diff --git a/higher/compare_res.py b/higher/compare_res.py index 6b910b1..4d255fe 100644 --- a/higher/compare_res.py +++ b/higher/compare_res.py @@ -2,11 +2,11 @@ from utils import * if __name__ == "__main__": - ''' + #''' files=[ #"res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json", #"res/good_TF_tests/log/Aug_mod(Data_augV5(Uniform-14TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json", - #"res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx1-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json", + "res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-0in_it-0.json", #"res/log/Aug_mod(RandAugUDA(18TFx2-Mag1)-LeNet)-100 epochs (dataug:0)- 0 in_it.json", ] @@ -16,7 +16,7 @@ if __name__ == "__main__": data = json.load(json_file) plot_resV2(data['Log'], fig_name=file.replace('.json','').replace('log/',''), param_names=data['Param_names']) #plot_TF_influence(data['Log'], param_names=data['Param_names']) - ''' + #''' ## Loss , Acc, Proba = f(epoch) ## #plot_compare(filenames=files, fig_name="res/compare") @@ -76,11 +76,11 @@ if __name__ == "__main__": ''' #Res print - #''' + ''' nb_run=3 accs = [] times = [] - files = ["res/brutus-tests/log/Aug_mod(Data_augV5(Mix1-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-%s.json"%str(run) for run in range(nb_run)] + files = ["res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-%s.json"%str(run) for run in range(nb_run)] for idx, file in enumerate(files): #legend+=str(idx)+'-'+file+'\n' @@ -90,4 +90,4 @@ if __name__ == "__main__": times.append(data['Time'][0]) print(files[0], np.mean(accs), np.std(accs), np.mean(times)) - #''' \ No newline at end of file + ''' \ No newline at end of file diff --git a/higher/dataug.py b/higher/dataug.py index 99f0053..2ea413b 100644 --- a/higher/dataug.py +++ b/higher/dataug.py @@ -694,7 +694,7 @@ class Data_augV5(nn.Module): #Optimisation jointe (mag, proba) import numpy as np class Data_augV6(nn.Module): #Optimisation sequentielle - def __init__(self, TF_dict=TF.TF_dict, N_TF=1, mix_dist=0.0, fixed_prob=False, fixed_mag=True, shared_mag=True): + def __init__(self, TF_dict=TF.TF_dict, N_TF=1, mix_dist=0.0, fixed_prob=False, prob_set_size=None, fixed_mag=True, shared_mag=True): super(Data_augV6, self).__init__() assert len(TF_dict)>0 @@ -708,8 +708,9 @@ class Data_augV6(nn.Module): #Optimisation sequentielle self._shared_mag = shared_mag self._fixed_mag = fixed_mag - self._TF_set_size=3 - self._fixed_TF=[0] + self._TF_set_size = prob_set_size if prob_set_size else self._nb_tf + + self._fixed_TF=[0] #Identite assert self._TF_set_size>=len(self._fixed_TF) if self._TF_set_size>self._nb_tf: @@ -723,7 +724,6 @@ class Data_augV6(nn.Module): #Optimisation sequentielle else: def generate_TF_sets(n_TF, set_size, idx_prefix=[]): TF_sets=[] - print(set_size, idx_prefix) if len(idx_prefix)!=0: if set_size>2: for i in range(idx_prefix[-1]+1, n_TF): @@ -739,12 +739,12 @@ class Data_augV6(nn.Module): #Optimisation sequentielle return TF_sets self._TF_sets=generate_TF_sets(self._nb_tf, self._TF_set_size, self._fixed_TF) - + ## Plan TF learning schedule ## self._TF_schedule = [list(range(len(self._TF_sets))) for _ in range(self._N_seqTF)] for n_tf in range(self._N_seqTF) : TF.random.shuffle(self._TF_schedule[n_tf]) - #print(self._TF_schedule) + self._current_TF_idx=0 #random.randint self._start_prob = 1/self._TF_set_size @@ -881,12 +881,11 @@ class Data_augV6(nn.Module): #Optimisation sequentielle self._current_TF_idx=idx else: self._current_TF_idx+=1 - if self._current_TF_idx== len(self._TF_schedule[0]): - self._current_TF_idx=0 - #for n_tf in range(self._N_seqTF) : - # TF.random.shuffle(self._TF_schedule[n_tf]) - #print(self._TF_schedule) - #print("Current TF :",self._TF_sets[self._current_TF_idx]) + + if self._current_TF_idx>=len(self._TF_schedule[0]): + self._current_TF_idx=0 + for n_tf in range(self._N_seqTF) : + TF.random.shuffle(self._TF_schedule[n_tf]) def train(self, mode=None): if mode is None : diff --git a/higher/res/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png b/higher/res/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png index 899db3e..05ab801 100644 Binary files a/higher/res/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png and b/higher/res/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png differ diff --git a/higher/res/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png b/higher/res/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png index 61e19d7..fc8f7c3 100644 Binary files a/higher/res/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png and b/higher/res/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.png differ diff --git a/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json index 415a8fe..21147f1 100644 --- a/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json +++ b/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json @@ -1,10 +1,10 @@ { - "Accuracy": 68.22, + "Accuracy": 67.84, "Time": [ - 19.874830772150013, - 9.636567386332576 + 18.88929222874, + 9.154896828935483 ], - "Device": "GeForce GTX 1080 Ti", + "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", @@ -28,49 +28,49 @@ "Log": [ { "epoch": 1, - "train_loss": 2.253265142440796, - "val_loss": 2.2384932041168213, - "acc": 19.43, - "time": 31.080854586999997, + "train_loss": 2.2484230995178223, + "val_loss": 2.262099027633667, + "acc": 20.64, + "time": 29.497741063, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.5389195084571838, + "p": 0.46229931712150574, "m": 1.0 }, { - "p": 0.46678993105888367, + "p": 0.5328015089035034, "m": 1.0 }, { - "p": 0.5287100076675415, + "p": 0.4713209867477417, "m": 1.0 }, { - "p": 0.47520506381988525, + "p": 0.5247582197189331, "m": 1.0 }, { - "p": 0.47890979051589966, + "p": 0.4789101183414459, "m": 1.0 }, { - "p": 0.482636958360672, + "p": 0.5173587203025818, "m": 1.0 }, { - "p": 0.513480007648468, + "p": 0.5134771466255188, "m": 1.0 }, { - "p": 0.5093511343002319, + "p": 0.5093526840209961, "m": 1.0 }, { - "p": 0.4951133728027344, + "p": 0.4951134920120239, "m": 1.0 }, { @@ -109,5176 +109,5168 @@ }, { "epoch": 2, - "train_loss": 2.163769483566284, - "val_loss": 2.2155916690826416, - "acc": 17.13, - "time": 10.062434351, + "train_loss": 1.9617094993591309, + "val_loss": 2.039362907409668, + "acc": 26.74, + "time": 9.625176093, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.5444168448448181, + "p": 0.44719159603118896, "m": 1.0 }, { - "p": 0.4539542496204376, + "p": 0.5454785227775574, "m": 1.0 }, { - "p": 0.5429990291595459, + "p": 0.45704755187034607, "m": 1.0 }, { - "p": 0.4593353271484375, + "p": 0.540604293346405, "m": 1.0 }, { - "p": 0.4612814784049988, + "p": 0.46128198504447937, "m": 1.0 }, { - "p": 0.4630620777606964, + "p": 0.5369287133216858, "m": 1.0 }, { - "p": 0.535209059715271, + "p": 0.5352015495300293, "m": 1.0 }, { - "p": 0.533482551574707, + "p": 0.5334880352020264, "m": 1.0 }, { - "p": 0.468298077583313, + "p": 0.4682987630367279, "m": 1.0 }, { - "p": 0.5297837853431702, + "p": 0.5297380685806274, "m": 1.0 }, { - "p": 0.5276980996131897, + "p": 0.5276970863342285, "m": 1.0 }, { - "p": 0.5254045128822327, + "p": 0.5254056453704834, "m": 1.0 }, { - "p": 0.4771326780319214, + "p": 0.4771313965320587, "m": 1.0 }, { - "p": 0.47995665669441223, + "p": 0.4799557626247406, "m": 1.0 }, { - "p": 0.4831101894378662, + "p": 0.483110249042511, "m": 1.0 }, { - "p": 0.5133596062660217, + "p": 0.4866403043270111, "m": 1.0 }, { - "p": 0.4905955493450165, + "p": 0.5094043612480164, "m": 1.0 } ] }, { "epoch": 3, - "train_loss": 2.1412065029144287, - "val_loss": 2.0301289558410645, - "acc": 29.06, - "time": 26.02399201, + "train_loss": 1.7943902015686035, + "val_loss": 1.7584340572357178, + "acc": 35.44, + "time": 24.494204991000004, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.5156976580619812, + "p": 0.4184604585170746, "m": 1.0 }, { - "p": 0.48505058884620667, + "p": 0.5774017572402954, "m": 1.0 }, { - "p": 0.5189773440361023, + "p": 0.42622941732406616, "m": 1.0 }, { - "p": 0.4295017421245575, + "p": 0.5701909065246582, "m": 1.0 }, { - "p": 0.48169806599617004, + "p": 0.43313053250312805, "m": 1.0 }, { - "p": 0.43641650676727295, + "p": 0.5197010040283203, "m": 1.0 }, { - "p": 0.5252093076705933, + "p": 0.5227653384208679, "m": 1.0 }, { - "p": 0.526475191116333, + "p": 0.5264608263969421, "m": 1.0 }, { - "p": 0.46647313237190247, + "p": 0.46915075182914734, "m": 1.0 }, { - "p": 0.5374884605407715, + "p": 0.535735547542572, "m": 1.0 }, { - "p": 0.5414877533912659, + "p": 0.5414862036705017, "m": 1.0 }, { - "p": 0.5407178401947021, + "p": 0.5407196283340454, "m": 1.0 }, { - "p": 0.46012622117996216, + "p": 0.4601239860057831, "m": 1.0 }, { - "p": 0.4610697329044342, + "p": 0.46106794476509094, "m": 1.0 }, { - "p": 0.46213436126708984, + "p": 0.4621344804763794, "m": 1.0 }, { - "p": 0.5366542935371399, + "p": 0.46334531903266907, "m": 1.0 }, { - "p": 0.4647253453731537, + "p": 0.5352743864059448, "m": 1.0 } ] }, { "epoch": 4, - "train_loss": 2.0291452407836914, - "val_loss": 1.9018489122390747, - "acc": 31.91, - "time": 14.009734594999998, + "train_loss": 1.728074312210083, + "val_loss": 1.6794301271438599, + "acc": 39.86, + "time": 13.655884805, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.49358439445495605, + "p": 0.39651086926460266, "m": 1.0 }, { - "p": 0.49151670932769775, + "p": 0.5927425026893616, "m": 1.0 }, { - "p": 0.5061940550804138, + "p": 0.4109240770339966, "m": 1.0 }, { - "p": 0.4123241603374481, + "p": 0.5872179269790649, "m": 1.0 }, { - "p": 0.4995649456977844, + "p": 0.41419556736946106, "m": 1.0 }, { - "p": 0.415211021900177, + "p": 0.4989377558231354, "m": 1.0 }, { - "p": 0.505163311958313, + "p": 0.4996581971645355, "m": 1.0 }, { - "p": 0.5007714033126831, + "p": 0.5007200837135315, "m": 1.0 }, { - "p": 0.48757320642471313, + "p": 0.4976697266101837, "m": 1.0 }, { - "p": 0.5154557824134827, + "p": 0.5038798451423645, "m": 1.0 }, { - "p": 0.5603582859039307, + "p": 0.5772927403450012, "m": 1.0 }, { - "p": 0.5689631104469299, + "p": 0.5751635432243347, "m": 1.0 }, { - "p": 0.4269756078720093, + "p": 0.43598976731300354, "m": 1.0 }, { - "p": 0.4315461814403534, + "p": 0.4429961144924164, "m": 1.0 }, { - "p": 0.44580337405204773, + "p": 0.4702319800853729, "m": 1.0 }, { - "p": 0.5243543386459351, + "p": 0.4363386034965515, "m": 1.0 }, { - "p": 0.4461977183818817, + "p": 0.5293132066726685, "m": 1.0 } ] }, { "epoch": 5, - "train_loss": 1.7602288722991943, - "val_loss": 1.7842905521392822, - "acc": 36.33, - "time": 22.006210866000004, + "train_loss": 1.569355845451355, + "val_loss": 1.5890616178512573, + "acc": 43.49, + "time": 21.492637666999997, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.4614306688308716, + "p": 0.3648207485675812, "m": 1.0 }, { - "p": 0.4570077061653137, + "p": 0.6077123880386353, "m": 1.0 }, { - "p": 0.5442355871200562, + "p": 0.41749584674835205, "m": 1.0 }, { - "p": 0.44601497054100037, + "p": 0.5753423571586609, "m": 1.0 }, { - "p": 0.4684171974658966, + "p": 0.37771832942962646, "m": 1.0 }, { - "p": 0.43932127952575684, + "p": 0.46418339014053345, "m": 1.0 }, { - "p": 0.5271713137626648, + "p": 0.4706323742866516, "m": 1.0 }, { - "p": 0.48094287514686584, + "p": 0.473842978477478, "m": 1.0 }, { - "p": 0.5053260326385498, + "p": 0.5060292482376099, "m": 1.0 }, { - "p": 0.494707316160202, + "p": 0.49197977781295776, "m": 1.0 }, { - "p": 0.5736333727836609, + "p": 0.5924633145332336, "m": 1.0 }, { - "p": 0.5828484892845154, + "p": 