "m": 1.0
    },
    {
     "p": 0.08043563365936279,
     "m": 1.0
    },
    {
     "p": 0.06918195635080338,
     "m": 1.0
    },
    {
     "p": 0.08320979028940201,
     "m": 1.0
    },
    {
     "p": 0.07173270732164383,
     "m": 1.0
    },
    {
     "p": 0.07386456429958344,
     "m": 1.0
    },
    {
     "p": 0.07232221961021423,
     "m": 1.0
    },
    {
     "p": 0.08106426149606705,
     "m": 1.0
    },
    {
     "p": 0.07545870542526245,
     "m": 1.0
    },
    {
     "p": 0.07169859111309052,
     "m": 1.0
    },
    {
     "p": 0.051720645278692245,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 120,
   "train_loss": 4.043399810791016,
   "val_loss": 2.3881313800811768,
   "acc": 36.76,
   "f1": [
    0.6555553674697876,
    0.3690035939216614,
    0.27218925952911377,
    0.2061854749917984,
    0.17877088487148285,
    0.2571427524089813,
    0.3850930631160736,
    0.3983050286769867,
    0.3832334280014038,
    0.46632111072540283,
    0.15384609997272491,
    0.2345678210258484,
    0.39999985694885254,
    0.22222216427326202,
    0.22346359491348267,
    0.2918454110622406,
    0.36809808015823364,
    0.4818180501461029,
    0.385650098323822,
    0.2264150083065033,
    0.5688887238502502,
    0.5242717266082764,
    0.3373492956161499,
    0.5240640044212341,
    0.5868724584579468,
    0.24669595062732697,
    0.2583025097846985,
    0.19999992847442627,
    0.4352940320968628,
    0.30769219994544983,
    0.39495787024497986,
    0.3707864284515381,
    0.3398057222366333,
    0.4096384644508362,
    0.33492809534072876,
    0.20069198310375214,
    0.31775689125061035,
    0.20304562151432037,
    0.2488037496805191,
    0.5393257141113281,
    0.3417084515094757,
    0.5929647088050842,
    0.29803910851478577,
    0.36607131361961365,
    0.24870456755161285,
    0.1445782631635666,
    0.23030294477939606,
    0.5247523188591003,
    0.510416567325592,
    0.3999999165534973,
    0.1925925314426422,
    0.3317534327507019,
    0.6442306041717529,
    0.62135910987854,
    0.5603863000869751,
    0.10227267444133759,
    0.553672194480896,
    0.35443025827407837,
    0.40404030680656433,
    0.3636362850666046,
    0.6899562478065491,
    0.4685713052749634,
    0.4361701011657715,
    0.31535258889198303,
    0.21551716327667236,
    0.188888818025589,
    0.16091948747634888,
    0.34579432010650635,
    0.6451611518859863,
    0.4701985716819763,
    0.3793102502822876,
    0.5999999046325684,
    0.14545448124408722,
    0.3510637581348419,
    0.1899440735578537,
    0.6376810669898987,
    0.5948274731636047,
    0.15789468586444855,
    0.2181817591190338,
    0.35467973351478577,
    0.22222214937210083,
    0.2891565263271332,
    0.7083331942558289,
    0.32558128237724304,
    0.17948710918426514,
    0.43373486399650574,
    0.43298953771591187,
    0.487046480178833,
    0.06349202245473862,
    0.39330533146858215,
    0.28571420907974243,
    0.49765241146087646,
    0.24999991059303284,
    0.1914892941713333,
    0.5753422975540161,
    0.4201679825782776,
    0.3489931523799896,
    0.35714277625083923,
    0.17435890436172485,
    0.39153432846069336
   ],
   "time": 161.62471916619688,
   "param": [
    {
     "p": 0.073302261531353,
     "m": 1.0
    },
    {
     "p": 0.07787542790174484,
     "m": 1.0
    },
    {
     "p": 0.06452106684446335,
     "m": 1.0
    },
    {
     "p": 0.07022538781166077,
     "m": 1.0
    },
    {
     "p": 0.0736922174692154,
     "m": 1.0
    },
    {
     "p": 0.07034193724393845,
     "m": 1.0
    },
    {
     "p": 0.06996209919452667,
     "m": 1.0
    },
    {
     "p": 0.07167299836874008,
     "m": 1.0
    },
    {
     "p": 0.06515198200941086,
     "m": 1.0
    },
    {
     "p": 0.07049163430929184,
     "m": 1.0
    },
    {
     "p": 0.06915529817342758,
     "m": 1.0
    },
    {
     "p": 0.07481689751148224,
     "m": 1.0
    },
    {
     "p": 0.07497682422399521,
     "m": 1.0
    },
    {
     "p": 0.0738140121102333,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 121,
   "train_loss": 3.5656747817993164,
   "val_loss": 2.6832337379455566,
   "acc": 36.84,
   "f1": [
    0.6594592928886414,
    0.41711217164993286,
    0.24691346287727356,
    0.17931029200553894,
    0.16961124539375305,
    0.2577318847179413,
    0.37410059571266174,
    0.4075828194618225,
    0.3653844892978668,
    0.4790417551994324,
    0.145695298910141,
    0.22881349921226501,
    0.413043349981308,
    0.2934781610965729,
    0.2536584436893463,
    0.24691349267959595,
    0.3456788659095764,
    0.4868912696838379,
    0.36129021644592285,
    0.2540982663631439,
    0.5970147848129272,
    0.5021275877952576,
    0.33333322405815125,
    0.5641024112701416,
    0.5982142090797424,
    0.239520862698555,
    0.29896897077560425,
    0.2530611455440521,
    0.49729716777801514,
    0.3121386468410492,
    0.4245808720588684,
    0.44554442167282104,
    0.33333325386047363,
    0.35820886492729187,
    0.3485476076602936,
    0.17560969293117523,
    0.34389129281044006,
    0.1914892941713333,
    0.23740999400615692,
    0.5279186367988586,
    0.3431951701641083,
    0.590908944606781,
    0.3069306015968323,
    0.3221883773803711,
    0.25423723459243774,
    0.1855669468641281,
    0.22222216427326202,
    0.5333331823348999,
    0.5230767726898193,
    0.4099377691745758,
    0.22325573861598969,
    0.329317182302475,
    0.5887848734855652,
    0.596638560295105,
    0.524590015411377,
    0.16267937421798706,
    0.5333332419395447,
    0.35714274644851685,
    0.38647329807281494,
    0.38341957330703735,
    0.7192116975784302,
    0.4819276034832001,
    0.4402514398097992,
    0.37558677792549133,
    0.1749999225139618,
    0.17518241703510284,
    0.15609751641750336,
    0.24999992549419403,
    0.6721990704536438,
    0.6018517017364502,
    0.4724408686161041,
    0.5833332538604736,
    0.17674411833286285,
    0.3543306291103363,
    0.18079088628292084,
    0.6288658380508423,
    0.6703909635543823,
    0.08571423590183258,
    0.23036640882492065,
    0.22950811684131622,
    0.15789468586444855,
    0.28220847249031067,
    0.7173911929130554,
    0.40191373229026794,
    0.2193547636270523,
    0.39090898633003235,
    0.43902426958084106,
    0.4401912987232208,
    0.10884349048137665,
    0.36458322405815125,
    0.3231440484523773,
    0.4857141971588135,
    0.2531644403934479,
    0.20588229596614838,
    0.6067414879798889,
    0.45320188999176025,
    0.36144572496414185,
    0.3444443643093109,
    0.17867431044578552,
    0.3878786563873291
   ],
   "time": 161.754546883516,
   "param": [
    {
     "p": 0.0824916809797287,
     "m": 1.0
    },
    {
     "p": 0.06106429919600487,
     "m": 1.0
    },
    {
     "p": 0.07016657292842865,
     "m": 1.0
    },
    {
     "p": 0.06026124209165573,
     "m": 1.0
    },
    {
     "p": 0.08356480300426483,
     "m": 1.0
    },
    {
     "p": 0.08180148154497147,
     "m": 1.0
    },
    {
     "p": 0.08327269554138184,
     "m": 1.0
    },
    {
     "p": 0.0672922134399414,
     "m": 1.0
    },
    {
     "p": 0.08111751079559326,
     "m": 1.0
    },
    {
     "p": 0.0542316660284996,
     "m": 1.0
    },
    {
     "p": 0.07206614315509796,
     "m": 1.0
    },
    {
     "p": 0.06506393849849701,
     "m": 1.0
    },
    {
     "p": 0.06138533353805542,
     "m": 1.0
    },
    {
     "p": 0.07622039318084717,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 122,
   "train_loss": 4.158017158508301,
   "val_loss": 2.6867055892944336,
   "acc": 36.3,
   "f1": [
    0.6810809373855591,
    0.37885454297065735,
    0.27936503291130066,
    0.19867542386054993,
    0.165517196059227,
    0.2713177502155304,
    0.3319500982761383,
    0.31818169355392456,
    0.3999998867511749,
    0.4799998700618744,
    0.16580304503440857,
    0.2918454110622406,
    0.34782594442367554,
    0.22988496720790863,
    0.228571355342865,
    0.24096378684043884,
    0.31627896428108215,
    0.5267855525016785,
    0.3831774890422821,
    0.17449656128883362,
    0.5860464572906494,
    0.5022025108337402,
    0.3168315887451172,
    0.5131577253341675,
    0.5688887238502502,
    0.2658958435058594,
    0.2718445658683777,
    0.2142856866121292,
    0.4999998211860657,
    0.33333325386047363,
    0.39603951573371887,
    0.3636362552642822,
    0.38834938406944275,
    0.35502949357032776,
    0.31884050369262695,
    0.18300646543502808,
    0.34449753165245056,
    0.180851012468338,
    0.22772268950939178,
    0.5527637004852295,
    0.3703702688217163,
    0.6309522390365601,
    0.29850736260414124,
    0.3472221791744232,
    0.16666661202907562,
    0.1528661698102951,
    0.22222214937210083,
    0.49586769938468933,
    0.5238093733787537,
    0.44715434312820435,
    0.20657269656658173,
    0.3063828945159912,
    0.6454544067382812,
    0.5825241804122925,
    0.4819276034832001,
    0.12389375269412994,
    0.49777767062187195,
    0.3313608467578888,
    0.3894736170768738,
    0.329268217086792,
    0.7046630382537842,
    0.4717947542667389,
    0.4183672070503235,
    0.294820636510849,
    0.1395348161458969,
    0.21621614694595337,
    0.17877088487148285,
    0.31884050369262695,
    0.6886791586875916,
    0.5283018350601196,
    0.43715834617614746,
    0.5833332538604736,
    0.14857135713100433,
    0.28947359323501587,
    0.17931029200553894,
    0.6630433797836304,
    0.6818180680274963,
    0.18257255852222443,
    0.2580644488334656,
    0.3626372814178467,
    0.18269222974777222,
    0.28753986954689026,
    0.6701029539108276,
    0.37575745582580566,
    0.22119809687137604,
    0.40404030680656433,
    0.3855420649051666,
    0.4018690288066864,
    0.16267937421798706,
    0.371900737285614,
    0.30824363231658936,
    0.5402297377586365,
    0.1696968972682953,
    0.2371133416891098,
    0.5619833469390869,
    0.4666665494441986,
    0.37426888942718506,
    0.38271594047546387,
    0.11347512155771255,
    0.3636362552642822
   ],
   "time": 160.96774768456817,
   "param": [
    {
     "p": 0.058451198041439056,
     "m": 1.0
    },
    {
     "p": 0.06109821796417236,
     "m": 1.0
    },
    {
     "p": 0.08381935209035873,
     "m": 1.0
    },
    {
     "p": 0.07278803735971451,
     "m": 1.0
    },
    {
     "p": 0.07294432818889618,
     "m": 1.0
    },
    {
     "p": 0.06840842962265015,
     "m": 1.0
    },
    {
     "p": 0.07754218578338623,
     "m": 1.0
    },
    {
     "p": 0.06601302325725555,
     "m": 1.0
    },
    {
     "p": 0.07875650376081467,
     "m": 1.0
    },
    {
     "p": 0.07148724794387817,
     "m": 1.0
    },
    {
     "p": 0.06830485165119171,
     "m": 1.0
    },
    {
     "p": 0.06096190959215164,
     "m": 1.0
    },
    {
     "p": 0.0738944336771965,
     "m": 1.0
    },
    {
     "p": 0.0855303406715393,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 123,
   "train_loss": 4.145040512084961,
   "val_loss": 2.781770944595337,
   "acc": 36.5,
   "f1": [
    0.6175113916397095,
    0.4153004288673401,
    0.29268285632133484,
    0.1898733526468277,
    0.16513754427433014,
    0.28310492634773254,
    0.3703702688217163,
    0.3557691276073456,
    0.36458322405815125,
    0.4192138612270355,
    0.10738249123096466,
    0.27649760246276855,
    0.385650098323822,
    0.2731276750564575,
    0.1818181276321411,
    0.24539868533611298,
    0.35820886492729187,
    0.48091593384742737,
    0.3046356737613678,
    0.22988496720790863,
    0.616278886795044,
    0.4975123405456543,
    0.2620086967945099,
    0.5365853309631348,
    0.6422017216682434,
    0.2645913362503052,
    0.3135133981704712,
    0.22413785755634308,
    0.45360812544822693,
    0.2685184180736542,
    0.42708319425582886,
    0.3534882664680481,
    0.41379299759864807,
    0.3152172863483429,
    0.3411763310432434,
    0.11594197899103165,
    0.3084576427936554,
    0.19607838988304138,
    0.26181814074516296,
    0.6091952323913574,
    0.3217390477657318,
    0.5648146867752075,
    0.30952370166778564,
    0.43518510460853577,
    0.23255807161331177,
    0.1696968972682953,
    0.19696961343288422,
    0.49999988079071045,
    0.5025123953819275,
    0.44554442167282104,
    0.2078852504491806,
    0.2767294645309448,
    0.595959484577179,
    0.5220587253570557,
    0.5373133420944214,
    0.1126759946346283,
    0.5586591362953186,
    0.3953487277030945,
    0.3976607024669647,
    0.3846152722835541,
    0.6721990704536438,
    0.4341084659099579,
    0.4059404730796814,
    0.39285701513290405,
    0.20105813443660736,
    0.1909089982509613,
    0.14723920822143555,
    0.36815908551216125,
    0.6186439990997314,
    0.6048778891563416,
    0.45535701513290405,
    0.5638296604156494,
    0.16149060428142548,
    0.36190465092658997,
    0.16535425186157227,
    0.5933012366294861,
    0.6629211902618408,
    0.13265299797058105,
    0.2617800235748291,
    0.3669723868370056,
    0.18055549263954163,
    0.3118278682231903,
    0.6562498807907104,
    0.42352932691574097,
    0.23529404401779175,
    0.3999998867511749,
    0.3899998664855957,
    0.423912912607193,
    0.15686267614364624,
    0.3741495609283447,
    0.30541861057281494,
    0.4837207794189453,
    0.18378373980522156,
    0.17204295098781586,
    0.5632182359695435,
    0.4598929286003113,
    0.30769217014312744,
    0.3529410660266876,
    0.14285707473754883,
    0.32704389095306396
   ],
   "time": 160.56354951765388,
   "param": [
    {
     "p": 0.06337163597345352,
     "m": 1.0
    },
    {
     "p": 0.07221683114767075,
     "m": 1.0
    },
    {
     "p": 0.07490160316228867,
     "m": 1.0
    },
    {
     "p": 0.06481523811817169,
     "m": 1.0
    },
    {
     "p": 0.07230973988771439,
     "m": 1.0
    },
    {
     "p": 0.08073116838932037,
     "m": 1.0
    },
    {
     "p": 0.0635521337389946,
     "m": 1.0
    },
    {
     "p": 0.07886979728937149,
     "m": 1.0
    },
    {
     "p": 0.0699455589056015,
     "m": 1.0
    },
    {
     "p": 0.06571836024522781,
     "m": 1.0
    },
    {
     "p": 0.07389116287231445,
     "m": 1.0
    },
    {
     "p": 0.06407463550567627,
     "m": 1.0
    },
    {
     "p": 0.08112577348947525,
     "m": 1.0
    },
    {
     "p": 0.0744764432311058,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 124,
   "train_loss": 4.155889987945557,
   "val_loss": 2.6006157398223877,
   "acc": 36.89,
   "f1": [
    0.6863903999328613,
    0.3999999463558197,
    0.3444443643093109,
    0.26008957624435425,
    0.16766461730003357,
    0.27118638157844543,
    0.33783775568008423,
    0.37777766585350037,
    0.3469386696815491,
    0.45054933428764343,
    0.1405404806137085,
    0.3169397711753845,
    0.419999897480011,
    0.29629620909690857,
    0.24875615537166595,
    0.27350419759750366,
    0.3643723726272583,
    0.43999993801116943,
    0.3999998867511749,
    0.21621613204479218,
    0.5798317790031433,
    0.45320188999176025,
    0.33928561210632324,
    0.5164318084716797,
    0.6153844594955444,
    0.21568621695041656,
    0.29166656732559204,
    0.2100839763879776,
    0.522222101688385,
    0.3364485204219818,
    0.4180789887905121,
    0.3940885663032532,
    0.3272726535797119,
    0.33027511835098267,
    0.3319147825241089,
    0.210526242852211,
    0.3351350426673889,
    0.22222216427326202,
    0.22857138514518738,
    0.4814813435077667,
    0.32258057594299316,
    0.5999999046325684,
    0.28571417927742004,
    0.41284388303756714,
    0.278787761926651,
    0.17218534648418427,
    0.2613064646720886,
    0.47169798612594604,
    0.5252523422241211,
    0.43715834617614746,
    0.193548321723938,
    0.2949307858943939,
    0.5847455859184265,
    0.5470851063728333,
    0.5520831942558289,
    0.10989003628492355,
    0.5096152424812317,
    0.34374991059303284,
    0.3764704465866089,
    0.34482747316360474,
    0.6785712838172913,
    0.474226713180542,
    0.4210525155067444,
    0.38095229864120483,
    0.16964279115200043,
    0.20304562151432037,
    0.18713442981243134,
    0.34745752811431885,
    0.7106597423553467,
    0.5882351398468018,
    0.4509802758693695,
    0.5670101642608643,
    0.18867918848991394,
    0.33962252736091614,
    0.16417904198169708,
    0.6321242451667786,
    0.6083332300186157,
    0.13245026767253876,
    0.2234041839838028,
    0.35532984137535095,
    0.14723920822143555,
    0.309859037399292,
    0.6823527216911316,
    0.3146066665649414,
    0.18784524500370026,
    0.4313724637031555,
    0.3740456998348236,
    0.4299064576625824,
    0.15999993681907654,
    0.45360812544822693,
    0.321428507566452,
    0.492890864610672,
    0.24137921631336212,
    0.20576126873493195,
    0.6231154203414917,
    0.45901623368263245,
    0.23448269069194794,
    0.3874344527721405,
    0.17721512913703918,
    0.3703702688217163
   ],
   "time": 162.44728884566575,
   "param": [
    {
     "p": 0.07262435555458069,
     "m": 1.0
    },
    {
     "p": 0.06539086252450943,
     "m": 1.0
    },
    {
     "p": 0.08522611111402512,
     "m": 1.0
    },
    {
     "p": 0.06879740953445435,
     "m": 1.0
    },
    {
     "p": 0.06103765591979027,
     "m": 1.0
    },
    {
     "p": 0.08464404195547104,
     "m": 1.0
    },
    {
     "p": 0.07240871340036392,
     "m": 1.0
    },
    {
     "p": 0.07179247587919235,
     "m": 1.0
    },
    {
     "p": 0.06238241493701935,
     "m": 1.0
    },
    {
     "p": 0.07295946776866913,
     "m": 1.0
    },
    {
     "p": 0.07072348892688751,
     "m": 1.0
    },
    {
     "p": 0.060285534709692,
     "m": 1.0
    },
    {
     "p": 0.07171475142240524,
     "m": 1.0
    },
    {
     "p": 0.08001270890235901,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 125,
   "train_loss": 3.631591320037842,
   "val_loss": 2.8288733959198,
   "acc": 37.19,
   "f1": [
    0.6418603658676147,
    0.3921567499637604,
    0.2941175699234009,
    0.18090447783470154,
    0.17021270096302032,
    0.2528735101222992,
    0.3499998450279236,
    0.4170615077018738,
    0.3636362552642822,
    0.45751625299453735,
    0.09722216427326202,
    0.28712859749794006,
    0.29508185386657715,
    0.292307585477829,
    0.28723397850990295,
    0.324607253074646,
    0.35502949357032776,
    0.5044246912002563,
    0.3707864284515381,
    0.3047617971897125,
    0.5846152901649475,
    0.48979586362838745,
    0.33816415071487427,
    0.5420559644699097,
    0.6120217442512512,
    0.28767114877700806,
    0.2937852144241333,
    0.16107375919818878,
    0.4469272196292877,
    0.34042540192604065,
    0.3648647665977478,
    0.3936169147491455,
    0.3599999248981476,
    0.30392149090766907,
    0.3037974238395691,
    0.16107375919818878,
    0.3878786563873291,
    0.2099446803331375,
    0.26455017924308777,
    0.5483869910240173,
    0.3710406422615051,
    0.5344128608703613,
    0.24657529592514038,
    0.37984487414360046,
    0.24083760380744934,
    0.15624994039535522,
    0.21301770210266113,
    0.49612393975257874,
    0.5132741928100586,
    0.4496123194694519,
    0.179775208234787,
    0.3688523471355438,
    0.5679011344909668,
    0.5565216541290283,
    0.5155554413795471,
    0.12380944937467575,
    0.5365853309631348,
    0.294820636510849,
    0.4162435233592987,
    0.3936169147491455,
    0.6695277690887451,
    0.46728962659835815,
    0.3999998867511749,
    0.36458322405815125,
    0.15909084677696228,
    0.19736838340759277,
    0.148837149143219,
    0.35341355204582214,
    0.6550217270851135,
    0.6124400496482849,
    0.43518510460853577,
    0.616071343421936,
    0.16513754427433014,
    0.40206170082092285,
    0.2117646485567093,
    0.5514401793479919,
    0.6560845375061035,
    0.1932772397994995,
    0.2762430012226105,
    0.324607253074646,
    0.18181811273097992,
    0.29743579030036926,
    0.6859902143478394,
    0.3523315489292145,
    0.19565211236476898,
    0.40975597500801086,
    0.37426888942718506,
    0.4033612310886383,
    0.1748633086681366,
    0.36619704961776733,
    0.27102795243263245,
    0.5123152136802673,
    0.2436547577381134,
    0.2099999338388443,
    0.5899998545646667,
    0.5120771527290344,
    0.3076922297477722,
    0.36065563559532166,
    0.1290322095155716,
    0.3657141625881195
   ],
   "time": 159.98865653388202,
   "param": [
    {
     "p": 0.0683579370379448,
     "m": 1.0
    },
    {
     "p": 0.07388640940189362,
     "m": 1.0
    },
    {
     "p": 0.05897723138332367,
     "m": 1.0
    },
    {
     "p": 0.07956718653440475,
     "m": 1.0
    },
    {
     "p": 0.0791366919875145,
     "m": 1.0
    },
    {
     "p": 0.06499568372964859,
     "m": 1.0
    },
    {
     "p": 0.07064225524663925,
     "m": 1.0
    },
    {
     "p": 0.05341876670718193,
     "m": 1.0
    },
    {
     "p": 0.07285000383853912,
     "m": 1.0
    },
    {
     "p": 0.08995506167411804,
     "m": 1.0
    },
    {
     "p": 0.05709841102361679,
     "m": 1.0
    },
    {
     "p": 0.09075091034173965,
     "m": 1.0
    },
    {
     "p": 0.06536293774843216,
     "m": 1.0
    },
    {
     "p": 0.07500041276216507,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 126,
   "train_loss": 4.322535037994385,
   "val_loss": 2.67647123336792,
   "acc": 36.79,
   "f1": [
    0.6206895709037781,
    0.40552979707717896,
    0.314606636762619,
    0.18999992311000824,
    0.15310998260974884,
    0.2333332747220993,
    0.3473052978515625,
    0.36269423365592957,
    0.3696681261062622,
    0.4265401363372803,
    0.1333332657814026,
    0.2536584436893463,
    0.33502528071403503,
    0.25165554881095886,
    0.25339359045028687,
    0.2758619785308838,
    0.4044942855834961,
    0.5284551978111267,
    0.3786981403827667,
    0.1654134839773178,
    0.6236557960510254,
    0.4858298599720001,
    0.36559128761291504,
    0.5748501420021057,
    0.5979380011558533,
    0.21719448268413544,
    0.25352105498313904,
    0.15662643313407898,
    0.48039206862449646,
    0.2962961792945862,
    0.4519229531288147,
    0.39069753885269165,
    0.3502824008464813,
    0.33050838112831116,
    0.30208322405815125,
    0.13235288858413696,
    0.3157893717288971,
    0.22421517968177795,
    0.26086947321891785,
    0.5780345797538757,
    0.3771427571773529,
    0.589371919631958,
    0.2782607972621918,
    0.3529410660266876,
    0.2117646485567093,
    0.16981124877929688,
    0.20359273254871368,
    0.45544540882110596,
    0.49999988079071045,
    0.40624988079071045,
    0.20091316103935242,
    0.280821830034256,
    0.622641384601593,
    0.53090900182724,
    0.5833332538604736,
    0.1223021075129509,
    0.5754715800285339,
    0.335570365190506,
    0.39111098647117615,
    0.31284910440444946,
    0.6632652282714844,
    0.4186045527458191,
    0.46739116311073303,
    0.3690035939216614,
    0.16494840383529663,
    0.21621613204479218,
    0.13749992847442627,
    0.3097344636917114,
    0.7149319648742676,
    0.6341462135314941,
    0.43678146600723267,
    0.602620005607605,
    0.10256405174732208,
    0.3760683238506317,
    0.17073164880275726,
    0.5837318897247314,
    0.6601940989494324,
    0.15999993681907654,
    0.2888887822628021,
    0.37433144450187683,
    0.13978487253189087,
    0.31284910440444946,
    0.7083331942558289,
    0.38222211599349976,
    0.22727267444133759,
    0.39655160903930664,
    0.3999998867511749,
    0.41935470700263977,
    0.12658220529556274,
    0.38056668639183044,
    0.29906532168388367,
    0.4950493574142456,
    0.2485874742269516,
    0.17194563150405884,
    0.5822783708572388,
    0.49756085872650146,
    0.37450188398361206,
    0.4023667275905609,
    0.15833325684070587,
    0.4324323236942291
   ],
   "time": 162.07445716764778,
   "param": [
    {
     "p": 0.08669308573007584,
     "m": 1.0
    },
    {
     "p": 0.06655681878328323,
     "m": 1.0
    },
    {
     "p": 0.06924476474523544,
     "m": 1.0
    },
    {
     "p": 0.0692434161901474,
     "m": 1.0
    },
    {
     "p": 0.0852937325835228,
     "m": 1.0
    },
    {
     "p": 0.07293901592493057,
     "m": 1.0
    },
    {
     "p": 0.062250182032585144,
     "m": 1.0
    },
    {
     "p": 0.06162893772125244,
     "m": 1.0
    },
    {
     "p": 0.06645772606134415,
     "m": 1.0
    },
    {
     "p": 0.07631415128707886,
     "m": 1.0
    },
    {
     "p": 0.08509575575590134,
     "m": 1.0
    },
    {
     "p": 0.07097331434488297,
     "m": 1.0
    },
    {
     "p": 0.06611105799674988,
     "m": 1.0
    },
    {
     "p": 0.06119801849126816,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 127,
   "train_loss": 4.108048915863037,
   "val_loss": 2.6460041999816895,
   "acc": 35.76,
   "f1": [
    0.5399238467216492,
    0.42253509163856506,
    0.3089430034160614,
    0.21929818391799927,
    0.12307687103748322,
    0.2443438321352005,
    0.3878786563873291,
    0.346320241689682,
    0.3454544246196747,
    0.43749991059303284,
    0.1485147923231125,
    0.2888887822628021,
    0.3111110329627991,
    0.21111102402210236,
    0.211055189371109,
    0.3091786503791809,
    0.2930402159690857,
    0.5279186367988586,
    0.4022345542907715,
    0.2545453608036041,
    0.5561496019363403,
    0.48888880014419556,
    0.304526686668396,
    0.5083332657814026,
    0.5624998807907104,
    0.19004517793655396,
    0.246575266122818,
    0.19191910326480865,
    0.45643141865730286,
    0.32214754819869995,
    0.3957218527793884,
    0.36686381697654724,
    0.3271027207374573,
    0.31638407707214355,
    0.3376622498035431,
    0.1528661698102951,
    0.2976743280887604,
    0.15469607710838318,
    0.2713567018508911,
    0.5317917466163635,
    0.30456843972206116,
    0.5948716402053833,
    0.18897630274295807,
    0.3636362850666046,
    0.22429899871349335,
    0.1550387144088745,
    0.22421517968177795,
    0.48888880014419556,
    0.5238093733787537,
    0.34254133701324463,
    0.21848732233047485,
    0.3260868787765503,
    0.6086955666542053,
    0.5315313935279846,
    0.5743588209152222,
    0.08641968667507172,
    0.4999999403953552,
    0.34615373611450195,
    0.4042551815509796,
    0.31055888533592224,
    0.6249998807907104,
    0.38356155157089233,
    0.3940885663032532,
    0.36206886172294617,
    0.1798941045999527,
    0.19289332628250122,
    0.11688306927680969,
    0.3232322335243225,
    0.637096643447876,
    0.5833332538604736,
    0.46874985098838806,
    0.5748030543327332,
    0.179775208234787,
    0.37681150436401367,
    0.2094240039587021,
    0.5674417018890381,
    0.5748986601829529,
    0.1799999475479126,
    0.19444438815116882,
    0.371900737285614,
    0.16216209530830383,
    0.2430938482284546,
    0.7078649997711182,
    0.29585790634155273,
    0.16923071444034576,
    0.3764704465866089,
    0.3775508999824524,
    0.4260868728160858,
    0.13138681650161743,
    0.3926939368247986,
    0.31428563594818115,
    0.4976957440376282,
    0.23696675896644592,
    0.20091316103935242,
    0.5432097911834717,
    0.44230756163597107,
    0.2906976044178009,
    0.35602086782455444,
    0.12389375269412994,
    0.38095223903656006
   ],
   "time": 161.7376223951578,
   "param": [
    {
     "p": 0.08300843089818954,
     "m": 1.0
    },
    {
     "p": 0.06014900282025337,
     "m": 1.0
    },
    {
     "p": 0.07147475332021713,
     "m": 1.0
    },
    {
     "p": 0.08024118840694427,
     "m": 1.0
    },
    {
     "p": 0.058684419840574265,
     "m": 1.0
    },
    {
     "p": 0.07411078363656998,
     "m": 1.0
    },
    {
     "p": 0.07478004693984985,
     "m": 1.0
    },
    {
     "p": 0.0745823010802269,
     "m": 1.0
    },
    {
     "p": 0.05676339194178581,
     "m": 1.0
    },
    {
     "p": 0.06976749747991562,
     "m": 1.0
    },
    {
     "p": 0.05179678648710251,
     "m": 1.0
    },
    {
     "p": 0.08316106349229813,
     "m": 1.0
    },
    {
     "p": 0.08142954856157303,
     "m": 1.0
    },
    {
     "p": 0.08005087822675705,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 128,
   "train_loss": 3.541571617126465,
   "val_loss": 2.5920772552490234,
   "acc": 37.21,
   "f1": [
    0.6473986506462097,
    0.40935659408569336,
    0.33333322405815125,
    0.20731700956821442,
    0.15624994039535522,
    0.2796609401702881,
    0.3406592309474945,
    0.3707864284515381,
    0.3248729705810547,
    0.47398826479911804,
    0.13580238819122314,
    0.2959182858467102,
    0.38647329807281494,
    0.2980768382549286,
    0.212290421128273,
    0.26395928859710693,
    0.33128824830055237,
    0.5349792838096619,
    0.38461530208587646,
    0.2234041839838028,
    0.5739909410476685,
    0.3538460433483124,
    0.32978713512420654,
    0.5942855477333069,
    0.5703123807907104,
    0.22346359491348267,
    0.326315701007843,
    0.20320846140384674,
    0.48044681549072266,
    0.30621999502182007,
    0.42857131361961365,
    0.35483863949775696,
    0.3271027207374573,
    0.364531934261322,
    0.2999999225139618,
    0.23350247740745544,
    0.32941165566444397,
    0.2553190290927887,
    0.27530357241630554,
    0.5229355692863464,
    0.36065563559532166,
    0.6530610918998718,
    0.30125513672828674,
    0.39560428261756897,
    0.2288556545972824,
    0.13836471736431122,
    0.23170723021030426,
    0.47653424739837646,
    0.5140186548233032,
    0.43575406074523926,
    0.20425525307655334,
    0.3318776488304138,
    0.6048778891563416,
    0.546816349029541,
    0.5347592234611511,
    0.1635219305753708,
    0.48507454991340637,
    0.3598325252532959,
    0.3950616121292114,
    0.30939218401908875,
    0.706976592540741,
    0.46913570165634155,
    0.39778995513916016,
    0.36792439222335815,
    0.15730330348014832,
    0.21192045509815216,
    0.17821775376796722,
    0.35023030638694763,
    0.6930691599845886,
    0.6095237135887146,
    0.4081631302833557,
    0.6255505681037903,
    0.1576354056596756,
    0.38251355290412903,
    0.20487797260284424,
    0.6095237135887146,
    0.6806281208992004,
    0.13157887756824493,
    0.24271836876869202,
    0.3619908392429352,
    0.19298237562179565,
    0.30674833059310913,
    0.6540283560752869,
    0.3727271258831024,
    0.2514968812465668,
    0.41592907905578613,
    0.34883710741996765,
    0.36575865745544434,
    0.2211054563522339,
    0.4102562665939331,
    0.3060108423233032,
    0.5094338655471802,
    0.2071712464094162,
    0.16666659712791443,
    0.5628139972686768,
    0.4362138509750366,
    0.3756905198097229,
    0.38888877630233765,
    0.1242937222123146,
    0.42162150144577026
   ],
   "time": 160.67074447497725,
   "param": [
    {
     "p": 0.09364844858646393,
     "m": 1.0
    },
    {
     "p": 0.050073977559804916,
     "m": 1.0
    },
    {
     "p": 0.06310019642114639,
     "m": 1.0
    },
    {
     "p": 0.0778818354010582,
     "m": 1.0
    },
    {
     "p": 0.06921640038490295,
     "m": 1.0
    },
    {
     "p": 0.06819551438093185,
     "m": 1.0
    },
    {
     "p": 0.06651194393634796,
     "m": 1.0
    },
    {
     "p": 0.07126718759536743,
     "m": 1.0
    },
    {
     "p": 0.06635180115699768,
     "m": 1.0
    },
    {
     "p": 0.06077642738819122,
     "m": 1.0
    },
    {
     "p": 0.0840424969792366,
     "m": 1.0
    },
    {
     "p": 0.07786748558282852,
     "m": 1.0
    },
    {
     "p": 0.09087593108415604,
     "m": 1.0
    },
    {
     "p": 0.06019040197134018,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 129,
   "train_loss": 3.870431423187256,
   "val_loss": 2.751580238342285,
   "acc": 36.67,
   "f1": [
    0.6538460850715637,
    0.41573023796081543,
    0.309278279542923,
    0.1734103411436081,
    0.1219511553645134,
    0.2642856538295746,
    0.38356155157089233,
    0.3398057222366333,
    0.35390937328338623,
    0.44571414589881897,
    0.19889496266841888,
    0.289308100938797,
    0.3362830877304077,
    0.24870456755161285,
    0.18749994039535522,
    0.2972972095012665,
    0.3592813014984131,
    0.48927029967308044,
    0.3657141625881195,
    0.21965309977531433,
    0.5911328792572021,
    0.5025123953819275,
    0.321428507566452,
    0.5728641748428345,
    0.6451612114906311,
    0.23923437297344208,
    0.2731706500053406,
    0.1764705330133438,
    0.4949493706226349,
    0.28571420907974243,
    0.41216206550598145,
    0.37349388003349304,
    0.3758388161659241,
    0.36464083194732666,
    0.30882343649864197,
    0.21621613204479218,
    0.309859037399292,
    0.20202013850212097,
    0.2393161654472351,
    0.5974024534225464,
    0.3764704465866089,
    0.5333332419395447,
    0.309278279542923,
    0.36842095851898193,
    0.24999991059303284,
    0.1764705330133438,
    0.23584897816181183,
    0.5074625611305237,
    0.5229355692863464,
    0.41471561789512634,
    0.2097901701927185,
    0.3592813014984131,
    0.6209676265716553,
    0.5377357006072998,
    0.5586591362953186,
    0.09625662118196487,
    0.5083332657814026,
    0.3636362850666046,
    0.40206170082092285,
    0.37305691838264465,
    0.6826921701431274,
    0.40740731358528137,
    0.37864065170288086,
    0.3555554449558258,
    0.1777777075767517,
    0.20238088071346283,
    0.18881115317344666,
    0.28571417927742004,
    0.6550217270851135,
    0.6285713315010071,
    0.47169798612594604,
    0.5643563270568848,
    0.16666659712791443,
    0.3885713219642639,
    0.1395348310470581,
    0.5837318897247314,
    0.6139533519744873,
    0.15662643313407898,
    0.2054053246974945,
    0.3373492956161499,
    0.16842098534107208,
    0.34640514850616455,
    0.7064675688743591,
    0.3508771061897278,
    0.2564101815223694,
    0.40404030680656433,
    0.3587442934513092,
    0.43349742889404297,
    0.10852707922458649,
    0.36956512928009033,
    0.29166659712791443,
    0.505154550075531,
    0.09722216427326202,
    0.21198150515556335,
    0.5756096839904785,
    0.4646463394165039,
    0.27999988198280334,
    0.38461530208587646,
    0.10465110093355179,
    0.3738316595554352
   ],
   "time": 162.6995961330831,
   "param": [
    {
     "p": 0.08821187168359756,
     "m": 1.0
    },
    {
     "p": 0.07262027263641357,
     "m": 1.0
    },
    {
     "p": 0.06009082868695259,
     "m": 1.0
    },
    {
     "p": 0.06803478300571442,
     "m": 1.0
    },
    {
     "p": 0.08084416389465332,
     "m": 1.0
    },
    {
     "p": 0.06636306643486023,
     "m": 1.0
    },
    {
     "p": 0.0714344009757042,
     "m": 1.0
    },
    {
     "p": 0.07118617743253708,
     "m": 1.0
    },
    {
     "p": 0.07546522468328476,
     "m": 1.0
    },
    {
     "p": 0.07477632164955139,
     "m": 1.0
    },
    {
     "p": 0.06912923604249954,
     "m": 1.0
    },
    {
     "p": 0.07683508843183517,
     "m": 1.0
    },
    {
     "p": 0.06293587386608124,
     "m": 1.0
    },
    {
     "p": 0.062072642147541046,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 130,
   "train_loss": 3.6912953853607178,
   "val_loss": 2.7026398181915283,
   "acc": 37.33,
   "f1": [
    0.6153844594955444,
    0.4278606176376343,
    0.33333322405815125,
    0.2389935851097107,
    0.13725484907627106,
    0.27083322405815125,
    0.4105958938598633,
    0.38596484065055847,
    0.33333322405815125,
    0.48039206862449646,
    0.14925366640090942,
    0.2834644913673401,
    0.37209296226501465,
    0.3170730471611023,
    0.20833326876163483,
    0.2815532982349396,
    0.3999999165534973,
    0.5402842164039612,
    0.33333322405815125,
    0.24719089269638062,
    0.596858561038971,
    0.5302324295043945,
    0.40206170082092285,
    0.5680471658706665,
    0.6740330457687378,
    0.29032251238822937,
    0.29951682686805725,
    0.21576756238937378,
    0.4969695806503296,
    0.3057323694229126,
    0.4329003393650055,
    0.3833332657814026,
    0.33962252736091614,
    0.34101372957229614,
    0.2687745988368988,
    0.20689648389816284,
    0.34374991059303284,
    0.2264150083065033,
    0.24595461785793304,
    0.57297283411026,
    0.35582810640335083,
    0.5865383148193359,
    0.31275710463523865,
    0.3209875524044037,
    0.251428484916687,
    0.17391295731067657,
    0.2444443702697754,
    0.4277455508708954,
    0.563535749912262,
    0.4023667275905609,
    0.21192048490047455,
    0.3202846050262451,
    0.6130266785621643,
    0.563535749912262,
    0.5888323187828064,
    0.07407400757074356,
    0.5207098722457886,
    0.3617020547389984,
    0.37735840678215027,
    0.35714274644851685,
    0.6637929677963257,
    0.4632767140865326,
    0.4302324652671814,
    0.3644067049026489,
    0.1682242453098297,
    0.16176463663578033,
    0.1777777075767517,
    0.32911381125450134,
    0.6849313974380493,
    0.6521738171577454,
    0.4607328474521637,
    0.6009388566017151,
    0.2065216600894928,
    0.37777766585350037,
    0.1773398518562317,
    0.5755394697189331,
    0.6734693050384521,
    0.11764700710773468,
    0.21621613204479218,
    0.3013697564601898,
    0.1891891211271286,
    0.33466124534606934,
    0.672645628452301,
    0.3474902808666229,
    0.20338977873325348,
    0.41071420907974243,
    0.38888880610466003,
    0.41666656732559204,
    0.1414140909910202,
    0.35254231095314026,
    0.29032251238822937,
    0.5158370137214661,
    0.24186037480831146,
    0.2424241602420807,
    0.5870645046234131,
    0.4566209018230438,
    0.36514514684677124,
    0.35955044627189636,
    0.12371128052473068,
    0.39778995513916016
   ],
   "time": 161.82565071433783,
   "param": [
    {
     "p": 0.07892967760562897,
     "m": 1.0
    },
    {
     "p": 0.06186218559741974,
     "m": 1.0
    },
    {
     "p": 0.07369661331176758,
     "m": 1.0
    },
    {
     "p": 0.06450842320919037,
     "m": 1.0
    },
    {
     "p": 0.08431953191757202,
     "m": 1.0
    },
    {
     "p": 0.07313134521245956,
     "m": 1.0
    },
    {
     "p": 0.07091893255710602,
     "m": 1.0
    },
    {
     "p": 0.0693560391664505,
     "m": 1.0
    },
    {
     "p": 0.058894652873277664,
     "m": 1.0
    },
    {
     "p": 0.0623999685049057,
     "m": 1.0
    },
    {
     "p": 0.07049116492271423,
     "m": 1.0
    },
    {
     "p": 0.06676801294088364,
     "m": 1.0
    },
    {
     "p": 0.09138493239879608,
     "m": 1.0
    },
    {
     "p": 0.07333853095769882,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 131,
   "train_loss": 3.857722759246826,
   "val_loss": 2.703331470489502,
   "acc": 36.39,
   "f1": [
    0.6595743298530579,
    0.3974357545375824,
    0.31284910440444946,
    0.18110232055187225,
    0.1749999076128006,
    0.24892695248126984,
    0.3648647665977478,
    0.42201822996139526,
    0.34615373611450195,
    0.4927534759044647,
    0.08620686084032059,
    0.29951682686805725,
    0.4019606411457062,
    0.27555546164512634,
    0.2234041839838028,
    0.2524271011352539,
    0.35051536560058594,
    0.46616533398628235,
    0.4362138509750366,
    0.23312875628471375,
    0.5511109828948975,
    0.4727271497249603,
    0.35675665736198425,
    0.47953203320503235,
    0.6169153451919556,
    0.291139155626297,
    0.29508185386657715,
    0.19417467713356018,
    0.46540868282318115,
    0.29677411913871765,
    0.39215680956840515,
    0.39583319425582886,
    0.32369929552078247,
    0.33128824830055237,
    0.32812491059303284,
    0.21969690918922424,
    0.32075464725494385,
    0.21399171650409698,
    0.1891891211271286,
    0.5443036556243896,
    0.3627450466156006,
    0.5610858201980591,
    0.28571417927742004,
    0.38132283091545105,
    0.188888818025589,
    0.20289847254753113,
    0.210526242852211,
    0.46231144666671753,
    0.5045870542526245,
    0.35616427659988403,
    0.23255808651447296,
    0.23981894552707672,
    0.6203702688217163,
    0.5462961196899414,
    0.5698322653770447,
    0.10778438299894333,
    0.5315313935279846,
    0.38502663373947144,
    0.3832334280014038,
    0.3271027207374573,
    0.7029701471328735,
    0.45263150334358215,
    0.41666656732559204,
    0.3178293704986572,
    0.1546391248703003,
    0.17616572976112366,
    0.15300540626049042,
    0.3736262619495392,
    0.705357015132904,
    0.5999999046325684,
    0.5213268995285034,
    0.5421684980392456,
    0.14634141325950623,
    0.3057323694229126,
    0.1749999076128006,
    0.5748030543327332,
    0.6133331656455994,
    0.2099999338388443,
    0.2288556545972824,
    0.2999998927116394,
    0.1645020991563797,
    0.29665064811706543,
    0.7083331942558289,
    0.36018943786621094,
    0.228260800242424,
    0.41758227348327637,
    0.4170615077018738,
    0.3787877857685089,
    0.12121205776929855,
    0.30769217014312744,
    0.28897330164909363,
    0.5463916063308716,
    0.2485874742269516,
    0.2105262726545334,
    0.5812807083129883,
    0.4205606281757355,
    0.41052618622779846,
    0.34123215079307556,
    0.05594400689005852,
    0.385650098323822
   ],
   "time": 159.62455432116985,
   "param": [
    {
     "p": 0.07569775730371475,
     "m": 1.0
    },
    {
     "p": 0.07563608139753342,
     "m": 1.0
    },
    {
     "p": 0.0565171092748642,
     "m": 1.0
    },
    {
     "p": 0.05834294110536575,
     "m": 1.0
    },
    {
     "p": 0.05956823006272316,
     "m": 1.0
    },
    {
     "p": 0.09335249662399292,
     "m": 1.0
    },
    {
     "p": 0.07591430842876434,
     "m": 1.0
    },
    {
     "p": 0.0827673152089119,
     "m": 1.0
    },
    {
     "p": 0.06966322660446167,
     "m": 1.0
    },
    {
     "p": 0.05121434107422829,
     "m": 1.0
    },
    {
     "p": 0.06236900016665459,
     "m": 1.0
    },
    {
     "p": 0.07308413833379745,
     "m": 1.0
    },
    {
     "p": 0.0896797850728035,
     "m": 1.0
    },
    {
     "p": 0.0761931985616684,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 132,
   "train_loss": 4.068148612976074,
   "val_loss": 2.829108238220215,
   "acc": 37.16,
   "f1": [
    0.6570047736167908,
    0.43715834617614746,
    0.31818172335624695,
    0.22950810194015503,
    0.1734103411436081,
    0.29702961444854736,
    0.3885713219642639,
    0.367346853017807,
    0.3482586145401001,
    0.45918354392051697,
    0.1869158148765564,
    0.35064926743507385,
    0.45263150334358215,
    0.27218925952911377,
    0.22222214937210083,
    0.2795697748661041,
    0.324607253074646,
    0.5347592234611511,
    0.3946187198162079,
    0.25945934653282166,
    0.5846152901649475,
    0.5357142090797424,
    0.34482747316360474,
    0.5609754920005798,
    0.5652172565460205,
    0.23602473735809326,
    0.28758159279823303,
    0.22222214937210083,
    0.4206008017063141,
    0.24999991059303284,
    0.41414129734039307,
    0.368663489818573,
    0.3398691415786743,
    0.33466124534606934,
    0.33962252736091614,
    0.18421046435832977,
    0.3208555281162262,
    0.16049376130104065,
    0.3147207200527191,
    0.5520831942558289,
    0.37185919284820557,
    0.5913977026939392,
    0.3285713195800781,
    0.38502663373947144,
    0.19999994337558746,
    0.20645155012607574,
    0.2685184180736542,
    0.4923075735569,
    0.526829183101654,
    0.41711217164993286,
    0.22535204887390137,
    0.3716813027858734,
    0.5435895919799805,
    0.5583332777023315,
    0.6043955087661743,
    0.09890103340148926,
    0.4869564175605774,
    0.33777767419815063,
    0.36893191933631897,
    0.35714277625083923,
    0.7085200548171997,
    0.4245808720588684,
    0.43428558111190796,
    0.38271594047546387,
    0.2345678210258484,
    0.2378377616405487,
    0.18181811273097992,
    0.33802807331085205,
    0.6406248807907104,
    0.5760868191719055,
    0.4867255389690399,
    0.5668447613716125,
    0.13999994099140167,
    0.32558128237724304,
    0.17721512913703918,
    0.5555554628372192,
    0.6027396321296692,
    0.14285707473754883,
    0.23913037776947021,
    0.3420073091983795,
    0.20657269656658173,
    0.2948717474937439,
    0.7301585674285889,
    0.32402223348617554,
    0.22598862648010254,
    0.43373486399650574,
    0.38674020767211914,
    0.4052862524986267,
    0.15384607017040253,
    0.38862547278404236,
    0.31623923778533936,
    0.4974091649055481,
    0.22950810194015503,
    0.20388342440128326,
    0.5726494193077087,
    0.43199992179870605,
    0.31638407707214355,
    0.3131312429904938,
    0.10404618829488754,
    0.35019445419311523
   ],
   "time": 160.4912054426968,
   "param": [
    {
     "p": 0.079783596098423,
     "m": 1.0
    },
    {
     "p": 0.04740644246339798,
     "m": 1.0
    },
    {
     "p": 0.08040884882211685,
     "m": 1.0
    },
    {
     "p": 0.061533331871032715,
     "m": 1.0
    },
    {
     "p": 0.07712020725011826,
     "m": 1.0
    },
    {
     "p": 0.07433966547250748,
     "m": 1.0
    },
    {
     "p": 0.08320946991443634,
     "m": 1.0
    },
    {
     "p": 0.06934792548418045,
     "m": 1.0
    },
    {
     "p": 0.05445639789104462,
     "m": 1.0
    },
    {
     "p": 0.07125096023082733,
     "m": 1.0
    },
    {
     "p": 0.08235721290111542,
     "m": 1.0
    },
    {
     "p": 0.07334665954113007,
     "m": 1.0
    },
    {
     "p": 0.0661470890045166,
     "m": 1.0
    },
    {
     "p": 0.07929222285747528,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 133,
   "train_loss": 3.641719102859497,
   "val_loss": 2.7521250247955322,
   "acc": 36.75,
   "f1": [
    0.6439023613929749,
    0.40490788221359253,
    0.28897330164909363,
    0.22222216427326202,
    0.1528661698102951,
    0.2723403573036194,
    0.4111110270023346,
    0.40394076704978943,
    0.3653844892978668,
    0.49484527111053467,
    0.1696968972682953,
    0.2555064857006073,
    0.4550263583660126,
    0.30952370166778564,
    0.22619038820266724,
    0.2412450611591339,
    0.33333325386047363,
    0.48571425676345825,
    0.40540531277656555,
    0.24242417514324188,
    0.6296294927597046,
    0.48430484533309937,
    0.34101372957229614,
    0.5527637004852295,
    0.5384615063667297,
    0.2887699604034424,
    0.28235283493995667,
    0.18579228222370148,
    0.48587560653686523,
    0.2699999213218689,
    0.4519229531288147,
    0.3628690838813782,
    0.32558128237724304,
    0.24615375697612762,
    0.27485373616218567,
    0.13664589822292328,
    0.25066661834716797,
    0.24034328758716583,
    0.2378377616405487,
    0.5538460612297058,
    0.36158180236816406,
    0.5344826579093933,
    0.265060156583786,
    0.404958575963974,
    0.17283941805362701,
    0.19867542386054993,
    0.17679551243782043,
    0.5170730352401733,
    0.47346925735473633,
    0.34722214937210083,
    0.26244333386421204,
    0.3152172863483429,
    0.6530610918998718,
    0.5454544425010681,
    0.543859601020813,
    0.1395348161458969,
    0.5388599634170532,
    0.34449753165245056,
    0.4226802885532379,
    0.37499991059303284,
    0.7058822512626648,
    0.46242761611938477,
    0.4161849021911621,
    0.3386242389678955,
    0.16666659712791443,
    0.1818181276321411,
    0.2061854749917984,
    0.31638407707214355,
    0.7149757146835327,
    0.5742572546005249,
    0.4271843731403351,
    0.5607475638389587,
    0.16666659712791443,
    0.3999998867511749,
    0.17808210849761963,
    0.5439329743385315,
    0.6934671998023987,
    0.213483065366745,
    0.2173912227153778,
    0.26277366280555725,
    0.14659680426120758,
    0.2685184180736542,
    0.7010307908058167,
    0.329670250415802,
    0.1911763846874237,
    0.387096643447876,
    0.4125559628009796,
    0.42477864027023315,
    0.09999995678663254,
    0.4135020077228546,
    0.3271027207374573,
    0.5213268995285034,
    0.24999991059303284,
    0.20320846140384674,
    0.6178008913993835,
    0.4265401363372803,
    0.4059404730796814,
    0.35897424817085266,
    0.12096769362688065,
    0.36470577120780945
   ],
   "time": 159.36359426006675,
   "param": [
    {
     "p": 0.07526680082082748,
     "m": 1.0
    },
    {
     "p": 0.0809885635972023,
     "m": 1.0
    },
    {
     "p": 0.07625866681337357,
     "m": 1.0
    },
    {
     "p": 0.0753256157040596,
     "m": 1.0
    },
    {
     "p": 0.07180365920066833,
     "m": 1.0
    },
    {
     "p": 0.07372761517763138,
     "m": 1.0
    },
    {
     "p": 0.07177029550075531,
     "m": 1.0
    },
    {
     "p": 0.0716153085231781,
     "m": 1.0
    },
    {
     "p": 0.07383591681718826,
     "m": 1.0
    },
    {
     "p": 0.06445946544408798,
     "m": 1.0
    },
    {
     "p": 0.06379426270723343,
     "m": 1.0
    },
    {
     "p": 0.08983565121889114,
     "m": 1.0
    },
    {
     "p": 0.056329526007175446,
     "m": 1.0
    },
    {
     "p": 0.05498863011598587,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 134,
   "train_loss": 3.690805435180664,
   "val_loss": 2.5523855686187744,
   "acc": 36.38,
   "f1": [
    0.6421051621437073,
    0.37154141068458557,
    0.3289472758769989,
    0.15853650867938995,
    0.09937881678342819,
    0.24573372304439545,
    0.35064926743507385,
    0.39195966720581055,
    0.29605257511138916,
    0.47513800859451294,
    0.14285707473754883,
    0.2751321792602539,
    0.329268217086792,
    0.29850736260414124,
    0.22660093009471893,
    0.290502667427063,
    0.36871495842933655,
    0.49999988079071045,
    0.3917524814605713,
    0.24870456755161285,
    0.613065242767334,
    0.48484835028648376,
    0.35675665736198425,
    0.5423727631568909,
    0.6291078925132751,
    0.26794248819351196,
    0.2545453906059265,
    0.20270264148712158,
    0.49999988079071045,
    0.26615965366363525,
    0.38251355290412903,
    0.32989683747291565,
    0.327868789434433,
    0.3979056477546692,
    0.34123215079307556,
    0.18478251993656158,
    0.286666601896286,
    0.26136353611946106,
    0.22047238051891327,
    0.5411763787269592,
    0.3555554449558258,
    0.5228214263916016,
    0.29585790634155273,
    0.37499988079071045,
    0.22727267444133759,
    0.17834389209747314,
    0.24107137322425842,
    0.4973543584346771,
    0.522222101688385,
    0.3699420988559723,
    0.18181811273097992,
    0.31355923414230347,
    0.6306304931640625,
    0.6105261445045471,
    0.5399999022483826,
    0.09090903401374817,
    0.4881889224052429,
    0.33333322405815125,
    0.3755101263523102,
    0.31249991059303284,
    0.6638296246528625,
    0.4924621880054474,
    0.42639580368995667,
    0.3247862458229065,
    0.0806451216340065,
    0.19689112901687622,
    0.11347512155771255,
    0.2541435658931732,
    0.6290320754051208,
    0.5606693625450134,
    0.43979042768478394,
    0.6249999403953552,
    0.12499993294477463,
    0.35744670033454895,
    0.211055189371109,
    0.6436780691146851,
    0.6700506210327148,
    0.15135130286216736,
    0.2660943269729614,
    0.3419688045978546,
    0.1911763846874237,
    0.3167419731616974,
    0.6893202662467957,
    0.37499991059303284,
    0.22916659712791443,
    0.42682915925979614,
    0.36158180236816406,
    0.43428558111190796,
    0.1619046926498413,
    0.36101076006889343,
    0.26136353611946106,
    0.46093741059303284,
    0.2705313265323639,
    0.19913412630558014,
    0.6243385076522827,
    0.4666665494441986,
    0.34905651211738586,
    0.34579432010650635,
    0.09523804485797882,
    0.40490788221359253
   ],
   "time": 159.9349001739174,
   "param": [
    {
     "p": 0.08006394654512405,
     "m": 1.0
    },
    {
     "p": 0.05281532183289528,
     "m": 1.0
    },
    {
     "p": 0.10104583948850632,
     "m": 1.0
    },
    {
     "p": 0.06728070974349976,
     "m": 1.0
    },
    {
     "p": 0.05101267620921135,
     "m": 1.0
    },
    {
     "p": 0.09366701543331146,
     "m": 1.0
    },
    {
     "p": 0.06038511544466019,
     "m": 1.0
    },
    {
     "p": 0.08388148993253708,
     "m": 1.0
    },
    {
     "p": 0.04284552112221718,
     "m": 1.0
    },
    {
     "p": 0.07201293110847473,
     "m": 1.0
    },
    {
     "p": 0.06271392852067947,
     "m": 1.0
    },
    {
     "p": 0.09179075062274933,
     "m": 1.0
    },
    {
     "p": 0.07408338785171509,
     "m": 1.0
    },
    {
     "p": 0.06640130281448364,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 135,
   "train_loss": 3.790417194366455,
   "val_loss": 2.6086504459381104,
   "acc": 36.41,
   "f1": [
    0.6268655061721802,
    0.38918909430503845,
    0.2399999350309372,
    0.1773398518562317,
    0.1576354056596756,
    0.2812499403953552,
    0.3694266378879547,
    0.40692633390426636,
    0.3082706034183502,
    0.4410255253314972,
    0.14545448124408722,
    0.2430938482284546,
    0.4222221076488495,
    0.31275710463523865,
    0.22988496720790863,
    0.268292635679245,
    0.3837208151817322,
    0.484615296125412,
    0.39778995513916016,
    0.24489790201187134,
    0.5244443416595459,
    0.43930622935295105,
    0.3285022974014282,
    0.5283017754554749,
    0.6358972787857056,
    0.20233455300331116,
    0.3151514232158661,
    0.19767434895038605,
    0.47761180996894836,
    0.31901830434799194,
    0.44239622354507446,
    0.381294846534729,
    0.3575417995452881,
    0.34108519554138184,
    0.3208954334259033,
    0.16999994218349457,
    0.30697670578956604,
    0.17931029200553894,
    0.24060142040252686,
    0.5384613871574402,
    0.35294109582901,
    0.5999999046325684,
    0.24817509949207306,
    0.35627520084381104,
    0.2682925760746002,
    0.17021270096302032,
    0.2460567057132721,
    0.4694834351539612,
    0.5123152136802673,
    0.4081631302833557,
    0.21256029605865479,
    0.2575341761112213,
    0.6147539615631104,
    0.5819671154022217,
    0.5818180441856384,
    0.1333332657814026,
    0.5217390656471252,
    0.36158180236816406,
    0.42253509163856506,
    0.3399999141693115,
    0.6666665077209473,
    0.41610726714134216,
    0.4204544126987457,
    0.4096384644508362,
    0.13533830642700195,
    0.21145367622375488,
    0.16666659712791443,
    0.2830187678337097,
    0.6868685483932495,
    0.5915491580963135,
    0.4598929286003113,
    0.5714284777641296,
    0.13427557051181793,
    0.3849371671676636,
    0.19318175315856934,
    0.6161615252494812,
    0.6630433797836304,
    0.19999994337558746,
    0.25945934653282166,
    0.23529404401779175,
    0.1641024947166443,
    0.3084111213684082,
    0.742267906665802,
    0.3625729978084564,
    0.19047611951828003,
    0.3636362552642822,
    0.40217384696006775,
    0.42201822996139526,
    0.12987005710601807,
    0.3950616121292114,
    0.3274335563182831,
    0.5502644181251526,
    0.1481480896472931,
    0.22222214937210083,
    0.6262625455856323,
    0.491227924823761,
    0.3253011107444763,
    0.35483860969543457,
    0.11711704730987549,
    0.38095226883888245
   ],
   "time": 160.87956914305687,
   "param": [
    {
     "p": 0.07245581597089767,
     "m": 1.0
    },
    {
     "p": 0.06315909326076508,
     "m": 1.0
    },
    {
     "p": 0.06831801682710648,
     "m": 1.0
    },
    {
     "p": 0.08363504707813263,
     "m": 1.0
    },
    {
     "p": 0.07907174527645111,
     "m": 1.0
    },
    {
     "p": 0.06389598548412323,
     "m": 1.0
    },
    {
     "p": 0.07451464980840683,
     "m": 1.0
    },
    {
     "p": 0.07336374372243881,
     "m": 1.0
    },
    {
     "p": 0.06345534324645996,
     "m": 1.0
    },
    {
     "p": 0.06539914011955261,
     "m": 1.0
    },
    {
     "p": 0.06450560688972473,
     "m": 1.0
    },
    {
     "p": 0.07724523544311523,
     "m": 1.0
    },
    {
     "p": 0.08162069320678711,
     "m": 1.0
    },
    {
     "p": 0.06935984641313553,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 136,
   "train_loss": 3.900763750076294,
   "val_loss": 2.771193027496338,
   "acc": 36.53,
   "f1": [
    0.5925925374031067,
    0.40350866317749023,
    0.30487796664237976,
    0.18811874091625214,
    0.15204671025276184,
    0.3050846457481384,
    0.3559320867061615,
    0.4219408333301544,
    0.37305691838264465,
    0.48453593254089355,
    0.08108101785182953,
    0.2976189851760864,
    0.4108106791973114,
    0.26395928859710693,
    0.21965309977531433,
    0.26190465688705444,
    0.3654821515083313,
    0.50862056016922,
    0.38596484065055847,
    0.2533332407474518,
    0.577777624130249,
    0.5021275877952576,
    0.38144323229789734,
    0.5380114912986755,
    0.5533979535102844,
    0.23391805589199066,
    0.27777770161628723,
    0.1642511636018753,
    0.45714274048805237,
    0.2906976044178009,
    0.37748339772224426,
    0.38578668236732483,
    0.3534882664680481,
    0.3287670314311981,
    0.3026314675807953,
    0.20382159948349,
    0.3463686406612396,
    0.23437495529651642,
    0.17840369045734406,
    0.5888887047767639,
    0.3841806650161743,
    0.5595853924751282,
    0.3050846457481384,
    0.33128824830055237,
    0.2176869958639145,
    0.16793887317180634,
    0.28787872195243835,
    0.4837207794189453,
    0.4978164732456207,
    0.4056602716445923,
    0.2274509072303772,
    0.29074883460998535,
    0.6060605049133301,
    0.5685278177261353,
    0.542713463306427,
    0.09756091237068176,
    0.5185183882713318,
    0.33121007680892944,
    0.37499988079071045,
    0.3394494354724884,
    0.6999998688697815,
    0.4577113389968872,
    0.43979042768478394,
    0.36082467436790466,
    0.198198139667511,
    0.188888818025589,
    0.09929072856903076,
    0.34814804792404175,
    0.7014216780662537,
    0.5963301062583923,
    0.49773746728897095,
    0.5925924181938171,
    0.15310998260974884,
    0.2972972095012665,
    0.1991700679063797,
    0.5409834980964661,
    0.6249998807907104,
    0.154929518699646,
    0.2481202334165573,
    0.26573416590690613,
    0.16513754427433014,
    0.2604166269302368,
    0.7234041690826416,
    0.3493974804878235,
    0.21989519894123077,
    0.4077668786048889,
    0.35294109582901,
    0.3981899321079254,
    0.1656804084777832,
    0.329268217086792,
    0.32989683747291565,
    0.4953269362449646,
    0.281406968832016,
    0.18784524500370026,
    0.5560536980628967,
    0.43835610151290894,
    0.3195265531539917,
    0.3696681261062622,
    0.09999993443489075,
    0.2702701687812805
   ],
   "time": 161.4966164631769,
   "param": [
    {
     "p": 0.08318493515253067,
     "m": 1.0
    },
    {
     "p": 0.07555388659238815,
     "m": 1.0
    },
    {
     "p": 0.06902607530355453,
     "m": 1.0
    },
    {
     "p": 0.07250041514635086,
     "m": 1.0
    },
    {
     "p": 0.07114248722791672,
     "m": 1.0
    },
    {
     "p": 0.07608072459697723,
     "m": 1.0
    },
    {
     "p": 0.07878821343183517,
     "m": 1.0
    },
    {
     "p": 0.07347951084375381,
     "m": 1.0
    },
    {
     "p": 0.0811195895075798,
     "m": 1.0
    },
    {
     "p": 0.06612349301576614,
     "m": 1.0
    },
    {
     "p": 0.068001389503479,
     "m": 1.0
    },
    {
     "p": 0.06427153944969177,
     "m": 1.0
    },
    {
     "p": 0.056180648505687714,
     "m": 1.0
    },
    {
     "p": 0.06454716622829437,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 137,
   "train_loss": 3.726905345916748,
   "val_loss": 2.583876371383667,
   "acc": 36.72,
   "f1": [
    0.6502462029457092,
    0.36714968085289,
    0.30046939849853516,
    0.1360543668270111,
    0.16580304503440857,
    0.28806576132774353,
    0.3999999165534973,
    0.36686381697654724,
    0.3797467350959778,
    0.4766837954521179,
    0.13872826099395752,
    0.2840908169746399,
    0.4362138509750366,
    0.2873562276363373,
    0.24107137322425842,
    0.27343741059303284,
    0.3376622498035431,
    0.5098037719726562,
    0.3999998867511749,
    0.2547169029712677,
    0.5769229531288147,
    0.45454537868499756,
    0.34224584698677063,
    0.5217390060424805,
    0.5355647206306458,
    0.26751580834388733,
    0.3232322335243225,
    0.20689646899700165,
    0.5027931928634644,
    0.31088075041770935,
    0.358024537563324,
    0.3141360282897949,
    0.341666579246521,
    0.3934425115585327,
    0.29752060770988464,
    0.2094240039587021,
    0.30714282393455505,
    0.24034328758716583,
    0.2236841470003128,
    0.520408034324646,
    0.3939392864704132,
    0.5981307029724121,
    0.2749998867511749,
    0.3999998867511749,
    0.23655906319618225,
    0.21794864535331726,
    0.19230762124061584,
    0.4690264165401459,
    0.4957263767719269,
    0.4102562963962555,
    0.22598862648010254,
    0.25270751118659973,
    0.612244725227356,
    0.6060605049133301,
    0.5747125148773193,
    0.09815943986177444,
    0.539215624332428,
    0.3874998986721039,
    0.3775099515914917,
    0.3300969898700714,
    0.7208120226860046,
    0.4972374439239502,
    0.39490434527397156,
    0.36190465092658997,
    0.11920525878667831,
    0.21686740219593048,
    0.2046510875225067,
    0.3184078335762024,
    0.6844443082809448,
    0.6066349744796753,
    0.3878786563873291,
    0.6127658486366272,
    0.12972965836524963,
    0.35454532504081726,
    0.21395343542099,
    0.5888887047767639,
    0.6338796615600586,
    0.23584897816181183,
    0.2094240039587021,
    0.23703694343566895,
    0.20338977873325348,
    0.2681563198566437,
    0.6918917894363403,
    0.364531934261322,
    0.22222214937210083,
    0.4226802885532379,
    0.3926939368247986,
    0.39999985694885254,
    0.14666660130023956,
    0.378109335899353,
    0.29074883460998535,
    0.5333331823348999,
    0.23809516429901123,
    0.2167486995458603,
    0.558139443397522,
    0.4329003393650055,
    0.3253011107444763,
    0.3723403513431549,
    0.1391940712928772,
    0.3945577144622803
   ],
   "time": 160.4104425944388,
   "param": [
    {
     "p": 0.07476188242435455,
     "m": 1.0
    },
    {
     "p": 0.073074109852314,
     "m": 1.0
    },
    {
     "p": 0.06325410306453705,
     "m": 1.0
    },
    {
     "p": 0.06498616933822632,
     "m": 1.0
    },
    {
     "p": 0.07777315378189087,
     "m": 1.0
    },
    {
     "p": 0.07624994963407516,
     "m": 1.0
    },
    {
     "p": 0.07066073268651962,
     "m": 1.0
    },
    {
     "p": 0.07254017889499664,
     "m": 1.0
    },
    {
     "p": 0.08297496289014816,
     "m": 1.0
    },
    {
     "p": 0.050958454608917236,
     "m": 1.0
    },
    {
     "p": 0.07429269701242447,
     "m": 1.0
    },
    {
     "p": 0.07566782832145691,
     "m": 1.0
    },
    {
     "p": 0.07996812462806702,
     "m": 1.0
    },
    {
     "p": 0.0628376454114914,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 138,
   "train_loss": 3.682319164276123,
   "val_loss": 2.5473058223724365,
   "acc": 37.13,
   "f1": [
    0.6424869298934937,
    0.37894731760025024,
    0.31914883852005005,
    0.15602830052375793,
    0.15476183593273163,
    0.2895926535129547,
    0.4343433380126953,
    0.378378301858902,
    0.3515150547027588,
    0.4670657217502594,
    0.09459453821182251,
    0.24778753519058228,
    0.3519999384880066,
    0.2758619785308838,
    0.19883033633232117,
    0.2882882058620453,
    0.3874344527721405,
    0.5283017754554749,
    0.4016735553741455,
    0.2234041839838028,
    0.6404492855072021,
    0.468864381313324,
    0.3473052978515625,
    0.5325441956520081,
    0.5945944786071777,
    0.28947362303733826,
    0.2643677294254303,
    0.189189150929451,
    0.42682915925979614,
    0.30232545733451843,
    0.4095236659049988,
    0.37158459424972534,
    0.39583319425582886,
    0.3276835083961487,
    0.3374998867511749,
    0.12987005710601807,
    0.327868789434433,
    0.25396814942359924,
    0.3024389147758484,
    0.5333331823348999,
    0.36619704961776733,
    0.5753422975540161,
    0.2695651352405548,
    0.4043714702129364,
    0.1843317300081253,
    0.22598862648010254,
    0.2234041839838028,
    0.4924241304397583,
    0.5396823883056641,
    0.4299998879432678,
    0.1909089982509613,
    0.2891565263271332,
    0.5981307029724121,
    0.592920184135437,
    0.5989303588867188,
    0.12435225397348404,
    0.5599998831748962,
    0.3675675094127655,
    0.39810416102409363,
    0.3703702688217163,
    0.6613544821739197,
    0.475806325674057,
    0.43349742889404297,
    0.33599987626075745,
    0.20125779509544373,
    0.20858889818191528,
    0.17142851650714874,
    0.34615373611450195,
    0.7064219117164612,
    0.6037734746932983,
    0.4338623583316803,
    0.572916567325592,
    0.16748763620853424,
    0.3352600038051605,
    0.19191910326480865,
    0.5787232518196106,
    0.6120688319206238,
    0.1696968972682953,
    0.26086944341659546,
    0.34513264894485474,
    0.17610056698322296,
    0.23204411566257477,
    0.7156862020492554,
    0.3272726535797119,
    0.2173912525177002,
    0.3964756429195404,
    0.42780739068984985,
    0.40624988079071045,
    0.16748763620853424,
    0.41711217164993286,
    0.2737641930580139,
    0.506912350654602,
    0.23232315480709076,
    0.22222213447093964,
    0.568720281124115,
    0.47120407223701477,
    0.3157894015312195,
    0.37499991059303284,
    0.15017059445381165,
    0.3489931523799896
   ],
   "time": 161.58247561659664,
   "param": [
    {
     "p": 0.07840760797262192,
     "m": 1.0
    },
    {
     "p": 0.08072995394468307,
     "m": 1.0
    },
    {
     "p": 0.06724151223897934,
     "m": 1.0
    },
    {
     "p": 0.07284688949584961,
     "m": 1.0
    },
    {
     "p": 0.07506712526082993,
     "m": 1.0
    },
    {
     "p": 0.08179217576980591,
     "m": 1.0
    },
    {
     "p": 0.06651151180267334,
     "m": 1.0
    },
    {
     "p": 0.07195218652486801,
     "m": 1.0
    },
    {
     "p": 0.075951486825943,
     "m": 1.0
    },
    {
     "p": 0.059498678892850876,
     "m": 1.0
    },
    {
     "p": 0.08077076822519302,
     "m": 1.0
    },
    {
     "p": 0.06542614102363586,
     "m": 1.0
    },
    {
     "p": 0.05811444669961929,
     "m": 1.0
    },
    {
     "p": 0.06568952649831772,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 139,
   "train_loss": 4.232755661010742,
   "val_loss": 2.812873363494873,
   "acc": 36.97,
   "f1": [
    0.6407765746116638,
    0.3923443853855133,
    0.3141360282897949,
    0.19047611951828003,
    0.16744180023670197,
    0.2683981955051422,
    0.37777766585350037,
    0.3710406422615051,
    0.3764704465866089,
    0.509316623210907,
    0.17435890436172485,
    0.2719297707080841,
    0.36206886172294617,
    0.2745097279548645,
    0.1657457947731018,
    0.3046356737613678,
    0.33962252736091614,
    0.5106381177902222,
    0.4276728630065918,
    0.2751321792602539,
    0.6432158946990967,
    0.4734981656074524,
    0.38578668236732483,
    0.5142855644226074,
    0.5714284181594849,
    0.25352105498313904,
    0.22535204887390137,
    0.2136751413345337,
    0.4607841968536377,
    0.29292917251586914,
    0.4083768427371979,
    0.3707864284515381,
    0.3586955666542053,
    0.3271027207374573,
    0.28571417927742004,
    0.19767434895038605,
    0.30409345030784607,
    0.21686740219593048,
    0.2492211014032364,
    0.5229355692863464,
    0.3775508999824524,
    0.5523011684417725,
    0.3066665530204773,
    0.3549486994743347,
    0.26600977778434753,
    0.13186806440353394,
    0.1951218843460083,
    0.4657532870769501,
    0.5151513814926147,
    0.43049317598342896,
    0.21093745529651642,
    0.3084576427936554,
    0.6274508833885193,
    0.5670101642608643,
    0.5155554413795471,
    0.052173878997564316,
    0.45751625299453735,
    0.3522725999355316,
    0.4772725999355316,
    0.3351350426673889,
    0.6581195592880249,
    0.4666665494441986,
    0.42780739068984985,
    0.38961026072502136,
    0.1898733526468277,
    0.206060528755188,
    0.08264458924531937,
    0.37696322798728943,
    0.612244725227356,
    0.5301203727722168,
    0.44444432854652405,
    0.5570775270462036,
    0.1706160604953766,
    0.39090898633003235,
    0.20689646899700165,
    0.5688887238502502,
    0.6530610918998718,
    0.16993455588817596,
    0.21428564190864563,
    0.38918909430503845,
    0.2091502547264099,
    0.2702701687812805,
    0.7283235192298889,
    0.38222211599349976,
    0.24719089269638062,
    0.42342329025268555,
    0.4266665577888489,
    0.4070795178413391,
    0.1445782482624054,
    0.4072396755218506,
    0.2810809910297394,
    0.4549018442630768,
    0.24299058318138123,
    0.23300965130329132,
    0.6170212030410767,
    0.44651150703430176,
    0.3744291365146637,
    0.3274335563182831,
    0.1015227735042572,
    0.3957218527793884
   ],
   "time": 161.2902511022985,
   "param": [
    {
     "p": 0.07123932987451553,
     "m": 1.0
    },
    {
     "p": 0.07986362278461456,
     "m": 1.0
    },
    {
     "p": 0.068427674472332,
     "m": 1.0
    },
    {
     "p": 0.07028386741876602,
     "m": 1.0
    },
    {
     "p": 0.06674784421920776,
     "m": 1.0
    },
    {
     "p": 0.07109733670949936,
     "m": 1.0
    },
    {
     "p": 0.07050982862710953,
     "m": 1.0
    },
    {
     "p": 0.07328209280967712,
     "m": 1.0
    },
    {
     "p": 0.06103140115737915,
     "m": 1.0
    },
    {
     "p": 0.07254816591739655,
     "m": 1.0
    },
    {
     "p": 0.07397673279047012,
     "m": 1.0
    },
    {
     "p": 0.07274416834115982,
     "m": 1.0
    },
    {
     "p": 0.07568570226430893,
     "m": 1.0
    },
    {
     "p": 0.07256227731704712,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 140,
   "train_loss": 3.766784429550171,
   "val_loss": 2.8990299701690674,
   "acc": 35.91,
   "f1": [
    0.6330273747444153,
    0.4204544126987457,
    0.32075464725494385,
    0.19101116061210632,
    0.16279064118862152,
    0.22602730989456177,
    0.33939382433891296,
    0.4154588282108307,
    0.3832334280014038,
    0.44943806529045105,
    0.16346149146556854,
    0.2444443702697754,