0.5922122001647949, "m": 1.0 }, { - "p": 0.4079604744911194, + "p": 0.4225139021873474, "m": 1.0 }, { - "p": 0.4119141101837158, + "p": 0.43200409412384033, "m": 1.0 }, { - "p": 0.434976726770401, + "p": 0.4826703667640686, "m": 1.0 }, { - "p": 0.5007055401802063, + "p": 0.41079777479171753, "m": 1.0 }, { - "p": 0.42848995327949524, + "p": 0.504096269607544, "m": 1.0 } ] }, { "epoch": 6, - "train_loss": 1.787244200706482, - "val_loss": 1.677758812904358, - "acc": 35.93, - "time": 18.531226296, + "train_loss": 1.851231336593628, + "val_loss": 1.5638172626495361, + "acc": 45.29, + "time": 16.947707002000016, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.435367226600647, + "p": 0.33585530519485474, "m": 1.0 }, { - "p": 0.45655494928359985, + "p": 0.5998646020889282, "m": 1.0 }, { - "p": 0.5666112899780273, + "p": 0.4152158796787262, "m": 1.0 }, { - "p": 0.46361789107322693, + "p": 0.5687626600265503, "m": 1.0 }, { - "p": 0.44806167483329773, + "p": 0.3570147156715393, "m": 1.0 }, { - "p": 0.46028614044189453, + "p": 0.44107621908187866, "m": 1.0 }, { - "p": 0.5524311065673828, + "p": 0.44837862253189087, "m": 1.0 }, { - "p": 0.465347558259964, + "p": 0.4495076537132263, "m": 1.0 }, { - "p": 0.5242859125137329, + "p": 0.5044419765472412, "m": 1.0 }, { - "p": 0.4597712755203247, + "p": 0.4911053478717804, "m": 1.0 }, { - "p": 0.6067682504653931, + "p": 0.597649097442627, "m": 1.0 }, { - "p": 0.5508414506912231, + "p": 0.610664427280426, "m": 1.0 }, { - "p": 0.3664845824241638, + "p": 0.3821583390235901, "m": 1.0 }, { - "p": 0.3720880150794983, + "p": 0.42008668184280396, "m": 1.0 }, { - "p": 0.4591587781906128, + "p": 0.4574611783027649, "m": 1.0 }, { - "p": 0.4665895700454712, + "p": 0.3838597536087036, "m": 1.0 }, { - "p": 0.41138336062431335, + "p": 0.4834789037704468, "m": 1.0 } ] }, { "epoch": 7, - "train_loss": 2.0361251831054688, - "val_loss": 1.6953281164169312, - "acc": 41.25, - "time": 18.769386201999993, + "train_loss": 1.8324397802352905, + "val_loss": 1.5819565057754517, + "acc": 47.34, + "time": 17.14802181899998, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.4082096815109253, + "p": 0.3034227192401886, "m": 1.0 }, { - "p": 0.48918119072914124, + "p": 0.5637825727462769, "m": 1.0 }, { - "p": 0.6088393330574036, + "p": 0.38731494545936584, "m": 1.0 }, { - "p": 0.4617425501346588, + "p": 0.5224063396453857, "m": 1.0 }, { - "p": 0.4154958724975586, + "p": 0.3152729570865631, "m": 1.0 }, { - "p": 0.4956548810005188, + "p": 0.42084234952926636, "m": 1.0 }, { - "p": 0.5428783297538757, + "p": 0.4526941478252411, "m": 1.0 }, { - "p": 0.4726451635360718, + "p": 0.4486960768699646, "m": 1.0 }, { - "p": 0.5561401844024658, + "p": 0.5094683170318604, "m": 1.0 }, { - "p": 0.4463561177253723, + "p": 0.49548906087875366, "m": 1.0 }, { - "p": 0.6171215176582336, + "p": 0.6042430400848389, "m": 1.0 }, { - "p": 0.5309538841247559, + "p": 0.6169858574867249, "m": 1.0 }, { - "p": 0.34639620780944824, + "p": 0.3624437153339386, "m": 1.0 }, { - "p": 0.3496115803718567, + "p": 0.4137565791606903, "m": 1.0 }, { - "p": 0.4785524010658264, + "p": 0.4370867609977722, "m": 1.0 }, { - "p": 0.4398263394832611, + "p": 0.3642354905605316, "m": 1.0 }, { - "p": 0.39641666412353516, + "p": 0.466779500246048, "m": 1.0 } ] }, { "epoch": 8, - "train_loss": 1.8439669609069824, - "val_loss": 1.656295657157898, - "acc": 43.97, - "time": 22.246623096999997, + "train_loss": 1.7292611598968506, + "val_loss": 1.568618893623352, + "acc": 47.18, + "time": 20.785409321999992, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.37288063764572144, + "p": 0.2753433585166931, "m": 1.0 }, { - "p": 0.4970706105232239, + "p": 0.5535371899604797, "m": 1.0 }, { - "p": 0.6215584874153137, + "p": 0.367827832698822, "m": 1.0 }, { - "p": 0.4632411301136017, + "p": 0.49840298295021057, "m": 1.0 }, { - "p": 0.4000426232814789, + "p": 0.29528746008872986, "m": 1.0 }, { - "p": 0.5151903033256531, + "p": 0.41051188111305237, "m": 1.0 }, { - "p": 0.5324673652648926, + "p": 0.458851158618927, "m": 1.0 }, { - "p": 0.48280271887779236, + "p": 0.4531995952129364, "m": 1.0 }, { - "p": 0.5887066125869751, + "p": 0.516164243221283, "m": 1.0 }, { - "p": 0.4424420893192291, + "p": 0.5035037994384766, "m": 1.0 }, { - "p": 0.613193690776825, + "p": 0.6171175241470337, "m": 1.0 }, { - "p": 0.48874810338020325, + "p": 0.611991286277771, "m": 1.0 }, { - "p": 0.33993828296661377, + "p": 0.35756218433380127, "m": 1.0 }, { - "p": 0.3086124062538147, + "p": 0.38722217082977295, "m": 1.0 }, { - "p": 0.47681254148483276, + "p": 0.4082465171813965, "m": 1.0 }, { - "p": 0.4035904109477997, + "p": 0.3468312919139862, "m": 1.0 }, { - "p": 0.38741233944892883, + "p": 0.4439554810523987, "m": 1.0 } ] }, { "epoch": 9, - "train_loss": 1.5011192560195923, - "val_loss": 1.4673458337783813, - "acc": 46.01, - "time": 14.60483203199999, + "train_loss": 1.361352801322937, + "val_loss": 1.4220573902130127, + "acc": 49.81, + "time": 13.920506877999998, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.33894646167755127, + "p": 0.25201165676116943, "m": 1.0 }, { - "p": 0.4929283559322357, + "p": 0.5555170178413391, "m": 1.0 }, { - "p": 0.6156620383262634, + "p": 0.34178975224494934, "m": 1.0 }, { - "p": 0.47586897015571594, + "p": 0.4637879431247711, "m": 1.0 }, { - "p": 0.3587539494037628, + "p": 0.28578323125839233, "m": 1.0 }, { - "p": 0.5477783679962158, + "p": 0.4100078046321869, "m": 1.0 }, { - "p": 0.4989853501319885, + "p": 0.4342317581176758, "m": 1.0 }, { - "p": 0.44896411895751953, + "p": 0.45128196477890015, "m": 1.0 }, { - "p": 0.596755862236023, + "p": 0.5162676572799683, "m": 1.0 }, { - "p": 0.44448575377464294, + "p": 0.498937726020813, "m": 1.0 }, { - "p": 0.6297252774238586, + "p": 0.6260793805122375, "m": 1.0 }, { - "p": 0.48600807785987854, + "p": 0.6180096864700317, "m": 1.0 }, { - "p": 0.3300265073776245, + "p": 0.34841012954711914, "m": 1.0 }, { - "p": 0.2891956567764282, + "p": 0.3743880093097687, "m": 1.0 }, { - "p": 0.47432541847229004, + "p": 0.3926641047000885, "m": 1.0 }, { - "p": 0.3806542456150055, + "p": 0.33671024441719055, "m": 1.0 }, { - "p": 0.38227513432502747, + "p": 0.42640718817710876, "m": 1.0 } ] }, { "epoch": 10, - "train_loss": 1.6908690929412842, - "val_loss": 1.578486442565918, - "acc": 44.45, - "time": 25.84612076900001, + "train_loss": 1.4744415283203125, + "val_loss": 1.461897611618042, + "acc": 48.61, + "time": 24.41614044100001, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.3259754180908203, + "p": 0.2189745157957077, "m": 1.0 }, { - "p": 0.49765095114707947, + "p": 0.5462877154350281, "m": 1.0 }, { - "p": 0.6024274826049805, + "p": 0.34753063321113586, "m": 1.0 }, { - "p": 0.4663536548614502, + "p": 0.44368842244148254, "m": 1.0 }, { - "p": 0.33837082982063293, + "p": 0.27850738167762756, "m": 1.0 }, { - "p": 0.563066303730011, + "p": 0.41009432077407837, "m": 1.0 }, { - "p": 0.48000451922416687, + "p": 0.4192507863044739, "m": 1.0 }, { - "p": 0.4230395257472992, + "p": 0.44929930567741394, "m": 1.0 }, { - "p": 0.5973016619682312, + "p": 0.5149517059326172, "m": 1.0 }, { - "p": 0.44826364517211914, + "p": 0.49073928594589233, "m": 1.0 }, { - "p": 0.6600023508071899, + "p": 0.6344699263572693, "m": 1.0 }, { - "p": 0.5184197425842285, + "p": 0.6389175653457642, "m": 1.0 }, { - "p": 0.2879124879837036, + "p": 0.30717670917510986, "m": 1.0 }, { - "p": 0.2719726860523224, + "p": 0.33015722036361694, "m": 1.0 }, { - "p": 0.4516633450984955, + "p": 0.3918980360031128, "m": 1.0 }, { - "p": 0.3436712920665741, + "p": 0.31920281052589417, "m": 1.0 }, { - "p": 0.353189617395401, + "p": 0.39413806796073914, "m": 1.0 } ] }, { "epoch": 11, - "train_loss": 1.45947265625, - "val_loss": 1.4456242322921753, - "acc": 49.44, - "time": 10.551586031999989, + "train_loss": 1.3501346111297607, + "val_loss": 1.4346338510513306, + "acc": 52.51, + "time": 9.944098155999995, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.32116764783859253, + "p": 0.19355356693267822, "m": 1.0 }, { - "p": 0.5047222375869751, + "p": 0.5344783067703247, "m": 1.0 }, { - "p": 0.5830651521682739, + "p": 0.3710820972919464, "m": 1.0 }, { - "p": 0.42901578545570374, + "p": 0.4220770299434662, "m": 1.0 }, { - "p": 0.31204983592033386, + "p": 0.2578517198562622, "m": 1.0 }, { - "p": 0.5663758516311646, + "p": 0.41202226281166077, "m": 1.0 }, { - "p": 0.49190670251846313, + "p": 0.3751443922519684, "m": 1.0 }, { - "p": 0.38430070877075195, + "p": 0.42598527669906616, "m": 1.0 }, { - "p": 0.6302280426025391, + "p": 0.5226267576217651, "m": 1.0 }, { - "p": 0.44249171018600464, + "p": 0.5001490712165833, "m": 1.0 }, { - "p": 0.6680054068565369, + "p": 0.6335189342498779, "m": 1.0 }, { - "p": 0.5264503359794617, + "p": 0.6349283456802368, "m": 1.0 }, { - "p": 0.26566338539123535, + "p": 0.27889925241470337, "m": 1.0 }, { - "p": 0.2598993182182312, + "p": 0.309630811214447, "m": 1.0 }, { - "p": 0.4407294690608978, + "p": 0.39202290773391724, "m": 1.0 }, { - "p": 0.32363879680633545, + "p": 0.30966541171073914, "m": 1.0 }, { - "p": 0.33280256390571594, + "p": 0.3730543553829193, "m": 1.0 } ] }, { "epoch": 12, - "train_loss": 1.1951043605804443, - "val_loss": 1.32374107837677, - "acc": 50.78, - "time": 30.517660459999973, + "train_loss": 1.4634816646575928, + "val_loss": 1.274733304977417, + "acc": 52.88, + "time": 31.30911699600003, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.28609150648117065, + "p": 0.14784929156303406, "m": 1.0 }, { - "p": 0.5263301134109497, + "p": 0.5252389311790466, "m": 1.0 }, { - "p": 0.5967848896980286, + "p": 0.37308621406555176, "m": 1.0 }, { - "p": 0.3942994773387909, + "p": 0.4031839668750763, "m": 1.0 }, { - "p": 0.2905830442905426, + "p": 0.24000532925128937, "m": 1.0 }, { - "p": 0.5661470293998718, + "p": 0.41244426369667053, "m": 1.0 }, { - "p": 0.49826768040657043, + "p": 0.3542731702327728, "m": 1.0 }, { - "p": 0.36352893710136414, + "p": 0.4124913513660431, "m": 1.0 }, { - "p": 0.6539071202278137, + "p": 0.5283316969871521, "m": 1.0 }, { - "p": 0.4364330768585205, + "p": 0.5104488134384155, "m": 1.0 }, { - "p": 0.6677755117416382, + "p": 0.6296350955963135, "m": 1.0 }, { - "p": 0.5230129361152649, + "p": 0.6171716451644897, "m": 1.0 }, { - "p": 0.2451363503932953, + "p": 0.24141179025173187, "m": 1.0 }, { - "p": 0.22861634194850922, + "p": 0.2883721888065338, "m": 1.0 }, { - "p": 0.39619773626327515, + "p": 0.3583410382270813, "m": 1.0 }, { - "p": 0.29668062925338745, + "p": 0.2855265438556671, "m": 1.0 }, { - "p": 0.279825359582901, + "p": 0.31951943039894104, "m": 1.0 } ] }, { "epoch": 13, - "train_loss": 1.61076819896698, - "val_loss": 1.2802979946136475, - "acc": 54.01, - "time": 6.907836191000001, + "train_loss": 1.4509540796279907, + "val_loss": 1.3551385402679443, + "acc": 55.51, + "time": 6.76376451699997, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.26147979497909546, + "p": 0.11822716146707535, "m": 1.0 }, { - "p": 0.5445711612701416, + "p": 0.519248366355896, "m": 1.0 }, { - "p": 0.6195623874664307, + "p": 0.3678606152534485, "m": 1.0 }, { - "p": 0.3551100194454193, + "p": 0.3825317919254303, "m": 1.0 }, { - "p": 0.2574673593044281, + "p": 0.21134445071220398, "m": 1.0 }, { - "p": 0.5578346848487854, + "p": 0.4107271134853363, "m": 1.0 }, { - "p": 0.5041453838348389, + "p": 0.39433062076568604, "m": 1.0 }, { - "p": 0.34336012601852417, + "p": 0.4605666697025299, "m": 1.0 }, { - "p": 0.6301996111869812, + "p": 0.5653761625289917, "m": 1.0 }, { - "p": 0.4216930866241455, + "p": 0.5038118362426758, "m": 