    0.3942306339740753,
    0.23606552183628082,
    0.210526242852211,
    0.2792791724205017,
    0.3231440484523773,
    0.5128204226493835,
    0.28965505957603455,
    0.20125779509544373,
    0.519684910774231,
    0.4615384340286255,
    0.34615373611450195,
    0.4331209361553192,
    0.5872339010238647,
    0.26666659116744995,
    0.30487796664237976,
    0.17073163390159607,
    0.3771928548812866,
    0.3157894015312195,
    0.38709667325019836,
    0.38461530208587646,
    0.41052618622779846,
    0.29714274406433105,
    0.3034482002258301,
    0.1142856702208519,
    0.32183900475502014,
    0.18072283267974854,
    0.25688064098358154,
    0.5680471658706665,
    0.3775508999824524,
    0.6477271318435669,
    0.30303019285202026,
    0.42241373658180237,
    0.1398600935935974,
    0.17021268606185913,
    0.2248995453119278,
    0.47586193680763245,
    0.48484835028648376,
    0.4299998879432678,
    0.15189866721630096,
    0.27999991178512573,
    0.5762710571289062,
    0.5728641748428345,
    0.5685278177261353,
    0.054054003208875656,
    0.5130888819694519,
    0.3940885663032532,
    0.38356152176856995,
    0.3523808717727661,
    0.6538460850715637,
    0.4705881178379059,
    0.390243798494339,
    0.2867923676967621,
    0.16149060428142548,
    0.23448269069194794,
    0.1494252234697342,
    0.30545443296432495,
    0.6666665077209473,
    0.6211178302764893,
    0.4474884569644928,
    0.5358254909515381,
    0.14778319001197815,
    0.33816415071487427,
    0.15853650867938995,
    0.6171427369117737,
    0.619289219379425,
    0.17241373658180237,
    0.21929818391799927,
    0.34615373611450195,
    0.18867920339107513,
    0.22099439799785614,
    0.683937668800354,
    0.3459458649158478,
    0.2138364166021347,
    0.43199992179870605,
    0.40394076704978943,
    0.3842363655567169,
    0.1729728877544403,
    0.38461530208587646,
    0.30278873443603516,
    0.535353422164917,
    0.18181811273097992,
    0.19999994337558746,
    0.6564101576805115,
    0.43678149580955505,
    0.3018867075443268,
    0.3855420649051666,
    0.13888882100582123,
    0.30150744318962097
   ],
   "time": 160.02057668101043,
   "param": [
    {
     "p": 0.07664312422275543,
     "m": 1.0
    },
    {
     "p": 0.0748765766620636,
     "m": 1.0
    },
    {
     "p": 0.07498251646757126,
     "m": 1.0
    },
    {
     "p": 0.06289535015821457,
     "m": 1.0
    },
    {
     "p": 0.07084161043167114,
     "m": 1.0
    },
    {
     "p": 0.05846958979964256,
     "m": 1.0
    },
    {
     "p": 0.07963564991950989,
     "m": 1.0
    },
    {
     "p": 0.06814679503440857,
     "m": 1.0
    },
    {
     "p": 0.06130499392747879,
     "m": 1.0
    },
    {
     "p": 0.07129038870334625,
     "m": 1.0
    },
    {
     "p": 0.07865223288536072,
     "m": 1.0
    },
    {
     "p": 0.07844291627407074,
     "m": 1.0
    },
    {
     "p": 0.07185295969247818,
     "m": 1.0
    },
    {
     "p": 0.07196525484323502,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 141,
   "train_loss": 3.656618595123291,
   "val_loss": 2.9153220653533936,
   "acc": 36.22,
   "f1": [
    0.5702809691429138,
    0.42051267623901367,
    0.38190943002700806,
    0.16915416717529297,
    0.14583328366279602,
    0.25555548071861267,
    0.32978713512420654,
    0.38888880610466003,
    0.3459458649158478,
    0.4855490028858185,
    0.1452513188123703,
    0.289308100938797,
    0.28742504119873047,
    0.2208588421344757,
    0.18867918848991394,
    0.24999994039535522,
    0.3775508999824524,
    0.5174128413200378,
    0.3975902497768402,
    0.22105254232883453,
    0.5849055051803589,
    0.486274391412735,
    0.329268217086792,
    0.5206610560417175,
    0.633165717124939,
    0.20833326876163483,
    0.2824857831001282,
    0.19266046583652496,
    0.48913031816482544,
    0.34883710741996765,
    0.39631327986717224,
    0.36448585987091064,
    0.3841806650161743,
    0.3523808717727661,
    0.30303019285202026,
    0.1576354056596756,
    0.29885047674179077,
    0.22330091893672943,
    0.2571427524089813,
    0.5119045972824097,
    0.3945577144622803,
    0.6153845191001892,
    0.27777770161628723,
    0.3123287260532379,
    0.1777777075767517,
    0.1857142299413681,
    0.251082181930542,
    0.505154550075531,
    0.46739116311073303,
    0.3981899321079254,
    0.22105254232883453,
    0.2570280432701111,
    0.6412212252616882,
    0.5607475638389587,
    0.5319147706031799,
    0.10138242691755295,
    0.5567008852958679,
    0.32051271200180054,
    0.3794870972633362,
    0.30270257592201233,
    0.6764704585075378,
    0.4629628360271454,
    0.3979056477546692,
    0.32635971903800964,
    0.1242937222123146,
    0.15384607017040253,
    0.16101689636707306,
    0.28025469183921814,
    0.6919430494308472,
    0.5922329425811768,
    0.4727271497249603,
    0.5662099123001099,
    0.1799999475479126,
    0.4382469058036804,
    0.19780214130878448,
    0.5739129781723022,
    0.6288208365440369,
    0.20091316103935242,
    0.23834188282489777,
    0.33210325241088867,
    0.17679551243782043,
    0.29433953762054443,
    0.6731706857681274,
    0.2603549063205719,
    0.21538454294204712,
    0.44239622354507446,
    0.37681150436401367,
    0.4402514398097992,
    0.11764698475599289,
    0.37301579117774963,
    0.306122362613678,
    0.5747125148773193,
    0.23364479839801788,
    0.23728805780410767,
    0.5840706825256348,
    0.4120602011680603,
    0.3522011637687683,
    0.36815908551216125,
    0.08391603082418442,
    0.2797201871871948
   ],
   "time": 161.31790557224303,
   "param": [
    {
     "p": 0.06678339093923569,
     "m": 1.0
    },
    {
     "p": 0.06686142086982727,
     "m": 1.0
    },
    {
     "p": 0.08688218891620636,
     "m": 1.0
    },
    {
     "p": 0.075339175760746,
     "m": 1.0
    },
    {
     "p": 0.058944135904312134,
     "m": 1.0
    },
    {
     "p": 0.06708572804927826,
     "m": 1.0
    },
    {
     "p": 0.07846538722515106,
     "m": 1.0
    },
    {
     "p": 0.06965111941099167,
     "m": 1.0
    },
    {
     "p": 0.0546005442738533,
     "m": 1.0
    },
    {
     "p": 0.07659786194562912,
     "m": 1.0
    },
    {
     "p": 0.0710761621594429,
     "m": 1.0
    },
    {
     "p": 0.07408099621534348,
     "m": 1.0
    },
    {
     "p": 0.06379815936088562,
     "m": 1.0
    },
    {
     "p": 0.08983377367258072,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 142,
   "train_loss": 4.008654594421387,
   "val_loss": 2.769122362136841,
   "acc": 36.99,
   "f1": [
    0.6735749840736389,
    0.4044942855834961,
    0.3389829397201538,
    0.2010049670934677,
    0.1554403454065323,
    0.30366483330726624,
    0.351351261138916,
    0.33962252736091614,
    0.36046499013900757,
    0.4242422878742218,
    0.17346931993961334,
    0.3013697862625122,
    0.3573881983757019,
    0.22330091893672943,
    0.2091502547264099,
    0.268292635679245,
    0.3764704465866089,
    0.4549018442630768,
    0.3905324339866638,
    0.2644627094268799,
    0.613065242767334,
    0.5038167238235474,
    0.35185176134109497,
    0.4936169385910034,
    0.6008967757225037,
    0.2598869204521179,
    0.2597401440143585,
    0.15384607017040253,
    0.4947367310523987,
    0.3529410660266876,
    0.3931623101234436,
    0.3148147463798523,
    0.39325833320617676,
    0.31884050369262695,
    0.3362830877304077,
    0.1410255879163742,
    0.32291656732559204,
    0.152671679854393,
    0.2603549063205719,
    0.5049503445625305,
    0.34579432010650635,
    0.5676854848861694,
    0.30939218401908875,
    0.42253509163856506,
    0.14285710453987122,
    0.18723398447036743,
    0.23255807161331177,
    0.4899597465991974,
    0.5189187526702881,
    0.4646463394165039,
    0.22727267444133759,
    0.309278279542923,
    0.6324785351753235,
    0.6073297262191772,
    0.5106381177902222,
    0.0874999463558197,
    0.4899597465991974,
    0.3661970794200897,
    0.4221104085445404,
    0.3231440484523773,
    0.7118642330169678,
    0.4069766402244568,
    0.43678146600723267,
    0.413043349981308,
    0.1360543668270111,
    0.2021275758743286,
    0.17194563150405884,
    0.24489788711071014,
    0.675555408000946,
    0.629441499710083,
    0.3841806650161743,
    0.6167399883270264,
    0.1279069036245346,
    0.38281238079071045,
    0.23048320412635803,
    0.5520360469818115,
    0.6173911690711975,
    0.19565211236476898,
    0.2436974197626114,
    0.3831774890422821,
    0.17272719740867615,
    0.26666656136512756,
    0.6479998230934143,
    0.3693692684173584,
    0.2165604531764984,
    0.4137929677963257,
    0.329670250415802,
    0.39130425453186035,
    0.15624994039535522,
    0.4100417494773865,
    0.3082706034183502,
    0.5482232570648193,
    0.1971830427646637,
    0.21111102402210236,
    0.6260868310928345,
    0.43523305654525757,
    0.4111110270023346,
    0.3577980697154999,
    0.16267937421798706,
    0.35955044627189636
   ],
   "time": 161.85315917152911,
   "param": [
    {
     "p": 0.0789533406496048,
     "m": 1.0
    },
    {
     "p": 0.06201465055346489,
     "m": 1.0
    },
    {
     "p": 0.07293026894330978,
     "m": 1.0
    },
    {
     "p": 0.06271138787269592,
     "m": 1.0
    },
    {
     "p": 0.08055519312620163,
     "m": 1.0
    },
    {
     "p": 0.06978539377450943,
     "m": 1.0
    },
    {
     "p": 0.06984958052635193,
     "m": 1.0
    },
    {
     "p": 0.057290010154247284,
     "m": 1.0
    },
    {
     "p": 0.07468412816524506,
     "m": 1.0
    },
    {
     "p": 0.0680718645453453,
     "m": 1.0
    },
    {
     "p": 0.07138495147228241,
     "m": 1.0
    },
    {
     "p": 0.08847669512033463,
     "m": 1.0
    },
    {
     "p": 0.059964630752801895,
     "m": 1.0
    },
    {
     "p": 0.08332794159650803,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 143,
   "train_loss": 3.6623549461364746,
   "val_loss": 2.718672752380371,
   "acc": 36.87,
   "f1": [
    0.6285713315010071,
    0.38139525055885315,
    0.28426387906074524,
    0.1509433388710022,
    0.12962956726551056,
    0.2713567018508911,
    0.34615373611450195,
    0.382978618144989,
    0.3551400303840637,
    0.45918354392051697,
    0.15469607710838318,
    0.2348753958940506,
    0.42857131361961365,
    0.32558128237724304,
    0.22360241413116455,
    0.29126206040382385,
    0.3783782720565796,
    0.5816324949264526,
    0.40174663066864014,
    0.22881349921226501,
    0.43749988079071045,
    0.4963502585887909,
    0.32748526334762573,
    0.5221673846244812,
    0.5781989693641663,
    0.2564101815223694,
    0.256410151720047,
    0.23589736223220825,
    0.43708598613739014,
    0.29702961444854736,
    0.38281238079071045,
    0.36190465092658997,
    0.35978829860687256,
    0.32911381125450134,
    0.3249998688697815,
    0.1639343500137329,
    0.36956506967544556,
    0.19811314344406128,
    0.28723397850990295,
    0.5333332419395447,
    0.33057841658592224,
    0.5951218605041504,
    0.3147207200527191,
    0.36521732807159424,
    0.21428564190864563,
    0.21538454294204712,
    0.20353974401950836,
    0.49999988079071045,
    0.492890864610672,
    0.4772725999355316,
    0.23225797712802887,
    0.2794759273529053,
    0.6376810669898987,
    0.585152804851532,
    0.5465114712715149,
    0.11059901863336563,
    0.5681816935539246,
    0.3211677670478821,
    0.4301074147224426,
    0.3367346227169037,
    0.7236180305480957,
    0.46938762068748474,
    0.4090907871723175,
    0.3838382363319397,
    0.17241373658180237,
    0.20909084379673004,
    0.18090447783470154,
    0.3534882664680481,
    0.6637166738510132,
    0.6018517017364502,
    0.4195120930671692,
    0.6267279982566833,
    0.17567561566829681,
    0.34972667694091797,
    0.16666661202907562,
    0.5700481534004211,
    0.6326529383659363,
    0.18390797078609467,
    0.24299058318138123,
    0.24489788711071014,
    0.20359273254871368,
    0.32124343514442444,
    0.666666567325592,
    0.393063485622406,
    0.2251655012369156,
    0.39416050910949707,
    0.3982299864292145,
    0.4301074147224426,
    0.14666660130023956,
    0.3926939368247986,
    0.3168315887451172,
    0.5045870542526245,
    0.14084501564502716,
    0.2347417026758194,
    0.6031745076179504,
    0.4549354910850525,
    0.4083768427371979,
    0.36190465092658997,
    0.12345672398805618,
    0.35443025827407837
   ],
   "time": 160.50528315547854,
   "param": [
    {
     "p": 0.07205243408679962,
     "m": 1.0
    },
    {
     "p": 0.05246340483427048,
     "m": 1.0
    },
    {
     "p": 0.07548565417528152,
     "m": 1.0
    },
    {
     "p": 0.0741088017821312,
     "m": 1.0
    },
    {
     "p": 0.07306268066167831,
     "m": 1.0
    },
    {
     "p": 0.09294965863227844,
     "m": 1.0
    },
    {
     "p": 0.07779504358768463,
     "m": 1.0
    },
    {
     "p": 0.07073692232370377,
     "m": 1.0
    },
    {
     "p": 0.06571009010076523,
     "m": 1.0
    },
    {
     "p": 0.06952884793281555,
     "m": 1.0
    },
    {
     "p": 0.06479465961456299,
     "m": 1.0
    },
    {
     "p": 0.06376750022172928,
     "m": 1.0
    },
    {
     "p": 0.06406143307685852,
     "m": 1.0
    },
    {
     "p": 0.08348287642002106,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 144,
   "train_loss": 3.316899061203003,
   "val_loss": 2.6499087810516357,
   "acc": 36.45,
   "f1": [
    0.684491753578186,
    0.382978618144989,
    0.33333325386047363,
    0.1379309743642807,
    0.17355364561080933,
    0.24148598313331604,
    0.36046499013900757,
    0.3763439953327179,
    0.3444443643093109,
    0.4923075735569,
    0.15053758025169373,
    0.22916659712791443,
    0.3756905198097229,
    0.262857049703598,
    0.19607838988304138,
    0.2955664098262787,
    0.3823528587818146,
    0.48936164379119873,
    0.41884803771972656,
    0.25274714827537537,
    0.5784311890602112,
    0.41846147179603577,
    0.3636362552642822,
    0.5513511896133423,
    0.5614033937454224,
    0.2790696620941162,
    0.30588221549987793,
    0.21929818391799927,
    0.4567900002002716,
    0.348314493894577,
    0.3874344527721405,
    0.3524589240550995,
    0.3699420988559723,
    0.33064505457878113,
    0.3269230127334595,
    0.17272719740867615,
    0.3063828945159912,
    0.13095231354236603,
    0.24999991059303284,
    0.5775399804115295,
    0.3999999463558197,
    0.6009851098060608,
    0.323943555355072,
    0.37777766585350037,
    0.17840369045734406,
    0.1858406364917755,
    0.2588233947753906,
    0.4950493574142456,
    0.5423727631568909,
    0.39490434527397156,
    0.17708326876163483,
    0.26717549562454224,
    0.6413500905036926,
    0.5428570508956909,
    0.5045870542526245,
    0.10666660219430923,
    0.5490195155143738,
    0.31730762124061584,
    0.38341957330703735,
    0.329670250415802,
    0.7407405972480774,
    0.4631577730178833,
    0.40641695261001587,
    0.390243798494339,
    0.16184966266155243,
    0.19587622582912445,
    0.16888882219791412,
    0.3060108423233032,
    0.6968324184417725,
    0.5764191746711731,
    0.3999999165534973,
    0.5981307029724121,
    0.13978487253189087,
    0.3699999153614044,
    0.19108274579048157,
    0.5990782380104065,
    0.6236557960510254,
    0.21839071810245514,
    0.1749999076128006,
    0.3057323694229126,
    0.18840573728084564,
    0.29787224531173706,
    0.7071821689605713,
    0.3563217520713806,
    0.21965309977531433,
    0.45976996421813965,
    0.41414129734039307,
    0.4041449725627899,
    0.15873010456562042,
    0.4102562963962555,
    0.30107519030570984,
    0.47787603735923767,
    0.20987647771835327,
    0.21343867480754852,
    0.5752211213111877,
    0.4741378724575043,
    0.33333322405815125,
    0.38461530208587646,
    0.1391303837299347,
    0.36158180236816406
   ],
   "time": 163.73511119559407,
   "param": [
    {
     "p": 0.05520462244749069,
     "m": 1.0
    },
    {
     "p": 0.07187963277101517,
     "m": 1.0
    },
    {
     "p": 0.07152169942855835,
     "m": 1.0
    },
    {
     "p": 0.06460239738225937,
     "m": 1.0
    },
    {
     "p": 0.06220627576112747,
     "m": 1.0
    },
    {
     "p": 0.09122590720653534,
     "m": 1.0
    },
    {
     "p": 0.06755433976650238,
     "m": 1.0
    },
    {
     "p": 0.07081609219312668,
     "m": 1.0
    },
    {
     "p": 0.06813027709722519,
     "m": 1.0
    },
    {
     "p": 0.0709996148943901,
     "m": 1.0
    },
    {
     "p": 0.07847008109092712,
     "m": 1.0
    },
    {
     "p": 0.08423857390880585,
     "m": 1.0
    },
    {
     "p": 0.07074269652366638,
     "m": 1.0
    },
    {
     "p": 0.07240790128707886,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 145,
   "train_loss": 3.606365919113159,
   "val_loss": 2.781879186630249,
   "acc": 36.54,
   "f1": [
    0.6831682324409485,
    0.35064926743507385,
    0.3076922297477722,
    0.22510816156864166,
    0.17142851650714874,
    0.2886596620082855,
    0.3515150547027588,
    0.37768232822418213,
    0.34554967284202576,
    0.48275846242904663,
    0.16560502350330353,
    0.26244333386421204,
    0.38043469190597534,
    0.30857133865356445,
    0.1818181276321411,
    0.23728807270526886,
    0.32950183749198914,
    0.5054943561553955,
    0.38578668236732483,
    0.25668442249298096,
    0.5188283324241638,
    0.4631577730178833,
    0.3504272401332855,
    0.5139663219451904,
    0.6272726058959961,
    0.22222216427326202,
    0.3384614586830139,
    0.208791121840477,
    0.5032256245613098,
    0.30697670578956604,
    0.4108106791973114,
    0.3234041631221771,
    0.36464083194732666,
    0.35714274644851685,
    0.30830031633377075,
    0.17283941805362701,
    0.2938387989997864,
    0.23958325386047363,
    0.24647878110408783,
    0.56043940782547,
    0.34615373611450195,
    0.5539904832839966,
    0.2614377737045288,
    0.3656715452671051,
    0.24999991059303284,
    0.18421046435832977,
    0.262711763381958,
    0.4725273549556732,
    0.4711109697818756,
    0.44221094250679016,
    0.21145367622375488,
    0.34920626878738403,
    0.622406542301178,
    0.5849055051803589,
    0.5248867273330688,
    0.14634139835834503,
    0.5284972786903381,
    0.3575417995452881,
    0.3945577144622803,
    0.3435581922531128,
    0.7317072153091431,
    0.48314592242240906,
    0.4186045527458191,
    0.37185919284820557,
    0.15139436721801758,
    0.14193542301654816,
    0.16143491864204407,
    0.31901830434799194,
    0.6871793866157532,
    0.6082472205162048,
    0.3723403513431549,
    0.5621620416641235,
    0.16216209530830383,
    0.39130425453186035,
    0.18749994039535522,
    0.5714284777641296,
    0.6914892196655273,
    0.18947362899780273,
    0.19230766594409943,
    0.2754489779472351,
    0.1509433388710022,
    0.3240739703178406,
    0.7017542123794556,
    0.37777766585350037,
    0.19047611951828003,
    0.37545114755630493,
    0.3936169147491455,
    0.43333321809768677,
    0.20512813329696655,
    0.37800678610801697,
    0.31730762124061584,
    0.43511444330215454,
    0.3022221326828003,
    0.23312875628471375,
    0.5989846587181091,
    0.4382021129131317,
    0.32748526334762573,
    0.35454532504081726,
    0.10370365530252457,
    0.3739129900932312
   ],
   "time": 162.3281177179888,
   "param": [
    {
     "p": 0.07069233059883118,
     "m": 1.0
    },
    {
     "p": 0.07881008833646774,
     "m": 1.0
    },
    {
     "p": 0.07363640516996384,
     "m": 1.0
    },
    {
     "p": 0.07809658348560333,
     "m": 1.0
    },
    {
     "p": 0.07813955843448639,
     "m": 1.0
    },
    {
     "p": 0.07972361147403717,
     "m": 1.0
    },
    {
     "p": 0.07650061696767807,
     "m": 1.0
    },
    {
     "p": 0.0665762722492218,
     "m": 1.0
    },
    {
     "p": 0.06505237519741058,
     "m": 1.0
    },
    {
     "p": 0.07610069960355759,
     "m": 1.0
    },
    {
     "p": 0.06540220230817795,
     "m": 1.0
    },
    {
     "p": 0.04912812262773514,
     "m": 1.0
    },
    {
     "p": 0.0663551464676857,
     "m": 1.0
    },
    {
     "p": 0.07578611373901367,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 146,
   "train_loss": 3.7032580375671387,
   "val_loss": 2.5335171222686768,
   "acc": 37.03,
   "f1": [
    0.6633662581443787,
    0.38053086400032043,
    0.33333322405815125,
    0.20634914934635162,
    0.1449274718761444,
    0.30057793855667114,
    0.3798881769180298,
    0.41935470700263977,
    0.3917524814605713,
    0.4096384644508362,
    0.07575751841068268,
    0.31999990344047546,
    0.3542855978012085,
    0.2996253967285156,
    0.15873010456562042,
    0.24647878110408783,
    0.3999999165534973,
    0.5102879405021667,
    0.358024537563324,
    0.28571420907974243,
    0.6214687824249268,
    0.5034964680671692,
    0.3647797703742981,
    0.49372372031211853,
    0.6399998664855957,
    0.2702701687812805,
    0.28571417927742004,
    0.24911023676395416,
    0.4924621880054474,
    0.3386242389678955,
    0.40517228841781616,
    0.4195120930671692,
    0.29032251238822937,
    0.3154573142528534,
    0.3316061198711395,
    0.1360543668270111,
    0.33928561210632324,
    0.25233638286590576,
    0.24742262065410614,
    0.47999992966651917,
    0.3703702688217163,
    0.6210525035858154,
    0.26153838634490967,
    0.36734679341316223,
    0.27884605526924133,
    0.18309852480888367,
    0.2577318847179413,
    0.42105257511138916,
    0.49999988079071045,
    0.38596484065055847,
    0.21978014707565308,
    0.36206886172294617,
    0.4808742105960846,
    0.5619046092033386,
    0.5510202646255493,
    0.14736837148666382,
    0.4978164732456207,
    0.3636362552642822,
    0.4306218922138214,
    0.31623923778533936,
    0.7012985944747925,
    0.5021644234657288,
    0.41474640369415283,
    0.35714274644851685,
    0.14689259231090546,
    0.2095237374305725,
    0.09032251685857773,
    0.26666656136512756,
    0.6696831583976746,
    0.530302882194519,
    0.43636354804039,
    0.596858561038971,
    0.15957440435886383,
    0.38399991393089294,
    0.19318175315856934,
    0.6176469922065735,
    0.6543776988983154,
    0.17213107645511627,
    0.2830187678337097,
    0.3088234066963196,
    0.18064509332180023,
    0.30674833059310913,
    0.696517288684845,
    0.3354036211967468,
    0.24120594561100006,
    0.39843741059303284,
    0.4153004288673401,
    0.425531804561615,
    0.16766461730003357,
    0.37185919284820557,
    0.3113206624984741,
    0.4854367673397064,
    0.21965309977531433,
    0.20125779509544373,
    0.5775399804115295,
    0.4808742105960846,
    0.3586955666542053,
    0.37185919284820557,
    0.10218973457813263,
    0.22399991750717163
   ],
   "time": 159.09164848271757,
   "param": [
    {
     "p": 0.07713745534420013,
     "m": 1.0
    },
    {
     "p": 0.06981485337018967,
     "m": 1.0
    },
    {
     "p": 0.07720861583948135,
     "m": 1.0
    },
    {
     "p": 0.06447470933198929,
     "m": 1.0
    },
    {
     "p": 0.080619677901268,
     "m": 1.0
    },
    {
     "p": 0.0763353630900383,
     "m": 1.0
    },
    {
     "p": 0.07509727776050568,
     "m": 1.0
    },
    {
     "p": 0.07782567292451859,
     "m": 1.0
    },
    {
     "p": 0.0837782695889473,
     "m": 1.0
    },
    {
     "p": 0.06546434760093689,
     "m": 1.0
    },
    {
     "p": 0.060798510909080505,
     "m": 1.0
    },
    {
     "p": 0.07067515701055527,
     "m": 1.0
    },
    {
     "p": 0.04550671577453613,
     "m": 1.0
    },
    {
     "p": 0.0752633810043335,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 147,
   "train_loss": 3.064824342727661,
   "val_loss": 2.4175846576690674,
   "acc": 36.76,
   "f1": [
    0.6966290473937988,
    0.3469386696815491,
    0.34254133701324463,
    0.13259662687778473,
    0.13978487253189087,
    0.28048771619796753,
    0.3118278682231903,
    0.3535352647304535,
    0.36529669165611267,
    0.48587560653686523,
    0.14857135713100433,
    0.2972972095012665,
    0.47715723514556885,
    0.3076922297477722,
    0.21590900421142578,
    0.2810809910297394,
    0.3696681261062622,
    0.5059288144111633,
    0.3982299864292145,
    0.26315781474113464,
    0.5575219988822937,
    0.4688993990421295,
    0.3478259742259979,
    0.5513511896133423,
    0.5468748807907104,
    0.2374998927116394,
    0.2697673439979553,
    0.2071712464094162,
    0.45833322405815125,
    0.3367346227169037,
    0.39166659116744995,
    0.40404030680656433,
    0.3654821515083313,
    0.32456132769584656,
    0.3629031479358673,
    0.193548321723938,
    0.3084111213684082,
    0.21556879580020905,
    0.22702695429325104,
    0.5549736618995667,
    0.38961026072502136,
    0.5658535361289978,
    0.27777770161628723,
    0.38626599311828613,
    0.28723397850990295,
    0.19875767827033997,
    0.262857049703598,
    0.4598929286003113,
    0.488262802362442,
    0.39130425453186035,
    0.22680403292179108,
    0.2561982572078705,
    0.6190474629402161,
    0.5684208869934082,
    0.504132091999054,
    0.12380944937467575,
    0.5268816351890564,
    0.3417084515094757,
    0.3943660855293274,
    0.2962961792945862,
    0.6878305077552795,
    0.4884791076183319,
    0.46808499097824097,
    0.40677958726882935,
    0.1375921070575714,
    0.18018010258674622,
    0.1855669468641281,
    0.3566878139972687,
    0.7307690382003784,
    0.6138612627983093,
    0.4351463317871094,
    0.5434780716896057,
    0.16766461730003357,
    0.34177201986312866,
    0.1642511636018753,
    0.6325579881668091,
    0.6439023613929749,
    0.2021275758743286,
    0.2399999350309372,
    0.31034475564956665,
    0.17821775376796722,
    0.2758619785308838,
    0.7010307908058167,
    0.3370785713195801,
    0.18749994039535522,
    0.44339612126350403,
    0.38341957330703735,
    0.4162435233592987,
    0.14473678171634674,
    0.3745581805706024,
    0.29213473200798035,
    0.4646463394165039,
    0.25555548071861267,
    0.21621613204479218,
    0.5490195155143738,
    0.4630540609359741,
    0.35023030638694763,
    0.35897424817085266,
    0.12987005710601807,
    0.4277455508708954
   ],
   "time": 159.79046743828803,
   "param": [
    {
     "p": 0.08209284394979477,
     "m": 1.0
    },
    {
     "p": 0.05906146019697189,
     "m": 1.0
    },
    {
     "p": 0.07160387188196182,
     "m": 1.0
    },
    {
     "p": 0.07474204897880554,
     "m": 1.0
    },
    {
     "p": 0.05426383391022682,
     "m": 1.0
    },
    {
     "p": 0.08834030479192734,
     "m": 1.0
    },
    {
     "p": 0.07462286949157715,
     "m": 1.0
    },
    {
     "p": 0.07825351506471634,
     "m": 1.0
    },
    {
     "p": 0.08559992909431458,
     "m": 1.0
    },
    {
     "p": 0.06499720364809036,
     "m": 1.0
    },
    {
     "p": 0.04659503325819969,
     "m": 1.0
    },
    {
     "p": 0.07011118531227112,
     "m": 1.0
    },
    {
     "p": 0.06607253849506378,
     "m": 1.0
    },
    {
     "p": 0.08364330977201462,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 148,
   "train_loss": 4.029399394989014,
   "val_loss": 2.549084186553955,
   "acc": 36.68,
   "f1": [
    0.6499998569488525,
    0.36956506967544556,
    0.3289472758769989,
    0.11510787159204483,
    0.1556885540485382,
    0.24225346744060516,
    0.33962252736091614,
    0.366812139749527,
    0.3383083641529083,
    0.43601882457733154,
    0.1360543668270111,
    0.2882882058620453,
    0.43243229389190674,
    0.2531644403934479,
    0.20359273254871368,
    0.24291490018367767,
    0.35616424679756165,
    0.48920851945877075,
    0.4114284813404083,
    0.2751321792602539,
    0.5495494604110718,
    0.46351921558380127,
    0.2820512056350708,
    0.5589519143104553,
    0.6178008913993835,
    0.24083760380744934,
    0.24999991059303284,
    0.20111726224422455,
    0.43523305654525757,
    0.3195265531539917,
    0.3975153863430023,
    0.37121203541755676,
    0.3636362850666046,
    0.37426888942718506,
    0.3577980697154999,
    0.17708326876163483,
    0.31970250606536865,
    0.17241372168064117,
    0.2424241602420807,
    0.6011558771133423,
    0.2594935894012451,
    0.5462554097175598,
    0.290502667427063,
    0.33757954835891724,
    0.19999991357326508,
    0.19905206561088562,
    0.24999991059303284,
    0.48401811718940735,
    0.4854367673397064,
    0.3972601890563965,
    0.19459453225135803,
    0.348314493894577,
    0.6082472205162048,
    0.5757575035095215,
    0.5572138428688049,
    0.11111105233430862,
    0.48091593384742737,
    0.34782594442367554,
    0.40217384696006775,
    0.3363635540008545,
    0.7239817380905151,
    0.5058822631835938,
    0.4245808720588684,
    0.38888877630233765,
    0.1749999076128006,
    0.21296289563179016,
    0.23350247740745544,
    0.35748788714408875,
    0.725490152835846,
    0.5975608825683594,
    0.4102562665939331,
    0.6113988757133484,
    0.1405404806137085,
    0.3867923319339752,
    0.20224712789058685,
    0.6224488615989685,
    0.642857015132904,
    0.12765952944755554,
    0.20930226147174835,
    0.3199998736381531,
    0.1869158148765564,
    0.3178293704986572,
    0.6729856729507446,
    0.326315701007843,
    0.18652844429016113,
    0.45810040831565857,
    0.3424123525619507,
    0.4158414602279663,
    0.18264833092689514,
    0.3599999248981476,
    0.31896543502807617,
    0.4745761752128601,
    0.11666662245988846,
    0.17877088487148285,
    0.5662099123001099,
    0.4499998986721039,
    0.3981480300426483,
    0.3939392864704132,
    0.15384609997272491,
    0.42857128381729126
   ],
   "time": 161.72372851986438,
   "param": [
    {
     "p": 0.06986413151025772,
     "m": 1.0
    },
    {
     "p": 0.051579736173152924,
     "m": 1.0
    },
    {
     "p": 0.0699881911277771,
     "m": 1.0
    },
    {
     "p": 0.0803586095571518,
     "m": 1.0
    },
    {
     "p": 0.07906591147184372,
     "m": 1.0
    },
    {
     "p": 0.06641760468482971,
     "m": 1.0
    },
    {
     "p": 0.07128196209669113,
     "m": 1.0
    },
    {
     "p": 0.07675644755363464,
     "m": 1.0
    },
    {
     "p": 0.06761785596609116,
     "m": 1.0
    },
    {
     "p": 0.07097522169351578,
     "m": 1.0
    },
    {
     "p": 0.06840293854475021,
     "m": 1.0
    },
    {
     "p": 0.07198632508516312,
     "m": 1.0
    },
    {
     "p": 0.07786747813224792,
     "m": 1.0
    },
    {
     "p": 0.07783756405115128,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 149,
   "train_loss": 3.5468719005584717,
   "val_loss": 2.5235652923583984,
   "acc": 36.86,
   "f1": [
    0.6382977366447449,
    0.4192138612270355,
    0.30851057171821594,
    0.1951218843460083,
    0.19047611951828003,
    0.23636357486248016,
    0.4129031002521515,
    0.38766512274742126,
    0.32888880372047424,
    0.44444429874420166,
    0.15300540626049042,
    0.2891565263271332,
    0.3706895411014557,
    0.2702701687812805,
    0.1696968972682953,
    0.3050846457481384,
    0.3414633274078369,
    0.587719202041626,
    0.3882351815700531,
    0.22924895584583282,
    0.5892856121063232,
    0.5022420287132263,
    0.336633563041687,
    0.42857134342193604,
    0.6358972787857056,
    0.2464454174041748,
    0.299465149641037,
    0.18497103452682495,
    0.43786972761154175,
    0.3141360282897949,
    0.37696322798728943,
    0.393063485622406,
    0.3559320867061615,
    0.3568074107170105,
    0.32195112109184265,
    0.1899440735578537,
    0.3315507173538208,
    0.12499994039535522,
    0.24390235543251038,
    0.6081869602203369,
    0.33333325386047363,
    0.6091952323913574,
    0.30769219994544983,
    0.39622631669044495,
    0.21969690918922424,
    0.19999992847442627,
    0.2577318847179413,
    0.4871794283390045,
    0.5524860620498657,
    0.42857131361961365,
    0.13333328068256378,
    0.2985073924064636,
    0.6363635063171387,
    0.5528453588485718,
    0.5714284181594849,
    0.1481480747461319,
    0.559139609336853,
    0.36559128761291504,
    0.39682528376579285,
    0.2937852144241333,
    0.7117116451263428,
    0.47257372736930847,
    0.40217384696006775,
    0.3853210210800171,
    0.14379078149795532,
    0.2251655012369156,
    0.19251330196857452,
    0.300884872674942,
    0.7081338167190552,
    0.5498006939888,
    0.42639580368995667,
    0.5756456255912781,
    0.15469607710838318,
    0.34042540192604065,
    0.20425525307655334,
    0.6046510338783264,
    0.6806281208992004,
    0.19540224969387054,
    0.26785707473754883,
    0.27999988198280334,
    0.17910441756248474,
    0.2843601107597351,
    0.6742855310440063,
    0.35416656732559204,
    0.19209031760692596,
    0.4431816637516022,
    0.44444429874420166,
    0.3636362552642822,
    0.1694914698600769,
    0.415094256401062,
    0.2736155688762665,
    0.4372759163379669,
    0.15384607017040253,
    0.20512813329696655,
    0.5649716258049011,
    0.47236168384552,
    0.38888877630233765,
    0.3842363655567169,
    0.12162157148122787,
    0.43720918893814087
   ],
   "time": 159.24417526088655,
   "param": [
    {
     "p": 0.0638975128531456,
     "m": 1.0
    },
    {
     "p": 0.07196803390979767,
     "m": 1.0
    },
    {
     "p": 0.07121580094099045,
     "m": 1.0
    },
    {
     "p": 0.059534259140491486,
     "m": 1.0
    },
    {
     "p": 0.07216477394104004,
     "m": 1.0
    },
    {
     "p": 0.07804154604673386,
     "m": 1.0
    },
    {
     "p": 0.08272027969360352,
     "m": 1.0
    },
    {
     "p": 0.08503817021846771,
     "m": 1.0
    },
    {
     "p": 0.07350759208202362,
     "m": 1.0
    },
    {
     "p": 0.0637093335390091,
     "m": 1.0
    },
    {
     "p": 0.07278603315353394,
     "m": 1.0
    },
    {
     "p": 0.07148833572864532,
     "m": 1.0
    },
    {
     "p": 0.06728565692901611,
     "m": 1.0
    },
    {
     "p": 0.066642627120018,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 150,
   "train_loss": 3.63053035736084,
   "val_loss": 2.8022847175598145,
   "acc": 36.4,
   "f1": [
    0.644067645072937,
    0.3444443643093109,
    0.2872926890850067,
    0.14117640256881714,
    0.13471496105194092,
    0.2972972095012665,
    0.3837208151817322,
    0.3431951701641083,
    0.31884050369262695,
    0.45238080620765686,
    0.1798941045999527,
    0.27428561449050903,
    0.3953487277030945,
    0.2580644488334656,
    0.1951218843460083,
    0.275229275226593,
    0.3444443643093109,
    0.4936169385910034,
    0.40191373229026794,
    0.21192045509815216,
    0.631578803062439,
    0.4622640609741211,
    0.3414633274078369,
    0.5937498807907104,
    0.6631577014923096,
    0.24137921631336212,
    0.30456843972206116,
    0.22330091893672943,
    0.43518510460853577,
    0.3285022974014282,
    0.4265401363372803,
    0.39301300048828125,
    0.38461530208587646,