1.0 }, { - "p": 0.6752491593360901, + "p": 0.6403809785842896, "m": 1.0 }, { - "p": 0.5313019156455994, + "p": 0.5955618023872375, "m": 1.0 }, { - "p": 0.2187374234199524, + "p": 0.21466991305351257, "m": 1.0 }, { - "p": 0.20198409259319305, + "p": 0.2781754434108734, "m": 1.0 }, { - "p": 0.37580379843711853, + "p": 0.34891054034233093, "m": 1.0 }, { - "p": 0.2843096852302551, + "p": 0.2741851508617401, "m": 1.0 }, { - "p": 0.25041019916534424, + "p": 0.28982964158058167, "m": 1.0 } ] }, { "epoch": 14, - "train_loss": 1.366537094116211, - "val_loss": 1.3062827587127686, - "acc": 52.76, - "time": 36.63939863500002, + "train_loss": 1.2334681749343872, + "val_loss": 1.2989720106124878, + "acc": 55.12, + "time": 33.68272612300001, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.21180973947048187, + "p": 0.0989818274974823, "m": 1.0 }, { - "p": 0.5296621322631836, + "p": 0.5103021264076233, "m": 1.0 }, { - "p": 0.6128616333007812, + "p": 0.38034796714782715, "m": 1.0 }, { - "p": 0.3158882260322571, + "p": 0.3488517701625824, "m": 1.0 }, { - "p": 0.2323777824640274, + "p": 0.1937943994998932, "m": 1.0 }, { - "p": 0.5542383193969727, + "p": 0.411043256521225, "m": 1.0 }, { - "p": 0.5041247010231018, + "p": 0.4180854856967926, "m": 1.0 }, { - "p": 0.33431196212768555, + "p": 0.48410534858703613, "m": 1.0 }, { - "p": 0.6147068738937378, + "p": 0.5865076780319214, "m": 1.0 }, { - "p": 0.41188862919807434, + "p": 0.4977418780326843, "m": 1.0 }, { - "p": 0.6820937395095825, + "p": 0.6509501338005066, "m": 1.0 }, { - "p": 0.5423586964607239, + "p": 0.5753531455993652, "m": 1.0 }, { - "p": 0.18485260009765625, + "p": 0.18902535736560822, "m": 1.0 }, { - "p": 0.15960489213466644, + "p": 0.27045977115631104, "m": 1.0 }, { - "p": 0.35524052381515503, + "p": 0.3670450448989868, "m": 1.0 }, { - "p": 0.27737048268318176, + "p": 0.2429623007774353, "m": 1.0 }, { - "p": 0.23702457547187805, + "p": 0.2834668457508087, "m": 1.0 } ] }, { "epoch": 15, - "train_loss": 1.2520968914031982, - "val_loss": 1.4916751384735107, - "acc": 51.59, - "time": 5.849514801999987, + "train_loss": 1.2432795763015747, + "val_loss": 1.1193957328796387, + "acc": 57.44, + "time": 5.662555253999983, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1847575455904007, + "p": 0.08994067460298538, "m": 1.0 }, { - "p": 0.516682505607605, + "p": 0.5046555995941162, "m": 1.0 }, { - "p": 0.6021343469619751, + "p": 0.3927489221096039, "m": 1.0 }, { - "p": 0.28148141503334045, + "p": 0.31513240933418274, "m": 1.0 }, { - "p": 0.20723992586135864, + "p": 0.1790561079978943, "m": 1.0 }, { - "p": 0.5522443652153015, + "p": 0.41345319151878357, "m": 1.0 }, { - "p": 0.4916502833366394, + "p": 0.46718475222587585, "m": 1.0 }, { - "p": 0.30832165479660034, + "p": 0.46019619703292847, "m": 1.0 }, { - "p": 0.5908279418945312, + "p": 0.6288755536079407, "m": 1.0 }, { - "p": 0.3856690227985382, + "p": 0.48653319478034973, "m": 1.0 }, { - "p": 0.685934841632843, + "p": 0.653226375579834, "m": 1.0 }, { - "p": 0.5712882876396179, + "p": 0.565380871295929, "m": 1.0 }, { - "p": 0.16241222620010376, + "p": 0.17691388726234436, "m": 1.0 }, { - "p": 0.12300964444875717, + "p": 0.26520705223083496, "m": 1.0 }, { - "p": 0.3419381082057953, + "p": 0.3702284097671509, "m": 1.0 }, { - "p": 0.2717079222202301, + "p": 0.22729678452014923, "m": 1.0 }, { - "p": 0.23152054846286774, + "p": 0.2813395857810974, "m": 1.0 } ] }, { "epoch": 16, - "train_loss": 1.1803913116455078, - "val_loss": 1.1465312242507935, - "acc": 54.83, - "time": 34.778797481000026, + "train_loss": 1.0897554159164429, + "val_loss": 1.134325385093689, + "acc": 58.44, + "time": 34.472295772999985, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.15429852902889252, + "p": 0.04020896181464195, "m": 1.0 }, { - "p": 0.47533559799194336, + "p": 0.47595852613449097, "m": 1.0 }, { - "p": 0.5581130981445312, + "p": 0.38644248247146606, "m": 1.0 }, { - "p": 0.2395191639661789, + "p": 0.28872692584991455, "m": 1.0 }, { - "p": 0.1784050613641739, + "p": 0.1572912186384201, "m": 1.0 }, { - "p": 0.5430113673210144, + "p": 0.4310914874076843, "m": 1.0 }, { - "p": 0.47932863235473633, + "p": 0.48383647203445435, "m": 1.0 }, { - "p": 0.3036726117134094, + "p": 0.44862884283065796, "m": 1.0 }, { - "p": 0.5798808336257935, + "p": 0.6484959125518799, "m": 1.0 }, { - "p": 0.37118828296661377, + "p": 0.4804770052433014, "m": 1.0 }, { - "p": 0.6878171563148499, + "p": 0.6535212397575378, "m": 1.0 }, { - "p": 0.5952587723731995, + "p": 0.5604488849639893, "m": 1.0 }, { - "p": 0.14640645682811737, + "p": 0.17062817513942719, "m": 1.0 }, { - "p": 0.08327935636043549, + "p": 0.2603464126586914, "m": 1.0 }, { - "p": 0.32523858547210693, + "p": 0.3622075617313385, "m": 1.0 }, { - "p": 0.25449714064598083, + "p": 0.20487402379512787, "m": 1.0 }, { - "p": 0.19880443811416626, + "p": 0.25056642293930054, "m": 1.0 } ] }, { "epoch": 17, - "train_loss": 1.4944286346435547, - "val_loss": 1.2848652601242065, - "acc": 55.66, - "time": 6.317456561000029, + "train_loss": 1.1592464447021484, + "val_loss": 1.198776125907898, + "acc": 58.22, + "time": 5.997713691000001, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14058613777160645, + "p": 0.016734449192881584, "m": 1.0 }, { - "p": 0.45236217975616455, + "p": 0.459774374961853, "m": 1.0 }, { - "p": 0.528056800365448, + "p": 0.3803867995738983, "m": 1.0 }, { - "p": 0.20851410925388336, + "p": 0.27165958285331726, "m": 1.0 }, { - "p": 0.15197184681892395, + "p": 0.13598881661891937, "m": 1.0 }, { - "p": 0.5285171866416931, + "p": 0.45949992537498474, "m": 1.0 }, { - "p": 0.4578809142112732, + "p": 0.4835958778858185, "m": 1.0 }, { - "p": 0.331900030374527, + "p": 0.4337606728076935, "m": 1.0 }, { - "p": 0.5427995324134827, + "p": 0.6313158869743347, "m": 1.0 }, { - "p": 0.3616490662097931, + "p": 0.4831812083721161, "m": 1.0 }, { - "p": 0.6668317317962646, + "p": 0.6627503633499146, "m": 1.0 }, { - "p": 0.5820268392562866, + "p": 0.5519765615463257, "m": 1.0 }, { - "p": 0.1288989782333374, + "p": 0.1489364355802536, "m": 1.0 }, { - "p": 0.04703691601753235, + "p": 0.25467467308044434, "m": 1.0 }, { - "p": 0.29764795303344727, + "p": 0.34444570541381836, "m": 1.0 }, { - "p": 0.2451355904340744, + "p": 0.18256086111068726, "m": 1.0 }, { - "p": 0.18692944943904877, + "p": 0.2384699136018753, "m": 1.0 } ] }, { "epoch": 18, - "train_loss": 1.1392823457717896, - "val_loss": 1.1539069414138794, - "acc": 58.07, - "time": 32.10690417000001, + "train_loss": 1.3378121852874756, + "val_loss": 1.132115364074707, + "acc": 59.58, + "time": 30.705738819999965, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1085016280412674, + "p": 0.06069088354706764, "m": 1.0 }, { - "p": 0.4568452537059784, + "p": 0.4128427505493164, "m": 1.0 }, { - "p": 0.5254877805709839, + "p": 0.3423854410648346, "m": 1.0 }, { - "p": 0.17762918770313263, + "p": 0.25163358449935913, "m": 1.0 }, { - "p": 0.13166269659996033, + "p": 0.10087879747152328, "m": 1.0 }, { - "p": 0.5453266501426697, + "p": 0.4791993200778961, "m": 1.0 }, { - "p": 0.4575146436691284, + "p": 0.4856877326965332, "m": 1.0 }, { - "p": 0.3254408538341522, + "p": 0.4407578110694885, "m": 1.0 }, { - "p": 0.5207961797714233, + "p": 0.6255018711090088, "m": 1.0 }, { - "p": 0.35754668712615967, + "p": 0.48465725779533386, "m": 1.0 }, { - "p": 0.6545881628990173, + "p": 0.6680552959442139, "m": 1.0 }, { - "p": 0.5696007013320923, + "p": 0.546558678150177, "m": 1.0 }, { - "p": 0.11630829423666, + "p": 0.1306026130914688, "m": 1.0 }, { - "p": 0.016420304775238037, + "p": 0.24945208430290222, "m": 1.0 }, { - "p": 0.2598804533481598, + "p": 0.3187333047389984, "m": 1.0 }, { - "p": 0.23582904040813446, + "p": 0.14356788992881775, "m": 1.0 }, { - "p": 0.18858841061592102, + "p": 0.234843909740448, "m": 1.0 } ] }, { "epoch": 19, - "train_loss": 1.0859477519989014, - "val_loss": 1.1039543151855469, - "acc": 56.72, - "time": 10.213043134000031, + "train_loss": 1.1004801988601685, + "val_loss": 1.1917922496795654, + "acc": 59.24, + "time": 9.856976826999983, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.09285993874073029, + "p": 0.07747195661067963, "m": 1.0 }, { - "p": 0.45968565344810486, + "p": 0.39099547266960144, "m": 1.0 }, { - "p": 0.5261348485946655, + "p": 0.3209151327610016, "m": 1.0 }, { - "p": 0.15952740609645844, + "p": 0.23951715230941772, "m": 1.0 }, { - "p": 0.11865215748548508, + "p": 0.07347560673952103, "m": 1.0 }, { - "p": 0.5699571967124939, + "p": 0.49367403984069824, "m": 1.0 }, { - "p": 0.4678637981414795, + "p": 0.489319771528244, "m": 1.0 }, { - "p": 0.282852441072464, + "p": 0.47272953391075134, "m": 1.0 }, { - "p": 0.47475939989089966, + "p": 0.6286677122116089, "m": 1.0 }, { - "p": 0.3567788898944855, + "p": 0.4951147139072418, "m": 1.0 }, { - "p": 0.6283503770828247, + "p": 0.67185378074646, "m": 1.0 }, { - "p": 0.5253013968467712, + "p": 0.5441027283668518, "m": 1.0 }, { - "p": 0.08167929202318192, + "p": 0.11640925705432892, "m": 1.0 }, { - "p": 0.031040934845805168, + "p": 0.24435989558696747, "m": 1.0 }, { - "p": 0.2454414814710617, + "p": 0.32596084475517273, "m": 1.0 }, { - "p": 0.22805631160736084, + "p": 0.13175947964191437, "m": 1.0 }, { - "p": 0.19219231605529785, + "p": 0.23118598759174347, "m": 1.0 } ] }, { "epoch": 20, - "train_loss": 0.8874815106391907, - "val_loss": 1.1783185005187988, - "acc": 59.17, - "time": 27.95426669699998, + "train_loss": 1.0436418056488037, + "val_loss": 1.0569500923156738, + "acc": 60.48, + "time": 26.507070571999975, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.07193073630332947, + "p": 0.08016898483037949, "m": 1.0 }, { - "p": 0.4552806615829468, + "p": 0.40869200229644775, "m": 1.0 }, { - "p": 0.5217052698135376, + "p": 0.2790311276912689, "m": 1.0 }, { - "p": 0.11875453591346741, + "p": 0.2121611386537552, "m": 1.0 }, { - "p": 0.1165989339351654, + "p": 0.08014345169067383, "m": 1.0 }, { - "p": 0.5878942012786865, + "p": 0.5004671216011047, "m": 1.0 }, { - "p": 0.4632328748703003, + "p": 0.4617939889431, "m": 1.0 }, { - "p": 0.25004854798316956, + "p": 0.48671650886535645, "m": 1.0 }, { - "p": 0.4559328258037567, + "p": 0.6355812549591064, "m": 1.0 }, { - "p": 0.36384648084640503, + "p": 0.4983847439289093, "m": 1.0 }, { - "p": 0.6162504553794861, + "p": 0.6734972596168518, "m": 1.0 }, { - "p": 0.5006823539733887, + "p": 0.5430718660354614, "m": 1.0 }, { - "p": 0.058639317750930786, + "p": 0.10860656946897507, "m": 1.0 }, { - "p": 0.05037323385477066, + "p": 0.24081717431545258, "m": 1.0 }, { - "p": 0.2401922196149826, + "p": 0.3426995575428009, "m": 1.0 }, { - "p": 0.21977539360523224, + "p": 0.1318548619747162, "m": 1.0 }, { - "p": 0.20025593042373657, + "p": 0.22474846243858337, "m": 1.0 } ] }, { "epoch": 21, - "train_loss": 0.9967013597488403, - "val_loss": 1.1312172412872314, - "acc": 59.26, - "time": 14.255654778999997, + "train_loss": 1.123255729675293, + "val_loss": 1.23587965965271, + "acc": 58.86, + "time": 13.44880550299996, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.06412122398614883, + "p": 0.08181143552064896, "m": 1.0 }, { - "p": 0.44828879833221436, + "p": 0.416136234998703, "m": 1.0 }, { - "p": 0.5195819735527039, + "p": 0.25979769229888916, "m": 1.0 }, { - "p": 0.09658949822187424, + "p": 0.19728776812553406, "m": 1.0 }, { - "p": 0.11675833910703659, + "p": 0.08828261494636536, "m": 1.0 }, { - "p": 0.5991164445877075, + "p": 0.5036855340003967, "m": 1.0 }, { - "p": 0.4544566869735718, + "p": 0.42789769172668457, "m": 1.0 }, { - "p": 0.2167862504720688, + "p": 