    0.3473052978515625,
    0.3217390477657318,
    0.12676051259040833,
    0.3495934009552002,
    0.1862347573041916,
    0.21203432977199554,
    0.511415421962738,
    0.34736835956573486,
    0.5781989693641663,
    0.2629106938838959,
    0.3644067049026489,
    0.253807008266449,
    0.1639343649148941,
    0.2403845638036728,
    0.4401912987232208,
    0.5513511896133423,
    0.44444432854652405,
    0.1885245442390442,
    0.3465345501899719,
    0.6418603658676147,
    0.538461446762085,
    0.510416567325592,
    0.11834313720464706,
    0.5428570508956909,
    0.346320241689682,
    0.43428558111190796,
    0.34554967284202576,
    0.6999998688697815,
    0.4276728630065918,
    0.36909863352775574,
    0.37499985098838806,
    0.17840369045734406,
    0.17721512913703918,
    0.19230762124061584,
    0.33460068702697754,
    0.689655065536499,
    0.6224488615989685,
    0.3820223808288574,
    0.6194689869880676,
    0.13502103090286255,
    0.29585790634155273,
    0.24154582619667053,
    0.6111109852790833,
    0.6255505681037903,
    0.15384607017040253,
    0.21649475395679474,
    0.3771427571773529,
    0.11702121049165726,
    0.3166666030883789,
    0.6739128828048706,
    0.3493449091911316,
    0.20118334889411926,
    0.42290738224983215,
    0.3386242389678955,
    0.42477864027023315,
    0.17441853880882263,
    0.3754788637161255,
    0.30674833059310913,
    0.5543476939201355,
    0.1360543668270111,
    0.19999991357326508,
    0.5837318897247314,
    0.4313724637031555,
    0.38132283091545105,
    0.3365383446216583,
    0.16233761608600616,
    0.46242761611938477
   ],
   "time": 159.84147165436298,
   "param": [
    {
     "p": 0.0892711728811264,
     "m": 1.0
    },
    {
     "p": 0.07158326357603073,
     "m": 1.0
    },
    {
     "p": 0.07409203797578812,
     "m": 1.0
    },
    {
     "p": 0.0719442069530487,
     "m": 1.0
    },
    {
     "p": 0.06427831202745438,
     "m": 1.0
    },
    {
     "p": 0.06926131248474121,
     "m": 1.0
    },
    {
     "p": 0.07437561452388763,
     "m": 1.0
    },
    {
     "p": 0.06586374342441559,
     "m": 1.0
    },
    {
     "p": 0.06356333196163177,
     "m": 1.0
    },
    {
     "p": 0.07083260267972946,
     "m": 1.0
    },
    {
     "p": 0.0722983181476593,
     "m": 1.0
    },
    {
     "p": 0.08063988387584686,
     "m": 1.0
    },
    {
     "p": 0.06674299389123917,
     "m": 1.0
    },
    {
     "p": 0.06525319069623947,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 151,
   "train_loss": 3.836719274520874,
   "val_loss": 2.6622774600982666,
   "acc": 36.54,
   "f1": [
    0.6549705862998962,
    0.39195966720581055,
    0.2840908169746399,
    0.15204671025276184,
    0.1445782482624054,
    0.2962961792945862,
    0.3487178385257721,
    0.37804868817329407,
    0.31632643938064575,
    0.44067782163619995,
    0.17964066565036774,
    0.30232545733451843,
    0.3402777314186096,
    0.32258057594299316,
    0.18784524500370026,
    0.256809264421463,
    0.37125736474990845,
    0.4824901819229126,
    0.38862547278404236,
    0.24475516378879547,
    0.5662099123001099,
    0.430107444524765,
    0.3070864975452423,
    0.5802468061447144,
    0.6069650650024414,
    0.30057793855667114,
    0.3179486393928528,
    0.19905206561088562,
    0.4685713052749634,
    0.3043477535247803,
    0.3982299864292145,
    0.38502663373947144,
    0.3657141625881195,
    0.29523801803588867,
    0.31390124559402466,
    0.1550387144088745,
    0.3316582143306732,
    0.1754385232925415,
    0.22222214937210083,
    0.5042015910148621,
    0.3882351815700531,
    0.5925924181938171,
    0.2601625323295593,
    0.37154141068458557,
    0.228571355342865,
    0.19555547833442688,
    0.23696675896644592,
    0.45128190517425537,
    0.5123152136802673,
    0.4694834351539612,
    0.14173223078250885,
    0.32365134358406067,
    0.5902776718139648,
    0.5435895919799805,
    0.5607475638389587,
    0.1282050609588623,
    0.4710423946380615,
    0.3576158285140991,
    0.3899998664855957,
    0.36464083194732666,
    0.7155961990356445,
    0.3741934299468994,
    0.44848471879959106,
    0.3894736170768738,
    0.16279064118862152,
    0.19459453225135803,
    0.19999992847442627,
    0.33333325386047363,
    0.7264149188995361,
    0.6041665077209473,
    0.37804868817329407,
    0.5980390906333923,
    0.14634139835834503,
    0.38626599311828613,
    0.1548386514186859,
    0.570175290107727,
    0.6341462135314941,
    0.15602830052375793,
    0.20408155024051666,
    0.3516482412815094,
    0.1647058129310608,
    0.2838283181190491,
    0.741572916507721,
    0.4050632119178772,
    0.21052628755569458,
    0.39153432846069336,
    0.4205606281757355,
    0.38974347710609436,
    0.10687018185853958,
    0.36082467436790466,
    0.2783881723880768,
    0.47524741291999817,
    0.23728805780410767,
    0.19883033633232117,
    0.6439023613929749,
    0.43781083822250366,
    0.3216782510280609,
    0.329317182302475,
    0.11522628366947174,
    0.3980098366737366
   ],
   "time": 159.64135200344026,
   "param": [
    {
     "p": 0.06705515831708908,
     "m": 1.0
    },
    {
     "p": 0.05697888508439064,
     "m": 1.0
    },
    {
     "p": 0.06716221570968628,
     "m": 1.0
    },
    {
     "p": 0.0702173113822937,
     "m": 1.0
    },
    {
     "p": 0.07231655716896057,
     "m": 1.0
    },
    {
     "p": 0.06856049597263336,
     "m": 1.0
    },
    {
     "p": 0.07617714256048203,
     "m": 1.0
    },
    {
     "p": 0.07243172824382782,
     "m": 1.0
    },
    {
     "p": 0.08311372995376587,
     "m": 1.0
    },
    {
     "p": 0.07819605618715286,
     "m": 1.0
    },
    {
     "p": 0.07840880751609802,
     "m": 1.0
    },
    {
     "p": 0.06105847656726837,
     "m": 1.0
    },
    {
     "p": 0.07793890684843063,
     "m": 1.0
    },
    {
     "p": 0.07038450986146927,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 152,
   "train_loss": 3.4937188625335693,
   "val_loss": 2.5779929161071777,
   "acc": 36.64,
   "f1": [
    0.6532661318778992,
    0.3905324339866638,
    0.3478259742259979,
    0.18652844429016113,
    0.18579228222370148,
    0.2605040967464447,
    0.35460981726646423,
    0.38961026072502136,
    0.34343424439430237,
    0.4431816637516022,
    0.12949636578559875,
    0.238805890083313,
    0.34126976132392883,
    0.2871793806552887,
    0.18292675912380219,
    0.32599109411239624,
    0.33050838112831116,
    0.525345504283905,
    0.3626372814178467,
    0.22421517968177795,
    0.5849055051803589,
    0.42145586013793945,
    0.3253011107444763,
    0.5435895919799805,
    0.6031744480133057,
    0.21524657309055328,
    0.2886596620082855,
    0.22352932393550873,
    0.46913567185401917,
    0.30857133865356445,
    0.38674020767211914,
    0.39603951573371887,
    0.35359105467796326,
    0.36601296067237854,
    0.36269423365592957,
    0.15827332437038422,
    0.2895622253417969,
    0.2105262726545334,
    0.24669595062732697,
    0.5058822631835938,
    0.31092432141304016,
    0.6031745076179504,
    0.2674771547317505,
    0.38139525055885315,
    0.19393931329250336,
    0.23188398778438568,
    0.2211054563522339,
    0.4918031394481659,
    0.47499990463256836,
    0.4148934781551361,
    0.20359273254871368,
    0.2973760664463043,
    0.6493505239486694,
    0.5352111458778381,
    0.579234778881073,
    0.08275856822729111,
    0.5314008593559265,
    0.3529410660266876,
    0.4177776873111725,
    0.33720916509628296,
    0.7004607319831848,
    0.445652037858963,
    0.43956032395362854,
    0.319248765707016,
    0.12413787841796875,
    0.1639343500137329,
    0.0869564637541771,
    0.3628317713737488,
    0.7450978755950928,
    0.5816324949264526,
    0.38150280714035034,
    0.5757573843002319,
    0.15789467096328735,
    0.37563440203666687,
    0.17834389209747314,
    0.5756096839904785,
    0.6448596715927124,
    0.1696968972682953,
    0.22321420907974243,
    0.36065563559532166,
    0.17877088487148285,
    0.28426387906074524,
    0.6874998807907104,
    0.3626372814178467,
    0.2603549063205719,
    0.38135582208633423,
    0.37154141068458557,
    0.42982450127601624,
    0.12162157148122787,
    0.34883710741996765,
    0.33502528071403503,
    0.4765956401824951,
    0.29629620909690857,
    0.18518511950969696,
    0.596858561038971,
    0.4416665732860565,
    0.3832334280014038,
    0.34161484241485596,
    0.12295076996088028,
    0.43349742889404297
   ],
   "time": 161.84901028033346,
   "param": [
    {
     "p": 0.07034441083669662,
     "m": 1.0
    },
    {
     "p": 0.07369256019592285,
     "m": 1.0
    },
    {
     "p": 0.08383218944072723,
     "m": 1.0
    },
    {
     "p": 0.06964146345853806,
     "m": 1.0
    },
    {
     "p": 0.07370426505804062,
     "m": 1.0
    },
    {
     "p": 0.07537203282117844,
     "m": 1.0
    },
    {
     "p": 0.06432744860649109,
     "m": 1.0
    },
    {
     "p": 0.06461887806653976,
     "m": 1.0
    },
    {
     "p": 0.0747261643409729,
     "m": 1.0
    },
    {
     "p": 0.07597929984331131,
     "m": 1.0
    },
    {
     "p": 0.06004204973578453,
     "m": 1.0
    },
    {
     "p": 0.07531079649925232,
     "m": 1.0
    },
    {
     "p": 0.07022485136985779,
     "m": 1.0
    },
    {
     "p": 0.06818360835313797,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 153,
   "train_loss": 3.964972734451294,
   "val_loss": 2.8242180347442627,
   "acc": 36.94,
   "f1": [
    0.5534589886665344,
    0.3653844892978668,
    0.3510637581348419,
    0.18390797078609467,
    0.1360543668270111,
    0.28571420907974243,
    0.32214754819869995,
    0.3549782335758209,
    0.33035704493522644,
    0.4302324652671814,
    0.14379078149795532,
    0.25945934653282166,
    0.3555554449558258,
    0.2782607972621918,
    0.15894033014774323,
    0.26548662781715393,
    0.38190943002700806,
    0.47619038820266724,
    0.37804868817329407,
    0.29629620909690857,
    0.5206610560417175,
    0.5043476819992065,
    0.31999990344047546,
    0.5513511896133423,
    0.5925924181938171,
    0.27428561449050903,
    0.27272719144821167,
    0.23437495529651642,
    0.4622640609741211,
    0.29665064811706543,
    0.4382021129131317,
    0.3716813027858734,
    0.3389829397201538,
    0.3301886022090912,
    0.3420073091983795,
    0.19540224969387054,
    0.3171805441379547,
    0.2243901938199997,
    0.2378377616405487,
    0.5868262648582458,
    0.34883710741996765,
    0.5999999046325684,
    0.30120471119880676,
    0.3663002848625183,
    0.238805890083313,
    0.21118006110191345,
    0.28971952199935913,
    0.474820077419281,
    0.4744184911251068,
    0.4083768427371979,
    0.16279064118862152,
    0.2776024341583252,
    0.579710066318512,
    0.5901637673377991,
    0.5517240166664124,
    0.09655166417360306,
    0.5230767726898193,
    0.3934425115585327,
    0.4186045527458191,
    0.33333322405815125,
    0.716157078742981,
    0.45454537868499756,
    0.4567900002002716,
    0.3964756429195404,
    0.14965979754924774,
    0.1818181276321411,
    0.17511513829231262,
    0.33720916509628296,
    0.7149757146835327,
    0.6270268559455872,
    0.4042551815509796,
    0.577777624130249,
    0.14606735110282898,
    0.38541653752326965,
    0.2095237374305725,
    0.587155818939209,
    0.623255729675293,
    0.20238088071346283,
    0.21505369246006012,
    0.3809523284435272,
    0.21857915818691254,
    0.2928570806980133,
    0.6528496146202087,
    0.32388654351234436,
    0.22831043601036072,
    0.3999998867511749,
    0.3931623101234436,
    0.419999897480011,
    0.1290321946144104,
    0.41284388303756714,
    0.2692306935787201,
    0.5333331823348999,
    0.2612611949443817,
    0.18784524500370026,
    0.614718496799469,
    0.47577083110809326,
    0.3468207120895386,
    0.38674020767211914,
    0.14473678171634674,
    0.4023667275905609
   ],
   "time": 160.8131762649864,
   "param": [
    {
     "p": 0.07228948920965195,
     "m": 1.0
    },
    {
     "p": 0.0669742152094841,
     "m": 1.0
    },
    {
     "p": 0.07380200922489166,
     "m": 1.0
    },
    {
     "p": 0.0666719451546669,
     "m": 1.0
    },
    {
     "p": 0.07109415531158447,
     "m": 1.0
    },
    {
     "p": 0.08293928951025009,
     "m": 1.0
    },
    {
     "p": 0.06653846055269241,
     "m": 1.0
    },
    {
     "p": 0.07181330770254135,
     "m": 1.0
    },
    {
     "p": 0.06509532779455185,
     "m": 1.0
    },
    {
     "p": 0.06826671212911606,
     "m": 1.0
    },
    {
     "p": 0.06406084448099136,
     "m": 1.0
    },
    {
     "p": 0.07885396480560303,
     "m": 1.0
    },
    {
     "p": 0.06921437382698059,
     "m": 1.0
    },
    {
     "p": 0.0823858305811882,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 154,
   "train_loss": 3.5338292121887207,
   "val_loss": 2.613067388534546,
   "acc": 36.39,
   "f1": [
    0.6153844594955444,
    0.37735840678215027,
    0.2790696918964386,
    0.19587622582912445,
    0.13095231354236603,
    0.23571421205997467,
    0.3625729978084564,
    0.39325833320617676,
    0.4203820824623108,
    0.4123710095882416,
    0.19108274579048157,
    0.3084576427936554,
    0.32183900475502014,
    0.31638407707214355,
    0.18181811273097992,
    0.2809363603591919,
    0.3696681261062622,
    0.5119998455047607,
    0.4042551815509796,
    0.2521738111972809,
    0.4999999403953552,
    0.4615383744239807,
    0.3350784480571747,
    0.5303866267204285,
    0.6315788626670837,
    0.25125616788864136,
    0.28820955753326416,
    0.22222214937210083,
    0.4495411515235901,
    0.3647797703742981,
    0.33755266666412354,
    0.36820071935653687,
    0.3809523284435272,
    0.3703702688217163,
    0.3058822751045227,
    0.23655906319618225,
    0.3272726535797119,
    0.21301770210266113,
    0.23728807270526886,
    0.5502644181251526,
    0.37623751163482666,
    0.627906858921051,
    0.239999920129776,
    0.37681150436401367,
    0.24460424482822418,
    0.2091502547264099,
    0.21965309977531433,
    0.46274495124816895,
    0.5128204226493835,
    0.42477864027023315,
    0.18348616361618042,
    0.32579174637794495,
    0.5494503974914551,
    0.5477177500724792,
    0.5243901014328003,
    0.12765949964523315,
    0.5681816935539246,
    0.3170730471611023,
    0.3636362552642822,
    0.3175964951515198,
    0.7236180305480957,
    0.4561401903629303,
    0.3878786563873291,
    0.3383457660675049,
    0.14685308933258057,
    0.19801974296569824,
    0.19875767827033997,
    0.3168315887451172,
    0.7323941588401794,
    0.5809522867202759,
    0.3583814203739166,
    0.6278025507926941,
    0.1461186707019806,
    0.329670250415802,
    0.16774186491966248,
    0.5980390906333923,
    0.5853657722473145,
    0.1764705330133438,
    0.23611101508140564,
    0.37499991059303284,
    0.18072283267974854,
    0.3165466785430908,
    0.6853931546211243,
    0.33802807331085205,
    0.1891891211271286,
    0.37185919284820557,
    0.3975902497768402,
    0.4301074147224426,
    0.16766461730003357,
    0.40796008706092834,
    0.29694315791130066,
    0.5269460082054138,
    0.20095685124397278,
    0.16216209530830383,
    0.5538460612297058,
    0.48453593254089355,
    0.4125559628009796,
    0.3627450466156006,
    0.1657457947731018,
    0.3592813014984131
   ],
   "time": 160.31181235145777,
   "param": [
    {
     "p": 0.07979439944028854,
     "m": 1.0
    },
    {
     "p": 0.07388033717870712,
     "m": 1.0
    },
    {
     "p": 0.0797419473528862,
     "m": 1.0
    },
    {
     "p": 0.0551430806517601,
     "m": 1.0
    },
    {
     "p": 0.06771790236234665,
     "m": 1.0
    },
    {
     "p": 0.0759178176522255,
     "m": 1.0
    },
    {
     "p": 0.07242850959300995,
     "m": 1.0
    },
    {
     "p": 0.06132630631327629,
     "m": 1.0
    },
    {
     "p": 0.0668308213353157,
     "m": 1.0
    },
    {
     "p": 0.07479972392320633,
     "m": 1.0
    },
    {
     "p": 0.08387208729982376,
     "m": 1.0
    },
    {
     "p": 0.06701304763555527,
     "m": 1.0
    },
    {
     "p": 0.0760524645447731,
     "m": 1.0
    },
    {
     "p": 0.06548153609037399,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 155,
   "train_loss": 4.003110408782959,
   "val_loss": 2.669639825820923,
   "acc": 36.94,
   "f1": [
    0.6272726058959961,
    0.425531804561615,
    0.28368785977363586,
    0.1307188868522644,
    0.15044242143630981,
    0.2471909523010254,
    0.3499998450279236,
    0.39999985694885254,
    0.3771427571773529,
    0.45595842599868774,
    0.1694914698600769,
    0.26415085792541504,
    0.3754788637161255,
    0.26086944341659546,
    0.18421046435832977,
    0.28235286474227905,
    0.38461530208587646,
    0.5146197080612183,
    0.4365480840206146,
    0.2580644190311432,
    0.5922329425811768,
    0.46530601382255554,
    0.33816415071487427,
    0.4945053458213806,
    0.6212764978408813,
    0.2767294645309448,
    0.31999990344047546,
    0.15853650867938995,
    0.4519229531288147,
    0.31764698028564453,
    0.4052862524986267,
    0.3743841052055359,
    0.32432422041893005,
    0.3553718030452728,
    0.3275861144065857,
    0.2244897186756134,
    0.35294109582901,
    0.26415085792541504,
    0.30331745743751526,
    0.5326085686683655,
    0.2933332324028015,
    0.6099998950958252,
    0.3314284682273865,
    0.3999999165534973,
    0.24590153992176056,
    0.22598862648010254,
    0.22881349921226501,
    0.5217390656471252,
    0.5185183882713318,
    0.4271843731403351,
    0.21100911498069763,
    0.27173903584480286,
    0.6216214895248413,
    0.575107216835022,
    0.5901637673377991,
    0.10062886029481888,
    0.539215624332428,
    0.32222211360931396,
    0.4153004288673401,
    0.35359105467796326,
    0.7157893776893616,
    0.47963786125183105,
    0.40999990701675415,
    0.3999999165534973,
    0.11475405097007751,
    0.20833326876163483,
    0.17647051811218262,
    0.36111101508140564,
    0.7171715497970581,
    0.5019304156303406,
    0.40476179122924805,
    0.5953487157821655,
    0.16535425186157227,
    0.35748788714408875,
    0.17560969293117523,
    0.6090908050537109,
    0.6153845191001892,
    0.16774186491966248,
    0.2870812714099884,
    0.3225805461406708,
    0.21305835247039795,
    0.2629106938838959,
    0.6834169626235962,
    0.36180898547172546,
    0.18055549263954163,
    0.40641695261001587,
    0.3508771061897278,
    0.41269823908805847,
    0.10687018185853958,
    0.37647050619125366,
    0.2999999225139618,
    0.48167529702186584,
    0.22702695429325104,
    0.17346931993961334,
    0.6082472205162048,
    0.43678146600723267,
    0.36842095851898193,
    0.3692306876182556,
    0.12727266550064087,
    0.3999998867511749
   ],
   "time": 163.38112729229033,
   "param": [
    {
     "p": 0.0734136551618576,
     "m": 1.0
    },
    {
     "p": 0.08285599946975708,
     "m": 1.0
    },
    {
     "p": 0.05914332717657089,
     "m": 1.0
    },
    {
     "p": 0.07084500044584274,
     "m": 1.0
    },
    {
     "p": 0.06958801299333572,
     "m": 1.0
    },
    {
     "p": 0.08404265344142914,
     "m": 1.0
    },
    {
     "p": 0.07500597089529037,
     "m": 1.0
    },
    {
     "p": 0.08053557574748993,
     "m": 1.0
    },
    {
     "p": 0.06651775538921356,
     "m": 1.0
    },
    {
     "p": 0.051639653742313385,
     "m": 1.0
    },
    {
     "p": 0.0747007206082344,
     "m": 1.0
    },
    {
     "p": 0.0794755071401596,
     "m": 1.0
    },
    {
     "p": 0.06299573183059692,
     "m": 1.0
    },
    {
     "p": 0.06924039125442505,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 156,
   "train_loss": 4.110329627990723,
   "val_loss": 2.696347713470459,
   "acc": 36.96,
   "f1": [
    0.6139533519744873,
    0.3853210210800171,
    0.28571420907974243,
    0.1648350954055786,
    0.16666661202907562,
    0.2677823603153229,
    0.34246566891670227,
    0.44067782163619995,
    0.36585354804992676,
    0.45685264468193054,
    0.17346931993961334,
    0.28571417927742004,
    0.37914684414863586,
    0.32804223895072937,
    0.22459883987903595,
    0.3069306015968323,
    0.37499991059303284,
    0.563380241394043,
    0.42471033334732056,
    0.2588233947753906,
    0.562211811542511,
    0.44670039415359497,
    0.3376622200012207,
    0.5221673846244812,
    0.5726870894432068,
    0.2773721516132355,
    0.2660943269729614,
    0.22047238051891327,
    0.43946176767349243,
    0.3465345501899719,
    0.38502663373947144,
    0.4170615077018738,
    0.29508185386657715,
    0.36470577120780945,
    0.3350784480571747,
    0.14634139835834503,
    0.32989683747291565,
    0.28310492634773254,
    0.26455017924308777,
    0.5208331942558289,
    0.32978713512420654,
    0.6138612627983093,
    0.304526686668396,
    0.36704114079475403,
    0.2613064646720886,
    0.206060528755188,
    0.27777770161628723,
    0.4666665494441986,
    0.5389220714569092,
    0.3908045291900635,
    0.1854303926229477,
    0.2866448760032654,
    0.6094419956207275,
    0.558139443397522,
    0.5082871913909912,
    0.14847156405448914,
    0.5454544425010681,
    0.348314493894577,
    0.40206170082092285,
    0.3211008310317993,
    0.6981130838394165,
    0.46753236651420593,
    0.4114284813404083,
    0.38974347710609436,
    0.1612902730703354,
    0.20192298293113708,
    0.16560502350330353,
    0.3350784480571747,
    0.6782606840133667,
    0.5240174531936646,
    0.43362823128700256,
    0.6203702688217163,
    0.14736837148666382,
    0.3151514232158661,
    0.18300646543502808,
    0.6516852378845215,
    0.6186439990997314,
    0.24418595433235168,
    0.2147650271654129,
    0.29577454924583435,
    0.23293164372444153,
    0.33444806933403015,
    0.7035174369812012,
    0.3771928548812866,
    0.1868131160736084,
    0.43575406074523926,
    0.4153004288673401,
    0.3778800964355469,
    0.1258740872144699,
    0.3576641380786896,
    0.2959640622138977,
    0.5026736855506897,
    0.19251330196857452,
    0.22222216427326202,
    0.5119998455047607,
    0.4221104085445404,
    0.36714968085289,
    0.3374998867511749,
    0.16788314282894135,
    0.4203820824623108
   ],
   "time": 162.48996164929122,
   "param": [
    {
     "p": 0.06567004323005676,
     "m": 1.0
    },
    {
     "p": 0.07075668126344681,
     "m": 1.0
    },
    {
     "p": 0.06479773670434952,
     "m": 1.0
    },
    {
     "p": 0.08081688731908798,
     "m": 1.0
    },
    {
     "p": 0.05339326336979866,
     "m": 1.0
    },
    {
     "p": 0.08335671573877335,
     "m": 1.0
    },
    {
     "p": 0.08974845707416534,
     "m": 1.0
    },
    {
     "p": 0.07490421831607819,
     "m": 1.0
    },
    {
     "p": 0.057927150279283524,
     "m": 1.0
    },
    {
     "p": 0.07155799120664597,
     "m": 1.0
    },
    {
     "p": 0.06356474757194519,
     "m": 1.0
    },
    {
     "p": 0.07371072471141815,
     "m": 1.0
    },
    {
     "p": 0.06768329441547394,
     "m": 1.0
    },
    {
     "p": 0.08211216330528259,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 157,
   "train_loss": 3.3185033798217773,
   "val_loss": 2.638577461242676,
   "acc": 36.78,
   "f1": [
    0.6666664481163025,
    0.38888880610466003,
    0.2914571762084961,
    0.12765952944755554,
    0.1203702986240387,
    0.2452106475830078,
    0.3389829397201538,
    0.3578946590423584,
    0.33777767419815063,
    0.3999999165534973,
    0.10370365530252457,
    0.3152172863483429,
    0.38888880610466003,
    0.30409345030784607,
    0.2234041839838028,
    0.29850736260414124,
    0.32124343514442444,
    0.5208331942558289,
    0.37288129329681396,
    0.28571420907974243,
    0.5977010130882263,
    0.47470811009407043,
    0.29677411913871765,
    0.5652172565460205,
    0.546153724193573,
    0.25352105498313904,
    0.3037974238395691,
    0.20668688416481018,
    0.4081631302833557,
    0.3135133981704712,
    0.43999987840652466,
    0.4186045527458191,
    0.3265305161476135,
    0.36190465092658997,
    0.327868789434433,
    0.17241372168064117,
    0.3485476076602936,
    0.22499993443489075,
    0.2566370666027069,
    0.5939393043518066,
    0.3209875524044037,
    0.619999885559082,
    0.26388877630233765,
    0.3919999301433563,
    0.23529404401779175,
    0.19587622582912445,
    0.2922373414039612,
    0.47368407249450684,
    0.4899998903274536,
    0.3979056477546692,
    0.20118334889411926,
    0.30999991297721863,
    0.6096652746200562,
    0.558139443397522,
    0.5454544425010681,
    0.13186806440353394,
    0.5299144387245178,
    0.3975153863430023,
    0.4401912987232208,
    0.3603602349758148,
    0.7319586277008057,
    0.4777776598930359,
    0.4114284813404083,
    0.38190943002700806,
    0.1379309743642807,
    0.16993455588817596,
    0.19047613441944122,
    0.24390234053134918,
    0.7115383744239807,
    0.5338644981384277,
    0.35532984137535095,
    0.4939757287502289,
    0.16766461730003357,
    0.41176462173461914,
    0.1556885540485382,
    0.6055043935775757,
    0.6399998664855957,
    0.2021275758743286,
    0.24528293311595917,
    0.24836592376232147,
    0.238805890083313,
    0.2983870208263397,
    0.7314283847808838,
    0.35897424817085266,
    0.18652844429016113,
    0.37575745582580566,
    0.4242422580718994,
    0.4095236659049988,
    0.15315312147140503,
    0.421052485704422,
    0.3083699643611908,
    0.5434780716896057,
    0.16666659712791443,
    0.18064509332180023,
    0.6176469922065735,
    0.4770641028881073,
    0.2933332324028015,
    0.39473676681518555,
    0.10843367874622345,
    0.4223601520061493
   ],
   "time": 161.16216024942696,
   "param": [
    {
     "p": 0.08355925232172012,
     "m": 1.0
    },
    {
     "p": 0.07948245853185654,
     "m": 1.0
    },
    {
     "p": 0.08225379884243011,
     "m": 1.0
    },
    {
     "p": 0.06608366221189499,
     "m": 1.0
    },
    {
     "p": 0.0722341313958168,
     "m": 1.0
    },
    {
     "p": 0.0726388469338417,
     "m": 1.0
    },
    {
     "p": 0.06981570273637772,
     "m": 1.0
    },
    {
     "p": 0.07091706991195679,
     "m": 1.0
    },
    {
     "p": 0.06713120639324188,
     "m": 1.0
    },
    {
     "p": 0.06651952117681503,
     "m": 1.0
    },
    {
     "p": 0.05549712851643562,
     "m": 1.0
    },
    {
     "p": 0.0723993331193924,
     "m": 1.0
    },
    {
     "p": 0.06321744620800018,
     "m": 1.0
    },
    {
     "p": 0.07825037091970444,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 158,
   "train_loss": 4.110051155090332,
   "val_loss": 2.7596018314361572,
   "acc": 36.9,
   "f1": [
    0.6526314616203308,
    0.39583319425582886,
    0.29585790634155273,
    0.1898733526468277,
    0.15706801414489746,
    0.2653060257434845,
    0.33918121457099915,
    0.3408070504665375,
    0.37499991059303284,
    0.4733726978302002,
    0.10191076993942261,
    0.28426387906074524,
    0.3603602349758148,
    0.30275216698646545,
    0.1768706887960434,
    0.2762430012226105,
    0.31932762265205383,
    0.5238093733787537,
    0.3489931523799896,
    0.24836592376232147,
    0.5988022685050964,
    0.4814813435077667,
    0.3522725999355316,
    0.5803107619285583,
    0.635944664478302,
    0.2444443702697754,
    0.300429105758667,
    0.1990049034357071,
    0.44221094250679016,
    0.3314915895462036,
    0.45121943950653076,
    0.3936169147491455,
    0.33333325386047363,
    0.3206750154495239,
    0.32635971903800964,
    0.2046510875225067,
    0.3043477237224579,
    0.23715409636497498,
    0.25441691279411316,
    0.5345621109008789,
    0.34177201986312866,
    0.5799998641014099,
    0.3144652843475342,
    0.36236923933029175,
    0.26190465688705444,
    0.23841053247451782,
    0.29245272278785706,
    0.4729062616825104,
    0.4858298599720001,
    0.38043469190597534,
    0.1854303926229477,
    0.34883710741996765,
    0.6046510934829712,
    0.5024629235267639,
    0.5454544425010681,
    0.16249993443489075,
    0.5248867273330688,
    0.3468207120895386,
    0.3957218527793884,
    0.322274774312973,
    0.7128711342811584,
    0.45595842599868774,
    0.37410059571266174,
    0.39153432846069336,
    0.08333329111337662,
    0.18300646543502808,
    0.16494840383529663,
    0.27999988198280334,
    0.6936934590339661,
    0.5904760956764221,
    0.37999987602233887,
    0.5865383148193359,
    0.11851847171783447,
    0.3926939368247986,
    0.1809954047203064,
    0.5818180441856384,
    0.6301368474960327,
    0.15300540626049042,
    0.2620086967945099,
    0.3469386696815491,
    0.19689112901687622,
    0.3278687596321106,
    0.6952379941940308,
    0.35121941566467285,
    0.21301770210266113,
    0.4123710095882416,
    0.35714274644851685,
    0.36090216040611267,
    0.1673639565706253,
    0.4343433380126953,
    0.292035311460495,
    0.4955751299858093,
    0.25892847776412964,
    0.2275448441505432,
    0.5412842631340027,
    0.4331796169281006,
    0.23529404401779175,
    0.39301300048828125,
    0.14379078149795532,
    0.4041449725627899
   ],
   "time": 160.27217771671712,
   "param": [
    {
     "p": 0.0841313973069191,
     "m": 1.0
    },
    {
     "p": 0.06417254358530045,
     "m": 1.0
    },
    {
     "p": 0.06450816243886948,
     "m": 1.0
    },
    {
     "p": 0.07081732153892517,
     "m": 1.0
    },
    {
     "p": 0.06791423261165619,
     "m": 1.0
    },
    {
     "p": 0.07563178986310959,
     "m": 1.0
    },
    {
     "p": 0.06770886480808258,
     "m": 1.0
    },
    {
     "p": 0.05907289683818817,
     "m": 1.0
    },
    {
     "p": 0.07139252126216888,
     "m": 1.0
    },
    {
     "p": 0.08163809031248093,
     "m": 1.0
    },
    {
     "p": 0.06427969038486481,
     "m": 1.0
    },
    {
     "p": 0.0686643123626709,
     "m": 1.0
    },
    {
     "p": 0.07295570522546768,
     "m": 1.0
    },
    {
     "p": 0.08711253106594086,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 159,
   "train_loss": 3.5617308616638184,
   "val_loss": 2.6957848072052,
   "acc": 37.3,
   "f1": [
    0.6823527216911316,
    0.41414129734039307,
    0.2934781610965729,
    0.14285708963871002,
    0.15310998260974884,
    0.2780747711658478,
    0.43708598613739014,
    0.38502663373947144,
    0.3874344527721405,
    0.446808397769928,
    0.16993455588817596,
    0.28455275297164917,
    0.36909863352775574,
    0.3111110329627991,
    0.20833326876163483,
    0.2658958435058594,
    0.390243798494339,
    0.5728641748428345,
    0.3946187198162079,
    0.2755904495716095,
    0.558139443397522,
    0.4337348937988281,
    0.31390124559402466,
    0.5497629642486572,
    0.6562498807907104,
    0.28181809186935425,
    0.2769230008125305,
    0.16964279115200043,
    0.4864863455295563,
    0.3386242389678955,
    0.4153004288673401,
    0.3499998450279236,
    0.3699420988559723,
    0.3775508999824524,
    0.3394494354724884,
    0.1307188868522644,
    0.3707864284515381,
    0.23463678359985352,
    0.2272726446390152,
    0.505154550075531,
    0.3636362850666046,
    0.5728154182434082,
    0.31155768036842346,
    0.3966940939426422,
    0.2333332598209381,
    0.19867542386054993,
    0.22891558706760406,
    0.4717947542667389,
    0.5098037719726562,
    0.3636362552642822,
    0.19047613441944122,
    0.3097344636917114,
    0.635944664478302,
    0.5399999022483826,
    0.5728641748428345,
    0.15384608507156372,
    0.5698922872543335,
    0.3758388161659241,
    0.39676105976104736,
    0.382978618144989,
    0.6968324184417725,
    0.4599998891353607,
    0.41666656732559204,
    0.3980098366737366,
    0.1546391248703003,
    0.16304342448711395,
    0.19742482900619507,
    0.31764698028564453,
    0.688372015953064,
    0.6363635063171387,
    0.4549761712551117,
    0.5791853666305542,
    0.16842098534107208,
    0.3853210210800171,
    0.18934904038906097,
    0.5793650150299072,
    0.6480445265769958,
    0.21538454294204712,
    0.20883527398109436,
    0.25185176730155945,
    0.16438350081443787,
    0.3032069504261017,
    0.7040814757347107,
    0.3790321350097656,
    0.206060528755188,
    0.39490434527397156,
    0.4149376451969147,
    0.40384599566459656,
    0.15686267614364624,
    0.371900737285614,
    0.2838708758354187,
    0.47899147868156433,
    0.23529404401779175,
    0.19417467713356018,
    0.6136362552642822,
    0.4886876940727234,
    0.36809808015823364,
    0.3703702688217163,
    0.16589856147766113,
    0.4162435233592987
   ],
   "time": 161.838214145042,
   "param": [
    {
     "p": 0.06820856779813766,
     "m": 1.0
    },
    {
     "p": 0.04976916313171387,
     "m": 1.0
    },
    {
     "p": 0.08798684924840927,
     "m": 1.0
    },
    {
     "p": 0.07502421736717224,
     "m": 1.0
    },
    {
     "p": 0.05428168177604675,
     "m": 1.0
    },
    {
     "p": 0.08110716938972473,
     "m": 1.0
    },
    {
     "p": 0.07046307623386383,
     "m": 1.0
    },
    {
     "p": 0.08119100332260132,
     "m": 1.0
    },
    {
     "p": 0.05791744962334633,
     "m": 1.0
    },
    {
     "p": 0.07621686160564423,
     "m": 1.0
    },
    {
     "p": 0.07701107114553452,
     "m": 1.0
    },
    {
     "p": 0.06104626879096031,
     "m": 1.0
    },
    {
     "p": 0.08018981665372849,
     "m": 1.0
    },
    {
     "p": 0.07958673685789108,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 160,
   "train_loss": 3.9271020889282227,
   "val_loss": 2.7896249294281006,
   "acc": 36.7,
   "f1": [
    0.6769229769706726,
    0.3821137547492981,
    0.30621999502182007,
    0.09459453821182251,
    0.16600783169269562,
    0.28897330164909363,
    0.3626372814178467,
    0.3707864284515381,
    0.38596484065055847,
    0.4096384644508362,
    0.11688306927680969,
    0.29197070002555847,
    0.33064505457878113,
    0.2909089922904968,
    0.22727267444133759,
    0.2790696918964386,
    0.38251355290412903,
    0.5067872405052185,
    0.36956512928009033,
    0.2944784462451935,
    0.5760868191719055,
    0.5116277933120728,
    0.34246566891670227,
    0.5240640044212341,
    0.5630251169204712,
    0.2758620083332062,
    0.31746023893356323,
    0.18677033483982086,
    0.43715834617614746,
    0.30999991297721863,
    0.33802807331085205,
    0.3943660855293274,
    0.3247862458229065,
    0.37777766585350037,
    0.33476385474205017,
    0.16666659712791443,
    0.34523800015449524,
    0.2211054563522339,
    0.2536584436893463,
    0.543352484703064,
    0.269938588142395,
    0.6235292553901672,
    0.2944784462451935,
    0.3648647665977478,
    0.2532750070095062,
    0.15384609997272491,
    0.1777777075767517,
    0.4717947542667389,
    0.5209301114082336,
    0.39631327986717224,
    0.228571355342865,
    0.34972667694091797,
    0.6425337791442871,
    0.5953487157821655,
    0.5488370656967163,
    0.08450698852539062,
    0.506912350654602,
    0.3184078335762024,
    0.44444432854652405,
    0.30769217014312744,
    0.7216493487358093,
    0.4402514398097992,
    0.40217384696006775,
    0.37426888942718506,
    0.1559632420539856,
    0.21111102402210236,
    0.17085421085357666,
    0.32195112109184265,
    0.672645628452301,
    0.5798317790031433,
    0.44444429874420166,
    0.6336632370948792,
    0.14201176166534424,
    0.3675212860107422,
    0.16091948747634888,
    0.5772356390953064,
    0.6036034822463989,
    0.18421046435832977,
    0.21301770210266113,
    0.358024537563324,
    0.17840369045734406,
    0.23170723021030426,
    0.6737966537475586,
    0.33128824830055237,
    0.17948710918426514,
    0.41666656732559204,
    0.382978618144989,
    0.4561401903629303,
    0.16666659712791443,
    0.40191373229026794,
    0.33212989568710327,
    0.49756085872650146,
    0.27322396636009216,
    0.2202642410993576,
    0.5957446098327637,
    0.38596484065055847,
    0.41095879673957825,
    0.32131141424179077,
    0.15079358220100403,
    0.4306218922138214
   ],
   "time": 159.99494139198214,
   "param": [
    {
     "p": 0.06708948314189911,
     "m": 1.0
    },
    {
     "p": 0.0754372850060463,
     "m": 1.0
    },
    {
     "p": 0.07548432052135468,
     "m": 1.0
    },
    {
     "p": 0.07835464924573898,
     "m": 1.0
    },
    {
     "p": 0.05714420601725578,
     "m": 1.0
    },
    {
     "p": 0.07697277516126633,
     "m": 1.0
    },
    {
     "p": 0.07756327092647552,
     "m": 1.0
    },
    {
     "p": 0.049431927502155304,
     "m": 1.0
    },
    {
     "p": 0.08191867172718048,
     "m": 1.0
    },
    {
     "p": 0.08124609291553497,
     "m": 1.0
    },
    {
     "p": 0.06971337646245956,
     "m": 1.0
    },
    {
     "p": 0.07244983315467834,
     "m": 1.0
    },
    {
     "p": 0.07017859071493149,
     "m": 1.0
    },
    {
     "p": 0.06701558083295822,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 161,
   "train_loss": 3.4458136558532715,
   "val_loss": 2.734541177749634,
   "acc": 37.14,
   "f1": [
    0.6473428606987,
    0.3468207120895386,
    0.26881712675094604,
    0.16080394387245178,
    0.1452513188123703,
    0.2681991159915924,
    0.35185176134109497,
    0.31325289607048035,
    0.39548009634017944,
    0.4631577730178833,
    0.1307188868522644,
    0.23948213458061218,
    0.38647329807281494,
    0.2430938482284546,
    0.2512076497077942,
    0.26244333386421204,
    0.3675675094127655,
    0.526717483997345,
    0.3797467350959778,
    0.24107137322425842,
    0.5550238490104675,
    0.46031734347343445,
    0.39325833320617676,
    0.5825241804122925,
    0.602620005607605,
    0.29787227511405945,
    0.2700421214103699,
    0.1775147169828415,
    0.47120407223701477,
    0.33684200048446655,
    0.378109335899353,
    0.38541653752326965,
    0.3465345501899719,
    0.3555554449558258,
    0.33502528071403503,
    0.18536579608917236,
    0.3563217520713806,
    0.2786068916320801,
    0.26666659116744995,
    0.5647057294845581,
    0.309278279542923,
    0.5673075914382935,
    0.31279608607292175,
    0.3939392864704132,
    0.20547938346862793,
    0.239436537027359,
    0.1481480896472931,
    0.49777767062187195,
    0.5020574927330017,
    0.41340771317481995,
    0.1846153289079666,
    0.27551010251045227,
    0.6293102502822876,
    0.5747125148773193,
    0.5841582417488098,
    0.16107375919818878,
    0.5170730352401733,
    0.3502824008464813,
    0.40350866317749023,
    0.38144323229789734,
    0.7363182306289673,
    0.4787232577800751,
    0.4018263518810272,
    0.38541653752326965,
    0.12987005710601807,
    0.20571422576904297,
    0.15706801414489746,
    0.3414633274078369,
    0.6788989305496216,
    0.5806450843811035,
    0.4545453190803528,
    0.6140349507331848,
    0.1528661698102951,
    0.41758227348327637,
    0.19047614932060242,
    0.5545453429222107,
    0.6111109852790833,
    0.22891558706760406,
    0.24864855408668518,
    0.3469386696815491,
    0.18390797078609467,
    0.280373752117157,
    0.6630433797836304,
    0.37768232822418213,
    0.2340424805879593,
    0.4114284813404083,
    0.40178558230400085,
    0.3800903856754303,
    0.18292675912380219,
    0.3821137547492981,
    0.31249991059303284,
    0.5021644234657288,
    0.19631893932819366,
    0.1990949511528015,
    0.5887848734855652,
    0.42342329025268555,
    0.32298123836517334,
    0.3086816370487213,
    0.141592875123024,
    0.4302324652671814
   ],
   "time": 160.65046928729862,
   "param": [
    {
     "p": 0.07318033277988434,
     "m": 1.0
    },
    {
     "p": 0.06967822462320328,
     "m": 1.0
    },
    {
     "p": 0.07248260080814362,
     "m": 1.0
    },
    {
     "p": 0.07570963352918625,
     "m": 1.0
    },
    {
     "p": 0.0767783597111702,
     "m": 1.0
    },
    {
     "p": 0.07685381174087524,
     "m": 1.0
    },
    {
     "p": 0.06561490893363953,
     "m": 1.0
    },
    {
     "p": 0.07976584136486053,
     "m": 1.0
    },
    {
     "p": 0.06506376713514328,
     "m": 1.0
    },
    {
     "p": 0.0647725835442543,
     "m": 1.0
    },
    {
     "p": 0.05404011160135269,
     "m": 1.0
    },
    {
     "p": 0.0734986662864685,
     "m": 1.0
    },
    {
     "p": 0.06892053782939911,
     "m": 1.0
    },
    {
     "p": 0.08364062756299973,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 162,
   "train_loss": 4.0243635177612305,
   "val_loss": 2.8720831871032715,
   "acc": 36.89,
   "f1": [
    0.6167399883270264,
    0.4021162986755371,
    0.3144652843475342,
    0.13836471736431122,
    0.1576354056596756,
    0.2941175401210785,
    0.3764704465866089,
    0.36269423365592957,
    0.3603602349758148,
    0.4656083285808563,
    0.07894731312990189,
    0.280373752117157,
    0.367346853017807,
    0.3133639991283417,
    0.2167486995458603,
    0.2636362612247467,
    0.3764704465866089,
    0.49438196420669556,
    0.3977271616458893,
    0.2741115987300873,
    0.5957446098327637,
    0.43097633123397827,
    0.38251355290412903,
    0.5632182359695435,
    0.580357015132904,
    0.2716048061847687,
    0.2702701687812805,
    0.19444438815116882,
    0.47107425332069397,
    0.29213473200798035,
    0.3950616121292114,
    0.3313608467578888,
    0.3232322335243225,
    0.3399999141693115,
    0.36585354804992676,
    0.13978487253189087,
    0.37499991059303284,
    0.18378373980522156,
    0.2575756907463074,
    0.5434780716896057,
    0.3617020547389984,
    0.5728154182434082,
    0.30674833059310913,
    0.40659332275390625,
    0.2243901938199997,
    0.16107375919818878,
    0.18497103452682495,
    0.5021644234657288,
    0.5145629644393921,
    0.3831774890422821,
    0.1935483068227768,
    0.2681991159915924,
    0.6457397937774658,
    0.5609754920005798,
    0.5714284181594849,
    0.1417909860610962,
    0.5741626024246216,
    0.3578946590423584,
    0.3999999165534973,
    0.36649200320243835,
    0.732673168182373,
    0.5136610269546509,
    0.44970402121543884,
    0.38636353611946106,
    0.16326524317264557,
    0.1989527940750122,
    0.18947362899780273,
    0.2649005651473999,
    0.7058822512626648,
    0.5159009695053101,
    0.3720929026603699,
    0.6237622499465942,
    0.15384607017040253,
    0.32432422041893005,
    0.2054053246974945,
    0.580357015132904,
    0.625640869140625,
    0.19767434895038605,
    0.26804113388061523,
    0.32432422041893005,
    0.16766461730003357,
    0.28571420907974243,
    0.7083331942558289,
    0.3186812400817871,
    0.18309852480888367,
    0.4105958938598633,
    0.4366810917854309,
    0.4248703718185425,
    0.18905465304851532,
    0.393063485622406,
    0.3130989968776703,
    0.5157893896102905,
    0.2406638264656067,
    0.24390237033367157,
    0.5754715800285339,
    0.46788978576660156,
    0.31818172335624695,
    0.3711339235305786,
    0.12765952944755554,
    0.44198882579803467
   ],
   "time": 160.0031404029578,
   "param": [
    {
     "p": 0.0658818855881691,
     "m": 1.0
    },
    {
     "p": 0.054924242198467255,
     "m": 1.0
    },
    {
     "p": 0.06994510442018509,
     "m": 1.0
    },
    {
     "p": 0.07445022463798523,
     "m": 1.0
    },
    {
     "p": 0.07777603715658188,
     "m": 1.0
    },
    {
     "p": 0.08019731193780899,
     "m": 1.0
    },
    {
     "p": 0.06704173237085342,
     "m": 1.0
    },
    {
     "p": 0.08410333096981049,
     "m": 1.0
    },
    {
     "p": 0.06526792049407959,
     "m": 1.0
    },
    {
     "p": 0.06724108010530472,
     "m": 1.0
    },
    {
     "p": 0.06715217977762222,
     "m": 1.0
    },
    {
     "p": 0.07941240072250366,
     "m": 1.0
    },
    {
     "p": 0.06439196318387985,
     "m": 1.0
    },
    {
     "p": 0.0822145864367485,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 163,
   "train_loss": 3.7883801460266113,
   "val_loss": 2.8066136837005615,
   "acc": 37.28,
   "f1": [
    0.6255922317504883,
    0.37908485531806946,
    0.2959182858467102,
    0.13496926426887512,
    0.1455938220024109,
    0.290502667427063,
    0.31944435834884644,
    0.3692306876182556,
    0.3516482412815094,
    0.4598929286003113,
    0.1548386514186859,
    0.2727271616458893,
    0.3934425115585327,
    0.25301194190979004,
    0.2622949779033661,
    0.2275448441505432,
    0.33884286880493164,
    0.4473683536052704,
    0.4081631600856781,
    0.2605040967464447,
    0.5636362433433533,
    0.47933873534202576,
    0.3419688045978546,
    0.5670101642608643,
    0.6339284181594849,
    0.28571417927742004,
    0.28947362303733826,
    0.20430098474025726,
    0.48837196826934814,
    0.33333322405815125,
    0.41379299759864807,
    0.3578946590423584,
    0.3456788659095764,
    0.31531521677970886,
    0.3025209605693817,
    0.19780214130878448,
    0.3232322335243225,
    0.19555547833442688,
    0.21839071810245514,
    0.5904760956764221,
    0.3874998986721039,
    0.6190474629402161,
    0.2872926890850067,
    0.39195966720581055,
    0.19259251654148102,
    0.15028895437717438,
    0.22377613186836243,
    0.42708319425582886,
    0.5175436735153198,
    0.3783782720565796,
    0.17346931993961334,
    0.29752060770988464,
    0.6180256605148315,
    0.5700933337211609,
    0.5728154182434082,
    0.14201176166534424,
    0.5044246912002563,
    0.3723403513431549,
    0.4108106791973114,
    0.3474177420139313,
    0.7738691568374634,
    0.47210294008255005,
    0.4043714702129364,
    0.33333322405815125,
    0.15384609997272491,
    0.2025315761566162,
    0.20634914934635162,
    0.2944784462451935,
    0.702702522277832,
    0.6368157267570496,
    0.4507041275501251,
    0.6183573603630066,
    0.17525766789913177,
    0.387096643447876,
    0.19459453225135803,
    0.5990337133407593,
    0.635944664478302,
    0.19696961343288422,
    0.2264150083065033,
    0.32748526334762573,
    0.1846153289079666,
    0.3170730471611023,
    0.6865670084953308,
    0.3609755337238312,
    0.22929932177066803,
    0.3693692684173584,
    0.421052485704422,
    0.4221104085445404,
    0.1749999225139618,
    0.4266665577888489,
    0.3025829493999481,
    0.49999988079071045,
    0.2564101815223694,
    0.19905206561088562,
    0.6129031181335449,
    0.4827585518360138,
    0.39655160903930664,
    0.4114284813404083,
    0.09523803740739822,
    0.38150280714035034
   ],
   "time": 162.0142075587064,
   "param": [
    {
     "p": 0.06862138211727142,
     "m": 1.0
    },
    {
     "p": 0.07057587057352066,
     "m": 1.0
    },
    {
     "p": 0.07356484979391098,
     "m": 1.0
    },
    {
     "p": 0.08169078081846237,
     "m": 1.0
    },
    {
     "p": 0.06068042665719986,
     "m": 1.0
    },
    {
     "p": 0.06347570568323135,
     "m": 1.0
    },
    {
     "p": 0.06635966151952744,
     "m": 1.0
    },
    {
     "p": 0.0655214861035347,
     "m": 1.0
    },
    {
     "p": 0.07777129858732224,
     "m": 1.0
    },
    {
     "p": 0.07111568003892899,
     "m": 1.0
    },
    {
     "p": 0.0674455463886261,
     "m": 1.0
    },
    {
     "p": 0.06966350972652435,
     "m": 1.0
    },
    {
     "p": 0.07024019956588745,
     "m": 1.0
    },
    {
     "p": 0.09327354282140732,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 164,
   "train_loss": 3.1456551551818848,
   "val_loss": 2.6630122661590576,
   "acc": 37.09,
   "f1": [
    0.6947367191314697,
    0.3999999463558197,
    0.3069306015968323,
    0.1499999463558197,
    0.16216209530830383,
    0.2477063536643982,
    0.2837836742401123,
    0.38251355290412903,
    0.3975153863430023,
    0.4705880880355835,
    0.14201176166534424,
    0.2872926890850067,
    0.4018263518810272,
    0.29473677277565,
    0.23595495522022247,
    0.30769219994544983,
    0.3586955666542053,
    0.5092591643333435,
    0.40384599566459656,
    0.2456139326095581,
    0.6255922317504883,
    0.44680842757225037,
    0.3555554449558258,
    0.5485712885856628,
    0.6425337791442871,
    0.29813653230667114,
    0.2585032880306244,
    0.1940927654504776,
    0.497041255235672,
    0.3369564116001129,
    0.3598325252532959,
    0.3493449091911316,
    0.30350184440612793,
    0.362790584564209,
    0.31939154863357544,
    0.2037036269903183,
    0.33179715275764465,
    0.20359273254871368,
    0.2101166695356369,
    0.5699480772018433,
    0.345177561044693,
    0.603550136089325,
    0.32034626603126526,
    0.4190475046634674,
    0.18064509332180023,
    0.18579228222370148,
    0.19534875452518463,
    0.4734298884868622,
    0.5423727631568909,
    0.4158414900302887,
    0.2127659022808075,
    0.30651330947875977,
    0.6198345422744751,
    0.5596706867218018,
    0.5583755373954773,
    0.1528661698102951,
    0.521008312702179,
    0.36065563559532166,
    0.4169883728027344,
    0.3386242389678955,
    0.7243241667747498,
    0.4293783903121948,
    0.4146340489387512,
    0.37696322798728943,
    0.14371250569820404,
    0.19540224969387054,
    0.1885245442390442,
    0.3495144844055176,
    0.7562187314033508,
    0.5373133420944214,
    0.45197728276252747,
    0.6046510338783264,
    0.17171710729599,
    0.32704389095306396,
    0.1754385232925415,
    0.5769229531288147,
    0.6511626243591309,
    0.17391297221183777,
    0.23300965130329132,
    0.30588221549987793,
    0.15957440435886383,
    0.31428563594818115,
    0.684491753578186,
    0.36082467436790466,
    0.20571422576904297,
    0.4022987186908722,
    0.39622631669044495,
    0.42780739068984985,
    0.11538457125425339,
    0.3948496878147125,
    0.300429105758667,
    0.47619032859802246,
    0.238805890083313,
    0.17105256021022797,
    0.5333333015441895,
    0.4666665494441986,
    0.37681150436401367,
    0.37735840678215027,
    0.13265299797058105,
    0.43636354804039
   ],
   "time": 162.4150254772976,
   "param": [
    {
     "p": 0.05930544063448906,
     "m": 1.0
    },
    {
     "p": 0.06615554541349411,
     "m": 1.0
    },
    {
     "p": 0.06307613104581833,
     "m": 1.0
    },
    {
     "p": 0.06494414061307907,
     "m": 1.0
    },
    {
     "p": 0.08097352087497711,
     "m": 1.0
    },
    {
     "p": 0.08467674255371094,
     "m": 1.0
    },
    {
     "p": 0.06160185858607292,
     "m": 1.0
    },
    {
     "p": 0.08018749952316284,
     "m": 1.0
    },
    {
     "p": 0.06966953724622726,
     "m": 1.0
    },
    {
     "p": 0.0786387026309967,
     "m": 1.0
    },
    {
     "p": 0.07073192298412323,
     "m": 1.0
    },
    {
     "p": 0.06478895246982574,
     "m": 1.0
    },
    {
     "p": 0.08098838478326797,
     "m": 1.0
    },
    {
     "p": 0.0742616131901741,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 165,
   "train_loss": 3.4999773502349854,
   "val_loss": 2.7145795822143555,
   "acc": 36.62,
   "f1": [
    0.6477271318435669,
    0.3940885663032532,
    0.28225794434547424,
    0.15957440435886383,
    0.19607838988304138,
    0.29189181327819824,
    0.32402223348617554,
    0.35121941566467285,
    0.3320462703704834,
    0.4624998867511749,
    0.10062886029481888,
    0.25233638286590576,
    0.32499992847442627,
    0.25125616788864136,
    0.19428564608097076,
    0.2716048061847687,
    0.3483870029449463,
    0.5572138428688049,
    0.3841806650161743,
    0.2488478720188141,
    0.5784311890602112,
    0.49372372031211853,
    0.3369564116001129,
    0.5291004180908203,
    0.6538460850715637,
    0.26540276408195496,
    0.28723397850990295,
    0.19607838988304138,
    0.45454537868499756,
    0.3121950626373291,
    0.37288129329681396,
    0.33802807331085205,
    0.29464277625083923,
    0.33502528071403503,
    0.32599109411239624,
    0.193548321723938,
    0.3609755337238312,
    0.19587622582912445,
    0.26881712675094604,
    0.5359476208686829,
    0.3636362850666046,
    0.5585584044456482,
    0.29787227511405945,
    0.4086955785751343,
    0.24358965456485748,
    0.18285706639289856,
    0.22549012303352356,
    0.492890864610672,
    0.48739489912986755,
    0.4432988464832306,
    0.22222213447093964,
    0.3318384885787964,
    0.6055775284767151,
    0.5634918808937073,
    0.5169490575790405,
    0.16374263167381287,
    0.5040649175643921,
    0.34615373611450195,
    0.3636362552642822,
    0.31746023893356323,
    0.6849313974380493,
    0.45976996421813965,
    0.4361701011657715,
    0.41212108731269836,
    0.14857135713100433,
    0.18181811273097992,
    0.20276491343975067,
    0.38578668236732483,
    0.6985644102096558,
    0.5979380011558533,
    0.4521738290786743,
    0.5829595327377319,
    0.16766461730003357,
    0.3703702688217163,
    0.2116401493549347,
    0.5849055051803589,
    0.6263735294342041,
    0.22797919809818268,
    0.20338977873325348,
    0.27329182624816895,
    0.19428564608097076,
    0.27777767181396484,
    0.6893202662467957,
    0.34374991059303284,
    0.16753920912742615,
    0.43181803822517395,
    0.35602086782455444,
    0.35384607315063477,
    0.11347512155771255,
    0.43999987840652466,
    0.3112391233444214,
    0.4672130346298218,
    0.22222213447093964,
    0.23834188282489777,
    0.577777624130249,
    0.4573642313480377,
    0.36904752254486084,
    0.3517586886882782,
    0.1028570905327797,
    0.3649634122848511
   ],
   "time": 160.80093282461166,
   "param": [
    {
     "p": 0.09189660102128983,
     "m": 1.0
    },
    {
     "p": 0.06875373423099518,
     "m": 1.0
    },
    {
     "p": 0.07003277540206909,
     "m": 1.0
    },
    {
     "p": 0.0673799216747284,
     "m": 1.0
    },
    {
     "p": 0.0670887678861618,
     "m": 1.0
    },
    {
     "p": 0.07331235706806183,
     "m": 1.0
    },
    {
     "p": 0.060639478266239166,
     "m": 1.0
    },
    {
     "p": 0.06495067477226257,
     "m": 1.0
    },
    {
     "p": 0.07585346698760986,
     "m": 1.0
    },
    {
     "p": 0.07273288816213608,
     "m": 1.0
    },
    {
     "p": 0.06958974152803421,
     "m": 1.0
    },
    {
     "p": 0.061049316078424454,
     "m": 1.0
    },
    {
     "p": 0.07701439410448074,
     "m": 1.0
    },
    {
     "p": 0.07970590144395828,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 166,
   "train_loss": 3.6146039962768555,
   "val_loss": 2.6793277263641357,
   "acc": 36.54,
   "f1": [
    0.6305417418479919,
    0.37735840678215027,
    0.2660549581050873,
    0.08888883143663406,
    0.1694914698600769,
    0.2758619785308838,
    0.3311257064342499,
    0.37301579117774963,
    0.36714968085289,
    0.5028570294380188,
    0.15894033014774323,
    0.24669595062732697,
    0.3253587782382965,
    0.2533332407474518,
    0.24870456755161285,
    0.28571420907974243,
    0.3793102502822876,
    0.5076140761375427,
    0.3981899321079254,
    0.2167486995458603,
    0.5508472919464111,
    0.43243229389190674,
    0.30057793855667114,
    0.5465114712715149,
    0.6168223023414612,
    0.28571417927742004,
    0.3186812400817871,
    0.24545449018478394,
    0.4699452221393585,
    0.3468207120895386,
    0.41573023796081543,
    0.3092782497406006,
    0.33333322405815125,
    0.32978713512420654,
    0.321428507566452,
    0.16589856147766113,
    0.35416656732559204,
    0.21568621695041656,
    0.2105262726545334,
    0.5789472460746765,
    0.33333322405815125,
    0.5999999046325684,
    0.3483870029449463,
    0.39111098647117615,
    0.19444438815116882,
    0.20858889818191528,
    0.2010049670934677,
    0.5070421695709229,
    0.5076140761375427,
    0.41176459193229675,
    0.1576354056596756,
    0.2745097577571869,
    0.5950412750244141,
    0.5573769211769104,
    0.5272725820541382,
    0.21568621695041656,
    0.5232066512107849,
    0.35955044627189636,
    0.44230756163597107,
    0.3152708411216736,
    0.6960350871086121,
    0.46861910820007324,
    0.43037962913513184,
    0.3692306876182556,
    0.17948710918426514,
    0.13846148550510406,
    0.17218534648418427,
    0.4019606411457062,
    0.742857038974762,
    0.6354165077209473,
    0.4044942855834961,
    0.619999885559082,
    0.1862744390964508,
    0.32704389095306396,
    0.18947362899780273,
    0.6113988757133484,
    0.6091369390487671,
    0.15189868211746216,
    0.21100911498069763,
    0.33128824830055237,
    0.18285706639289856,
    0.2566370666027069,
    0.6796115040779114,
    0.34123215079307556,
    0.180851012468338,
    0.4031006693840027,
    0.3653844892978668,
    0.41628947854042053,
    0.16935478150844574,
    0.34812280535697937,
    0.31147530674934387,
    0.48205116391181946,
    0.17679551243782043,
    0.24999991059303284,
    0.5837836861610413,
    0.45810040831565857,
    0.33497530221939087,
    0.4150942265987396,
    0.13852806389331818,
    0.4191615581512451
   ],
   "time": 160.42974822595716,
   "param": [
    {
     "p": 0.08087500184774399,
     "m": 1.0
    },
    {
     "p": 0.08648668974637985,
     "m": 1.0
    },
    {
     "p": 0.057742346078157425,
     "m": 1.0
    },
    {
     "p": 0.0766516700387001,
     "m": 1.0
    },
    {
     "p": 0.0684601292014122,
     "m": 1.0
    },
    {
     "p": 0.06437463313341141,
     "m": 1.0
    },
    {
     "p": 0.08617698401212692,
     "m": 1.0
    },
    {
     "p": 0.08025927096605301,
     "m": 1.0
    },
    {
     "p": 0.07772868871688843,
     "m": 1.0
    },
    {
     "p": 0.06413446366786957,
     "m": 1.0
    },
    {
     "p": 0.06609943509101868,
     "m": 1.0
    },
    {
     "p": 0.06080835312604904,
     "m": 1.0
    },
    {
     "p": 0.06081840395927429,
     "m": 1.0
    },
    {
     "p": 0.06938391178846359,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 167,
   "train_loss": 3.7395780086517334,
   "val_loss": 2.6608781814575195,
   "acc": 36.49,
   "f1": [
    0.6489360928535461,
    0.4387753903865814,
    0.22556383907794952,
    0.1775147169828415,
    0.210526242852211,
    0.30588221549987793,
    0.34254133701324463,
    0.3675212860107422,
    0.413043349981308,
    0.5026176571846008,
    0.14285707473754883,
    0.2603549063205719,
    0.40322571992874146,
    0.2541435658931732,
    0.2212388664484024,
    0.26794248819351196,
    0.367346853017807,
    0.5395347476005554,
    0.4257424473762512,
    0.24413138628005981,
    0.5409834980964661,
    0.4567473232746124,
    0.36046499013900757,
    0.5082871913909912,
    0.6261681318283081,
    0.26993855834007263,
    0.32432422041893005,
    0.21138204634189606,
    0.43349742889404297,
    0.34523800015449524,
    0.41666656732559204,
    0.3292180299758911,
    0.3376622498035431,
    0.3365383446216583,
    0.28571417927742004,
    0.21145367622375488,
    0.34972667694091797,
    0.228260800242424,
    0.23744283616542816,
    0.5170066356658936,
    0.29464277625083923,
    0.595959484577179,
    0.3113206624984741,
    0.3694778084754944,
    0.2176869958639145,
    0.18867920339107513,
    0.1898733526468277,
    0.4808742105960846,
    0.46788978576660156,
    0.40975597500801086,
    0.16560502350330353,
    0.33333322405815125,
    0.6086955070495605,
    0.5882351398468018,
    0.5196077227592468,
    0.14285708963871002,
    0.40372663736343384,
    0.3565216362476349,
    0.3976607024669647,
    0.3529410660266876,
    0.7142855525016785,
    0.38571420311927795,
    0.45238080620765686,
    0.3783782720565796,
    0.13740453124046326,
    0.14184391498565674,
    0.15789468586444855,
    0.2589927613735199,
    0.728155255317688,
    0.5999998450279236,
    0.3936169147491455,
    0.6111109852790833,
    0.15999993681907654,
    0.3578946590423584,
    0.20792071521282196,
    0.5840706825256348,
    0.5911328792572021,
    0.18404902517795563,
    0.2340424805879593,
    0.3116881847381592,
    0.1777777075767517,
    0.2928869426250458,
    0.653658390045166,
    0.37894728779792786,
    0.2211054563522339,
    0.40624991059303284,
    0.4042551815509796,
    0.4352940320968628,
    0.09150320291519165,
    0.3204747140407562,
    0.2871793806552887,
    0.4705881178379059,
    0.2746780216693878,
    0.1955835372209549,
    0.5555554032325745,
    0.44651150703430176,
    0.290502667427063,
    0.36909863352775574,
    0.09090903401374817,
    0.3999998867511749
   ],
   "time": 158.39094914495945,
   "param": [
    {
     "p": 0.06469294428825378,
     "m": 1.0
    },
    {
     "p": 0.08428580313920975,
     "m": 1.0
    },
    {
     "p": 0.0718187764286995,
     "m": 1.0
    },
    {
     "p": 0.06396647542715073,
     "m": 1.0
    },
    {
     "p": 0.06266345083713531,
     "m": 1.0
    },
    {
     "p": 0.08250173181295395,
     "m": 1.0
    },
    {
     "p": 0.06699143350124359,
     "m": 1.0
    },
    {
     "p": 0.06876298040151596,
     "m": 1.0
    },
    {
     "p": 0.06655444949865341,
     "m": 1.0
    },
    {
     "p": 0.07172137498855591,
     "m": 1.0
    },
    {
     "p": 0.06748823821544647,
     "m": 1.0
    },
    {
     "p": 0.08819620311260223,
     "m": 1.0
    },
    {
     "p": 0.07088372111320496,
     "m": 1.0
    },
    {
     "p": 0.06947232782840729,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 168,
   "train_loss": 3.912562131881714,
   "val_loss": 2.8970601558685303,
   "acc": 36.51,
   "f1": [
    0.6504853367805481,
    0.3899998664855957,
    0.31249991059303284,
    0.1913042813539505,
    0.17006796598434448,
    0.30303019285202026,
    0.33333322405815125,
    0.35064926743507385,
    0.2968197166919708,
    0.4593299925327301,
    0.12345672398805618,
    0.26794248819351196,
    0.4090908467769623,
    0.278787761926651,
    0.20779213309288025,
    0.29508185386657715,
    0.4069766402244568,
    0.44805192947387695,
    0.31428563594818115,
    0.265060156583786,
    0.6018517017364502,
    0.4474884569644928,
    0.3516482412815094,
    0.48756206035614014,
    0.6321242451667786,
    0.28571417927742004,
    0.2824857831001282,
    0.21016943454742432,
    0.47115376591682434,
    0.33918121457099915,
    0.43181803822517395,
    0.3853210210800171,
    0.32835814356803894,
    0.34509798884391785,
    0.38144323229789734,
    0.13749992847442627,
    0.34862375259399414,
    0.20118334889411926,
    0.23076917231082916,
    0.5416665077209473,
    0.35820886492729187,
    0.574585497379303,
    0.2980768382549286,
    0.3827749788761139,
    0.21468918025493622,
    0.22485199570655823,
    0.24509796500205994,
    0.47846877574920654,
    0.5273630023002625,
    0.46428558230400085,
    0.194871723651886,
    0.30769217014312744,
    0.6099998950958252,
    0.525139570236206,
    0.5076140761375427,
    0.13414627313613892,
    0.5135133862495422,
    0.31325289607048035,
    0.4090907871723175,
    0.30107519030570984,
    0.6865670084953308,
    0.45810040831565857,
    0.3976607024669647,
    0.3474177420139313,
    0.16279064118862152,
    0.20105813443660736,
    0.16877633333206177,
    0.34586456418037415,
    0.6926827430725098,
    0.5798317790031433,
    0.44198882579803467,
    0.6095237135887146,
    0.1507537066936493,
    0.3398691415786743,
    0.14606735110282898,
    0.5578945875167847,
    0.6415093541145325,
    0.22421517968177795,
    0.2048192024230957,
    0.4112148582935333,
    0.10884349048137665,
    0.3959389626979828,
    0.6382977366447449,
    0.29677411913871765,
    0.25555548071861267,
    0.39130425453186035,
    0.36904752254486084,
    0.4075828194618225,
    0.193548321723938,
    0.3679999113082886,
    0.28571417927742004,
    0.5483869910240173,
    0.2569831311702728,
    0.2054053246974945,
    0.5846152901649475,
    0.4590162932872772,
    0.3534882664680481,
    0.4223601520061493,
    0.14444437623023987,
    0.44311365485191345
   ],
   "time": 158.16133745200932,
   "param": [
    {
     "p": 0.06276925653219223,
     "m": 1.0
    },
    {
     "p": 0.08431709557771683,
     "m": 1.0
    },
    {
     "p": 0.06464844197034836,
     "m": 1.0
    },
    {
     "p": 0.06196839362382889,
     "m": 1.0
    },
    {
     "p": 0.0772021934390068,
     "m": 1.0
    },
    {
     "p": 0.0841243639588356,
     "m": 1.0
    },
    {
     "p": 0.07158605754375458,
     "m": 1.0
    },
    {
     "p": 0.06283454596996307,
     "m": 1.0
    },
    {
     "p": 0.05173620209097862,
     "m": 1.0
    },
    {
     "p": 0.06918427348136902,
     "m": 1.0
    },
    {
     "p": 0.07424118369817734,
     "m": 1.0
    },
    {
     "p": 0.07131621241569519,
     "m": 1.0
    },
    {
     "p": 0.08018403500318527,
     "m": 1.0
    },
    {
     "p": 0.08388775587081909,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 169,
   "train_loss": 4.171404838562012,
   "val_loss": 2.703148603439331,
   "acc": 37.14,
   "f1": [
    0.5999999046325684,
    0.36448585987091064,
    0.3231440484523773,
    0.1438848376274109,
    0.15887843072414398,
    0.2783504128456116,
    0.3636362552642822,
    0.382978618144989,
    0.30604973435401917,
    0.43708598613739014,
    0.1450776606798172,
    0.2843136191368103,
    0.3853210210800171,
    0.2838708758354187,
    0.23008842766284943,
    0.320441871881485,
    0.38961026072502136,
    0.49438196420669556,
    0.4324323236942291,
    0.2891565263271332,
    0.6060605049133301,
    0.4565216302871704,
    0.31428563594818115,
    0.5294116735458374,
    0.666666567325592,
    0.28971952199935913,
    0.31304338574409485,
    0.21004560589790344,
    0.4549761712551117,
    0.2933332622051239,
    0.4112148582935333,
    0.40178558230400085,
    0.3018867075443268,
    0.37777766585350037,
    0.2783881723880768,
    0.20746882259845734,
    0.34374991059303284,
    0.21126753091812134,
    0.2843136191368103,
    0.539215624332428,
    0.38541653752326965,
    0.5357142090797424,
    0.27999991178512573,
    0.38059693574905396,
    0.21839071810245514,
    0.1857142299413681,
    0.23157887160778046,
    0.4192439019680023,
    0.5048542022705078,
    0.4145076870918274,
    0.20833326876163483,
    0.37158459424972534,
    0.582914412021637,
    0.5933012366294861,
    0.5560536980628967,
    0.14379078149795532,
    0.46792444586753845,
    0.35467973351478577,
    0.4265401363372803,
    0.3195875287055969,
    0.7014216780662537,
    0.47474732995033264,
    0.4516127407550812,
    0.3894736170768738,
    0.12413787841796875,
    0.1773398518562317,
    0.2085307389497757,
    0.34042543172836304,
    0.6493505239486694,
    0.5936071872711182,
    0.4301074147224426,
    0.6185566186904907,
    0.19178074598312378,
    0.34482747316360474,
    0.14201176166534424,
    0.6036034822463989,
    0.6086955666542053,
    0.2025315761566162,
    0.27884605526924133,
    0.3563217520713806,
    0.17560969293117523,
    0.31914883852005005,
    0.6766167879104614,
    0.29787224531173706,
    0.2193547636270523,
    0.39148926734924316,
    0.37558677792549133,
    0.37096765637397766,
    0.1758241057395935,
    0.3687942624092102,
    0.3286384046077728,
    0.5284972786903381,
    0.2147650271654129,
    0.22413785755634308,
    0.6030149459838867,
    0.3976607024669647,
    0.3157894015312195,
    0.37185919284820557,
    0.12213735282421112,
    0.39189180731773376
   ],
   "time": 161.68631664756685,
   "param": [
    {
     "p": 0.07160419225692749,
     "m": 1.0
    },
    {
     "p": 0.0795770138502121,
     "m": 1.0
    },
    {
     "p": 0.08072750270366669,
     "m": 1.0
    },
    {
     "p": 0.06297444552183151,
     "m": 1.0
    },
    {
     "p": 0.040957123041152954,
     "m": 1.0
    },
    {
     "p": 0.07501405477523804,
     "m": 1.0
    },
    {
     "p": 0.07990671694278717,
     "m": 1.0
    },
    {
     "p": 0.06890881061553955,
     "m": 1.0
    },
    {
     "p": 0.06880669295787811,
     "m": 1.0
    },
    {
     "p": 0.07408922165632248,
     "m": 1.0
    },
    {
     "p": 0.071339450776577,
     "m": 1.0
    },
    {
     "p": 0.06813888996839523,
     "m": 1.0
    },
    {
     "p": 0.06957437843084335,
     "m": 1.0
    },
    {
     "p": 0.08838140219449997,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 170,
   "train_loss": 4.060374736785889,
   "val_loss": 2.4908947944641113,
   "acc": 37.04,
   "f1": [
    0.6519335508346558,
    0.36909863352775574,
    0.32456132769584656,
    0.20765019953250885,
    0.14213192462921143,
    0.27380943298339844,
    0.3771427571773529,
    0.4135020077228546,
    0.33502528071403503,
    0.4907974302768707,
    0.14606735110282898,
    0.23744283616542816,
    0.40579700469970703,
    0.2560974657535553,
    0.24870456755161285,
    0.2898550033569336,
    0.40404030680656433,
    0.5019304156303406,
    0.4108106791973114,
    0.2214532196521759,
    0.5989846587181091,
    0.39473676681518555,
    0.3111110031604767,
    0.5730992555618286,
    0.6568626165390015,
    0.31645557284355164,
    0.28476813435554504,
    0.15686267614364624,
    0.42708319425582886,
    0.3157893717288971,
    0.43093910813331604,
    0.3422052562236786,
    0.29940110445022583,
    0.322274774312973,
    0.2792791724205017,
    0.16753920912742615,
    0.3578946590423584,
    0.2116401493549347,
    0.2272726446390152,
    0.5999998450279236,
    0.38961026072502136,
    0.4999999403953552,
    0.33333325386047363,
    0.34821417927742004,
    0.2312137931585312,
    0.22950810194015503,
    0.2727271616458893,
    0.45833322405815125,
    0.507771909236908,
    0.4657532870769501,
    0.1556885540485382,
    0.280821830034256,
    0.58730149269104,
    0.5380709171295166,
    0.5799998641014099,
    0.12676051259040833,
    0.5588234066963196,
    0.37433144450187683,
    0.4206008017063141,
    0.28782278299331665,
    0.725490152835846,
    0.46874985098838806,
    0.41176459193229675,
    0.40609124302864075,
    0.14864858984947205,
    0.2167486995458603,
    0.16901402175426483,
    0.37185919284820557,
    0.6666665077209473,
    0.587719202041626,
    0.46874985098838806,
    0.6330273747444153,
    0.14857135713100433,
    0.39153432846069336,
    0.16600783169269562,