0.493868887424469, "m": 1.0 }, { - "p": 0.4473735988140106, + "p": 0.6510582566261292, "m": 1.0 }, { - "p": 0.404905766248703, + "p": 0.4950229823589325, "m": 1.0 }, { - "p": 0.654850959777832, + "p": 0.6714614629745483, "m": 1.0 }, { - "p": 0.5192967653274536, + "p": 0.5350551009178162, "m": 1.0 }, { - "p": 0.042166806757450104, + "p": 0.08659383654594421, "m": 1.0 }, { - "p": 0.042803116142749786, + "p": 0.22977951169013977, "m": 1.0 }, { - "p": 0.2634257972240448, + "p": 0.3487198054790497, "m": 1.0 }, { - "p": 0.20538926124572754, + "p": 0.12207826226949692, "m": 1.0 }, { - "p": 0.20579281449317932, + "p": 0.2008567750453949, "m": 1.0 } ] }, { "epoch": 22, - "train_loss": 1.0234113931655884, - "val_loss": 1.2240724563598633, - "acc": 59.37, - "time": 22.576038737999966, + "train_loss": 0.8167610168457031, + "val_loss": 1.1285223960876465, + "acc": 61.74, + "time": 22.10449784499997, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.062194038182497025, + "p": 0.08374418318271637, "m": 1.0 }, { - "p": 0.4183540344238281, + "p": 0.4211607277393341, "m": 1.0 }, { - "p": 0.5001828670501709, + "p": 0.27045607566833496, "m": 1.0 }, { - "p": 0.06310916692018509, + "p": 0.17546235024929047, "m": 1.0 }, { - "p": 0.11397513747215271, + "p": 0.0956859365105629, "m": 1.0 }, { - "p": 0.6007904410362244, + "p": 0.5354232788085938, "m": 1.0 }, { - "p": 0.47963249683380127, + "p": 0.42848777770996094, "m": 1.0 }, { - "p": 0.21790717542171478, + "p": 0.48223209381103516, "m": 1.0 }, { - "p": 0.4549115300178528, + "p": 0.6469451785087585, "m": 1.0 }, { - "p": 0.42120036482810974, + "p": 0.4783450663089752, "m": 1.0 }, { - "p": 0.6661674976348877, + "p": 0.6692516803741455, "m": 1.0 }, { - "p": 0.5288784503936768, + "p": 0.5312837958335876, "m": 1.0 }, { - "p": 0.03432663530111313, + "p": 0.07450016587972641, "m": 1.0 }, { - "p": 0.03503609448671341, + "p": 0.22239071130752563, "m": 1.0 }, { - "p": 0.2853880226612091, + "p": 0.35079020261764526, "m": 1.0 }, { - "p": 0.19089458882808685, + "p": 0.11042501777410507, "m": 1.0 }, { - "p": 0.21096277236938477, + "p": 0.1641426980495453, "m": 1.0 } ] }, { "epoch": 23, - "train_loss": 0.9184858202934265, - "val_loss": 1.165147066116333, - "acc": 59.79, - "time": 18.884161677999998, + "train_loss": 1.0985751152038574, + "val_loss": 1.0194045305252075, + "acc": 61.84, + "time": 17.501602513000023, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.0509270615875721, + "p": 0.06548170000314713, "m": 1.0 }, { - "p": 0.4124985635280609, + "p": 0.43823498487472534, "m": 1.0 }, { - "p": 0.48944664001464844, + "p": 0.2790256142616272, "m": 1.0 }, { - "p": 0.04791863262653351, + "p": 0.16557277739048004, "m": 1.0 }, { - "p": 0.11236697435379028, + "p": 0.09936250001192093, "m": 1.0 }, { - "p": 0.6005870699882507, + "p": 0.5575150847434998, "m": 1.0 }, { - "p": 0.5040279030799866, + "p": 0.4357873499393463, "m": 1.0 }, { - "p": 0.22969946265220642, + "p": 0.46615779399871826, "m": 1.0 }, { - "p": 0.47185975313186646, + "p": 0.6322168111801147, "m": 1.0 }, { - "p": 0.42759642004966736, + "p": 0.4372131824493408, "m": 1.0 }, { - "p": 0.6497576832771301, + "p": 0.6611182689666748, "m": 1.0 }, { - "p": 0.5063052773475647, + "p": 0.5023868083953857, "m": 1.0 }, { - "p": 0.015301610343158245, + "p": 0.06706461310386658, "m": 1.0 }, { - "p": 0.09792707115411758, + "p": 0.2588464915752411, "m": 1.0 }, { - "p": 0.2832401990890503, + "p": 0.3481164872646332, "m": 1.0 }, { - "p": 0.20018140971660614, + "p": 0.1227322444319725, "m": 1.0 }, { - "p": 0.19108545780181885, + "p": 0.165505051612854, "m": 1.0 } ] }, { "epoch": 24, - "train_loss": 0.8734805583953857, - "val_loss": 1.0946344137191772, - "acc": 62.17, - "time": 19.667957343000012, + "train_loss": 1.016249418258667, + "val_loss": 1.1654906272888184, + "acc": 61.8, + "time": 17.489370468000004, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.033069685101509094, + "p": 0.03397642448544502, "m": 1.0 }, { - "p": 0.4237467050552368, + "p": 0.4789119064807892, "m": 1.0 }, { - "p": 0.46949318051338196, + "p": 0.30488210916519165, "m": 1.0 }, { - "p": 0.05149081349372864, + "p": 0.09303589910268784, "m": 1.0 }, { - "p": 0.1239892914891243, + "p": 0.06840667128562927, "m": 1.0 }, { - "p": 0.5988444685935974, + "p": 0.5553855895996094, "m": 1.0 }, { - "p": 0.49641984701156616, + "p": 0.46854662895202637, "m": 1.0 }, { - "p": 0.2561042606830597, + "p": 0.4455213248729706, "m": 1.0 }, { - "p": 0.44215744733810425, + "p": 0.648707926273346, "m": 1.0 }, { - "p": 0.4284599721431732, + "p": 0.4069265127182007, "m": 1.0 }, { - "p": 0.6311131119728088, + "p": 0.6619500517845154, "m": 1.0 }, { - "p": 0.4926567077636719, + "p": 0.4880548417568207, "m": 1.0 }, { - "p": 0.006532603874802589, + "p": 0.06391215324401855, "m": 1.0 }, { - "p": 0.13452760875225067, + "p": 0.2802649140357971, "m": 1.0 }, { - "p": 0.2790040969848633, + "p": 0.3459673225879669, "m": 1.0 }, { - "p": 0.21141794323921204, + "p": 0.1361168622970581, "m": 1.0 }, { - "p": 0.16586211323738098, + "p": 0.17865078151226044, "m": 1.0 } ] }, { "epoch": 25, - "train_loss": 1.229322075843811, - "val_loss": 1.172202229499817, - "acc": 60.69, - "time": 22.124080182000057, + "train_loss": 1.0877830982208252, + "val_loss": 1.0841091871261597, + "acc": 60.62, + "time": 22.049206940999966, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.0485837385058403, + "p": 0.019641948863863945, "m": 1.0 }, { - "p": 0.3989640176296234, + "p": 0.4695442318916321, "m": 1.0 }, { - "p": 0.4504479467868805, + "p": 0.3271178603172302, "m": 1.0 }, { - "p": 0.06231912225484848, + "p": 0.06672854721546173, "m": 1.0 }, { - "p": 0.1295362263917923, + "p": 0.05365094169974327, "m": 1.0 }, { - "p": 0.5978605151176453, + "p": 0.5526193976402283, "m": 1.0 }, { - "p": 0.4880247116088867, + "p": 0.490825355052948, "m": 1.0 }, { - "p": 0.27747267484664917, + "p": 0.4301864802837372, "m": 1.0 }, { - "p": 0.40159890055656433, + "p": 0.6728941798210144, "m": 1.0 }, { - "p": 0.42666834592819214, + "p": 0.3771269619464874, "m": 1.0 }, { - "p": 0.5964545011520386, + "p": 0.6714035272598267, "m": 1.0 }, { - "p": 0.4629620313644409, + "p": 0.4675452411174774, "m": 1.0 }, { - "p": 0.0461629219353199, + "p": 0.014006630517542362, "m": 1.0 }, { - "p": 0.14200013875961304, + "p": 0.3185292184352875, "m": 1.0 }, { - "p": 0.27489644289016724, + "p": 0.33250463008880615, "m": 1.0 }, { - "p": 0.22467026114463806, + "p": 0.12813466787338257, "m": 1.0 }, { - "p": 0.17562878131866455, + "p": 0.1706155389547348, "m": 1.0 } ] }, { "epoch": 26, - "train_loss": 1.250622272491455, - "val_loss": 1.1289023160934448, - "acc": 60.96, - "time": 15.030735813999968, + "train_loss": 1.0046131610870361, + "val_loss": 1.1924153566360474, + "acc": 61.86, + "time": 14.138506319000044, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.07257456332445145, + "p": 0.012507903389632702, "m": 1.0 }, { - "p": 0.351900190114975, + "p": 0.4333590567111969, "m": 1.0 }, { - "p": 0.4178900122642517, + "p": 0.3628491163253784, "m": 1.0 }, { - "p": 0.11532259732484818, + "p": 0.0690082237124443, "m": 1.0 }, { - "p": 0.12171123176813126, + "p": 0.03146124258637428, "m": 1.0 }, { - "p": 0.5966396927833557, + "p": 0.5566635131835938, "m": 1.0 }, { - "p": 0.4681970477104187, + "p": 0.4642893075942993, "m": 1.0 }, { - "p": 0.2558560073375702, + "p": 0.40791866183280945, "m": 1.0 }, { - "p": 0.3854736089706421, + "p": 0.6644361615180969, "m": 1.0 }, { - "p": 0.4337961673736572, + "p": 0.3636563718318939, "m": 1.0 }, { - "p": 0.5741037726402283, + "p": 0.661145031452179, "m": 1.0 }, { - "p": 0.44072985649108887, + "p": 0.4514799416065216, "m": 1.0 }, { - "p": 0.06836976855993271, + "p": 0.00922455359250307, "m": 1.0 }, { - "p": 0.14442192018032074, + "p": 0.3359667956829071, "m": 1.0 }, { - "p": 0.27284103631973267, + "p": 0.32494792342185974, "m": 1.0 }, { - "p": 0.23265591263771057, + "p": 0.12084005773067474, "m": 1.0 }, { - "p": 0.18941102921962738, + "p": 0.16078893840312958, "m": 1.0 } ] }, { "epoch": 27, - "train_loss": 1.1497915983200073, - "val_loss": 1.0755283832550049, - "acc": 62.75, - "time": 27.423424897000018, + "train_loss": 0.8924586176872253, + "val_loss": 1.1412818431854248, + "acc": 61.6, + "time": 26.31456601499997, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08201387524604797, + "p": 0.03625921905040741, "m": 1.0 }, { - "p": 0.3365939259529114, + "p": 0.418267160654068, "m": 1.0 }, { - "p": 0.3953884541988373, + "p": 0.36525070667266846, "m": 1.0 }, { - "p": 0.12952980399131775, + "p": 0.06857211887836456, "m": 1.0 }, { - "p": 0.111845001578331, + "p": 0.02791345678269863, "m": 1.0 }, { - "p": 0.5960928201675415, + "p": 0.5586575865745544, "m": 1.0 }, { - "p": 0.4574398994445801, + "p": 0.44755300879478455, "m": 1.0 }, { - "p": 0.2379482388496399, + "p": 0.3940703272819519, "m": 1.0 }, { - "p": 0.3790615499019623, + "p": 0.6520448923110962, "m": 1.0 }, { - "p": 0.44280552864074707, + "p": 0.35700950026512146, "m": 1.0 }, { - "p": 0.5542808175086975, + "p": 0.6392540335655212, "m": 1.0 }, { - "p": 0.40841978788375854, + "p": 0.42728859186172485, "m": 1.0 }, { - "p": 0.11082390695810318, + "p": 0.06060449779033661, "m": 1.0 }, { - "p": 0.13500253856182098, + "p": 0.3273240029811859, "m": 1.0 }, { - "p": 0.25590261816978455, + "p": 0.32711195945739746, "m": 1.0 }, { - "p": 0.23021525144577026, + "p": 0.10870902240276337, "m": 1.0 }, { - "p": 0.1979234218597412, + "p": 0.144606813788414, "m": 1.0 } ] }, { "epoch": 28, - "train_loss": 1.0428749322891235, - "val_loss": 1.1081693172454834, - "acc": 61.85, - "time": 10.7932317289999, + "train_loss": 0.7142599821090698, + "val_loss": 1.1913979053497314, + "acc": 62.16, + "time": 9.93801849600004, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08571892231702805, + "p": 0.0589720755815506, "m": 1.0 }, { - "p": 0.3331630825996399, + "p": 0.4116915166378021, "m": 1.0 }, { - "p": 0.3742519021034241, + "p": 0.35125353932380676, "m": 1.0 }, { - "p": 0.11993811279535294, + "p": 0.065394327044487, "m": 1.0 }, { - "p": 0.07293210178613663, + "p": 0.05359592288732529, "m": 1.0 }, { - "p": 0.5723981857299805, + "p": 0.6080839037895203, "m": 1.0 }, { - "p": 0.4263726472854614, + "p": 0.41101622581481934, "m": 1.0 }, { - "p": 0.2141181081533432, + "p": 0.366506427526474, "m": 1.0 }, { - "p": 0.4247416853904724, + "p": 0.6449439525604248, "m": 1.0 }, { - "p": 0.41873472929000854, + "p": 0.3307749032974243, "m": 1.0 }, { - "p": 0.5647761821746826, + "p": 0.6290259957313538, "m": 1.0 }, { - "p": 0.40668854117393494, + "p": 0.39951854944229126, "m": 1.0 }, { - "p": 0.1177263930439949, + "p": 0.10251203179359436, "m": 1.0 }, { - "p": 0.12861448526382446, + "p": 0.32191526889801025, "m": 1.0 }, { - "p": 0.24796906113624573, + "p": 0.32836225628852844, "m": 1.0 }, { - "p": 0.22826296091079712, + "p": 0.10228187590837479, "m": 1.0 }, { - "p": 0.20224052667617798, + "p": 0.13438598811626434, "m": 1.0 } ] }, { "epoch": 29, - "train_loss": 0.8673083186149597, - "val_loss": 1.0871622562408447, - "acc": 62.39, - "time": 30.549256585999956, + "train_loss": 0.8140226602554321, + "val_loss": 1.2585105895996094, + "acc": 63.35, + "time": 30.285107019000066, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1203668937087059, + "p": 0.08361873775720596, "m": 1.0 }, { - "p": 0.3420777916908264, + "p": 0.4174034893512726, "m": 1.0 }, { - "p": 0.36329472064971924, + "p": 0.33240222930908203, "m": 1.0 }, { - "p": 0.11882930248975754, + "p": 0.0788881704211235, "m": 1.0 }, { - "p": 0.05601571127772331, + "p": 