    0.6022725701332092,
    0.6772485375404358,
    0.22459883987903595,
    0.24999991059303284,
    0.2749998867511749,
    0.18309852480888367,
    0.2790696620941162,
    0.697435736656189,
    0.35978829860687256,
    0.23529404401779175,
    0.38888877630233765,
    0.36296290159225464,
    0.43523305654525757,
    0.16666659712791443,
    0.34883710741996765,
    0.31441038846969604,
    0.5046727657318115,
    0.22471901774406433,
    0.21111102402210236,
    0.6161615252494812,
    0.4425530731678009,
    0.36649200320243835,
    0.36871495842933655,
    0.13432830572128296,
    0.3926379084587097
   ],
   "time": 161.44777397066355,
   "param": [
    {
     "p": 0.06418266892433167,
     "m": 1.0
    },
    {
     "p": 0.07673858106136322,
     "m": 1.0
    },
    {
     "p": 0.07906390726566315,
     "m": 1.0
    },
    {
     "p": 0.06435801088809967,
     "m": 1.0
    },
    {
     "p": 0.054397404193878174,
     "m": 1.0
    },
    {
     "p": 0.07954202592372894,
     "m": 1.0
    },
    {
     "p": 0.06348513066768646,
     "m": 1.0
    },
    {
     "p": 0.06492022424936295,
     "m": 1.0
    },
    {
     "p": 0.08705702424049377,
     "m": 1.0
    },
    {
     "p": 0.0674484372138977,
     "m": 1.0
    },
    {
     "p": 0.07783081382513046,
     "m": 1.0
    },
    {
     "p": 0.0470481775701046,
     "m": 1.0
    },
    {
     "p": 0.06731896102428436,
     "m": 1.0
    },
    {
     "p": 0.10660858452320099,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 171,
   "train_loss": 3.485687494277954,
   "val_loss": 2.7895405292510986,
   "acc": 36.89,
   "f1": [
    0.6597937345504761,
    0.3675675094127655,
    0.3315507173538208,
    0.19095470011234283,
    0.1333332657814026,
    0.2959182858467102,
    0.35582810640335083,
    0.4190475046634674,
    0.31284910440444946,
    0.43575406074523926,
    0.13432830572128296,
    0.3118278682231903,
    0.3843136429786682,
    0.2653060257434845,
    0.193548321723938,
    0.29702961444854736,
    0.36448585987091064,
    0.5333332419395447,
    0.3720929026603699,
    0.23115570843219757,
    0.48611101508140564,
    0.44651150703430176,
    0.320441871881485,
    0.5833332538604736,
    0.6371680498123169,
    0.23170723021030426,
    0.300884872674942,
    0.14598533511161804,
    0.47190994024276733,
    0.3272726535797119,
    0.403755784034729,
    0.3465702533721924,
    0.3428570628166199,
    0.413043349981308,
    0.32195112109184265,
    0.18867920339107513,
    0.38181808590888977,
    0.145695298910141,
    0.23115570843219757,
    0.5869563817977905,
    0.31730762124061584,
    0.5486724376678467,
    0.26519328355789185,
    0.33027511835098267,
    0.24573372304439545,
    0.16793887317180634,
    0.2673795819282532,
    0.4951455295085907,
    0.534031331539154,
    0.4203820824623108,
    0.1811320185661316,
    0.2649571895599365,
    0.6513760089874268,
    0.5400842428207397,
    0.5472635626792908,
    0.13432830572128296,
    0.5040649175643921,
    0.4019606411457062,
    0.4466018080711365,
    0.31901830434799194,
    0.6779659986495972,
    0.49214646220207214,
    0.4222221076488495,
    0.3307085633277893,
    0.1499999314546585,
    0.193548321723938,
    0.1844659447669983,
    0.27218925952911377,
    0.635593056678772,
    0.5948716402053833,
    0.4180789887905121,
    0.5869563817977905,
    0.18749994039535522,
    0.3868311941623688,
    0.21698106825351715,
    0.5851062536239624,
    0.5974025130271912,
    0.2099446803331375,
    0.20779213309288025,
    0.3699999153614044,
    0.14634141325950623,
    0.29824554920196533,
    0.6530610918998718,
    0.3276835083961487,
    0.2686566412448883,
    0.4170615077018738,
    0.4307691156864166,
    0.43049317598342896,
    0.13017743825912476,
    0.3934425115585327,
    0.300884872674942,
    0.4463517963886261,
    0.24999991059303284,
    0.21965309977531433,
    0.5517240166664124,
    0.4186045527458191,
    0.34254133701324463,
    0.3636362552642822,
    0.15957440435886383,
    0.38666656613349915
   ],
   "time": 160.16438675113022,
   "param": [
    {
     "p": 0.05891919881105423,
     "m": 1.0
    },
    {
     "p": 0.06908859312534332,
     "m": 1.0
    },
    {
     "p": 0.07186765968799591,
     "m": 1.0
    },
    {
     "p": 0.06646470725536346,
     "m": 1.0
    },
    {
     "p": 0.060539960861206055,
     "m": 1.0
    },
    {
     "p": 0.08105088025331497,
     "m": 1.0
    },
    {
     "p": 0.07321302592754364,
     "m": 1.0
    },
    {
     "p": 0.07631456106901169,
     "m": 1.0
    },
    {
     "p": 0.073700450360775,
     "m": 1.0
    },
    {
     "p": 0.08147995173931122,
     "m": 1.0
    },
    {
     "p": 0.07340536266565323,
     "m": 1.0
    },
    {
     "p": 0.07721271365880966,
     "m": 1.0
    },
    {
     "p": 0.06618621945381165,
     "m": 1.0
    },
    {
     "p": 0.07055684179067612,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 172,
   "train_loss": 3.598341941833496,
   "val_loss": 2.8041417598724365,
   "acc": 36.2,
   "f1": [
    0.6237622499465942,
    0.37864065170288086,
    0.3373492956161499,
    0.21890540421009064,
    0.15730330348014832,
    0.2528735101222992,
    0.3351350426673889,
    0.38738730549812317,
    0.3699999153614044,
    0.4550263583660126,
    0.1481480747461319,
    0.2692306637763977,
    0.30630621314048767,
    0.25510191917419434,
    0.29189181327819824,
    0.26086950302124023,
    0.33333322405815125,
    0.5283018350601196,
    0.34980979561805725,
    0.2399999350309372,
    0.5701355934143066,
    0.4585364758968353,
    0.3619908392429352,
    0.5228756666183472,
    0.5972849726676941,
    0.2948717176914215,
    0.3186812400817871,
    0.180851012468338,
    0.4339621663093567,
    0.299465149641037,
    0.4077668786048889,
    0.3837208151817322,
    0.334727942943573,
    0.246575266122818,
    0.33121007680892944,
    0.14285707473754883,
    0.3636362552642822,
    0.1764705330133438,
    0.2376236915588379,
    0.5544553399085999,
    0.31355923414230347,
    0.6421051621437073,
    0.23129244148731232,
    0.3529410660266876,
    0.20833326876163483,
    0.1940297782421112,
    0.26190465688705444,
    0.4305554926395416,
    0.5301203727722168,
    0.47474732995033264,
    0.1858406364917755,
    0.2775118350982666,
    0.487499862909317,
    0.5224488377571106,
    0.49999988079071045,
    0.1509433388710022,
    0.48598119616508484,
    0.3584904372692108,
    0.44808733463287354,
    0.3076922297477722,
    0.7019230127334595,
    0.4242422580718994,
    0.37804868817329407,
    0.3934425115585327,
    0.19999994337558746,
    0.22033889591693878,
    0.1494252234697342,
    0.28571417927742004,
    0.6844443082809448,
    0.5630251169204712,
    0.4041449725627899,
    0.5602836608886719,
    0.13924044370651245,
    0.35616424679756165,
    0.18181811273097992,
    0.5765764713287354,
    0.6576575636863708,
    0.15189866721630096,
    0.20895516872406006,
    0.26666659116744995,
    0.16774186491966248,
    0.2739725410938263,
    0.659340500831604,
    0.367346853017807,
    0.21505369246006012,
    0.41176462173461914,
    0.4226802885532379,
    0.39130425453186035,
    0.13698624074459076,
    0.33793097734451294,
    0.27722764015197754,
    0.46491214632987976,
    0.18292675912380219,
    0.2094240039587021,
    0.5754715800285339,
    0.4493390619754791,
    0.37681150436401367,
    0.38043469190597534,
    0.1639343500137329,
    0.3499998450279236
   ],
   "time": 160.4080145349726,
   "param": [
    {
     "p": 0.06641500443220139,
     "m": 1.0
    },
    {
     "p": 0.062290359288454056,
     "m": 1.0
    },
    {
     "p": 0.07059488445520401,
     "m": 1.0
    },
    {
     "p": 0.07669302821159363,
     "m": 1.0
    },
    {
     "p": 0.07404274493455887,
     "m": 1.0
    },
    {
     "p": 0.07399407774209976,
     "m": 1.0
    },
    {
     "p": 0.07899673283100128,
     "m": 1.0
    },
    {
     "p": 0.08505509793758392,
     "m": 1.0
    },
    {
     "p": 0.06128181517124176,
     "m": 1.0
    },
    {
     "p": 0.0777517706155777,
     "m": 1.0
    },
    {
     "p": 0.06115981191396713,
     "m": 1.0
    },
    {
     "p": 0.07495276629924774,
     "m": 1.0
    },
    {
     "p": 0.0634344220161438,
     "m": 1.0
    },
    {
     "p": 0.07333747297525406,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 173,
   "train_loss": 4.032838344573975,
   "val_loss": 2.6581876277923584,
   "acc": 36.17,
   "f1": [
    0.6808508634567261,
    0.33532923460006714,
    0.2834007143974304,
    0.22222213447093964,
    0.2010049670934677,
    0.2612611949443817,
    0.35071080923080444,
    0.3710406422615051,
    0.36585354804992676,
    0.4785274565219879,
    0.11464963108301163,
    0.2585032880306244,
    0.3625729978084564,
    0.28571417927742004,
    0.2780747711658478,
    0.244648277759552,
    0.3783782720565796,
    0.4659497141838074,
    0.38709667325019836,
    0.23913034796714783,
    0.6117644906044006,
    0.46621614694595337,
    0.3165466785430908,
    0.4785274565219879,
    0.6261681318283081,
    0.28363627195358276,
    0.2576685845851898,
    0.17674411833286285,
    0.48453593254089355,
    0.3026314675807953,
    0.42857128381729126,
    0.33593741059303284,
    0.31088075041770935,
    0.30456843972206116,
    0.30952370166778564,
    0.15533974766731262,
    0.3809523284435272,
    0.19217076897621155,
    0.2541435658931732,
    0.5499998331069946,
    0.38150280714035034,
    0.5526314973831177,
    0.29665064811706543,
    0.37398362159729004,
    0.2014387845993042,
    0.16883111000061035,
    0.20833326876163483,
    0.474226713180542,
    0.48623839020729065,
    0.43333321809768677,
    0.1854303926229477,
    0.27272719144821167,
    0.6060605049133301,
    0.5855854153633118,
    0.5454544425010681,
    0.12565438449382782,
    0.5567008852958679,
    0.3469386696815491,
    0.4088887572288513,
    0.35675665736198425,
    0.698689877986908,
    0.4731181561946869,
    0.4306218922138214,
    0.35185176134109497,
    0.16981124877929688,
    0.19383254647254944,
    0.10526309907436371,
    0.24418595433235168,
    0.7042252421379089,
    0.5789473056793213,
    0.4096384644508362,
    0.6019416451454163,
    0.1390373706817627,
    0.3422052562236786,
    0.161943256855011,
    0.5833331942558289,
    0.6735749840736389,
    0.16184966266155243,
    0.2673266530036926,
    0.33939382433891296,
    0.12871280312538147,
    0.27488142251968384,
    0.7216493487358093,
    0.3975153863430023,
    0.20408155024051666,
    0.44311365485191345,
    0.37433144450187683,
    0.366812139749527,
    0.1452513188123703,
    0.40206170082092285,
    0.30573245882987976,
    0.45414838194847107,
    0.2464454174041748,
    0.18867920339107513,
    0.5951218605041504,
    0.47321414947509766,
    0.32291656732559204,
    0.36123335361480713,
    0.10638291388750076,
    0.3542855978012085
   ],
   "time": 161.518530796282,
   "param": [
    {
     "p": 0.06625030189752579,
     "m": 1.0
    },
    {
     "p": 0.06006631627678871,
     "m": 1.0
    },
    {
     "p": 0.07128667831420898,
     "m": 1.0
    },
    {
     "p": 0.07150778919458389,
     "m": 1.0
    },
    {
     "p": 0.06108241528272629,
     "m": 1.0
    },
    {
     "p": 0.07745514810085297,
     "m": 1.0
    },
    {
     "p": 0.0505855493247509,
     "m": 1.0
    },
    {
     "p": 0.07206806540489197,
     "m": 1.0
    },
    {
     "p": 0.07434363663196564,
     "m": 1.0
    },
    {
     "p": 0.06414081901311874,
     "m": 1.0
    },
    {
     "p": 0.06387046724557877,
     "m": 1.0
    },
    {
     "p": 0.08684544265270233,
     "m": 1.0
    },
    {
     "p": 0.08416265994310379,
     "m": 1.0
    },
    {
     "p": 0.09633471071720123,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 174,
   "train_loss": 3.474823236465454,
   "val_loss": 2.7362844944000244,
   "acc": 36.73,
   "f1": [
    0.6063346862792969,
    0.390243798494339,
    0.26153838634490967,
    0.15384607017040253,
    0.13043470680713654,
    0.2807016670703888,
    0.3999999165534973,
    0.31999990344047546,
    0.3908045291900635,
    0.44554442167282104,
    0.16993455588817596,
    0.2426777482032776,
    0.3533833622932434,
    0.24137921631336212,
    0.2705881595611572,
    0.31168824434280396,
    0.3253011107444763,
    0.4656083285808563,
    0.37179476022720337,
    0.26315784454345703,
    0.5727270841598511,
    0.48510628938674927,
    0.31055888533592224,
    0.5257141590118408,
    0.5863453149795532,
    0.282828152179718,
    0.2824857831001282,
    0.18181811273097992,
    0.4432988464832306,
    0.2672064006328583,
    0.37735840678215027,
    0.38541653752326965,
    0.38095223903656006,
    0.34666651487350464,
    0.31390124559402466,
    0.14096909761428833,
    0.35064926743507385,
    0.236453115940094,
    0.24806194007396698,
    0.5377357006072998,
    0.33466124534606934,
    0.5550238490104675,
    0.272401362657547,
    0.30232545733451843,
    0.2528734505176544,
    0.2208588421344757,
    0.20571422576904297,
    0.4607841968536377,
    0.49777767062187195,
    0.438016414642334,
    0.19047611951828003,
    0.28571420907974243,
    0.6324109435081482,
    0.5671641230583191,
    0.5243901014328003,
    0.14285707473754883,
    0.6120217442512512,
    0.3121386468410492,
    0.4221104085445404,
    0.39826828241348267,
    0.7070705890655518,
    0.5365853309631348,
    0.4111110270023346,
    0.37499991059303284,
    0.21568621695041656,
    0.1965317279100418,
    0.1970442682504654,
    0.3248729705810547,
    0.7037035822868347,
    0.5892856121063232,
    0.44651150703430176,
    0.5887848734855652,
    0.20095685124397278,
    0.38144323229789734,
    0.14765094220638275,
    0.5826770663261414,
    0.6016947627067566,
    0.20192298293113708,
    0.23636355996131897,
    0.36470577120780945,
    0.17840369045734406,
    0.3133639991283417,
    0.6927372813224792,
    0.3763439953327179,
    0.210526242852211,
    0.3975902497768402,
    0.4019606411457062,
    0.3842363655567169,
    0.10606056451797485,
    0.38862547278404236,
    0.29824554920196533,
    0.5050503611564636,
    0.17948710918426514,
    0.17857135832309723,
    0.5624998807907104,
    0.4537035822868347,
    0.30864188075065613,
    0.37558677792549133,
    0.1445782631635666,
    0.42253509163856506
   ],
   "time": 162.17212182004005,
   "param": [
    {
     "p": 0.07609894871711731,
     "m": 1.0
    },
    {
     "p": 0.06834015250205994,
     "m": 1.0
    },
    {
     "p": 0.062250830233097076,
     "m": 1.0
    },
    {
     "p": 0.06287050992250443,
     "m": 1.0
    },
    {
     "p": 0.06945862621068954,
     "m": 1.0
    },
    {
     "p": 0.07485079765319824,
     "m": 1.0
    },
    {
     "p": 0.06876564770936966,
     "m": 1.0
    },
    {
     "p": 0.07976844906806946,
     "m": 1.0
    },
    {
     "p": 0.07010199874639511,
     "m": 1.0
    },
    {
     "p": 0.04935864731669426,
     "m": 1.0
    },
    {
     "p": 0.07861243933439255,
     "m": 1.0
    },
    {
     "p": 0.0825427919626236,
     "m": 1.0
    },
    {
     "p": 0.07521864026784897,
     "m": 1.0
    },
    {
     "p": 0.08176147937774658,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 175,
   "train_loss": 3.605178117752075,
   "val_loss": 2.7308404445648193,
   "acc": 36.66,
   "f1": [
    0.558139443397522,
    0.38961026072502136,
    0.30065348744392395,
    0.1849314570426941,
    0.14814810454845428,
    0.2580644190311432,
    0.36458322405815125,
    0.331707239151001,
    0.35820886492729187,
    0.4102562963962555,
    0.10144922137260437,
    0.29166659712791443,
    0.35443025827407837,
    0.2681563198566437,
    0.24999991059303284,
    0.3039999008178711,
    0.3699999153614044,
    0.4978901743888855,
    0.3931623101234436,
    0.19428564608097076,
    0.5742572546005249,
    0.4330707788467407,
    0.33918121457099915,
    0.5595237016677856,
    0.6113536357879639,
    0.2634729743003845,
    0.3370785713195801,
    0.19047611951828003,
    0.44559577107429504,
    0.329670250415802,
    0.390243798494339,
    0.3168315887451172,
    0.32432422041893005,
    0.3096773326396942,
    0.3636362552642822,
    0.1898733526468277,
    0.3060108423233032,
    0.23602473735809326,
    0.19736838340759277,
    0.5666665434837341,
    0.2991451919078827,
    0.5520360469818115,
    0.3384614586830139,
    0.33333322405815125,
    0.22115376591682434,
    0.16666659712791443,
    0.24999991059303284,
    0.5277776718139648,
    0.5074625611305237,
    0.42241373658180237,
    0.21834053099155426,
    0.27118635177612305,
    0.6310677528381348,
    0.5420559644699097,
    0.4699452221393585,
    0.1325300633907318,
    0.5654449462890625,
    0.346320241689682,
    0.4574466943740845,
    0.39285701513290405,
    0.6956520080566406,
    0.4951455295085907,
    0.4191615581512451,
    0.4161849021911621,
    0.20454540848731995,
    0.20192298293113708,
    0.12857137620449066,
    0.2954544425010681,
    0.630251944065094,
    0.580357015132904,
    0.44943806529045105,
    0.6120688319206238,
    0.1746724247932434,
    0.3465345501899719,
    0.16455689072608948,
    0.49504947662353516,
    0.6297871470451355,
    0.1481480747461319,
    0.2413792610168457,
    0.36714968085289,
    0.16883111000061035,
    0.282828152179718,
    0.702702522277832,
    0.34389129281044006,
    0.24271836876869202,
    0.4120602011680603,
    0.38848912715911865,
    0.38961026072502136,
    0.10687018185853958,
    0.3764704465866089,
    0.2580644190311432,
    0.5157893896102905,
    0.14864858984947205,
    0.19780214130878448,
    0.5632652044296265,
    0.44651150703430176,
    0.38341957330703735,
    0.4020099639892578,
    0.1257142275571823,
    0.35714274644851685
   ],
   "time": 159.83546309359372,
   "param": [
    {
     "p": 0.042750075459480286,
     "m": 1.0
    },
    {
     "p": 0.0837647095322609,
     "m": 1.0
    },
    {
     "p": 0.08257486671209335,
     "m": 1.0
    },
    {
     "p": 0.07520142197608948,
     "m": 1.0
    },
    {
     "p": 0.048603300005197525,
     "m": 1.0
    },
    {
     "p": 0.0749160423874855,
     "m": 1.0
    },
    {
     "p": 0.06530464440584183,
     "m": 1.0
    },
    {
     "p": 0.07925993949174881,
     "m": 1.0
    },
    {
     "p": 0.0800541341304779,
     "m": 1.0
    },
    {
     "p": 0.08191168308258057,
     "m": 1.0
    },
    {
     "p": 0.067571260035038,
     "m": 1.0
    },
    {
     "p": 0.05746359005570412,
     "m": 1.0
    },
    {
     "p": 0.07242711633443832,
     "m": 1.0
    },
    {
     "p": 0.08819711953401566,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 176,
   "train_loss": 3.561619520187378,
   "val_loss": 2.805565118789673,
   "acc": 36.91,
   "f1": [
    0.6507176160812378,
    0.37426888942718506,
    0.31417617201805115,
    0.20576126873493195,
    0.1596243679523468,
    0.2575106620788574,
    0.4108106791973114,
    0.3285713493824005,
    0.3874344527721405,
    0.4466018080711365,
    0.09655166417360306,
    0.30769217014312744,
    0.39285701513290405,
    0.30952370166778564,
    0.2613064646720886,
    0.2840908169746399,
    0.3837208151817322,
    0.48888877034187317,
    0.3786981403827667,
    0.22797919809818268,
    0.5899998545646667,
    0.47808754444122314,
    0.3043477535247803,
    0.5555554628372192,
    0.5658913850784302,
    0.2758619785308838,
    0.30588221549987793,
    0.20192298293113708,
    0.4699452221393585,
    0.3203882575035095,
    0.38709667325019836,
    0.3298244774341583,
    0.3248729705810547,
    0.2749998867511749,
    0.3523315489292145,
    0.15384607017040253,
    0.3418802320957184,
    0.24778753519058228,
    0.26341456174850464,
    0.53987717628479,
    0.321428507566452,
    0.5906734466552734,
    0.3314284682273865,
    0.3781817555427551,
    0.22702695429325104,
    0.18064509332180023,
    0.2754489779472351,
    0.4972374439239502,
    0.5531913042068481,
    0.38918909430503845,
    0.17560969293117523,
    0.25214892625808716,
    0.6175113916397095,
    0.5882351994514465,
    0.5164833664894104,
    0.10843367874622345,
    0.5583755373954773,
    0.3653844892978668,
    0.39166659116744995,
    0.36649200320243835,
    0.675324559211731,
    0.49999988079071045,
    0.4090908467769623,
    0.3470318615436554,
    0.14705875515937805,
    0.2066115140914917,
    0.20472435653209686,
    0.31441038846969604,
    0.6724136471748352,
    0.5564514994621277,
    0.4277455508708954,
    0.575916051864624,
    0.1868131160736084,
    0.35398221015930176,
    0.13872826099395752,
    0.5860464572906494,
    0.5999999642372131,
    0.1836734265089035,
    0.24844713509082794,
    0.31901830434799194,
    0.154929518699646,
    0.3060108423233032,
    0.685082733631134,
    0.3809523284435272,
    0.23809516429901123,
    0.4629628360271454,
    0.3827749788761139,
    0.3940885663032532,
    0.16438350081443787,
    0.3874998986721039,
    0.2909089922904968,
    0.5196077227592468,
    0.22950810194015503,
    0.24074065685272217,
    0.5627704858779907,
    0.4975123405456543,
    0.34862375259399414,
    0.37499985098838806,
    0.1333332657814026,
    0.2923975884914398
   ],
   "time": 160.0558959832415,
   "param": [
    {
     "p": 0.06479065120220184,
     "m": 1.0
    },
    {
     "p": 0.07313404977321625,
     "m": 1.0
    },
    {
     "p": 0.06926039606332779,
     "m": 1.0
    },
    {
     "p": 0.05486731603741646,
     "m": 1.0
    },
    {
     "p": 0.06545112282037735,
     "m": 1.0
    },
    {
     "p": 0.08608972281217575,
     "m": 1.0
    },
    {
     "p": 0.05968501791357994,
     "m": 1.0
    },
    {
     "p": 0.06756528466939926,
     "m": 1.0
    },
    {
     "p": 0.05965617671608925,
     "m": 1.0
    },
    {
     "p": 0.07408817112445831,
     "m": 1.0
    },
    {
     "p": 0.07660038769245148,
     "m": 1.0
    },
    {
     "p": 0.08315354585647583,
     "m": 1.0
    },
    {
     "p": 0.07631231844425201,
     "m": 1.0
    },
    {
     "p": 0.08934573084115982,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 177,
   "train_loss": 3.7617273330688477,
   "val_loss": 2.7906112670898438,
   "acc": 36.29,
   "f1": [
    0.5615383386611938,
    0.39560428261756897,
    0.2780747711658478,
    0.2010049670934677,
    0.16883111000061035,
    0.2054053694009781,
    0.3874344527721405,
    0.3786981403827667,
    0.3764704465866089,
    0.4052862524986267,
    0.11864400655031204,
    0.2758619785308838,
    0.3580785095691681,
    0.28426387906074524,
    0.2403845638036728,
    0.28415289521217346,
    0.3499998450279236,
    0.4615383446216583,
    0.3654821515083313,
    0.26515141129493713,
    0.6010361909866333,
    0.4777776598930359,
    0.34905651211738586,
    0.4732823669910431,
    0.5727270841598511,
    0.2545453906059265,
    0.26751580834388733,
    0.15533974766731262,
    0.42063480615615845,
    0.3625729978084564,
    0.3957218527793884,
    0.37735840678215027,
    0.3299999237060547,
    0.299999862909317,
    0.34482747316360474,
    0.1558440923690796,
    0.34883710741996765,
    0.19393931329250336,
    0.26666656136512756,
    0.4780486822128296,
    0.348314493894577,
    0.5739909410476685,
    0.2727271318435669,
    0.36180898547172546,
    0.24999991059303284,
    0.17567561566829681,
    0.25352105498313904,
    0.48927029967308044,
    0.5524860620498657,
    0.4549354910850525,
    0.2094240039587021,
    0.30541861057281494,
    0.6206895112991333,
    0.579439103603363,
    0.48484838008880615,
    0.10457510501146317,
    0.5523808598518372,
    0.32584258913993835,
    0.39999985694885254,
    0.3431371748447418,
    0.6307052373886108,
    0.43037962913513184,
    0.43749985098838806,
    0.33480167388916016,
    0.12578611075878143,
    0.23107562959194183,
    0.14285707473754883,
    0.2869197428226471,
    0.6607141494750977,
    0.5138338804244995,
    0.4577113389968872,
    0.5647058486938477,
    0.1891890913248062,
    0.3540668785572052,
    0.1722487509250641,
    0.5702809691429138,
    0.6291078925132751,
    0.20353974401950836,
    0.25668442249298096,
    0.3617020547389984,
    0.17391297221183777,
    0.23595495522022247,
    0.6464645266532898,
    0.33939382433891296,
    0.2021275758743286,
    0.4249998927116394,
    0.4041449725627899,
    0.4186045527458191,
    0.09022551029920578,
    0.41212108731269836,
    0.31355923414230347,
    0.4857141971588135,
    0.17105256021022797,
    0.22222213447093964,
    0.594594419002533,
    0.4308941662311554,
    0.3516482412815094,
    0.3980098366737366,
    0.14371250569820404,
    0.4236452281475067
   ],
   "time": 160.43293947912753,
   "param": [
    {
     "p": 0.06779348850250244,
     "m": 1.0
    },
    {
     "p": 0.07541973888874054,
     "m": 1.0
    },
    {
     "p": 0.06986518949270248,
     "m": 1.0
    },
    {
     "p": 0.07027055323123932,
     "m": 1.0
    },
    {
     "p": 0.05138764902949333,
     "m": 1.0
    },
    {
     "p": 0.07556647807359695,
     "m": 1.0
    },
    {
     "p": 0.07220958173274994,
     "m": 1.0
    },
    {
     "p": 0.07922534644603729,
     "m": 1.0
    },
    {
     "p": 0.07088956236839294,
     "m": 1.0
    },
    {
     "p": 0.07088442146778107,
     "m": 1.0
    },
    {
     "p": 0.06468024849891663,
     "m": 1.0
    },
    {
     "p": 0.08259765803813934,
     "m": 1.0
    },
    {
     "p": 0.0623444989323616,
     "m": 1.0
    },
    {
     "p": 0.08686557412147522,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 178,
   "train_loss": 3.4382243156433105,
   "val_loss": 2.6962525844573975,
   "acc": 36.51,
   "f1": [
    0.6282721161842346,
    0.4088396728038788,
    0.3468207120895386,
    0.2233501821756363,
    0.16374263167381287,
    0.22297292947769165,
    0.3865545094013214,
    0.3923443853855133,
    0.34905651211738586,
    0.43781083822250366,
    0.10958898812532425,
    0.2262442708015442,
    0.35582810640335083,
    0.2845187783241272,
    0.22222216427326202,
    0.31284910440444946,
    0.3625729978084564,
    0.49746179580688477,
    0.362499862909317,
    0.2873562276363373,
    0.6417111158370972,
    0.426778107881546,
    0.33333325386047363,
    0.5402842164039612,
    0.6354165077209473,
    0.29032251238822937,
    0.2898550033569336,
    0.21719448268413544,
    0.4615383446216583,
    0.30150744318962097,
    0.41474640369415283,
    0.34905651211738586,
    0.30999991297721863,
    0.3315507173538208,
    0.31284910440444946,
    0.13829779624938965,
    0.3426293730735779,
    0.20883527398109436,
    0.26717549562454224,
    0.5095540285110474,
    0.2898550033569336,
    0.5660375952720642,
    0.26262614130973816,
    0.39603951573371887,
    0.20809243619441986,
    0.20338977873325348,
    0.2348177433013916,
    0.4597700536251068,
    0.543352484703064,
    0.4022345542907715,
    0.18905465304851532,
    0.27705615758895874,
    0.5637064576148987,
    0.5636362433433533,
    0.5221673846244812,
    0.12371128052473068,
    0.5304347276687622,
    0.35532984137535095,
    0.4489794969558716,
    0.2987011969089508,
    0.6999998688697815,
    0.4919784665107727,
    0.40740731358528137,
    0.35121941566467285,
    0.1558440923690796,
    0.2208588421344757,
    0.2105262726545334,
    0.23021577298641205,
    0.6816141605377197,
    0.5412842631340027,
    0.4306218922138214,
    0.6033056974411011,
    0.19565211236476898,
    0.22222214937210083,
    0.1818181276321411,
    0.6914892196655273,
    0.6865670084953308,
    0.20454540848731995,
    0.27049171924591064,
    0.38674020767211914,
    0.15853650867938995,
    0.24277448654174805,
    0.6595743298530579,
    0.35398221015930176,
    0.22784802317619324,
    0.41212108731269836,
    0.3948496878147125,
    0.4210525155067444,
    0.21395343542099,
    0.4090907871723175,
    0.34224584698677063,
    0.4549018442630768,
    0.212290421128273,
    0.23350247740745544,
    0.5858584046363831,
    0.45421239733695984,
    0.2739725112915039,
    0.35877853631973267,
    0.12546120584011078,
    0.40404030680656433
   ],
   "time": 159.4613944226876,
   "param": [
    {
     "p": 0.068161241710186,
     "m": 1.0
    },
    {
     "p": 0.0729050263762474,
     "m": 1.0
    },
    {
     "p": 0.08206609636545181,
     "m": 1.0
    },
    {
     "p": 0.060954365879297256,
     "m": 1.0
    },
    {
     "p": 0.0745660811662674,
     "m": 1.0
    },
    {
     "p": 0.07742956280708313,
     "m": 1.0
    },
    {
     "p": 0.06852652132511139,
     "m": 1.0
    },
    {
     "p": 0.08032278716564178,
     "m": 1.0
    },
    {
     "p": 0.07026246190071106,
     "m": 1.0
    },
    {
     "p": 0.07897044718265533,
     "m": 1.0
    },
    {
     "p": 0.06356924772262573,
     "m": 1.0
    },
    {
     "p": 0.0737624391913414,
     "m": 1.0
    },
    {
     "p": 0.05604990944266319,
     "m": 1.0
    },
    {
     "p": 0.07245387881994247,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 179,
   "train_loss": 3.603510856628418,
   "val_loss": 2.9462058544158936,
   "acc": 36.55,
   "f1": [
    0.6979165077209473,
    0.4338623583316803,
    0.31428563594818115,
    0.19753079116344452,
    0.17435890436172485,
    0.25545164942741394,
    0.3841806650161743,
    0.3383083641529083,
    0.33466124534606934,
    0.4366196393966675,
    0.17073164880275726,
    0.2954544425010681,
    0.40740731358528137,
    0.26046502590179443,
    0.16417904198169708,
    0.28947362303733826,
    0.34246566891670227,
    0.4978164732456207,
    0.3975902497768402,
    0.239520862698555,
    0.501818060874939,
    0.45714277029037476,
    0.2812499403953552,
    0.5377357006072998,
    0.6597937345504761,
    0.2705313265323639,
    0.30392149090766907,
    0.16981124877929688,
    0.44230756163597107,
    0.32584258913993835,
    0.3817426860332489,
    0.3428570628166199,
    0.36871495842933655,
    0.33333319425582886,
    0.28723397850990295,
    0.17801040410995483,
    0.3304346799850464,
    0.20105813443660736,
    0.20238088071346283,
    0.5133689045906067,
    0.3482586145401001,
    0.5837836861610413,
    0.2949307858943939,
    0.33476385474205017,
    0.23430955410003662,
    0.18719203770160675,
    0.21428564190864563,
    0.49999988079071045,
    0.524590015411377,
    0.39999985694885254,
    0.20382159948349,
    0.2995593845844269,
    0.6283184885978699,
    0.5843619704246521,
    0.5046727657318115,
    0.13186806440353394,
    0.535519003868103,
    0.3841058313846588,
    0.3923443853855133,
    0.36158180236816406,
    0.6934671998023987,
    0.47899147868156433,
    0.3926379084587097,
    0.32558128237724304,
    0.17757000029087067,
    0.1855669468641281,
    0.21782170236110687,
    0.34374991059303284,
    0.7022221088409424,
    0.5999999046325684,
    0.43946176767349243,
    0.5960782766342163,
    0.18300646543502808,
    0.3636362850666046,
    0.16455689072608948,
    0.6170212030410767,
    0.6511626243591309,
    0.12080531567335129,
    0.20512813329696655,
    0.28571417927742004,
    0.17877088487148285,
    0.33333322405815125,
    0.6774192452430725,
    0.3463686406612396,
    0.1990949511528015,
    0.37614670395851135,
    0.38144323229789734,
    0.4179103374481201,
    0.16560502350330353,
    0.37944653630256653,
    0.30366483330726624,
    0.5408161878585815,
    0.2054053246974945,
    0.1729728877544403,
    0.5882351994514465,
    0.4495411515235901,
    0.38674020767211914,
    0.33112576603889465,
    0.14207643270492554,
    0.43902432918548584
   ],
   "time": 160.77764905896038,
   "param": [
    {
     "p": 0.0860442966222763,
     "m": 1.0
    },
    {
     "p": 0.06412103027105331,
     "m": 1.0
    },
    {
     "p": 0.07400348782539368,
     "m": 1.0
    },
    {
     "p": 0.07038797438144684,
     "m": 1.0
    },
    {
     "p": 0.07053942233324051,
     "m": 1.0
    },
    {
     "p": 0.08364734053611755,
     "m": 1.0
    },
    {
     "p": 0.06672145426273346,
     "m": 1.0
    },
    {
     "p": 0.06855001300573349,
     "m": 1.0
    },
    {
     "p": 0.06852512806653976,
     "m": 1.0
    },
    {
     "p": 0.0745285376906395,
     "m": 1.0
    },
    {
     "p": 0.056950271129608154,
     "m": 1.0
    },
    {
     "p": 0.050240132957696915,
     "m": 1.0
    },
    {
     "p": 0.07002916932106018,
     "m": 1.0
    },
    {
     "p": 0.09571176022291183,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 180,
   "train_loss": 3.3242485523223877,
   "val_loss": 2.571265935897827,
   "acc": 36.88,
   "f1": [
    0.6759257912635803,
    0.4145076870918274,
    0.34042540192604065,
    0.12865489721298218,
    0.10650881379842758,
    0.2560552954673767,
    0.3441859781742096,
    0.3307691812515259,
    0.38043469190597534,
    0.5142855644226074,
    0.10738249123096466,
    0.28426387906074524,
    0.3873516917228699,
    0.2243901938199997,
    0.21395343542099,
    0.29268285632133484,
    0.35748788714408875,
    0.5203251242637634,
    0.3699999153614044,
    0.2543351650238037,
    0.596684992313385,
    0.5436891913414001,
    0.3376622498035431,
    0.5490195155143738,
    0.6276593804359436,
    0.28235283493995667,
    0.30939218401908875,
    0.16304342448711395,
    0.45976996421813965,
    0.3764704465866089,
    0.39069753885269165,
    0.32258057594299316,
    0.33918121457099915,
    0.29940110445022583,
    0.28289467096328735,
    0.16184966266155243,
    0.33606547117233276,
    0.23853203654289246,
    0.21390368044376373,
    0.5780345797538757,
    0.39130425453186035,
    0.5894736051559448,
    0.2545453608036041,
    0.38626599311828613,
    0.29268285632133484,
    0.1931033730506897,
    0.28415289521217346,
    0.49999988079071045,
    0.5042015910148621,
    0.4186045527458191,
    0.20645155012607574,
    0.28318578004837036,
    0.5999999642372131,
    0.5700481534004211,
    0.5347592234611511,
    0.14218004047870636,
    0.525139570236206,
    0.37777766585350037,
    0.3999998867511749,
    0.35019445419311523,
    0.7187498211860657,
    0.3157893419265747,
    0.44578301906585693,
    0.4358973205089569,
    0.17560969293117523,
    0.22321420907974243,
    0.10526309907436371,
    0.32941165566444397,
    0.705357015132904,
    0.6285713315010071,
    0.4424777626991272,
    0.5443785786628723,
    0.16374263167381287,
    0.3783782124519348,
    0.14977967739105225,
    0.6048778891563416,
    0.6603772640228271,
    0.140350803732872,
    0.2783504128456116,
    0.29197070002555847,
    0.14062495529651642,
    0.3269961178302765,
    0.6831682324409485,
    0.3399999141693115,
    0.25352105498313904,
    0.3801651895046234,
    0.4262293875217438,
    0.40935659408569336,
    0.17801040410995483,
    0.36065563559532166,
    0.29787227511405945,
    0.5022025108337402,
    0.246575266122818,
    0.17218534648418427,
    0.6153844594955444,
    0.4210525155067444,
    0.3510637581348419,
    0.33793097734451294,
    0.1219511553645134,
    0.43333321809768677
   ],
   "time": 160.1591029893607,
   "param": [
    {
     "p": 0.06854493916034698,
     "m": 1.0
    },
    {
     "p": 0.06254667043685913,
     "m": 1.0
    },
    {
     "p": 0.07681569457054138,
     "m": 1.0
    },
    {
     "p": 0.08745726943016052,
     "m": 1.0
    },
    {
     "p": 0.052090201526880264,
     "m": 1.0
    },
    {
     "p": 0.06793249398469925,
     "m": 1.0
    },
    {
     "p": 0.06762374937534332,
     "m": 1.0
    },
    {
     "p": 0.0801185742020607,
     "m": 1.0
    },
    {
     "p": 0.07948187738656998,
     "m": 1.0
    },
    {
     "p": 0.06896555423736572,
     "m": 1.0
    },
    {
     "p": 0.06433212012052536,
     "m": 1.0
    },
    {
     "p": 0.056639205664396286,
     "m": 1.0
    },
    {
     "p": 0.0733703076839447,
     "m": 1.0
    },
    {
     "p": 0.09408135712146759,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 181,
   "train_loss": 3.9051895141601562,
   "val_loss": 2.8381450176239014,
   "acc": 36.18,
   "f1": [
    0.6413500905036926,
    0.36871495842933655,
    0.27218925952911377,
    0.16999994218349457,
    0.1754385381937027,
    0.2424241453409195,
    0.3576158285140991,
    0.3692306876182556,
    0.376623272895813,
    0.4731181561946869,
    0.09815943986177444,
    0.28571417927742004,
    0.33466124534606934,
    0.21538454294204712,
    0.23754781484603882,
    0.30541861057281494,
    0.34101372957229614,
    0.5405403971672058,
    0.4174756109714508,
    0.22831043601036072,
    0.5731706023216248,
    0.4299064576625824,
    0.3763439953327179,
    0.5170730352401733,
    0.6372547745704651,
    0.265060156583786,
    0.30366483330726624,
    0.16923069953918457,
    0.4018263518810272,
    0.35714274644851685,
    0.3576158285140991,
    0.3653844892978668,
    0.3369564116001129,
    0.329670250415802,
    0.32911381125450134,
    0.23696675896644592,
    0.37426888942718506,
    0.22222216427326202,
    0.2583332359790802,
    0.48951032757759094,
    0.3351350426673889,
    0.5921786427497864,
    0.3502824008464813,
    0.3636362850666046,
    0.21319790184497833,
    0.18947362899780273,
    0.22499993443489075,
    0.506912350654602,
    0.5414363145828247,
    0.346666544675827,
    0.22988496720790863,
    0.2648082971572876,
    0.5992216467857361,
    0.5514017343521118,
    0.5560536980628967,
    0.12565438449382782,
    0.5510202646255493,
    0.37433144450187683,
    0.42512065172195435,
    0.24096375703811646,
    0.6759257912635803,
    0.44047608971595764,
    0.429447740316391,
    0.36529669165611267,
    0.16580304503440857,
    0.2244897186756134,
    0.13513506948947906,
    0.3151514232158661,
    0.6269840598106384,
    0.5462554097175598,
    0.43093910813331604,
    0.5202310085296631,
    0.16216209530830383,
    0.35897427797317505,
    0.16597503423690796,
    0.6276593804359436,
    0.6538460850715637,
    0.18633535504341125,
    0.2699999213218689,
    0.3711339235305786,
    0.1866666078567505,
    0.2890624403953552,
    0.6698563694953918,
    0.3468207120895386,
    0.24836592376232147,
    0.40935659408569336,
    0.35344812273979187,
    0.3228069245815277,
    0.14084501564502716,
    0.3981480300426483,
    0.25730982422828674,
    0.5158370137214661,
    0.22797919809818268,
    0.2532750070095062,
    0.5607475638389587,
    0.467661589384079,
    0.38497641682624817,
    0.3666665554046631,
    0.11320748925209045,
    0.3999999463558197
   ],
   "time": 158.93672016169876,
   "param": [
    {
     "p": 0.06417322903871536,
     "m": 1.0
    },
    {
     "p": 0.06835547089576721,
     "m": 1.0
    },
    {
     "p": 0.06545662134885788,
     "m": 1.0
    },
    {
     "p": 0.06402089446783066,
     "m": 1.0
    },
    {
     "p": 0.07329879701137543,
     "m": 1.0
    },
    {
     "p": 0.07976458966732025,
     "m": 1.0
    },
    {
     "p": 0.0723038911819458,
     "m": 1.0
    },
    {
     "p": 0.06538712978363037,
     "m": 1.0
    },
    {
     "p": 0.06971053034067154,
     "m": 1.0
    },
    {
     "p": 0.06641287356615067,
     "m": 1.0
    },
    {
     "p": 0.0626872330904007,
     "m": 1.0
    },
    {
     "p": 0.07463812083005905,
     "m": 1.0
    },
    {
     "p": 0.07965792715549469,
     "m": 1.0
    },
    {
     "p": 0.09413271397352219,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 182,
   "train_loss": 3.4688549041748047,
   "val_loss": 2.8058741092681885,
   "acc": 36.97,
   "f1": [
    0.6470587849617004,
    0.3783782124519348,
    0.30952370166778564,
    0.21556879580020905,
    0.14285707473754883,
    0.24999992549419403,
    0.3798881769180298,
    0.3577980697154999,
    0.362790584564209,
    0.42708319425582886,
    0.1642511636018753,
    0.2794759273529053,
    0.3381294012069702,
    0.3157893717288971,
    0.1629629135131836,
    0.27118635177612305,
    0.35502949357032776,
    0.5128204226493835,
    0.38541653752326965,
    0.24489790201187134,
    0.5533595681190491,
    0.48034927248954773,
    0.36893191933631897,
    0.49777767062187195,
    0.6285713315010071,
    0.31249991059303284,
    0.3025209605693817,
    0.20560744404792786,
    0.4748857021331787,
    0.3523315489292145,
    0.4362138509750366,
    0.38888877630233765,
    0.36686381697654724,
    0.27814561128616333,
    0.3066665530204773,
    0.15999993681907654,
    0.36065563559532166,
    0.2233501821756363,
    0.26582270860671997,
    0.5513511896133423,
    0.33939382433891296,
    0.5539904832839966,
    0.2767294645309448,
    0.3714284896850586,
    0.22857138514518738,
    0.17142851650714874,
    0.15384607017040253,
    0.5087717771530151,
    0.522222101688385,
    0.38190943002700806,
    0.2598869204521179,
    0.28048771619796753,
    0.5916665196418762,
    0.5837318897247314,
    0.5517240166664124,
    0.13197962939739227,
    0.5172412395477295,
    0.3135133981704712,
    0.41095879673957825,
    0.3249998986721039,
    0.6479998230934143,
    0.46153831481933594,
    0.4269661605358124,
    0.38251355290412903,
    0.11199995130300522,
    0.2025315910577774,
    0.18791939318180084,
    0.3147207200527191,
    0.6666665077209473,
    0.6027396321296692,
    0.3936169147491455,
    0.5896413326263428,
    0.19534875452518463,
    0.3842363655567169,
    0.11920525878667831,
    0.6305417418479919,
    0.6276593804359436,
    0.1675977110862732,
    0.2673795819282532,
    0.3666665554046631,
    0.2025315761566162,
    0.2887699604034424,
    0.6956520080566406,
    0.3534882664680481,
    0.21582730114459991,
    0.36144569516181946,
    0.41964274644851685,
    0.3943660855293274,
    0.15555550158023834,
    0.39301300048828125,
    0.2983424663543701,
    0.4930231273174286,
    0.18497103452682495,
    0.15999993681907654,
    0.613756537437439,
    0.45320188999176025,
    0.3139533996582031,
    0.4081631302833557,
    0.11702121049165726,
    0.45810040831565857
   ],
   "time": 161.1958845378831,
   "param": [
    {
     "p": 0.06199546158313751,
     "m": 1.0
    },
    {
     "p": 0.06894379109144211,
     "m": 1.0
    },
    {
     "p": 0.05305888503789902,
     "m": 1.0
    },
    {
     "p": 0.06700964272022247,
     "m": 1.0
    },
    {
     "p": 0.0836528092622757,
     "m": 1.0
    },
    {
     "p": 0.08190364390611649,
     "m": 1.0
    },
    {
     "p": 0.07091902196407318,
     "m": 1.0
    },
    {
     "p": 0.07256606221199036,
     "m": 1.0
    },
    {
     "p": 0.0726797878742218,
     "m": 1.0
    },
    {
     "p": 0.07368872314691544,
     "m": 1.0
    },
    {
     "p": 0.07198875397443771,
     "m": 1.0
    },
    {
     "p": 0.07193607091903687,
     "m": 1.0
    },
    {
     "p": 0.07150597125291824,
     "m": 1.0
    },
    {
     "p": 0.07815136015415192,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 183,
   "train_loss": 3.6425399780273438,
   "val_loss": 2.60942006111145,
   "acc": 36.77,
   "f1": [
    0.5991188287734985,
    0.38341957330703735,
    0.3583814203739166,
    0.17757000029087067,
    0.16049376130104065,
    0.2815532982349396,
    0.37426888942718506,
    0.33333319425582886,
    0.3257574439048767,
    0.4299064576625824,
    0.1390373706817627,
    0.2901553809642792,
    0.333333283662796,
    0.27814561128616333,
    0.19108274579048157,
    0.26373615860939026,
    0.4022987186908722,
    0.5019304156303406,
    0.3743841052055359,
    0.29850736260414124,
    0.609625518321991,
    0.4860556721687317,
    0.3723403513431549,
    0.5068492293357849,
    0.6542055010795593,
    0.31638407707214355,
    0.33532923460006714,
    0.19011402130126953,
    0.43373486399650574,
    0.3522011637687683,
    0.4292682111263275,
    0.39252325892448425,
    0.3300969898700714,
    0.33333322405815125,
    0.29074883460998535,
    0.188888818025589,
    0.29694315791130066,
    0.20765019953250885,
    0.2834007143974304,
    0.502923846244812,
    0.29906532168388367,
    0.5699480772018433,
    0.251308798789978,
    0.39148926734924316,
    0.23809516429901123,
    0.16455689072608948,
    0.24598921835422516,
    0.5517240166664124,
    0.5371427536010742,
    0.45161277055740356,
    0.2264150083065033,
    0.3228698670864105,
    0.6274508833885193,
    0.5677964687347412,
    0.5079363584518433,
    0.12658220529556274,
    0.5371427536010742,
    0.32034626603126526,
    0.4262293577194214,
    0.3771427571773529,
    0.7038625478744507,
    0.3924049437046051,
    0.3669723868370056,
    0.2910446524620056,
    0.15525108575820923,
    0.14606735110282898,
    0.14965979754924774,
    0.3408070504665375,
    0.6849313974380493,
    0.6009851098060608,
    0.4123710095882416,
    0.5588234066963196,
    0.14285708963871002,
    0.3666665554046631,
    0.15999993681907654,
    0.5431033372879028,
    0.6216214895248413,
    0.188888818025589,
    0.22907482087612152,
    0.3468207120895386,
    0.19251330196857452,
    0.3084111213684082,
    0.7089946269989014,
    0.3409090042114258,
    0.24999988079071045,
    0.4145076870918274,
    0.4226802885532379,
    0.4277455508708954,
    0.15999992191791534,
    0.40609124302864075,
    0.3350784480571747,
    0.5463916063308716,
    0.23076915740966797,
    0.2072538137435913,
    0.577777624130249,
    0.4232803285121918,
    0.4077668786048889,
    0.3733331859111786,
    0.14379078149795532,
    0.4310343861579895
   ],
   "time": 160.18271961715072,
   "param": [
    {
     "p": 0.07234852761030197,
     "m": 1.0
    },
    {
     "p": 0.068100206553936,
     "m": 1.0
    },
    {
     "p": 0.07053492218255997,
     "m": 1.0
    },
    {
     "p": 0.0728747770190239,
     "m": 1.0
    },
    {
     "p": 0.06169521063566208,
     "m": 1.0
    },
    {
     "p": 0.08604695647954941,
     "m": 1.0
    },
    {
     "p": 0.0761839747428894,
     "m": 1.0
    },
    {
     "p": 0.06976848095655441,
     "m": 1.0
    },
    {
     "p": 0.06345807760953903,
     "m": 1.0
    },
    {
     "p": 0.06453320384025574,
     "m": 1.0
    },
    {
     "p": 0.06418437510728836,
     "m": 1.0
    },
    {
     "p": 0.08114165812730789,
     "m": 1.0
    },
    {
     "p": 0.06977896392345428,
     "m": 1.0
    },
    {
     "p": 0.07935072481632233,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 184,
   "train_loss": 3.6418795585632324,
   "val_loss": 2.6912925243377686,
   "acc": 37.25,
   "f1": [
    0.6907215118408203,
    0.43298953771591187,
    0.35454532504081726,
    0.22702695429325104,
    0.1410255879163742,
    0.31638407707214355,
    0.40641695261001587,
    0.3508770763874054,
    0.4050631821155548,
    0.434782475233078,
    0.140350803732872,
    0.24719089269638062,
    0.42512065172195435,
    0.25301194190979004,
    0.2528734505176544,
    0.29213473200798035,
    0.3694266378879547,
    0.5217390656471252,
    0.33121007680892944,
    0.2585033178329468,
    0.5560164451599121,
    0.4792625606060028,
    0.36269423365592957,
    0.5268816351890564,
    0.5974025130271912,
    0.2824857831001282,
    0.29268285632133484,
    0.22222214937210083,
    0.48076915740966797,
    0.31999990344047546,
    0.4541061818599701,
    0.3706895411014557,
    0.3220337927341461,
    0.3411763310432434,
    0.2662337124347687,
    0.1290321946144104,
    0.34482747316360474,
    0.1862744390964508,
    0.2741934657096863,
    0.5317917466163635,
    0.3771427571773529,
    0.6073297262191772,
    0.29940110445022583,
    0.3801651895046234,
    0.24418595433235168,
    0.15757569670677185,
    0.2727271616458893,
    0.46728962659835815,
    0.5524860620498657,
    0.4485980272293091,
    0.17073164880275726,
    0.2790696918964386,
    0.6320345401763916,
    0.6124400496482849,
    0.511627733707428,
    0.17391297221183777,
    0.5507245063781738,
    0.3670884966850281,
    0.40394076704978943,
    0.3756905198097229,
    0.7085200548171997,
    0.45714274048805237,
    0.3855420649051666,
    0.3112839460372925,
    0.15512461960315704,
    0.16216209530830383,
    0.21256029605865479,
    0.299999862909317,
    0.7174886465072632,
    0.6598983407020569,
    0.4132230579853058,
    0.6153844594955444,
    0.1410255879163742,
    0.37499985098838806,
    0.17194563150405884,
    0.5573769211769104,
    0.6239315271377563,
    0.22099439799785614,
    0.23312875628471375,
    0.28742504119873047,
    0.13422814011573792,
    0.2869197428226471,
    0.6868685483932495,
    0.35359105467796326,
    0.24509796500205994,
    0.3923075795173645,
    0.41379299759864807,
    0.4361701011657715,
    0.12949636578559875,
    0.38461530208587646,
    0.3215685188770294,
    0.5209301114082336,
    0.20765019953250885,
    0.20454540848731995,
    0.6292133331298828,
    0.4585364758968353,
    0.38914018869400024,
    0.36601296067237854,
    0.15315312147140503,
    0.446808397769928
   ],
   "time": 159.5822704154998,
   "param": [
    {
     "p": 0.07382050156593323,
     "m": 1.0
    },
    {
     "p": 0.06983648240566254,
     "m": 1.0
    },
    {
     "p": 0.07288756221532822,
     "m": 1.0
    },
    {
     "p": 0.06420113891363144,
     "m": 1.0
    },
    {
     "p": 0.07019731402397156,
     "m": 1.0
    },
    {
     "p": 0.07120595127344131,
     "m": 1.0
    },
    {
     "p": 0.07748732715845108,
     "m": 1.0
    },
    {
     "p": 0.06427887082099915,
     "m": 1.0
    },
    {
     "p": 0.06384309381246567,
     "m": 1.0
    },
    {
     "p": 0.0784381628036499,
     "m": 1.0
    },
    {
     "p": 0.07212422043085098,
     "m": 1.0
    },
    {
     "p": 0.058203473687171936,
     "m": 1.0
    },
    {
     "p": 0.07221928983926773,
     "m": 1.0
    },
    {
     "p": 0.09125664085149765,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 185,
   "train_loss": 3.371194362640381,
   "val_loss": 2.607781171798706,
   "acc": 36.88,
   "f1": [
    0.623255729675293,
    0.3771427571773529,
    0.30621999502182007,
    0.19095470011234283,
    0.16374263167381287,
    0.33333322405815125,
    0.3196346163749695,
    0.39325833320617676,
    0.3247862458229065,
    0.39837390184402466,
    0.14117640256881714,
    0.29787227511405945,
    0.3710406422615051,
    0.24489788711071014,
    0.22018341720104218,
    0.2938387989997864,
    0.34920626878738403,
    0.5740739107131958,
    0.34817805886268616,
    0.2888887822628021,
    0.5767440795898438,
    0.4552844762802124,
    0.38190943002700806,
    0.5321099162101746,
    0.622641384601593,
    0.2758619785308838,
    0.3157894015312195,
    0.20111726224422455,
    0.38271594047546387,
    0.360248327255249,
    0.3763439953327179,
    0.38914018869400024,
    0.3186812400817871,
    0.3406592309474945,
    0.3592231869697571,
    0.2204081267118454,
    0.3367346227169037,
    0.22598862648010254,
    0.2999999225139618,
    0.5405403971672058,
    0.33333322405815125,
    0.5699998736381531,
    0.28571417927742004,
    0.3508771061897278,
    0.2345678210258484,
    0.1931033730506897,
    0.2514968812465668,
    0.4787232577800751,
    0.5405403971672058,
    0.4210525155067444,
    0.20161284506320953,
    0.3133639991283417,
    0.6225679516792297,
    0.5666665434837341,
    0.5067872405052185,
    0.12413787841796875,
    0.4765956401824951,
    0.30337071418762207,
    0.42857131361961365,
    0.3265305161476135,
    0.6782606840133667,
    0.4432430863380432,
    0.35820886492729187,
    0.33789944648742676,
    0.19251330196857452,
    0.2095237374305725,
    0.17307688295841217,
    0.32335323095321655,
    0.7040814757347107,
    0.5945944786071777,
    0.43999987840652466,
    0.6011558771133423,
    0.1773398518562317,
    0.3350784480571747,
    0.1747572273015976,
    0.6051281094551086,
    0.6320753693580627,
    0.1612902730703354,
    0.1899440735578537,
    0.2692306637763977,
    0.17834389209747314,
    0.26666656136512756,
    0.6919430494308472,
    0.35051536560058594,
    0.206060528755188,
    0.41212108731269836,
    0.4018690288066864,
    0.4516127407550812,
    0.20338977873325348,
    0.35074618458747864,
    0.31541210412979126,
    0.5373133420944214,
    0.16184966266155243,
    0.20168060064315796,
    0.5906734466552734,
    0.46376803517341614,
    0.37320560216903687,
    0.3809523284435272,
    0.15079358220100403,
    0.4022345542907715
   ],
   "time": 159.9188496461138,
   "param": [
    {
     "p": 0.06116689369082451,
     "m": 1.0
    },
    {
     "p": 0.07172346860170364,
     "m": 1.0
    },
    {
     "p": 0.07978972047567368,
     "m": 1.0
    },
    {
     "p": 0.07054103165864944,
     "m": 1.0
    },
    {
     "p": 0.07460210472345352,
     "m": 1.0
    },
    {
     "p": 0.08719972521066666,
     "m": 1.0
    },
    {
     "p": 0.07323548942804337,
     "m": 1.0
    },
    {
     "p": 0.06071029230952263,
     "m": 1.0
    },
    {
     "p": 0.07021885365247726,
     "m": 1.0
    },
    {
     "p": 0.06855865567922592,
     "m": 1.0
    },
    {
     "p": 0.07846757024526596,
     "m": 1.0
    },
    {
     "p": 0.06962021440267563,
     "m": 1.0
    },
    {
     "p": 0.062089648097753525,
     "m": 1.0
    },
    {
     "p": 0.07207626104354858,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 186,
   "train_loss": 3.2135095596313477,
   "val_loss": 2.9189085960388184,
   "acc": 37.0,
   "f1": [
    0.6666665077209473,
    0.44444432854652405,
    0.3118278682231903,
    0.17073164880275726,
    0.16304342448711395,
    0.30487796664237976,
    0.3421051502227783,
    0.34234222769737244,
    0.3301886022090912,
    0.4491977095603943,
    0.09729723632335663,
    0.29665064811706543,
    0.40404030680656433,
    0.3025209605693817,
    0.21513938903808594,
    0.26484012603759766,
    0.37305691838264465,
    0.4710423946380615,
    0.41666656732559204,
    0.30303022265434265,
    0.5727270841598511,
    0.4317459464073181,
    0.3861384987831116,
    0.5405403971672058,
    0.6497460603713989,
    0.28025469183921814,
    0.3515150547027588,
    0.17624516785144806,
    0.4489794969558716,
    0.31901830434799194,
    0.4023667275905609,
    0.32231393456459045,
    0.30270257592201233,
    0.3417084515094757,
    0.2659573554992676,
    0.180851012468338,
    0.3295879364013672,
    0.1641024947166443,
    0.23492057621479034,
    0.5454544425010681,
    0.3346938192844391,
    0.5865383148193359,
    0.32558128237724304,
    0.3502824008464813,
    0.2147650271654129,
    0.210526242852211,
    0.25233638286590576,
    0.44554442167282104,
    0.5303866267204285,
    0.4222221076488495,
    0.2258063703775406,
    0.2898550033569336,
    0.6024095416069031,
    0.5814977288246155,
    0.4790417551994324,
    0.09790203720331192,
    0.5339804887771606,
    0.32748526334762573,
    0.346320241689682,
    0.3493449091911316,
    0.666666567325592,
    0.44827571511268616,
    0.43093910813331604,
    0.3628317713737488,
    0.07194238901138306,
    0.18784524500370026,
    0.19689112901687622,
    0.2872926890850067,
    0.672810971736908,
    0.5702126026153564,
    0.42156851291656494,
    0.6116504073143005,
    0.19811314344406128,
    0.39655160903930664,
    0.15476183593273163,
    0.5599998831748962,
    0.6635943651199341,
    0.16993455588817596,
    0.23655906319618225,
    0.3798881769180298,
    0.21714277565479279,
    0.2937852144241333,
    0.7121950387954712,
    0.3644067049026489,
    0.22222216427326202,
    0.45128190517425537,
    0.3803679943084717,
    0.3934425115585327,
    0.16666661202907562,
    0.39069753885269165,
    0.33333325386047363,
    0.47967469692230225,
    0.19101116061210632,
    0.21794864535331726,
    0.568720281124115,
    0.4886876940727234,
    0.37373724579811096,
    0.37599989771842957,
    0.05925920605659485,
    0.4052286446094513
   ],
   "time": 155.12909454666078,
   "param": [
    {
     "p": 0.06625136733055115,
     "m": 1.0
    },
    {
     "p": 0.07553880661725998,
     "m": 1.0
    },
    {
     "p": 0.07276716083288193,
     "m": 1.0
    },
    {
     "p": 0.062495891004800797,
     "m": 1.0
    },
    {
     "p": 0.06430685520172119,
     "m": 1.0
    },
    {
     "p": 0.08574104309082031,
     "m": 1.0
    },
    {
     "p": 0.07982759922742844,
     "m": 1.0
    },
    {
     "p": 0.06404806673526764,
     "m": 1.0
    },
    {
     "p": 0.06696953624486923,
     "m": 1.0
    },
    {
     "p": 0.0770607516169548,
     "m": 1.0
    },
    {
     "p": 0.06370935589075089,
     "m": 1.0
    },
    {
     "p": 0.0672743022441864,
     "m": 1.0
    },
    {
     "p": 0.0729316845536232,
     "m": 1.0
    },
    {
     "p": 0.08107752352952957,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 187,
   "train_loss": 3.5627455711364746,
   "val_loss": 2.7355029582977295,
   "acc": 36.01,
   "f1": [
    0.6283184885978699,
    0.39148926734924316,
    0.23529404401779175,
    0.1641024947166443,
    0.12182734906673431,
    0.2769230008125305,
    0.3699420988559723,
    0.36046499013900757,
    0.3542855978012085,
    0.4670049846172333,
    0.14634139835834503,
    0.28571417927742004,
    0.3502824008464813,
    0.29629620909690857,
    0.23744283616542816,
    0.29508188366889954,
    0.32989683747291565,
    0.5454544425010681,
    0.3592231869697571,
    0.2281368225812912,
    0.6046509742736816,
    0.4599302411079407,
    0.3510637581348419,
    0.486772358417511,
    0.6106193661689758,
    0.2815532982349396,
    0.32258057594299316,
    0.2181817591190338,
    0.4550263583660126,
    0.28999990224838257,
    0.38961026072502136,
    0.31836724281311035,
    0.3024389147758484,
    0.3157893717288971,
    0.3406592309474945,
    0.22222216427326202,
    0.3478260338306427,
    0.1717790812253952,
    0.18656711280345917,
    0.5263156294822693,
    0.3369564116001129,
    0.6051281094551086,
    0.2588234543800354,
    0.33823519945144653,
    0.2025315761566162,
    0.1594202220439911,
    0.22413785755634308,
    0.49350637197494507,
    0.5170730352401733,
    0.3463686406612396,
    0.239520862698555,
    0.2433459311723709,
    0.5795453190803528,
    0.5980390906333923,
    0.528846025466919,
    0.09815943986177444,
    0.5446008443832397,
    0.3316582143306732,
    0.3778800964355469,
    0.3727271258831024,
    0.6782606840133667,
    0.43181803822517395,
    0.4338623583316803,
    0.38636353611946106,
    0.12030069530010223,
    0.21390368044376373,
    0.14906825125217438,
    0.29126206040382385,
    0.6944442987442017,
    0.5951218605041504,
    0.44791656732559204,
    0.6034481525421143,
    0.1639343500137329,
    0.2934781610965729,
    0.15476183593273163,
    0.5894736051559448,
    0.6097559332847595,
    0.15730330348014832,
    0.251308798789978,
    0.32160791754722595,
    0.17525766789913177,
    0.24999988079071045,
    0.7157893776893616,
    0.3386242389678955,
    0.1855669468641281,
    0.4179103374481201,
    0.3428570628166199,
    0.4699452221393585,
    0.14765094220638275,
    0.3470318615436554,
    0.32579174637794495,
    0.49484527111053467,
    0.15730330348014832,
    0.21897804737091064,
    0.6249998807907104,
    0.4734298884868622,
    0.36585354804992676,
    0.31623923778533936,
    0.11827950179576874,
    0.3829786479473114
   ],
   "time": 160.75211950205266,
   "param": [
    {
     "p": 0.05797077342867851,
     "m": 1.0
    },
    {
     "p": 0.06979548186063766,
     "m": 1.0
    },
    {
     "p": 0.05647556111216545,
     "m": 1.0
    },
    {
     "p": 0.08387146145105362,
     "m": 1.0
    },
    {
     "p": 0.06837577372789383,
     "m": 1.0
    },
    {
     "p": 0.07032817602157593,
     "m": 1.0
    },
    {
     "p": 0.07397857308387756,
     "m": 1.0
    },
    {
     "p": 0.07614634186029434,
     "m": 1.0
    },
    {
     "p": 0.07226814329624176,
     "m": 1.0
    },
    {
     "p": 0.06125231087207794,
     "m": 1.0
    },
    {
     "p": 0.07886921614408493,
     "m": 1.0
    },
    {
     "p": 0.07722432166337967,
     "m": 1.0
    },
    {
     "p": 0.06087788939476013,
     "m": 1.0
    },
    {
     "p": 0.09256602078676224,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 188,
   "train_loss": 3.599196672439575,
   "val_loss": 2.7570295333862305,
   "acc": 36.44,
   "f1": [
    0.6666665077209473,
    0.40935659408569336,
    0.32258057594299316,
    0.18713442981243134,
    0.17840369045734406,
    0.28440356254577637,
    0.3414633274078369,
    0.3580785095691681,
    0.3272726535797119,
    0.42168664932250977,
    0.14583328366279602,
    0.24539868533611298,
    0.390243798494339,
    0.30769217014312744,
    0.262857049703598,
    0.2517482042312622,
    0.34374991059303284,
    0.4919784665107727,
    0.39106133580207825,
    0.22522515058517456,
    0.575916051864624,
    0.4537035822868347,
    0.34389129281044006,
    0.5714284777641296,
    0.6699027419090271,
    0.2714284658432007,
    0.3169397711753845,
    0.24603168666362762,
    0.42512065172195435,
    0.31730762124061584,
    0.41048023104667664,
    0.3278687596321106,
    0.3592813014984131,
    0.34523800015449524,
    0.3167419731616974,
    0.21505369246006012,
    0.3206750154495239,
    0.20430098474025726,
    0.2231075018644333,
    0.5773194432258606,
    0.36986294388771057,
    0.5756096839904785,
    0.23041465878486633,
    0.35121941566467285,
    0.19875767827033997,
    0.17808210849761963,
    0.24875615537166595,
    0.48132768273353577,
    0.5168538093566895,
    0.38674020767211914,
    0.14965979754924774,
    0.3119265139102936,
    0.5991188287734985,
    0.4999999403953552,
    0.5312498211860657,
    0.12345672398805618,
    0.5066665410995483,
    0.34883710741996765,
    0.3833332657814026,
    0.35675665736198425,
    0.7290639281272888,
    0.4487804174423218,
    0.40935659408569336,
    0.32799988985061646,
    0.13471496105194092,
    0.19289332628250122,
    0.1734103411436081,
    0.33333322405815125,
    0.7462685704231262,
    0.5822783708572388,
    0.44444435834884644,
    0.6037734746932983,
    0.1748633086681366,
    0.2702701687812805,
    0.18749994039535522,
    0.5812807083129883,
    0.6391751170158386,
    0.18652844429016113,
    0.24427475035190582,
    0.393063485622406,
    0.20858889818191528,
    0.29249006509780884,
    0.6759257912635803,
    0.36607131361961365,
    0.23204411566257477,
    0.3981480300426483,
    0.4204544126987457,
    0.4324323236942291,
    0.21167877316474915,
    0.33457237482070923,
    0.299465149641037,
    0.5142855644226074,
    0.23913034796714783,
    0.26262614130973816,
    0.5617976188659668,
    0.4146340489387512,
    0.30487796664237976,
    0.29629620909690857,
    0.13245026767253876,
    0.4081631600856781
   ],
   "time": 159.93518873117864,
   "param": [
    {
     "p": 0.07132095098495483,
     "m": 1.0
    },
    {
     "p": 0.08092085272073746,
     "m": 1.0
    },
    {
     "p": 0.050758495926856995,
     "m": 1.0
    },
    {
     "p": 0.08618331700563431,
     "m": 1.0
    },
    {
     "p": 0.059667497873306274,
     "m": 1.0
    },
    {
     "p": 0.08271046727895737,
     "m": 1.0
    },
    {
     "p": 0.05702470242977142,
     "m": 1.0
    },
    {
     "p": 0.08597169816493988,
     "m": 1.0
    },
    {
     "p": 0.06313926726579666,
     "m": 1.0
    },
    {
     "p": 0.07317869365215302,
     "m": 1.0
    },
    {
     "p": 0.08535899966955185,
     "m": 1.0
    },
    {
     "p": 0.06882192939519882,
     "m": 1.0
    },
    {
     "p": 0.0548149049282074,
     "m": 1.0
    },
    {
     "p": 0.08012823760509491,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 189,
   "train_loss": 3.3228414058685303,
   "val_loss": 3.0475220680236816,
   "acc": 36.75,
   "f1": [
    0.6451612114906311,
    0.4387753903865814,
    0.33128824830055237,
    0.19178074598312378,
    0.13541659712791443,
    0.2613064646720886,
    0.3428570628166199,
    0.35714274644851685,
    0.38251355290412903,
    0.4313724637031555,
    0.10126575827598572,
    0.25301194190979004,
    0.3904760777950287,
    0.27678564190864563,
    0.2561575770378113,
    0.265060156583786,
    0.3417084515094757,
    0.5155554413795471,
    0.3510637581348419,
    0.25095051527023315,
    0.6010927557945251,
    0.44976064562797546,
    0.3535352647304535,
    0.5303866267204285,
    0.6329113245010376,
    0.2771083414554596,
    0.314606636762619,
    0.1777777075767517,
    0.44339612126350403,
    0.3135133981704712,
    0.4269661605358124,
    0.33333319425582886,
    0.3316582143306732,
    0.37499988079071045,
    0.34042540192604065,
    0.20080316066741943,
    0.3354036211967468,
    0.19827578961849213,
    0.2782607972621918,
    0.5249998569488525,
    0.3783782720565796,
    0.5951218605041504,
    0.2577318847179413,
    0.36909863352775574,
    0.2824857831001282,
    0.20547938346862793,
    0.22740517556667328,
    0.4976957440376282,
    0.4919784665107727,
    0.40540531277656555,
    0.13592226803302765,
    0.30057793855667114,
    0.6058090329170227,
    0.5333331823348999,
    0.49382704496383667,
    0.11299428343772888,
    0.4816325008869171,
    0.32432422041893005,
    0.4075828194618225,
    0.3820223808288574,
    0.7142855525016785,
    0.43093910813331604,
    0.4186045527458191,
    0.36909863352775574,
    0.20111726224422455,
    0.20083676278591156,
    0.16593880951404572,
    0.34513264894485474,
    0.6818180680274963,
    0.6387433409690857,
    0.4019606411457062,
    0.594594419002533,
    0.19883033633232117,
    0.3826086223125458,
    0.17441853880882263,
    0.6161615252494812,
    0.6502462029457092,
    0.16766461730003357,
    0.23602473735809326,
    0.3874344527721405,
    0.1891890913248062,
    0.24691346287727356,
    0.6944442987442017,
    0.39111098647117615,
    0.228571355342865,
    0.4306218922138214,
    0.39583319425582886,
    0.4158414602279663,
    0.13636356592178345,
    0.345276802778244,
    0.2430938482284546,
    0.48958322405815125,
    0.17610056698322296,
    0.20571422576904297,
    0.5555554032325745,
    0.46938762068748474,
    0.38961026072502136,
    0.3832334280014038,
    0.13580238819122314,
    0.3999998867511749
   ],
   "time": 161.41441057994962,
   "param": [
    {
     "p": 0.07464789599180222,
     "m": 1.0
    },
    {
     "p": 0.06639068573713303,
     "m": 1.0
    },
    {
     "p": 0.07198315113782883,
     "m": 1.0
    },
    {
     "p": 0.06786255538463593,
     "m": 1.0
    },
    {
     "p": 0.07255001366138458,
     "m": 1.0
    },
    {
     "p": 0.06052257493138313,
     "m": 1.0
    },
    {
     "p": 0.07059107720851898,
     "m": 1.0
    },
    {
     "p": 0.08051997423171997,
     "m": 1.0
    },
    {
     "p": 0.0750579908490181,
     "m": 1.0
    },
    {
     "p": 0.07736129313707352,
     "m": 1.0
    },
    {
     "p": 0.06681378185749054,
     "m": 1.0
    },
    {
     "p": 0.0683436170220375,
     "m": 1.0
    },
    {
     "p": 0.06550881266593933,
     "m": 1.0
    },
    {
     "p": 0.0818466916680336,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 190,
   "train_loss": 3.331550121307373,
   "val_loss": 3.0128707885742188,
   "acc": 36.44,
   "f1": [
    0.6435642242431641,
    0.3999999165534973,
    0.2723003923892975,
    0.1965811401605606,
    0.15999993681907654,
    0.2614377737045288,
    0.3703702688217163,
    0.33333325386047363,
    0.38502663373947144,
    0.44559577107429504,
    0.14545448124408722,
    0.2727271616458893,
    0.36090216040611267,
    0.28220847249031067,
    0.21111102402210236,
    0.2583332359790802,
    0.309278279542923,
    0.5578945875167847,
    0.3794870972633362,
    0.2547169029712677,
    0.5504586100578308,
    0.4688993990421295,
    0.3793102502822876,
    0.5125626921653748,
    0.5826770663261414,
    0.2767294645309448,
    0.30769217014312744,
    0.1792452037334442,
    0.452830046415329,
    0.2832617461681366,
    0.37894728779792786,
    0.33913031220436096,
    0.3515150547027588,
    0.3179915249347687,
    0.33333319425582886,
    0.1754385232925415,
    0.3517586886882782,
    0.20091316103935242,
    0.26086950302124023,
    0.5121949315071106,
    0.38636353611946106,
    0.5911328792572021,
    0.2795697748661041,
    0.390243798494339,
    0.26244333386421204,
    0.17218534648418427,
    0.23214277625083923,
    0.4946235418319702,
    0.5333332419395447,
    0.46486473083496094,
    0.19889496266841888,
    0.30769219994544983,
    0.6249999403953552,
    0.5593868494033813,
    0.49327346682548523,
    0.16049376130104065,
    0.5185183882713318,
    0.33333322405815125,
    0.4180789887905121,
    0.3313608467578888,
    0.7118642330169678,
    0.4402514398097992,
    0.4095236659049988,
    0.3399999141693115,
    0.16927896440029144,
    0.1818181276321411,
    0.14705877006053925,
    0.31999990344047546,
    0.6866952180862427,
    0.5349792838096619,
    0.39548009634017944,
    0.6185566186904907,
    0.15458931028842926,
    0.289308100938797,
    0.17808210849761963,
    0.6043955087661743,
    0.5769229531288147,
    0.2062779664993286,
    0.19047611951828003,
    0.3195265531539917,
    0.18439710140228271,
    0.26086944341659546,
    0.653658390045166,
    0.3373492956161499,
    0.20289847254753113,
    0.37962955236434937,
    0.41568616032600403,
    0.38596484065055847,
    0.12857137620449066,
    0.3851850926876068,
    0.322274774312973,
    0.48598119616508484,
    0.22119809687137604,
    0.25125616788864136,
    0.553571343421936,
    0.47524741291999817,
    0.38961026072502136,
    0.4090908467769623,
    0.16589856147766113,
    0.42512065172195435
   ],
   "time": 160.16691086627543,
   "param": [
    {
     "p": 0.06642725318670273,
     "m": 1.0
    },
    {
     "p": 0.07450508326292038,
     "m": 1.0
    },
    {
     "p": 0.05998138338327408,
     "m": 1.0
    },
    {
     "p": 0.07304338365793228,
     "m": 1.0
    },
    {
     "p": 0.06808183342218399,
     "m": 1.0
    },
    {