0.07173481583595276, "m": 1.0 }, { - "p": 0.5568674802780151, + "p": 0.6284218430519104, "m": 1.0 }, { - "p": 0.4120415151119232, + "p": 0.39428555965423584, "m": 1.0 }, { - "p": 0.2017485350370407, + "p": 0.35172051191329956, "m": 1.0 }, { - "p": 0.4577769935131073, + "p": 0.6414536833763123, "m": 1.0 }, { - "p": 0.39537546038627625, + "p": 0.3085787892341614, "m": 1.0 }, { - "p": 0.5833929181098938, + "p": 0.6237452626228333, "m": 1.0 }, { - "p": 0.4200648367404938, + "p": 0.36538201570510864, "m": 1.0 }, { - "p": 0.0982525572180748, + "p": 0.16751958429813385, "m": 1.0 }, { - "p": 0.11232488602399826, + "p": 0.309487909078598, "m": 1.0 }, { - "p": 0.23603682219982147, + "p": 0.24857448041439056, "m": 1.0 }, { - "p": 0.2109435647726059, + "p": 0.06091699004173279, "m": 1.0 }, { - "p": 0.18028785288333893, + "p": 0.09932182729244232, "m": 1.0 } ] }, { "epoch": 30, - "train_loss": 0.8673328757286072, - "val_loss": 1.1637545824050903, - "acc": 63.31, - "time": 6.901486467000041, + "train_loss": 0.8967888951301575, + "val_loss": 1.0544562339782715, + "acc": 62.75, + "time": 6.691779183999984, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1443597376346588, + "p": 0.09822133183479309, "m": 1.0 }, { - "p": 0.3507435619831085, + "p": 0.4238225221633911, "m": 1.0 }, { - "p": 0.3569139838218689, + "p": 0.3144500255584717, "m": 1.0 }, { - "p": 0.12180428951978683, + "p": 0.10298248380422592, "m": 1.0 }, { - "p": 0.045892756432294846, + "p": 0.09682026505470276, "m": 1.0 }, { - "p": 0.5188689231872559, + "p": 0.6405824422836304, "m": 1.0 }, { - "p": 0.3586338460445404, + "p": 0.42493343353271484, "m": 1.0 }, { - "p": 0.1839645951986313, + "p": 0.37460753321647644, "m": 1.0 }, { - "p": 0.4868035316467285, + "p": 0.6477198600769043, "m": 1.0 }, { - "p": 0.3766206204891205, + "p": 0.31136801838874817, "m": 1.0 }, { - "p": 0.564189076423645, + "p": 0.6502966284751892, "m": 1.0 }, { - "p": 0.46090343594551086, + "p": 0.39865580201148987, "m": 1.0 }, { - "p": 0.09384176880121231, + "p": 0.18806564807891846, "m": 1.0 }, { - "p": 0.11731751263141632, + "p": 0.31200698018074036, "m": 1.0 }, { - "p": 0.23502129316329956, + "p": 0.21450825035572052, "m": 1.0 }, { - "p": 0.20283648371696472, + "p": 0.04160773754119873, "m": 1.0 }, { - "p": 0.16744981706142426, + "p": 0.08000721782445908, "m": 1.0 } ] }, { "epoch": 31, - "train_loss": 0.7708580493927002, - "val_loss": 1.0186302661895752, - "acc": 62.7, - "time": 35.77999224400003, + "train_loss": 0.5714001655578613, + "val_loss": 1.1218397617340088, + "acc": 62.03, + "time": 31.47535381199998, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14343784749507904, + "p": 0.09801418334245682, "m": 1.0 }, { - "p": 0.3668592870235443, + "p": 0.4365501403808594, "m": 1.0 }, { - "p": 0.34021493792533875, + "p": 0.3107292354106903, "m": 1.0 }, { - "p": 0.12631963193416595, + "p": 0.11491188406944275, "m": 1.0 }, { - "p": 0.054388780146837234, + "p": 0.09951946884393692, "m": 1.0 }, { - "p": 0.4994548559188843, + "p": 0.6426584720611572, "m": 1.0 }, { - "p": 0.32875773310661316, + "p": 0.4324869215488434, "m": 1.0 }, { - "p": 0.17595729231834412, + "p": 0.3858391344547272, "m": 1.0 }, { - "p": 0.5010762214660645, + "p": 0.6515395641326904, "m": 1.0 }, { - "p": 0.36625799536705017, + "p": 0.31605738401412964, "m": 1.0 }, { - "p": 0.5433095693588257, + "p": 0.6751180291175842, "m": 1.0 }, { - "p": 0.5050640106201172, + "p": 0.44866618514060974, "m": 1.0 }, { - "p": 0.09627535939216614, + "p": 0.1896447092294693, "m": 1.0 }, { - "p": 0.14492642879486084, + "p": 0.3296670615673065, "m": 1.0 }, { - "p": 0.2537369132041931, + "p": 0.18791458010673523, "m": 1.0 }, { - "p": 0.1858401596546173, + "p": 0.014740843325853348, "m": 1.0 }, { - "p": 0.12898394465446472, + "p": 0.08019206672906876, "m": 1.0 } ] }, { "epoch": 32, - "train_loss": 0.7866560816764832, - "val_loss": 1.0712459087371826, - "acc": 63.62, - "time": 5.875287596000021, + "train_loss": 0.7942342162132263, + "val_loss": 1.362697958946228, + "acc": 62.59, + "time": 5.6714636349998955, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14124511182308197, + "p": 0.09688156098127365, "m": 1.0 }, { - "p": 0.3771587610244751, + "p": 0.44473642110824585, "m": 1.0 }, { - "p": 0.32652756571769714, + "p": 0.3109464645385742, "m": 1.0 }, { - "p": 0.1307351142168045, + "p": 0.12152396142482758, "m": 1.0 }, { - "p": 0.07362576574087143, + "p": 0.09142274409532547, "m": 1.0 }, { - "p": 0.4819028675556183, + "p": 0.6373646855354309, "m": 1.0 }, { - "p": 0.27156105637550354, + "p": 0.41196611523628235, "m": 1.0 }, { - "p": 0.2680266499519348, + "p": 0.3446531891822815, "m": 1.0 }, { - "p": 0.4709193706512451, + "p": 0.6076441407203674, "m": 1.0 }, { - "p": 0.345664381980896, + "p": 0.3386112451553345, "m": 1.0 }, { - "p": 0.5422815680503845, + "p": 0.6828315258026123, "m": 1.0 }, { - "p": 0.4864201545715332, + "p": 0.4791787564754486, "m": 1.0 }, { - "p": 0.1175919696688652, + "p": 0.19944097101688385, "m": 1.0 }, { - "p": 0.15098023414611816, + "p": 0.3395997881889343, "m": 1.0 }, { - "p": 0.2632254362106323, + "p": 0.17014074325561523, "m": 1.0 }, { - "p": 0.17388533055782318, + "p": 0.01283450610935688, "m": 1.0 }, { - "p": 0.11125312000513077, + "p": 0.08086150139570236, "m": 1.0 } ] }, { "epoch": 33, - "train_loss": 0.6394121646881104, - "val_loss": 1.1733558177947998, - "acc": 63.87, - "time": 33.70762416599996, + "train_loss": 0.5524622797966003, + "val_loss": 1.0523931980133057, + "acc": 63.48, + "time": 33.494521641999995, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.087033711373806, + "p": 0.08422829210758209, "m": 1.0 }, { - "p": 0.3277800977230072, + "p": 0.4793979823589325, "m": 1.0 }, { - "p": 0.31731119751930237, + "p": 0.33174920082092285, "m": 1.0 }, { - "p": 0.1601245105266571, + "p": 0.1341092437505722, "m": 1.0 }, { - "p": 0.10654815286397934, + "p": 0.08502927422523499, "m": 1.0 }, { - "p": 0.4752006530761719, + "p": 0.6195836663246155, "m": 1.0 }, { - "p": 0.25594761967658997, + "p": 0.38122180104255676, "m": 1.0 }, { - "p": 0.3049667775630951, + "p": 0.3268018066883087, "m": 1.0 }, { - "p": 0.4562917649745941, + "p": 0.5868633985519409, "m": 1.0 }, { - "p": 0.3346383571624756, + "p": 0.3511490523815155, "m": 1.0 }, { - "p": 0.5441136956214905, + "p": 0.6852281093597412, "m": 1.0 }, { - "p": 0.4610159695148468, + "p": 0.496606707572937, "m": 1.0 }, { - "p": 0.14204370975494385, + "p": 0.21053475141525269, "m": 1.0 }, { - "p": 0.14721323549747467, + "p": 0.3472842872142792, "m": 1.0 }, { - "p": 0.27168214321136475, + "p": 0.1468094289302826, "m": 1.0 }, { - "p": 0.14206239581108093, + "p": 0.057010818272829056, "m": 1.0 }, { - "p": 0.08101768791675568, + "p": 0.0781698226928711, "m": 1.0 } ] }, { "epoch": 34, - "train_loss": 0.8709743022918701, - "val_loss": 1.2871090173721313, - "acc": 63.01, - "time": 6.2639024559999825, + "train_loss": 0.825520932674408, + "val_loss": 1.1208158731460571, + "acc": 61.4, + "time": 6.090554887999929, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.06158842891454697, + "p": 0.07830790430307388, "m": 1.0 }, { - "p": 0.2989145815372467, + "p": 0.49859094619750977, "m": 1.0 }, { - "p": 0.3124934136867523, + "p": 0.34637710452079773, "m": 1.0 }, { - "p": 0.1855432391166687, + "p": 0.14406251907348633, "m": 1.0 }, { - "p": 0.13949060440063477, + "p": 0.07998733967542648, "m": 1.0 }, { - "p": 0.4728393256664276, + "p": 0.5926300287246704, "m": 1.0 }, { - "p": 0.2653678357601166, + "p": 0.3183242082595825, "m": 1.0 }, { - "p": 0.3227483630180359, + "p": 0.31147152185440063, "m": 1.0 }, { - "p": 0.4779469966888428, + "p": 0.5702010989189148, "m": 1.0 }, { - "p": 0.2995055615901947, + "p": 0.379585325717926, "m": 1.0 }, { - "p": 0.4907175302505493, + "p": 0.6282364130020142, "m": 1.0 }, { - "p": 0.44930100440979004, + "p": 0.4899995028972626, "m": 1.0 }, { - "p": 0.14835302531719208, + "p": 0.21098504960536957, "m": 1.0 }, { - "p": 0.15616782009601593, + "p": 0.34791937470436096, "m": 1.0 }, { - "p": 0.266482412815094, + "p": 0.14391574263572693, "m": 1.0 }, { - "p": 0.12852028012275696, + "p": 0.0891505554318428, "m": 1.0 }, { - "p": 0.07616348564624786, + "p": 0.08421028405427933, "m": 1.0 } ] }, { "epoch": 35, - "train_loss": 0.6700448393821716, - "val_loss": 1.0172680616378784, - "acc": 64.68, - "time": 32.416302212999994, + "train_loss": 0.46133846044540405, + "val_loss": 1.3750040531158447, + "acc": 64.83, + "time": 28.434146769999984, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08324530720710754, + "p": 0.13428914546966553, "m": 1.0 }, { - "p": 0.23352503776550293, + "p": 0.5025588870048523, "m": 1.0 }, { - "p": 0.2787773609161377, + "p": 0.3450799584388733, "m": 1.0 }, { - "p": 0.19683673977851868, + "p": 0.14432759582996368, "m": 1.0 }, { - "p": 0.14908748865127563, + "p": 0.07277389615774155, "m": 1.0 }, { - "p": 0.4642809331417084, + "p": 0.5695574879646301, "m": 1.0 }, { - "p": 0.26108023524284363, + "p": 0.29475873708724976, "m": 1.0 }, { - "p": 0.33497220277786255, + "p": 0.3257048428058624, "m": 1.0 }, { - "p": 0.4812008738517761, + "p": 0.5581872463226318, "m": 1.0 }, { - "p": 0.2833109498023987, + "p": 0.3925844728946686, "m": 1.0 }, { - "p": 0.4601605236530304, + "p": 0.5955913066864014, "m": 1.0 }, { - "p": 0.44415727257728577, + "p": 0.4832157790660858, "m": 1.0 }, { - "p": 0.1491733193397522, + "p": 0.20920002460479736, "m": 1.0 }, { - "p": 0.16792108118534088, + "p": 0.3462831676006317, "m": 1.0 }, { - "p": 0.2535901963710785, + "p": 0.15078651905059814, "m": 1.0 }, { - "p": 0.12095265835523605, + "p": 0.1348145455121994, "m": 1.0 }, { - "p": 0.11074335873126984, + "p": 0.12326440960168839, "m": 1.0 } ] }, { "epoch": 36, - "train_loss": 0.6425544619560242, - "val_loss": 1.1329535245895386, - "acc": 61.91, - "time": 10.196310264999966, + "train_loss": 0.8547412157058716, + "val_loss": 1.2895005941390991, + "acc": 62.43, + "time": 9.899243572000046, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.09040877968072891, + "p": 0.16017268598079681, "m": 1.0 }, { - "p": 0.2036457359790802, + "p": 0.5038476586341858, "m": 1.0 }, { - "p": 0.2599034011363983, + "p": 0.34332776069641113, "m": 1.0 }, { - "p": 0.2016812562942505, + "p": 0.14329802989959717, "m": 1.0 }, { - "p": 0.15117500722408295, + "p": 0.06731877475976944, "m": 1.0 }, { - "p": 0.45490166544914246, + "p": 0.5506624579429626, "m": 1.0 }, { - "p": 0.24922847747802734, + "p": 0.2870282232761383, "m": 1.0 }, { - "p": 0.3514767289161682, + "p": 0.3767464756965637, "m": 1.0 }, { - "p": 0.4552197754383087, + "p": 0.5253295302391052, "m": 1.0 }, { - "p": 0.2103133648633957, + "p": 0.3721257150173187, "m": 1.0 }, { - "p": 0.429421991109848, + "p": 0.5653685331344604, "m": 1.0 }, { - "p": 0.4501578211784363, + "p": 0.46945837140083313, "m": 1.0 }, { - "p": 0.169314906001091, + "p": 0.2055884450674057, "m": 1.0 }, { - "p": 0.16374431550502777, + "p": 0.3031993508338928, "m": 1.0 }, { - "p": 0.25221526622772217, + "p": 0.1498083770275116, "m": 1.0 }, { - "p": 0.11400331556797028, + "p": 0.137334406375885, "m": 1.0 }, { - "p": 0.13320279121398926, + "p": 0.1347007006406784, "m": 1.0 } ] }, { "epoch": 37, - "train_loss": 0.46843746304512024, - "val_loss": 1.1190917491912842, - "acc": 65.31, - "time": 28.04230674600001, + "train_loss": 0.3110843300819397, + "val_loss": 1.2977694272994995, + "acc": 64.54, + "time": 26.775755539999977, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08616844564676285, + "p": 0.1901405304670334, "m": 1.0 }, { - "p": 0.16967636346817017, + "p": 