     "p": 0.07128610461950302,
     "m": 1.0
    },
    {
     "p": 0.07068967819213867,
     "m": 1.0
    },
    {
     "p": 0.08356388658285141,
     "m": 1.0
    },
    {
     "p": 0.07513265311717987,
     "m": 1.0
    },
    {
     "p": 0.06332448869943619,
     "m": 1.0
    },
    {
     "p": 0.06666425615549088,
     "m": 1.0
    },
    {
     "p": 0.07904102653265,
     "m": 1.0
    },
    {
     "p": 0.06508111208677292,
     "m": 1.0
    },
    {
     "p": 0.08317796885967255,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 191,
   "train_loss": 4.061792850494385,
   "val_loss": 2.790642499923706,
   "acc": 35.79,
   "f1": [
    0.6504853367805481,
    0.3555554449558258,
    0.31901830434799194,
    0.19101116061210632,
    0.15017059445381165,
    0.2758619785308838,
    0.36649200320243835,
    0.3841806650161743,
    0.35294109582901,
    0.442952960729599,
    0.15217386186122894,
    0.29508185386657715,
    0.38144323229789734,
    0.24324318766593933,
    0.20125779509544373,
    0.31092432141304016,
    0.4022987186908722,
    0.5263156294822693,
    0.32624104619026184,
    0.19444438815116882,
    0.5925924777984619,
    0.47008538246154785,
    0.32258057594299316,
    0.4358973205089569,
    0.6283184885978699,
    0.2870812714099884,
    0.2674417495727539,
    0.1937321573495865,
    0.42352932691574097,
    0.2871793806552887,
    0.4159998893737793,
    0.3463686406612396,
    0.334727942943573,
    0.3186812400817871,
    0.3257574439048767,
    0.1990049034357071,
    0.3756905198097229,
    0.17441853880882263,
    0.22153842449188232,
    0.5428570508956909,
    0.3568074107170105,
    0.5979380011558533,
    0.32369929552078247,
    0.31360939145088196,
    0.23076915740966797,
    0.19251330196857452,
    0.18181811273097992,
    0.5025123953819275,
    0.47747737169265747,
    0.3647797703742981,
    0.17021268606185913,
    0.32520318031311035,
    0.607594907283783,
    0.5470851063728333,
    0.41176462173461914,
    0.08588951081037521,
    0.5242717266082764,
    0.3267972767353058,
    0.39195966720581055,
    0.32369929552078247,
    0.6694913506507874,
    0.44943806529045105,
    0.39130425453186035,
    0.3743841052055359,
    0.119999960064888,
    0.21568621695041656,
    0.1764705330133438,
    0.30864188075065613,
    0.6985644102096558,
    0.5913042426109314,
    0.4545453190803528,
    0.6018517017364502,
    0.16113737225532532,
    0.36123335361480713,
    0.1647058129310608,
    0.5328184366226196,
    0.6627217531204224,
    0.12499994784593582,
    0.24175815284252167,
    0.27631568908691406,
    0.18518511950969696,
    0.255208283662796,
    0.6956520080566406,
    0.364531934261322,
    0.2404370754957199,
    0.3809523284435272,
    0.4148934781551361,
    0.44444429874420166,
    0.14379078149795532,
    0.39130428433418274,
    0.2879999279975891,
    0.5065500736236572,
    0.19736838340759277,
    0.21004560589790344,
    0.5699480772018433,
    0.4684683382511139,
    0.3478259742259979,
    0.3678159713745117,
    0.13541659712791443,
    0.3908045291900635
   ],
   "time": 159.738102639094,
   "param": [
    {
     "p": 0.0704241618514061,
     "m": 1.0
    },
    {
     "p": 0.07512202858924866,
     "m": 1.0
    },
    {
     "p": 0.07772906869649887,
     "m": 1.0
    },
    {
     "p": 0.06476326286792755,
     "m": 1.0
    },
    {
     "p": 0.05746721103787422,
     "m": 1.0
    },
    {
     "p": 0.07728058844804764,
     "m": 1.0
    },
    {
     "p": 0.08425122499465942,
     "m": 1.0
    },
    {
     "p": 0.07033135741949081,
     "m": 1.0
    },
    {
     "p": 0.06059940531849861,
     "m": 1.0
    },
    {
     "p": 0.059920355677604675,
     "m": 1.0
    },
    {
     "p": 0.07034841179847717,
     "m": 1.0
    },
    {
     "p": 0.07032332569360733,
     "m": 1.0
    },
    {
     "p": 0.07148484885692596,
     "m": 1.0
    },
    {
     "p": 0.08995483815670013,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 192,
   "train_loss": 3.5148940086364746,
   "val_loss": 2.8961145877838135,
   "acc": 36.64,
   "f1": [
    0.6564101576805115,
    0.4257424473762512,
    0.2962961792945862,
    0.1696968972682953,
    0.16304342448711395,
    0.29951682686805725,
    0.3165466785430908,
    0.3578946590423584,
    0.37696322798728943,
    0.43781083822250366,
    0.13043473660945892,
    0.30208322405815125,
    0.3494423031806946,
    0.30065348744392395,
    0.210526242852211,
    0.25112098455429077,
    0.31441038846969604,
    0.5284972786903381,
    0.3273809254169464,
    0.2477063536643982,
    0.6217615604400635,
    0.4782608151435852,
    0.3515150547027588,
    0.511627733707428,
    0.6788989305496216,
    0.23287664353847504,
    0.3251230716705322,
    0.16107375919818878,
    0.44670039415359497,
    0.3295453190803528,
    0.36448585987091064,
    0.3559320867061615,
    0.3217390477657318,
    0.35616424679756165,
    0.29702961444854736,
    0.1694914698600769,
    0.35897424817085266,
    0.21904754638671875,
    0.23036640882492065,
    0.46478861570358276,
    0.3470318615436554,
    0.6051281094551086,
    0.31155768036842346,
    0.38918909430503845,
    0.17808210849761963,
    0.23696675896644592,
    0.22222216427326202,
    0.48167529702186584,
    0.49315062165260315,
    0.3878786563873291,
    0.20512813329696655,
    0.3047617971897125,
    0.6200872659683228,
    0.5092591643333435,
    0.5296802520751953,
    0.09090903401374817,
    0.5084744691848755,
    0.3586955666542053,
    0.42931926250457764,
    0.35443025827407837,
    0.6893202662467957,
    0.4257424473762512,
    0.4499998688697815,
    0.3763439953327179,
    0.16267937421798706,
    0.19540224969387054,
    0.08955218642950058,
    0.36134445667266846,
    0.7203789353370667,
    0.5503875017166138,
    0.4307691156864166,
    0.6399998664855957,
    0.14342623949050903,
    0.3267325758934021,
    0.12643671035766602,
    0.6325579881668091,
    0.6120688319206238,
    0.19920313358306885,
    0.15730330348014832,
    0.32911381125450134,
    0.1641024947166443,
    0.2524271011352539,
    0.7004607319831848,
    0.3636362552642822,
    0.239999920129776,
    0.43181803822517395,
    0.4137929677963257,
    0.40677955746650696,
    0.17105256021022797,
    0.4299998879432678,
    0.334727942943573,
    0.48205116391181946,
    0.19428564608097076,
    0.18055549263954163,
    0.5899998545646667,
    0.4502163529396057,
    0.39069753885269165,
    0.37499991059303284,
    0.124260313808918,
    0.4232803285121918
   ],
   "time": 160.61805003881454,
   "param": [
    {
     "p": 0.06201811507344246,
     "m": 1.0
    },
    {
     "p": 0.07056039571762085,
     "m": 1.0
    },
    {
     "p": 0.08037350326776505,
     "m": 1.0
    },
    {
     "p": 0.07587163150310516,
     "m": 1.0
    },
    {
     "p": 0.06463447213172913,
     "m": 1.0
    },
    {
     "p": 0.07205542176961899,
     "m": 1.0
    },
    {
     "p": 0.07329270988702774,
     "m": 1.0
    },
    {
     "p": 0.0784037709236145,
     "m": 1.0
    },
    {
     "p": 0.07123060524463654,
     "m": 1.0
    },
    {
     "p": 0.06911855190992355,
     "m": 1.0
    },
    {
     "p": 0.06801264733076096,
     "m": 1.0
    },
    {
     "p": 0.07260897755622864,
     "m": 1.0
    },
    {
     "p": 0.07297887653112411,
     "m": 1.0
    },
    {
     "p": 0.0688403770327568,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 193,
   "train_loss": 3.3208084106445312,
   "val_loss": 2.772709846496582,
   "acc": 36.73,
   "f1": [
    0.6153844594955444,
    0.4260353744029999,
    0.2838708758354187,
    0.2091502547264099,
    0.17391297221183777,
    0.2872926890850067,
    0.331034392118454,
    0.4041449725627899,
    0.32911381125450134,
    0.41148313879966736,
    0.14358967542648315,
    0.29139062762260437,
    0.4022345542907715,
    0.2872926890850067,
    0.2366863340139389,
    0.27309226989746094,
    0.37499991059303284,
    0.5638296604156494,
    0.3738316595554352,
    0.2612611949443817,
    0.5701355934143066,
    0.45238083600997925,
    0.3783782720565796,
    0.5165561437606812,
    0.6168223023414612,
    0.25396814942359924,
    0.2838708758354187,
    0.20814472436904907,
    0.4484303891658783,
    0.2972972095012665,
    0.3793102502822876,
    0.3677128851413727,
    0.3763439953327179,
    0.3376622498035431,
    0.31304338574409485,
    0.20138882100582123,
    0.3522725999355316,
    0.1754385232925415,
    0.24390237033367157,
    0.5524860620498657,
    0.2895622253417969,
    0.595959484577179,
    0.2783504128456116,
    0.3833332657814026,
    0.22388054430484772,
    0.2105262726545334,
    0.2541435658931732,
    0.4672130346298218,
    0.5402297377586365,
    0.4162435233592987,
    0.19999994337558746,
    0.26785707473754883,
    0.6145831942558289,
    0.5517240166664124,
    0.5684208869934082,
    0.09302318841218948,
    0.5538460612297058,
    0.3068180978298187,
    0.4186045527458191,
    0.29166656732559204,
    0.693333089351654,
    0.4352940320968628,
    0.4095236659049988,
    0.36464083194732666,
    0.13698624074459076,
    0.22748807072639465,
    0.13145533204078674,
    0.3152708411216736,
    0.7305934429168701,
    0.5488370656967163,
    0.4454544484615326,
    0.6146340370178223,
    0.1635219305753708,
    0.39148926734924316,
    0.18264833092689514,
    0.6388887763023376,
    0.7195766568183899,
    0.1818181276321411,
    0.2443438321352005,
    0.31901830434799194,
    0.1834060400724411,
    0.31428563594818115,
    0.7135677337646484,
    0.3999998867511749,
    0.21848732233047485,
    0.37320560216903687,
    0.36158180236816406,
    0.43518510460853577,
    0.11392398923635483,
    0.389104962348938,
    0.34615373611450195,
    0.5054942965507507,
    0.17610056698322296,
    0.20111726224422455,
    0.5508472919464111,
    0.49999988079071045,
    0.3698112368583679,
    0.3091481924057007,
    0.1379309743642807,
    0.3771427571773529
   ],
   "time": 159.4586198395118,
   "param": [
    {
     "p": 0.06655114144086838,
     "m": 1.0
    },
    {
     "p": 0.0636252909898758,
     "m": 1.0
    },
    {
     "p": 0.07091320306062698,
     "m": 1.0
    },
    {
     "p": 0.07475742697715759,
     "m": 1.0
    },
    {
     "p": 0.07481606304645538,
     "m": 1.0
    },
    {
     "p": 0.0735749676823616,
     "m": 1.0
    },
    {
     "p": 0.08160895854234695,
     "m": 1.0
    },
    {
     "p": 0.06198935583233833,
     "m": 1.0
    },
    {
     "p": 0.06571897119283676,
     "m": 1.0
    },
    {
     "p": 0.07263389229774475,
     "m": 1.0
    },
    {
     "p": 0.07708518952131271,
     "m": 1.0
    },
    {
     "p": 0.0669051855802536,
     "m": 1.0
    },
    {
     "p": 0.06656021624803543,
     "m": 1.0
    },
    {
     "p": 0.08326007425785065,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 194,
   "train_loss": 3.3286237716674805,
   "val_loss": 2.7864480018615723,
   "acc": 36.62,
   "f1": [
    0.6027396321296692,
    0.3723403513431549,
    0.3286384046077728,
    0.12949636578559875,
    0.1729728877544403,
    0.27343741059303284,
    0.364531934261322,
    0.3363635540008545,
    0.35390937328338623,
    0.44339612126350403,
    0.14965979754924774,
    0.2741115987300873,
    0.38150280714035034,
    0.24999992549419403,
    0.20312494039535522,
    0.28971952199935913,
    0.37575745582580566,
    0.4822133481502533,
    0.35390937328338623,
    0.21468918025493622,
    0.5810053944587708,
    0.4322343170642853,
    0.3317534327507019,
    0.5199998617172241,
    0.6120688319206238,
    0.2887699604034424,
    0.2692306935787201,
    0.25570768117904663,
    0.44776105880737305,
    0.31249991059303284,
    0.42857128381729126,
    0.39795905351638794,
    0.32291656732559204,
    0.2556390166282654,
    0.3315507173538208,
    0.1497325599193573,
    0.3402060866355896,
    0.16149060428142548,
    0.24299058318138123,
    0.5317917466163635,
    0.33333322405815125,
    0.5767440795898438,
    0.26666656136512756,
    0.36111101508140564,
    0.22999992966651917,
    0.1641024947166443,
    0.23463678359985352,
    0.5064376592636108,
    0.49999988079071045,
    0.4242422580718994,
    0.21428564190864563,
    0.2914979159832001,
    0.6185566186904907,
    0.5403225421905518,
    0.4959348142147064,
    0.1558440923690796,
    0.5201792120933533,
    0.33502528071403503,
    0.41269823908805847,
    0.36820071935653687,
    0.6806721091270447,
    0.4615383744239807,
    0.4361701011657715,
    0.3157894015312195,
    0.18274106085300446,
    0.206060528755188,
    0.14718610048294067,
    0.2269502729177475,
    0.6919430494308472,
    0.5948274731636047,
    0.4292682111263275,
    0.6306304931640625,
    0.15714280307292938,
    0.3865545094013214,
    0.1576354056596756,
    0.5952380299568176,
    0.6320345401763916,
    0.19626161456108093,
    0.21224483847618103,
    0.34234222769737244,
    0.17948710918426514,
    0.275229275226593,
    0.6985644102096558,
    0.3599999248981476,
    0.228571355342865,
    0.4046241343021393,
    0.40350866317749023,
    0.4195120930671692,
    0.13836471736431122,
    0.3803679943084717,
    0.2922373414039612,
    0.5213673710823059,
    0.2603549063205719,
    0.24630534648895264,
    0.5789472460746765,
    0.45595842599868774,
    0.39784935116767883,
    0.36842095851898193,
    0.13127408921718597,
    0.45976996421813965
   ],
   "time": 160.93013759702444,
   "param": [
    {
     "p": 0.06299388408660889,
     "m": 1.0
    },
    {
     "p": 0.06927669048309326,
     "m": 1.0
    },
    {
     "p": 0.07547627389431,
     "m": 1.0
    },
    {
     "p": 0.0728636234998703,
     "m": 1.0
    },
    {
     "p": 0.07949671894311905,
     "m": 1.0
    },
    {
     "p": 0.07938849180936813,
     "m": 1.0
    },
    {
     "p": 0.06350535154342651,
     "m": 1.0
    },
    {
     "p": 0.07602309435606003,
     "m": 1.0
    },
    {
     "p": 0.06886869668960571,
     "m": 1.0
    },
    {
     "p": 0.0776868537068367,
     "m": 1.0
    },
    {
     "p": 0.06718021631240845,
     "m": 1.0
    },
    {
     "p": 0.06352750957012177,
     "m": 1.0
    },
    {
     "p": 0.07855667173862457,
     "m": 1.0
    },
    {
     "p": 0.06515593826770782,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 195,
   "train_loss": 3.0886435508728027,
   "val_loss": 2.948251724243164,
   "acc": 36.09,
   "f1": [
    0.6735749840736389,
    0.38497641682624817,
    0.3435581922531128,
    0.15999993681907654,
    0.12359543144702911,
    0.2792791724205017,
    0.34482747316360474,
    0.33962252736091614,
    0.3251230716705322,
    0.436893105506897,
    0.10937494784593582,
    0.25961530208587646,
    0.3316582143306732,
    0.2713567018508911,
    0.19209031760692596,
    0.2793295085430145,
    0.3716813027858734,
    0.5549736618995667,
    0.35862061381340027,
    0.23170723021030426,
    0.5728641748428345,
    0.45226117968559265,
    0.362790584564209,
    0.48809507489204407,
    0.5761315822601318,
    0.24691346287727356,
    0.30409345030784607,
    0.1789472997188568,
    0.4656083285808563,
    0.33333322405815125,
    0.3738316595554352,
    0.35627520084381104,
    0.32820504903793335,
    0.34523800015449524,
    0.3266931176185608,
    0.18823520839214325,
    0.33823519945144653,
    0.21111102402210236,
    0.23197485506534576,
    0.46913567185401917,
    0.3089430034160614,
    0.5876287817955017,
    0.2842104732990265,
    0.3797467052936554,
    0.228571355342865,
    0.18181811273097992,
    0.2424241602420807,
    0.4685713052749634,
    0.5333331823348999,
    0.38461530208587646,
    0.18279562890529633,
    0.3295453190803528,
    0.5636362433433533,
    0.5177992582321167,
    0.5410627126693726,
    0.12244890630245209,
    0.5645932555198669,
    0.37908485531806946,
    0.38674020767211914,
    0.3703702688217163,
    0.6567163467407227,
    0.36879420280456543,
    0.3999998867511749,
    0.3756905198097229,
    0.1524663120508194,
    0.18181811273097992,
    0.11249993741512299,
    0.33463025093078613,
    0.7333331108093262,
    0.5739129781723022,
    0.4787232577800751,
    0.5747125148773193,
    0.18934904038906097,
    0.3999998867511749,
    0.19266046583652496,
    0.5565216541290283,
    0.6493505239486694,
    0.22093015909194946,
    0.2258063703775406,
    0.3523315489292145,
    0.1486988216638565,
    0.2741115987300873,
    0.6857141256332397,
    0.3311257064342499,
    0.17567561566829681,
    0.3832334280014038,
    0.4046241343021393,
    0.44444435834884644,
    0.13930343091487885,
    0.41628947854042053,
    0.28834348917007446,
    0.5024153590202332,
    0.256410151720047,
    0.21782170236110687,
    0.5773194432258606,
    0.44444435834884644,
    0.3469386696815491,
    0.3040539622306824,
    0.15810270607471466,
    0.4222221076488495
   ],
   "time": 161.6189065426588,
   "param": [
    {
     "p": 0.06095791980624199,
     "m": 1.0
    },
    {
     "p": 0.06813794374465942,
     "m": 1.0
    },
    {
     "p": 0.06255136430263519,
     "m": 1.0
    },
    {
     "p": 0.06913609057664871,
     "m": 1.0
    },
    {
     "p": 0.0793270617723465,
     "m": 1.0
    },
    {
     "p": 0.08150194585323334,
     "m": 1.0
    },
    {
     "p": 0.07948363572359085,
     "m": 1.0
    },
    {
     "p": 0.077227883040905,
     "m": 1.0
    },
    {
     "p": 0.06958940625190735,
     "m": 1.0
    },
    {
     "p": 0.05922042578458786,
     "m": 1.0
    },
    {
     "p": 0.07295358180999756,
     "m": 1.0
    },
    {
     "p": 0.06675492972135544,
     "m": 1.0
    },
    {
     "p": 0.063524030148983,
     "m": 1.0
    },
    {
     "p": 0.0896337553858757,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 196,
   "train_loss": 2.991957187652588,
   "val_loss": 2.727672815322876,
   "acc": 36.69,
   "f1": [
    0.6477271318435669,
    0.3809523284435272,
    0.3141360282897949,
    0.18181811273097992,
    0.11340199410915375,
    0.2751321792602539,
    0.2976743280887604,
    0.3775508999824524,
    0.382978618144989,
    0.45414838194847107,
    0.1683167666196823,
    0.24516120553016663,
    0.3743841052055359,
    0.2649005651473999,
    0.2559240758419037,
    0.3157893717288971,
    0.3636362552642822,
    0.5167463421821594,
    0.39810416102409363,
    0.23214277625083923,
    0.49811312556266785,
    0.42906561493873596,
    0.37125736474990845,
    0.5263156890869141,
    0.5725805163383484,
    0.3170730471611023,
    0.25373125076293945,
    0.22660093009471893,
    0.4685713052749634,
    0.30366483330726624,
    0.41176459193229675,
    0.3534882664680481,
    0.3148147463798523,
    0.32467523217201233,
    0.3157893717288971,
    0.19230762124061584,
    0.345177561044693,
    0.179775208234787,
    0.22485199570655823,
    0.5445543527603149,
    0.3348415493965149,
    0.5870645046234131,
    0.3087247312068939,
    0.3428570628166199,
    0.23076917231082916,
    0.16216209530830383,
    0.22222214937210083,
    0.4692735970020294,
    0.48484838008880615,
    0.44444432854652405,
    0.2116401493549347,
    0.3431951701641083,
    0.602620005607605,
    0.5699998736381531,
    0.5619046092033386,
    0.12621353566646576,
    0.5555554032325745,
    0.37575745582580566,
    0.41739121079444885,
    0.3551400303840637,
    0.6757989525794983,
    0.45128190517425537,
    0.37499991059303284,
    0.35714277625083923,
    0.13559316098690033,
    0.1938774734735489,
    0.1656804084777832,
    0.2999999225139618,
    0.6909089088439941,
    0.6261681318283081,
    0.3692306876182556,
    0.6222221255302429,
    0.16184966266155243,
    0.390243798494339,
    0.19905206561088562,
    0.5608464479446411,
    0.666666567325592,
    0.20118334889411926,
    0.239999920129776,
    0.390243798494339,
    0.16176463663578033,
    0.2345678210258484,
    0.6696427464485168,
    0.3478260040283203,
    0.18421046435832977,
    0.4315788447856903,
    0.43349742889404297,
    0.3764704465866089,
    0.2244897186756134,
    0.3445945084095001,
    0.3097344636917114,
    0.4950493574142456,
    0.23115570843219757,
    0.1914892941713333,
    0.6031745076179504,
    0.43445682525634766,
    0.3515150547027588,
    0.3899998664855957,
    0.12669678032398224,
    0.4077668786048889
   ],
   "time": 161.83729940652847,
   "param": [
    {
     "p": 0.06771315634250641,
     "m": 1.0
    },
    {
     "p": 0.06423166394233704,
     "m": 1.0
    },
    {
     "p": 0.06964173913002014,
     "m": 1.0
    },
    {
     "p": 0.05861993879079819,
     "m": 1.0
    },
    {
     "p": 0.048838090151548386,
     "m": 1.0
    },
    {
     "p": 0.08189113438129425,
     "m": 1.0
    },
    {
     "p": 0.07948698848485947,
     "m": 1.0
    },
    {
     "p": 0.06806252151727676,
     "m": 1.0
    },
    {
     "p": 0.054801348596811295,
     "m": 1.0
    },
    {
     "p": 0.08192125707864761,
     "m": 1.0
    },
    {
     "p": 0.07311020791530609,
     "m": 1.0
    },
    {
     "p": 0.08182580769062042,
     "m": 1.0
    },
    {
     "p": 0.08186163008213043,
     "m": 1.0
    },
    {
     "p": 0.08799450844526291,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 197,
   "train_loss": 3.900365114212036,
   "val_loss": 2.921967029571533,
   "acc": 37.3,
   "f1": [
    0.6774192452430725,
    0.40975597500801086,
    0.3209875524044037,
    0.1949458122253418,
    0.16326524317264557,
    0.2937852144241333,
    0.36559128761291504,
    0.4352940320968628,
    0.4232803285121918,
    0.44230756163597107,
    0.1379309743642807,
    0.2545453608036041,
    0.3523315489292145,
    0.27329182624816895,
    0.271493136882782,
    0.29787227511405945,
    0.3939392864704132,
    0.5612244009971619,
    0.37768232822418213,
    0.2661289572715759,
    0.5989846587181091,
    0.4769229590892792,
    0.23076915740966797,
    0.5061726570129395,
    0.6411482095718384,
    0.30366483330726624,
    0.329670250415802,
    0.19188186526298523,
    0.45320188999176025,
    0.3502824008464813,
    0.3165466785430908,
    0.3609755337238312,
    0.33333322405815125,
    0.35023030638694763,
    0.3619908392429352,
    0.16176463663578033,
    0.23437494039535522,
    0.18055549263954163,
    0.20809243619441986,
    0.5416665077209473,
    0.33532923460006714,
    0.609625518321991,
    0.3351954519748688,
    0.3486841320991516,
    0.22619038820266724,
    0.19277101755142212,
    0.23529404401779175,
    0.46332037448883057,
    0.5384613871574402,
    0.4262293875217438,
    0.23958325386047363,
    0.30303022265434265,
    0.5686272978782654,
    0.5972849726676941,
    0.5098037719726562,
    0.09615378081798553,
    0.5312498211860657,
    0.3625729978084564,
    0.39826828241348267,
    0.3743841052055359,
    0.6806721091270447,
    0.4973543584346771,
    0.36269423365592957,
    0.3670884966850281,
    0.1809523105621338,
    0.21978014707565308,
    0.1855669468641281,
    0.34579432010650635,
    0.693333089351654,
    0.6048778891563416,
    0.43925222754478455,
    0.6224488615989685,
    0.15294109284877777,
    0.3504272401332855,
    0.1764705330133438,
    0.5688887238502502,
    0.6278025507926941,
    0.21686740219593048,
    0.23188398778438568,
    0.38150280714035034,
    0.1548386514186859,
    0.2790696620941162,
    0.666666567325592,
    0.3999998867511749,
    0.19791658222675323,
    0.4692735970020294,
    0.4132230579853058,
    0.4098359942436218,
    0.0958903580904007,
    0.3851850926876068,
    0.31489354372024536,
    0.5098037719726562,
    0.239520862698555,
    0.19847321510314941,
    0.6028706431388855,
    0.4615383446216583,
    0.3703702688217163,
    0.3999999165534973,
    0.1279999315738678,
    0.3884296715259552
   ],
   "time": 160.41426874510944,
   "param": [
    {
     "p": 0.04782380163669586,
     "m": 1.0
    },
    {
     "p": 0.06269737333059311,
     "m": 1.0
    },
    {
     "p": 0.0825568214058876,
     "m": 1.0
    },
    {
     "p": 0.07241115719079971,
     "m": 1.0
    },
    {
     "p": 0.06170152500271797,
     "m": 1.0
    },
    {
     "p": 0.07652387022972107,
     "m": 1.0
    },
    {
     "p": 0.0755087211728096,
     "m": 1.0
    },
    {
     "p": 0.07476651668548584,
     "m": 1.0
    },
    {
     "p": 0.07717689126729965,
     "m": 1.0
    },
    {
     "p": 0.0689549371600151,
     "m": 1.0
    },
    {
     "p": 0.06465276330709457,
     "m": 1.0
    },
    {
     "p": 0.07265147566795349,
     "m": 1.0
    },
    {
     "p": 0.07738008350133896,
     "m": 1.0
    },
    {
     "p": 0.08519407361745834,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 198,
   "train_loss": 3.687933921813965,
   "val_loss": 2.6721763610839844,
   "acc": 36.64,
   "f1": [
    0.6628569960594177,
    0.32142847776412964,
    0.3240739703178406,
    0.1449274867773056,
    0.13846150040626526,
    0.278026819229126,
    0.3837208151817322,
    0.3711339235305786,
    0.45398759841918945,
    0.4598929286003113,
    0.09999994188547134,
    0.27338120341300964,
    0.34821417927742004,
    0.2938387989997864,
    0.2430938482284546,
    0.3157894015312195,
    0.41176459193229675,
    0.5320196151733398,
    0.3980098366737366,
    0.2578396499156952,
    0.5603446960449219,
    0.43450474739074707,
    0.3763439953327179,
    0.550898015499115,
    0.6044443249702454,
    0.2613064646720886,
    0.2683981955051422,
    0.21111102402210236,
    0.4851484000682831,
    0.32978713512420654,
    0.3855420649051666,
    0.3267325758934021,
    0.32467523217201233,
    0.34449753165245056,
    0.31428563594818115,
    0.21343867480754852,
    0.3431371748447418,
    0.20920497179031372,
    0.1971830278635025,
    0.5760868191719055,
    0.3878786563873291,
    0.6009851098060608,
    0.24271836876869202,
    0.38095223903656006,
    0.20118334889411926,
    0.18181811273097992,
    0.239999920129776,
    0.4899998903274536,
    0.559139609336853,
    0.40579700469970703,
    0.2181817591190338,
    0.281406968832016,
    0.5862067937850952,
    0.5979380011558533,
    0.48623839020729065,
    0.11764698475599289,
    0.5444443225860596,
    0.36956506967544556,
    0.4019606411457062,
    0.35714274644851685,
    0.7309643626213074,
    0.4533332288265228,
    0.3435581922531128,
    0.35748788714408875,
    0.16049376130104065,
    0.21333324909210205,
    0.1694914698600769,
    0.30120471119880676,
    0.7058822512626648,
    0.5955554842948914,
    0.39805811643600464,
    0.6103284358978271,
    0.14912275969982147,
    0.32142847776412964,
    0.17307688295841217,
    0.5343510508537292,
    0.6636362671852112,
    0.20359273254871368,
    0.23904375731945038,
    0.3489931523799896,
    0.14772720634937286,
    0.2702701687812805,
    0.6984125375747681,
    0.40217384696006775,
    0.21296289563179016,
    0.38775497674942017,
    0.3703702688217163,
    0.3568463623523712,
    0.11475405097007751,
    0.4146340489387512,
    0.33928561210632324,
    0.48756206035614014,
    0.2673795819282532,
    0.19875767827033997,
    0.562211811542511,
    0.4369746744632721,
    0.3707864284515381,
    0.3517586886882782,
    0.14432983100414276,
    0.4615383446216583
   ],
   "time": 162.0050482209772,
   "param": [
    {
     "p": 0.07157918065786362,
     "m": 1.0
    },
    {
     "p": 0.06530272960662842,
     "m": 1.0
    },
    {
     "p": 0.06464172899723053,
     "m": 1.0
    },
    {
     "p": 0.06976243853569031,
     "m": 1.0
    },
    {
     "p": 0.06424251198768616,
     "m": 1.0
    },
    {
     "p": 0.06717214733362198,
     "m": 1.0
    },
    {
     "p": 0.07183044403791428,
     "m": 1.0
    },
    {
     "p": 0.08051329851150513,
     "m": 1.0
    },
    {
     "p": 0.07905798405408859,
     "m": 1.0
    },
    {
     "p": 0.06882290542125702,
     "m": 1.0
    },
    {
     "p": 0.08508565276861191,
     "m": 1.0
    },
    {
     "p": 0.06607970595359802,
     "m": 1.0
    },
    {
     "p": 0.06591004133224487,
     "m": 1.0
    },
    {
     "p": 0.07999926060438156,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 199,
   "train_loss": 3.493295907974243,
   "val_loss": 2.7594759464263916,
   "acc": 35.87,
   "f1": [
    0.6802029013633728,
    0.3934425115585327,
    0.30392149090766907,
    0.20487797260284424,
    0.17560969293117523,
    0.25999993085861206,
    0.4177214205265045,
    0.37288129329681396,
    0.3837208151817322,
    0.4785274565219879,
    0.1758241057395935,
    0.2705313265323639,
    0.3320753574371338,
    0.24844713509082794,
    0.22999992966651917,
    0.2644627094268799,
    0.36842095851898193,
    0.5277776718139648,
    0.41052618622779846,
    0.19289334118366241,
    0.543352484703064,
    0.4434387683868408,
    0.33720916509628296,
    0.37575745582580566,
    0.5980390906333923,
    0.28699544072151184,
    0.3157893717288971,
    0.19555547833442688,
    0.4311925768852234,
    0.3152172863483429,
    0.35335680842399597,
    0.37179476022720337,
    0.30337071418762207,
    0.32258057594299316,
    0.29189181327819824,
    0.22891558706760406,
    0.3465345501899719,
    0.17218534648418427,
    0.24120594561100006,
    0.5205478072166443,
    0.3389829397201538,
    0.609625518321991,
    0.29268282651901245,
    0.40206170082092285,
    0.1931033730506897,
    0.18957340717315674,
    0.2470587193965912,
    0.5263157486915588,
    0.47715723514556885,
    0.38674020767211914,
    0.22105254232883453,
    0.2553190588951111,
    0.6133331656455994,
    0.5844747424125671,
    0.5217390060424805,
    0.09230762720108032,
    0.48908287286758423,
    0.3555554449558258,
    0.3999998867511749,
    0.2987011969089508,
    0.6497888565063477,
    0.46486473083496094,
    0.4180789887905121,
    0.3386242389678955,
    0.11475405097007751,
    0.2176869958639145,
    0.1916166990995407,
    0.30578503012657166,
    0.6824643611907959,
    0.6188339591026306,
    0.4150942265987396,
    0.5650556087493896,
    0.17910441756248474,
    0.30046939849853516,
    0.16560502350330353,
    0.5606693625450134,
    0.6411482095718384,
    0.1682242453098297,
    0.29523801803588867,
    0.35064926743507385,
    0.17968745529651642,
    0.27722764015197754,
    0.7093595266342163,
    0.3794870972633362,
    0.2072538137435913,
    0.3953487277030945,
    0.4041449725627899,
    0.4148934781551361,
    0.18390797078609467,
    0.3286712169647217,
    0.26086950302124023,
    0.49999988079071045,
    0.19459453225135803,
    0.2100839763879776,
    0.5800864696502686,
    0.46999987959861755,
    0.30120471119880676,
    0.34710732102394104,
    0.11920525878667831,
    0.40476179122924805
   ],
   "time": 162.88289709202945,
   "param": [
    {
     "p": 0.0756601095199585,
     "m": 1.0
    },
    {
     "p": 0.0727018490433693,
     "m": 1.0
    },
    {
     "p": 0.07230287045240402,
     "m": 1.0
    },
    {
     "p": 0.04614773765206337,
     "m": 1.0
    },
    {
     "p": 0.06337202340364456,
     "m": 1.0
    },
    {
     "p": 0.07163329422473907,
     "m": 1.0
    },
    {
     "p": 0.0762157067656517,
     "m": 1.0
    },
    {
     "p": 0.06226598471403122,
     "m": 1.0
    },
    {
     "p": 0.08305586129426956,
     "m": 1.0
    },
    {
     "p": 0.0724811851978302,
     "m": 1.0
    },
    {
     "p": 0.06489811837673187,
     "m": 1.0
    },
    {
     "p": 0.0740332081913948,
     "m": 1.0
    },
    {
     "p": 0.07748130708932877,
     "m": 1.0
    },
    {
     "p": 0.08775068074464798,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 200,
   "train_loss": 3.809938907623291,
   "val_loss": 2.9813334941864014,
   "acc": 36.52,
   "f1": [
    0.6384975910186768,
    0.4222221076488495,
    0.2771083414554596,
    0.23529404401779175,
    0.15706801414489746,
    0.30567678809165955,
    0.4114284813404083,
    0.3272726535797119,
    0.35897424817085266,
    0.517646849155426,
    0.15555550158023834,
    0.24999991059303284,
    0.3276835083961487,
    0.24657529592514038,
    0.22093015909194946,
    0.2694299519062042,
    0.39189180731773376,
    0.48888880014419556,
    0.4615383446216583,
    0.23913034796714783,
    0.5812807083129883,
    0.4222221076488495,
    0.33333322405815125,
    0.5340908169746399,
    0.6239315271377563,
    0.2683981955051422,
    0.30939218401908875,
    0.19999992847442627,
    0.4232803285121918,
    0.327868789434433,
    0.4230768084526062,
    0.30545443296432495,
    0.358024537563324,
    0.34905651211738586,
    0.32034626603126526,
    0.23396219313144684,
    0.3553718030452728,
    0.20809243619441986,
    0.19480513036251068,
    0.5743588209152222,
    0.3473052978515625,
    0.5652172565460205,
    0.31645557284355164,
    0.4036695957183838,
    0.24460424482822418,
    0.210526242852211,
    0.2612611949443817,
    0.47761180996894836,
    0.522612988948822,
    0.4095236659049988,
    0.1938774734735489,
    0.24157296121120453,
    0.5836575031280518,
    0.5445543527603149,
    0.5189187526702881,
    0.09777770936489105,
    0.47619035840034485,
    0.3908045291900635,
    0.4021162986755371,
    0.33179715275764465,
    0.6605502963066101,
    0.4402514398097992,
    0.41935470700263977,
    0.3275861144065857,
    0.1809523105621338,
    0.21714277565479279,
    0.1584157794713974,
    0.31914883852005005,
    0.6781114935874939,
    0.6321242451667786,
    0.4221104085445404,
    0.6068375110626221,
    0.15957440435886383,
    0.36206886172294617,
    0.1395348161458969,
    0.4630224406719208,
    0.595959484577179,
    0.16666661202907562,
    0.2072538137435913,
    0.26666656136512756,
    0.14545448124408722,
    0.29864245653152466,
    0.6733667254447937,
    0.345177561044693,
    0.24999991059303284,
    0.41935470700263977,
    0.4033612310886383,
    0.3841806650161743,
    0.18404902517795563,
    0.40579700469970703,
    0.28571417927742004,
    0.539215624332428,
    0.27999991178512573,
    0.28415289521217346,
    0.6082472205162048,
    0.45901623368263245,
    0.26993855834007263,
    0.37735840678215027,
    0.13043470680713654,
    0.39285704493522644
   ],
   "time": 159.7028543651104,
   "param": [
    {
     "p": 0.07543866336345673,
     "m": 1.0
    },
    {
     "p": 0.058957263827323914,
     "m": 1.0
    },
    {
     "p": 0.05816838517785072,
     "m": 1.0
    },
    {
     "p": 0.07954668253660202,
     "m": 1.0
    },
    {
     "p": 0.061934228986501694,
     "m": 1.0
    },
    {
     "p": 0.07877592742443085,
     "m": 1.0
    },
    {
     "p": 0.06536196917295456,
     "m": 1.0
    },
    {
     "p": 0.07358630001544952,
     "m": 1.0
    },
    {
     "p": 0.07216386497020721,
     "m": 1.0
    },
    {
     "p": 0.07454918324947357,
     "m": 1.0
    },
    {
     "p": 0.0739310011267662,
     "m": 1.0
    },
    {
     "p": 0.07099166512489319,
     "m": 1.0
    },
    {
     "p": 0.06490932404994965,
     "m": 1.0
    },
    {
     "p": 0.09168555587530136,
     "m": 1.0
    }
   ]
  }
 ]
}