0.49422988295555115, "m": 1.0 }, { - "p": 0.24665841460227966, + "p": 0.3324235677719116, "m": 1.0 }, { - "p": 0.22336740791797638, + "p": 0.15495209395885468, "m": 1.0 }, { - "p": 0.1885816901922226, + "p": 0.11804496496915817, "m": 1.0 }, { - "p": 0.4712006151676178, + "p": 0.5268791317939758, "m": 1.0 }, { - "p": 0.2552470266819, + "p": 0.3120179772377014, "m": 1.0 }, { - "p": 0.3580089509487152, + "p": 0.3878968060016632, "m": 1.0 }, { - "p": 0.43336233496665955, + "p": 0.5008450150489807, "m": 1.0 }, { - "p": 0.1773216724395752, + "p": 0.3646872937679291, "m": 1.0 }, { - "p": 0.4158916175365448, + "p": 0.5521433353424072, "m": 1.0 }, { - "p": 0.45393121242523193, + "p": 0.46209320425987244, "m": 1.0 }, { - "p": 0.18338952958583832, + "p": 0.2032647281885147, "m": 1.0 }, { - "p": 0.15769656002521515, + "p": 0.26501598954200745, "m": 1.0 }, { - "p": 0.2545904517173767, + "p": 0.14652155339717865, "m": 1.0 }, { - "p": 0.10622681677341461, + "p": 0.11867990344762802, "m": 1.0 }, { - "p": 0.16184715926647186, + "p": 0.13035765290260315, "m": 1.0 } ] }, { "epoch": 38, - "train_loss": 0.6376811861991882, - "val_loss": 1.0116523504257202, - "acc": 64.12, - "time": 14.51485432100003, + "train_loss": 0.6567468047142029, + "val_loss": 1.1946591138839722, + "acc": 62.89, + "time": 13.55846693400008, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08457586169242859, + "p": 0.20006895065307617, "m": 1.0 }, { - "p": 0.1699741929769516, + "p": 0.49391958117485046, "m": 1.0 }, { - "p": 0.24100156128406525, + "p": 0.32735246419906616, "m": 1.0 }, { - "p": 0.23537850379943848, + "p": 0.1616581529378891, "m": 1.0 }, { - "p": 0.21464449167251587, + "p": 0.15439920127391815, "m": 1.0 }, { - "p": 0.4876098334789276, + "p": 0.5093479156494141, "m": 1.0 }, { - "p": 0.26602914929389954, + "p": 0.34392687678337097, "m": 1.0 }, { - "p": 0.36062225699424744, + "p": 0.38092222809791565, "m": 1.0 }, { - "p": 0.39871299266815186, + "p": 0.4653424918651581, "m": 1.0 }, { - "p": 0.14241446554660797, + "p": 0.3649473190307617, "m": 1.0 }, { - "p": 0.4374018609523773, + "p": 0.5842612981796265, "m": 1.0 }, { - "p": 0.47719451785087585, + "p": 0.5037367343902588, "m": 1.0 }, { - "p": 0.19930098950862885, + "p": 0.19029703736305237, "m": 1.0 }, { - "p": 0.15103766322135925, + "p": 0.23626284301280975, "m": 1.0 }, { - "p": 0.23026296496391296, + "p": 0.14588497579097748, "m": 1.0 }, { - "p": 0.10890056192874908, + "p": 0.10046464204788208, "m": 1.0 }, { - "p": 0.1843031942844391, + "p": 0.12860220670700073, "m": 1.0 } ] }, { "epoch": 39, - "train_loss": 0.4907456934452057, - "val_loss": 1.2755919694900513, + "train_loss": 0.28110232949256897, + "val_loss": 1.1471446752548218, "acc": 64.55, - "time": 23.233908557000063, + "time": 21.770954337000035, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08412061631679535, + "p": 0.19979219138622284, "m": 1.0 }, { - "p": 0.24063293635845184, + "p": 0.5117331743240356, "m": 1.0 }, { - "p": 0.20672786235809326, + "p": 0.24933822453022003, "m": 1.0 }, { - "p": 0.22917281091213226, + "p": 0.16825610399246216, "m": 1.0 }, { - "p": 0.20958542823791504, + "p": 0.15602703392505646, "m": 1.0 }, { - "p": 0.44767293334007263, + "p": 0.46844926476478577, "m": 1.0 }, { - "p": 0.2688354551792145, + "p": 0.34558331966400146, "m": 1.0 }, { - "p": 0.3635728657245636, + "p": 0.37474343180656433, "m": 1.0 }, { - "p": 0.38677191734313965, + "p": 0.4665588140487671, "m": 1.0 }, { - "p": 0.14816777408123016, + "p": 0.34352102875709534, "m": 1.0 }, { - "p": 0.45336082577705383, + "p": 0.5982906222343445, "m": 1.0 }, { - "p": 0.48800867795944214, + "p": 0.5235189199447632, "m": 1.0 }, { - "p": 0.20738376677036285, + "p": 0.18307723104953766, "m": 1.0 }, { - "p": 0.14709171652793884, + "p": 0.22069641947746277, "m": 1.0 }, { - "p": 0.20806464552879333, + "p": 0.1459629386663437, "m": 1.0 }, { - "p": 0.11446712166070938, + "p": 0.08473838120698929, "m": 1.0 }, { - "p": 0.20733541250228882, + "p": 0.1278531551361084, "m": 1.0 } ] }, { "epoch": 40, - "train_loss": 1.0656356811523438, - "val_loss": 1.1930468082427979, - "acc": 64.59, - "time": 18.943349508999972, + "train_loss": 0.7865766882896423, + "val_loss": 1.1767395734786987, + "acc": 62.75, + "time": 17.08090526300009, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.09520427137613297, + "p": 0.20211327075958252, "m": 1.0 }, { - "p": 0.2799673080444336, + "p": 0.4953356683254242, "m": 1.0 }, { - "p": 0.2058144062757492, + "p": 0.22345727682113647, "m": 1.0 }, { - "p": 0.22589848935604095, + "p": 0.1711532175540924, "m": 1.0 }, { - "p": 0.20490583777427673, + "p": 0.15444092452526093, "m": 1.0 }, { - "p": 0.4175899922847748, + "p": 0.4418277442455292, "m": 1.0 }, { - "p": 0.26922154426574707, + "p": 0.34078851342201233, "m": 1.0 }, { - "p": 0.3662465512752533, + "p": 0.36960986256599426, "m": 1.0 }, { - "p": 0.38422420620918274, + "p": 0.48631584644317627, "m": 1.0 }, { - "p": 0.194075807929039, + "p": 0.2868801951408386, "m": 1.0 }, { - "p": 0.49831125140190125, + "p": 0.6109877228736877, "m": 1.0 }, { - "p": 0.5030000805854797, + "p": 0.5261486768722534, "m": 1.0 }, { - "p": 0.21631591022014618, + "p": 0.17797984182834625, "m": 1.0 }, { - "p": 0.13113436102867126, + "p": 0.18015553057193756, "m": 1.0 }, { - "p": 0.18666964769363403, + "p": 0.19575951993465424, "m": 1.0 }, { - "p": 0.08011198788881302, + "p": 0.059043269604444504, "m": 1.0 }, { - "p": 0.20679345726966858, + "p": 0.15942752361297607, "m": 1.0 } ] }, { "epoch": 41, - "train_loss": 0.7340641617774963, - "val_loss": 1.1560903787612915, - "acc": 65.85, - "time": 18.515043472000002, + "train_loss": 0.5885608196258545, + "val_loss": 1.1893755197525024, + "acc": 64.85, + "time": 17.23501180700009, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1138584315776825, + "p": 0.20611026883125305, "m": 1.0 }, { - "p": 0.32127508521080017, + "p": 0.4364809989929199, "m": 1.0 }, { - "p": 0.27029794454574585, + "p": 0.23807832598686218, "m": 1.0 }, { - "p": 0.18710434436798096, + "p": 0.15754808485507965, "m": 1.0 }, { - "p": 0.19236493110656738, + "p": 0.1545262485742569, "m": 1.0 }, { - "p": 0.4138305187225342, + "p": 0.39287203550338745, "m": 1.0 }, { - "p": 0.30109676718711853, + "p": 0.338033527135849, "m": 1.0 }, { - "p": 0.3618871867656708, + "p": 0.39667949080467224, "m": 1.0 }, { - "p": 0.38987448811531067, + "p": 0.4701465964317322, "m": 1.0 }, { - "p": 0.21725980937480927, + "p": 0.2597111165523529, "m": 1.0 }, { - "p": 0.519603431224823, + "p": 0.614704966545105, "m": 1.0 }, { - "p": 0.5109778642654419, + "p": 0.5313142538070679, "m": 1.0 }, { - "p": 0.22026674449443817, + "p": 0.17580333352088928, "m": 1.0 }, { - "p": 0.122329942882061, + "p": 0.1581699699163437, "m": 1.0 }, { - "p": 0.174333855509758, + "p": 0.23075686395168304, "m": 1.0 }, { - "p": 0.04834388941526413, + "p": 0.03919197618961334, "m": 1.0 }, { - "p": 0.19902408123016357, + "p": 0.1969231516122818, "m": 1.0 } ] }, { "epoch": 42, - "train_loss": 1.0039560794830322, - "val_loss": 1.2043848037719727, - "acc": 64.43, - "time": 23.29665566799997, + "train_loss": 0.7424474358558655, + "val_loss": 1.209731101989746, + "acc": 63.56, + "time": 21.027016760000038, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13566361367702484, + "p": 0.2129608392715454, "m": 1.0 }, { - "p": 0.3327587842941284, + "p": 0.4300510883331299, "m": 1.0 }, { - "p": 0.28247418999671936, + "p": 0.25434398651123047, "m": 1.0 }, { - "p": 0.17537765204906464, + "p": 0.15374307334423065, "m": 1.0 }, { - "p": 0.18661954998970032, + "p": 0.15461380779743195, "m": 1.0 }, { - "p": 0.4137694239616394, + "p": 0.36686980724334717, "m": 1.0 }, { - "p": 0.32345259189605713, + "p": 0.33668121695518494, "m": 1.0 }, { - "p": 0.3574705421924591, + "p": 0.42185187339782715, "m": 1.0 }, { - "p": 0.3973299264907837, + "p": 0.44495439529418945, "m": 1.0 }, { - "p": 0.2328861504793167, + "p": 0.24281704425811768, "m": 1.0 }, { - "p": 0.5360698103904724, + "p": 0.6133100986480713, "m": 1.0 }, { - "p": 0.5248574018478394, + "p": 0.5546572804450989, "m": 1.0 }, { - "p": 0.20442955195903778, + "p": 0.15629197657108307, "m": 1.0 }, { - "p": 0.11999620497226715, + "p": 0.09972928464412689, "m": 1.0 }, { - "p": 0.12244410067796707, + "p": 0.2511412799358368, "m": 1.0 }, { - "p": 0.021076299250125885, + "p": 0.05584578588604927, "m": 1.0 }, { - "p": 0.1553656905889511, + "p": 0.21076790988445282, "m": 1.0 } ] }, { "epoch": 43, - "train_loss": 0.5520526170730591, - "val_loss": 1.0734866857528687, - "acc": 63.48, - "time": 15.010619404999943, + "train_loss": 0.12959221005439758, + "val_loss": 1.346273422241211, + "acc": 63.79, + "time": 15.239422976000014, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.15561869740486145, + "p": 0.219806507229805, "m": 1.0 }, { - "p": 0.3312380909919739, + "p": 0.44872409105300903, "m": 1.0 }, { - "p": 0.25777047872543335, + "p": 0.28428134322166443, "m": 1.0 }, { - "p": 0.18894457817077637, + "p": 0.16020821034908295, "m": 1.0 }, { - "p": 0.1689983755350113, + "p": 0.1394083946943283, "m": 1.0 }, { - "p": 0.4161083996295929, + "p": 0.377165287733078, "m": 1.0 }, { - "p": 0.3810724914073944, + "p": 0.32592809200286865, "m": 1.0 }, { - "p": 0.3463783264160156, + "p": 0.4255140423774719, "m": 1.0 }, { - "p": 0.359684556722641, + "p": 0.4124799966812134, "m": 1.0 }, { - "p": 0.2692042291164398, + "p": 0.23870843648910522, "m": 1.0 }, { - "p": 0.5648869276046753, + "p": 0.5957122445106506, "m": 1.0 }, { - "p": 0.5243128538131714, + "p": 0.5665262341499329, "m": 1.0 }, { - "p": 0.19604460895061493, + "p": 0.15167246758937836, "m": 1.0 }, { - "p": 0.11916492134332657, + "p": 0.07296811789274216, "m": 1.0 }, { - "p": 0.09379394352436066, + "p": 0.26031559705734253, "m": 1.0 }, { - "p": 0.005783454515039921, + "p": 0.06996454298496246, "m": 1.0 }, { - "p": 0.11792716383934021, + "p": 0.21576173603534698, "m": 1.0 } ] }, { "epoch": 44, - "train_loss": 0.5990744829177856, - "val_loss": 1.2018253803253174, - "acc": 63.69, - "time": 27.747256795, + "train_loss": 0.6604987382888794, + "val_loss": 1.0695686340332031, + "acc": 63.38, + "time": 25.78488379299995, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.158203125, + "p": 0.22845202684402466, "m": 1.0 }, { - "p": 0.3222726881504059, + "p": 0.41245898604393005, "m": 1.0 }, { - "p": 0.26390767097473145, + "p": 0.28467488288879395, "m": 1.0 }, { - "p": 0.19686569273471832, + "p": 0.1737823486328125, "m": 1.0 }, { - "p": 0.1626661866903305, + "p": 0.13677959144115448, "m": 1.0 }, { - "p": 0.41720736026763916, + "p": 0.3827729821205139, "m": 1.0 }, { - "p": 0.4122820794582367, + "p": 0.3199091851711273, "m": 1.0 }, { - "p": 0.3391232192516327, + "p": 0.42502373456954956, "m": 1.0 }, { - "p": 0.3246303200721741, + "p": 0.38844752311706543, "m": 1.0 }, { - "p": 0.3072114586830139, + "p": 0.23908501863479614, "m": 1.0 }, { - "p": 0.6045609712600708, + "p": 0.5671658515930176, "m": 1.0 }, { - "p": 0.5106709599494934, + "p": 0.5772218108177185, "m": 1.0 }, { - "p": 0.18160587549209595, + "p": 0.16557928919792175, "m": 1.0 }, { - "p": 0.11303906887769699, + "p": 0.061847981065511703, "m": 1.0 }, { - "p": 0.1461716592311859, + "p": 0.25841692090034485, "m": 1.0 }, { - "p": 0.09277091175317764, + "p": 0.0802507996559143, "m": 1.0 }, { - "p": 0.11277371644973755, + "p": 0.1985139399766922, "m": 1.0 } ] }, { "epoch": 45, - "train_loss": 0.34789222478866577, - "val_loss": 1.343659520149231, - "acc": 64.36, - "time": 10.769611811999994, + "train_loss": 0.2516278922557831, + "val_loss": 1.2319163084030151, + "acc": 64.68, + "time": 10.007617284999924, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.15659382939338684, + "p": 0.23482193052768707, "m": 1.0 }, { - "p": 0.31216955184936523, + "p": 0.36392030119895935, "m": 1.0 }, { - "p": 0.2864173948764801, + "p": 0.2704067826271057, "m": 1.0 }, { - "p": 0.20577523112297058, + "p": 0.20380862057209015, "m": 1.0 }, { - "p": 0.16322694718837738, + "p": 0.15299788117408752, "m": 1.0 }, { - "p": 0.381835013628006, + "p": 0.3603263199329376, "m": 1.0 }, { - "p": 0.4102069139480591, + "p": 0.3438447415828705, "m": 1.0 }, { - "p": 0.3367622196674347, + "p": 0.42666271328926086, "m": 1.0 }, { - "p": 0.3628818094730377, + "p": 0.3470398783683777, "m": 1.0 }, { - "p": 0.33940044045448303, + "p": 0.24959975481033325, "m": 1.0 }, { - "p": 0.600094735622406, + "p": 0.5565710663795471, "m": 1.0 }, { - "p": 0.5143430233001709, + "p": 0.5869408845901489, "m": 1.0 }, { - "p": 0.17137405276298523, + "p": 0.1700935661792755, "m": 1.0 }, { - "p": 0.11053606867790222, + "p": 0.058337680995464325, "m": 1.0 }, { - "p": 0.17159174382686615, + "p": 0.2572520077228546, "m": 1.0 }, { - "p": 0.14325857162475586, + "p": 0.08512280881404877, "m": 1.0 }, { - "p": 0.11370783299207687, + "p": 0.18579210340976715, "m": 1.0 } ] }, { "epoch": 46, - "train_loss": 0.7342646718025208, - "val_loss": 1.1257858276367188, - "acc": 64.69, - "time": 30.961779108999963, + "train_loss": 0.5480513572692871, + "val_loss": 1.2416644096374512, + "acc": 64.89, + "time": 28.513475008, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.11905273050069809, + "p": 0.20003467798233032, "m": 1.0 }, { - "p": 0.3378918766975403, + "p": 0.34000924229621887, "m": 1.0 }, { - "p": 0.30181318521499634, + "p": 0.25860050320625305, "m": 1.0 }, { - "p": 0.2186480462551117, + "p": 0.2006848305463791, "m": 1.0 }, { - "p": 0.1624762862920761, + "p": 0.17009474337100983, "m": 1.0 }, { - "p": 0.37494727969169617, + "p": 0.354928195476532, "m": 1.0 }, { - "p": 0.4083004593849182, + "p": 0.3552469313144684, "m": 1.0 }, { - "p": 0.3359208405017853, + "p": 0.42762771248817444, "m": 1.0 }, { - "p": 0.39400556683540344, + "p": 0.3208838999271393, "m": 1.0 }, { - "p": 0.3606584072113037, + "p": 0.25890472531318665, "m": 1.0 }, { - "p": 0.582572877407074, + "p": 0.5528965592384338, "m": 1.0 }, { - "p": 0.5272400975227356, + "p": 0.5977569818496704, "m": 1.0 }, { - "p": 0.15715089440345764, + "p": 0.1697443574666977, "m": 1.0 }, { - "p": 0.10905401408672333, + "p": 0.06138108670711517, "m": 1.0 }, { - "p": 0.1136244460940361, + "p": 0.2598195970058441, "m": 1.0 }, { - "p": 0.157179057598114, + "p": 0.10550766438245773, "m": 1.0 }, { - "p": 0.19245946407318115, + "p": 0.1757318675518036, "m": 1.0 } ] }, { "epoch": 47, - "train_loss": 0.4584888219833374, - "val_loss": 1.2618337869644165, - "acc": 64.45, - "time": 6.922613563000027, + "train_loss": 0.3316071927547455, + "val_loss": 1.1446720361709595, + "acc": 64.35, + "time": 6.662435320999975, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.09289047867059708, + "p": 0.17483612895011902, "m": 1.0 }, { - "p": 0.36281219124794006, + "p": 0.32820039987564087, "m": 1.0 }, { - "p": 0.3130131661891937, + "p": 0.24908742308616638, "m": 1.0 }, { - "p": 0.23559142649173737, + "p": 0.1805412322282791, "m": 1.0 }, { - "p": 0.1600092202425003, + "p": 0.20081131160259247, "m": 1.0 }, { - "p": 0.4083464741706848, + "p": 0.37042292952537537, "m": 1.0 }, { - "p": 0.43752893805503845, + "p": 0.4129469394683838, "m": 1.0 }, { - "p": 0.3284033536911011, + "p": 0.39164623618125916, "m": 1.0 }, { - "p": 0.4300169348716736, + "p": 0.3265019357204437, "m": 1.0 }, { - "p": 0.35791030526161194, + "p": 0.22780613601207733, "m": 1.0 }, { - "p": 0.6000497341156006, + "p": 0.5540692806243896, "m": 1.0 }, { - "p": 0.5391669869422913, + "p": 0.5875089764595032, "m": 1.0 }, { - "p": 0.1638067662715912, + "p": 0.14541707932949066, "m": 1.0 }, { - "p": 0.11706174910068512, + "p": 0.07557768374681473, "m": 1.0 }, { - "p": 0.08318284153938293, + "p": 0.25538957118988037, "m": 1.0 }, { - "p": 0.16219455003738403, + "p": 0.11491723358631134, "m": 1.0 }, { - "p": 0.23712942004203796, + "p": 0.17089371383190155, "m": 1.0 } ] }, { "epoch": 48, - "train_loss": 0.3643023669719696, - "val_loss": 1.0625548362731934, - "acc": 65.33, - "time": 35.39315981000004, + "train_loss": 0.3256245255470276, + "val_loss": 1.0773096084594727, + "acc": 64.67, + "time": 32.55610290699997, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.06362155079841614, + "p": 0.14764413237571716, "m": 1.0 }, { - "p": 0.3935689926147461, + "p": 0.30389565229415894, "m": 1.0 }, { - "p": 0.3031233549118042, + "p": 0.2644391357898712, "m": 1.0 }, { - "p": 0.24018554389476776, + "p": 0.1766151636838913, "m": 1.0 }, { - "p": 0.16745616495609283, + "p": 0.21153081953525543, "m": 1.0 }, { - "p": 0.41229555010795593, + "p": 0.3698221743106842, "m": 1.0 }, { - "p": 0.4463569223880768, + "p": 0.43326622247695923, "m": 1.0 }, { - "p": 0.32490548491477966, + "p": 0.3747549057006836, "m": 1.0 }, { - "p": 0.44832542538642883, + "p": 0.33149394392967224, "m": 1.0 }, { - "p": 0.3533984124660492, + "p": 0.20484502613544464, "m": 1.0 }, { - "p": 0.6190671324729919, + "p": 0.5558350682258606, "m": 1.0 }, { - "p": 0.5492449998855591, + "p": 0.5720901489257812, "m": 1.0 }, { - "p": 0.1819419413805008, + "p": 0.10519015789031982, "m": 1.0 }, { - "p": 0.1394224613904953, + "p": 0.1102389469742775, "m": 1.0 }, { - "p": 0.03162427991628647, + "p": 0.2256171554327011, "m": 1.0 }, { - "p": 0.1631137579679489, + "p": 0.058997102081775665, "m": 1.0 }, { - "p": 0.23781178891658783, + "p": 0.16565227508544922, "m": 1.0 } ] }, { "epoch": 49, - "train_loss": 0.6153815984725952, - "val_loss": 1.3998810052871704, - "acc": 64.18, - "time": 5.922841854999888, + "train_loss": 0.44566649198532104, + "val_loss": 1.3633358478546143, + "acc": 64.54, + "time": 5.667143428000031, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.04880308732390404, + "p": 0.13393865525722504, "m": 1.0 }, { - "p": 0.412129282951355, + "p": 0.28827136754989624, "m": 1.0 }, { - "p": 0.2921121418476105, + "p": 0.2799893617630005, "m": 1.0 }, { - "p": 0.2403717339038849, + "p": 0.17820382118225098, "m": 1.0 }, { - "p": 0.18104976415634155, + "p": 0.21404185891151428, "m": 1.0 }, { - "p": 0.3933525085449219, + "p": 0.3546368479728699, "m": 1.0 }, { - "p": 0.43619003891944885, + "p": 0.4292370676994324, "m": 1.0 }, { - "p": 0.3261982500553131, + "p": 0.3754548132419586, "m": 1.0 }, { - "p": 0.44963228702545166, + "p": 0.35183045268058777, "m": 1.0 }, { - "p": 0.319588303565979, + "p": 0.1956816464662552, "m": 1.0 }, { - "p": 0.6329405307769775, + "p": 0.5439612865447998, "m": 1.0 }, { - "p": 0.5409595966339111, + "p": 0.5599290132522583, "m": 1.0 }, { - "p": 0.16734366118907928, + "p": 0.1113540381193161, "m": 1.0 }, { - "p": 0.14704358577728271, + "p": 0.07754062116146088, "m": 1.0 }, { - "p": 0.039821088314056396, + "p": 0.22489464282989502, "m": 1.0 }, { - "p": 0.16128882765769958, + "p": 0.041860777884721756, "m": 1.0 }, { - "p": 0.2367967814207077, + "p": 0.1633409708738327, "m": 1.0 } ] }, { "epoch": 50, - "train_loss": 0.34341827034950256, - "val_loss": 1.0985790491104126, - "acc": 65.43, - "time": 34.462286719000076, + "train_loss": 0.18347980082035065, + "val_loss": 1.2638801336288452, + "acc": 64.78, + "time": 33.29103039499989, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.037702661007642746, + "p": 0.16067126393318176, "m": 1.0 }, { - "p": 0.45616403222084045, + "p": 0.3341623842716217, "m": 1.0 }, { - "p": 0.29990530014038086, + "p": 0.2815781533718109, "m": 1.0 }, { - "p": 0.25571274757385254, + "p": 0.19518744945526123, "m": 1.0 }, { - "p": 0.20303873717784882, + "p": 0.2131243497133255, "m": 1.0 }, { - "p": 0.38714638352394104, + "p": 0.34181687235832214, "m": 1.0 }, { - "p": 0.43797290325164795, + "p": 0.4150043725967407, "m": 1.0 }, { - "p": 0.3242858946323395, + "p": 0.37504854798316956, "m": 1.0 }, { - "p": 0.4496976137161255, + "p": 0.3612082004547119, "m": 1.0 }, { - "p": 0.3007040321826935, + "p": 0.19205965101718903, "m": 1.0 }, { - "p": 0.6403670907020569, + "p": 0.5354145169258118, "m": 1.0 }, { - "p": 0.531600296497345, + "p": 0.552108108997345, "m": 1.0 }, { - "p": 0.1445460319519043, + "p": 0.1310271918773651, "m": 1.0 }, { - "p": 0.14857079088687897, + "p": 0.006005070172250271, "m": 1.0 }, { - "p": 0.10663077235221863, + "p": 0.2491294890642166, "m": 1.0 }, { - "p": 0.1493077278137207, + "p": 0.059919193387031555, "m": 1.0 }, { - "p": 0.22357714176177979, + "p": 0.1345900297164917, "m": 1.0 } ] }, { "epoch": 51, - "train_loss": 0.4228671193122864, - "val_loss": 1.2190804481506348, - "acc": 64.73, - "time": 6.279033662000074, + "train_loss": 0.7111045122146606, + "val_loss": 1.337381362915039, + "acc": 63.77, + "time": 6.146887242000048, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.03294603154063225, + "p": 0.17360126972198486, "m": 1.0 }, { - "p": 0.4798823893070221, + "p": 0.36128631234169006, "m": 1.0 }, { - "p": 0.30670976638793945, + "p": 0.28080543875694275, "m": 1.0 }, { - "p": 0.26934927701950073, + "p": 0.21001340448856354, "m": 1.0 }, { - "p": 0.2247559130191803, + "p": 0.21126890182495117, "m": 1.0 }, { - "p": 0.3862663805484772, + "p": 0.32808801531791687, "m": 1.0 }, { - "p": 0.45158177614212036, + "p": 0.38112324476242065, "m": 1.0 }, { - "p": 0.31106632947921753, + "p": 0.37138044834136963, "m": 1.0 }, { - "p": 0.4555652141571045, + "p": 0.34546858072280884, "m": 1.0 }, { - "p": 0.3602535128593445, + "p": 0.2298811674118042, "m": 1.0 }, { - "p": 0.6584570407867432, + "p": 0.5133788585662842, "m": 1.0 }, { - "p": 0.5342884063720703, + "p": 0.5439774990081787, "m": 1.0 }, { - "p": 0.1236610859632492, + "p": 0.14289750158786774, "m": 1.0 }, { - "p": 0.16257554292678833, + "p": 0.0, "m": 1.0 }, { - "p": 0.14464840292930603, + "p": 0.2678820490837097, "m": 1.0 }, { - "p": 0.14178885519504547, + "p": 0.058127161115407944, "m": 1.0 }, { - "p": 0.21582141518592834, + "p": 0.12937738001346588, "m": 1.0 } ] }, { "epoch": 52, - "train_loss": 0.29870253801345825, - "val_loss": 1.4473024606704712, - "acc": 65.97, - "time": 31.427986565000083, + "train_loss": 0.16541068255901337, + "val_loss": 1.1110669374465942, + "acc": 65.5, + "time": 30.541421593999985, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.11718568950891495, + "p": 0.1822175532579422, "m": 1.0 }, { - "p": 0.4909857213497162, + "p": 0.3981282114982605, "m": 1.0 }, { - "p": 0.27530840039253235, + "p": 0.2426108717918396, "m": 1.0 }, { - "p": 0.22380729019641876, + "p": 0.25307008624076843, "m": 1.0 }, { - "p": 0.2385772168636322, + "p": 0.21424846351146698, "m": 1.0 }, { - "p": 0.40570539236068726, + "p": 0.2896442711353302, "m": 1.0 }, { - "p": 0.4610879719257355, + "p": 0.34804970026016235, "m": 1.0 }, { - "p": 0.31034985184669495, + "p": 0.36692196130752563, "m": 1.0 }, { - "p": 0.44982394576072693, + "p": 0.3370431363582611, "m": 1.0 }, { - "p": 0.38870346546173096, + "p": 0.24770060181617737, "m": 1.0 }, { - "p": 0.6682127714157104, + "p": 0.501460611820221, "m": 1.0 }, { - "p": 0.5373098850250244, + "p": 0.5392225980758667, "m": 1.0 }, { - "p": 0.10951157659292221, + "p": 0.14962519705295563, "m": 1.0 }, { - "p": 0.17860426008701324, + "p": 0.0, "m": 1.0 }, { - "p": 0.17453110218048096, + "p": 0.28695806860923767, "m": 1.0 }, { - "p": 0.13253509998321533, + "p": 0.03757400065660477, "m": 1.0 }, { - "p": 0.19953511655330658, + "p": 0.15858909487724304, "m": 1.0 } ] }, { "epoch": 53, - "train_loss": 0.7161380052566528, - "val_loss": 1.347793698310852, - "acc": 63.89, - "time": 10.317954164999946, + "train_loss": 0.5559214353561401, + "val_loss": 1.2585134506225586, + "acc": 61.61, + "time": 9.708890182999994, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1474989354610443, + "p": 0.18069149553775787, "m": 1.0 }, { - "p": 0.49547654390335083, + "p": 0.41456839442253113, "m": 1.0 }, { - "p": 0.25702208280563354, + "p": 0.22099077701568604, "m": 1.0 }, { - "p": 0.1902087926864624, + "p": 0.2814726233482361, "m": 1.0 }, { - "p": 0.2466430366039276, + "p": 0.21726636588573456, "m": 1.0 }, { - "p": 0.4288756549358368, + "p": 0.24858911335468292, "m": 1.0 }, { - "p": 0.4701001048088074, + "p": 0.31000038981437683, "m": 1.0 }, { - "p": 0.3200607895851135, + "p": 0.35842034220695496, "m": 1.0 }, { - "p": 0.4061310589313507, + "p": 0.3221319913864136, "m": 1.0 }, { - "p": 0.3768288195133209, + "p": 0.26187196373939514, "m": 1.0 }, { - "p": 0.6613849401473999, + "p": 0.4557328522205353, "m": 1.0 }, { - "p": 0.5601376295089722, + "p": 0.5443475246429443, "m": 1.0 }, { - "p": 0.09096331894397736, + "p": 0.15634240210056305, "m": 1.0 }, { - "p": 0.18672314286231995, + "p": 0.0, "m": 1.0 }, { - "p": 0.19483214616775513, + "p": 0.2989434003829956, "m": 1.0 }, { - "p": 0.13622267544269562, + "p": 0.05544722080230713, "m": 1.0 }, { - "p": 0.1762409210205078, + "p": 0.16970884799957275, "m": 1.0 } ] }, { "epoch": 54, - "train_loss": 0.13640783727169037, - "val_loss": 1.060763955116272, - "acc": 65.78, - "time": 26.64066720699998, + "train_loss": 0.09556920826435089, + "val_loss": 1.31710946559906, + "acc": 66.09, + "time": 25.393487507000145, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1453765481710434, + "p": 0.1548224836587906, "m": 1.0 }, { - "p": 0.46268895268440247, + "p": 0.4522726237773895, "m": 1.0 }, { - "p": 0.23962824046611786, + "p": 0.2295362502336502, "m": 1.0 }, { - "p": 0.2246095985174179, + "p": 0.30355125665664673, "m": 1.0 }, { - "p": 0.23555408418178558, + "p": 0.21624386310577393, "m": 1.0 }, { - "p": 0.44105958938598633, + "p": 0.22786079347133636, "m": 1.0 }, { - "p": 0.4452211558818817, + "p": 0.3225143849849701, "m": 1.0 }, { - "p": 0.3148232698440552, + "p": 0.34567856788635254, "m": 1.0 }, { - "p": 0.38006216287612915, + "p": 0.3230215609073639, "m": 1.0 }, { - "p": 0.3697798550128937, + "p": 0.26148003339767456, "m": 1.0 }, { - "p": 0.6578975915908813, + "p": 0.4346819519996643, "m": 1.0 }, { - "p": 0.5728813409805298, + "p": 0.5475820302963257, "m": 1.0 }, { - "p": 0.07967090606689453, + "p": 0.16023746132850647, "m": 1.0 }, { - "p": 0.19082091748714447, + "p": 0.0, "m": 1.0 }, { - "p": 0.20953615009784698, + "p": 0.3071824908256531, "m": 1.0 }, { - "p": 0.14694157242774963, + "p": 0.09532386064529419, "m": 1.0 }, { - "p": 0.1293000429868698, + "p": 0.17332006990909576, "m": 1.0 } ] }, { "epoch": 55, - "train_loss": 0.40329039096832275, - "val_loss": 1.1718573570251465, - "acc": 63.86, - "time": 14.626283160999947, + "train_loss": 0.26098212599754333, + "val_loss": 1.3926115036010742, + "acc": 63.6, + "time": 13.722553034999919, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13335905969142914, + "p": 0.14935924112796783, "m": 1.0 }, { - "p": 0.4507030248641968, + "p": 0.46587854623794556, "m": 1.0 }, { - "p": 0.2320324033498764, + "p": 0.23418083786964417, "m": 1.0 }, { - "p": 0.24643324315547943, + "p": 0.3141239285469055, "m": 1.0 }, { - "p": 0.22680023312568665, + "p": 0.21516093611717224, "m": 1.0 }, { - "p": 0.4473819434642792, + "p": 0.21742476522922516, "m": 1.0 }, { - "p": 0.41314443945884705, + "p": 0.34897342324256897, "m": 1.0 }, { - "p": 0.3013070523738861, + "p": 0.3287593722343445, "m": 1.0 }, { - "p": 0.3498559296131134, + "p": 0.33843034505844116, "m": 1.0 }, { - "p": 0.3546852469444275, + "p": 0.23068314790725708, "m": 1.0 }, { - "p": 0.6296916604042053, + "p": 0.4378226399421692, "m": 1.0 }, { - "p": 0.5801702737808228, + "p": 0.5529440641403198, "m": 1.0 }, { - "p": 0.0648501068353653, + "p": 0.1500234752893448, "m": 1.0 }, { - "p": 0.19678637385368347, + "p": 0.0, "m": 1.0 }, { - "p": 0.21861663460731506, + "p": 0.31453198194503784, "m": 1.0 }, { - "p": 0.14058639109134674, + "p": 0.11719058454036713, "m": 1.0 }, { - "p": 0.10523130744695663, + "p": 0.17210501432418823, "m": 1.0 } ] }, { "epoch": 56, - "train_loss": 0.09255477786064148, - "val_loss": 1.3448699712753296, - "acc": 66.32, - "time": 23.413835402999894, + "train_loss": 0.06925579160451889, + "val_loss": 1.3812700510025024, + "acc": 66.31, + "time": 21.61605388099997, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.10364077985286713, + "p": 0.15767459571361542, "m": 1.0 }, { - "p": 0.4504672586917877, + "p": 0.4651660919189453, "m": 1.0 }, { - "p": 0.19287775456905365, + "p": 0.1994129717350006, "m": 1.0 }, { - "p": 0.25620797276496887, + "p": 0.2940567433834076, "m": 1.0 }, { - "p": 0.219701886177063, + "p": 0.2181573510169983, "m": 1.0 }, { - "p": 0.4435063600540161, + "p": 0.2695712149143219, "m": 1.0 }, { - "p": 0.3958527445793152, + "p": 0.3558504581451416, "m": 1.0 }, { - "p": 0.29246580600738525, + "p": 0.3171328902244568, "m": 1.0 }, { - "p": 0.3376978635787964, + "p": 0.3449130356311798, "m": 1.0 }, { - "p": 0.34207141399383545, + "p": 0.21974413096904755, "m": 1.0 }, { - "p": 0.6127743721008301, + "p": 0.44362008571624756, "m": 1.0 }, { - "p": 0.5832013487815857, + "p": 0.5553570985794067, "m": 1.0 }, { - "p": 0.05721971020102501, + "p": 0.1439625471830368, "m": 1.0 }, { - "p": 0.20047228038311005, + "p": 0.0, "m": 1.0 }, { - "p": 0.22382977604866028, + "p": 0.31946736574172974, "m": 1.0 }, { - "p": 0.1298014521598816, + "p": 0.13065992295742035, "m": 1.0 }, { - "p": 0.08861416578292847, + "p": 0.16829508543014526, "m": 1.0 } ] }, { "epoch": 57, - "train_loss": 0.9158456921577454, - "val_loss": 1.2480863332748413, - "acc": 65.12, - "time": 18.215529439999955, + "train_loss": 0.7254911661148071, + "val_loss": 1.3385740518569946, + "acc": 64.96, + "time": 17.308356804999903, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.09968189895153046, + "p": 0.15508225560188293, "m": 1.0 }, { - "p": 0.4463772475719452, + "p": 0.46192124485969543, "m": 1.0 }, { - "p": 0.1721411496400833, + "p": 0.19688484072685242, "m": 1.0 }, { - "p": 0.2601311206817627, + "p": 0.28435182571411133, "m": 1.0 }, { - "p": 0.2162775993347168, + "p": 0.21993105113506317, "m": 1.0 }, { - "p": 0.4400232136249542, + "p": 0.30739328265190125, "m": 1.0 }, { - "p": 0.3867226839065552, + "p": 0.356803297996521, "m": 1.0 }, { - "p": 0.2862170338630676, + "p": 0.3086523711681366, "m": 1.0 }, { - "p": 0.3325284719467163, + "p": 0.3480156362056732, "m": 1.0 }, { - "p": 0.32215437293052673, + "p": 0.21798554062843323, "m": 1.0 }, { - "p": 0.5759435296058655, + "p": 0.46941572427749634, "m": 1.0 }, { - "p": 0.5977585911750793, + "p": 0.5715128183364868, "m": 1.0 }, { - "p": 0.06533199548721313, + "p": 0.12366552650928497, "m": 1.0 }, { - "p": 0.1877478063106537, + "p": 0.042994122952222824, "m": 1.0 }, { - "p": 0.22923977673053741, + "p": 0.3110138773918152, "m": 1.0 }, { - "p": 0.11128924041986465, + "p": 0.14281676709651947, "m": 1.0 }, { - "p": 0.05924350395798683, + "p": 0.19697172939777374, "m": 1.0 } ] }, { "epoch": 58, - "train_loss": 0.3488544821739197, - "val_loss": 1.1572085618972778, - "acc": 66.22, - "time": 19.685640596999974, + "train_loss": 0.2831175625324249, + "val_loss": 1.3138870000839233, + "acc": 66.25, + "time": 17.41960949600002, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.10787028819322586, + "p": 0.14665304124355316, "m": 1.0 }, { - "p": 0.4358382225036621, + "p": 0.454020231962204, "m": 1.0 }, { - "p": 0.13623329997062683, + "p": 0.2530483901500702, "m": 1.0 }, { - "p": 0.2568027079105377, + "p": 0.26538529992103577, "m": 1.0 }, { - "p": 0.21540431678295135, + "p": 0.24280822277069092, "m": 1.0 }, { - "p": 0.4014386832714081, + "p": 0.27383309602737427, "m": 1.0 }, { - "p": 0.3693313002586365, + "p": 0.39377960562705994, "m": 1.0 }, { - "p": 0.282265841960907, + "p": 0.273114949464798, "m": 1.0 }, { - "p": 0.3413960337638855, + "p": 0.3478280007839203, "m": 1.0 }, { - "p": 0.2981831133365631, + "p": 0.21856148540973663, "m": 1.0 }, { - "p": 0.5643059015274048, + "p": 0.464560866355896, "m": 1.0 }, { - "p": 0.6029040217399597, + "p": 0.5770189166069031, "m": 1.0 }, { - "p": 0.06935471296310425, + "p": 0.11435024440288544, "m": 1.0 }, { - "p": 0.18027940392494202, + "p": 0.06737355142831802, "m": 1.0 }, { - "p": 0.23240044713020325, + "p": 0.304490327835083, "m": 1.0 }, { - "p": 0.09691175073385239, + "p": 0.15101021528244019, "m": 1.0 }, { - "p": 0.029778946191072464, + "p": 0.23190712928771973, "m": 1.0 } ] }, { "epoch": 59, - "train_loss": 0.8023521304130554, - "val_loss": 1.2117986679077148, - "acc": 65.35, - "time": 23.486153607000006, + "train_loss": 0.8629480600357056, + "val_loss": 1.0485628843307495, + "acc": 64.78, + "time": 21.36356488599995, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.07548321783542633, + "p": 0.15257559716701508, "m": 1.0 }, { - "p": 0.43105798959732056, + "p": 0.4275341033935547, "m": 1.0 }, { - "p": 0.12060011923313141, + "p": 0.2928585112094879, "m": 1.0 }, { - "p": 0.26129263639450073, + "p": 0.25707751512527466, "m": 1.0 }, { - "p": 0.2150978296995163, + "p": 0.2534569203853607, "m": 1.0 }, { - "p": 0.37980151176452637, + "p": 0.25220879912376404, "m": 1.0 }, { - "p": 0.3582477569580078, + "p": 0.4195803999900818, "m": 1.0 }, { - "p": 0.2799685597419739, + "p": 0.24312925338745117, "m": 1.0 }, { - "p": 0.3534261882305145, + "p": 0.3466523289680481, "m": 1.0 }, { - "p": 0.2683074474334717, + "p": 0.22038984298706055, "m": 1.0 }, { - "p": 0.565989077091217, + "p": 0.42921581864356995, "m": 1.0 }, { - "p": 0.6020461320877075, + "p": 0.5749338865280151, "m": 1.0 }, { - "p": 0.052881643176078796, + "p": 0.10508643090724945, "m": 1.0 }, { - "p": 0.16021156311035156, + "p": 0.07738012820482254, "m": 1.0 }, { - "p": 0.23230254650115967, + "p": 0.31031396985054016, "m": 1.0 }, { - "p": 0.06860917061567307, + "p": 0.13383328914642334, "m": 1.0 }, { - "p": 0.013173514045774937, + "p": 0.26712238788604736, "m": 1.0 } ] }, { "epoch": 60, - "train_loss": 0.09510834515094757, - "val_loss": 1.3519293069839478, - "acc": 66.51, - "time": 14.927182822000077, + "train_loss": 0.18953624367713928, + "val_loss": 1.496933937072754, + "acc": 65.47, + "time": 14.30653198899995, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.03483991697430611, + "p": 0.1621408313512802, "m": 1.0 }, { - "p": 0.4283599555492401, + "p": 0.38752490282058716, "m": 1.0 }, { - "p": 0.11097469925880432, + "p": 0.3482573926448822, "m": 1.0 }, { - "p": 0.29289117455482483, + "p": 0.24930143356323242, "m": 1.0 }, { - "p": 0.2593502700328827, + "p": 0.25195086002349854, "m": 1.0 }, { - "p": 0.41826772689819336, + "p": 0.20314203202724457, "m": 1.0 }, { - "p": 0.33077606558799744, + "p": 0.4539681673049927, "m": 1.0 }, { - "p": 0.2898506820201874, + "p": 0.20850662887096405, "m": 1.0 }, { - "p": 0.36835166811943054, + "p": 0.3546046018600464, "m": 1.0 }, { - "p": 0.2493738830089569, + "p": 0.2355434149503708, "m": 1.0 }, { - "p": 0.569250762462616, + "p": 0.4172652065753937, "m": 1.0 }, { - "p": 0.5990095138549805, + "p": 0.5691094994544983, "m": 1.0 }, { - "p": 0.06131824105978012, + "p": 0.10912042111158371, "m": 1.0 }, { - "p": 0.15104787051677704, + "p": 0.08133416622877121, "m": 1.0 }, { - "p": 0.23203009366989136, + "p": 0.31406310200691223, "m": 1.0 }, { - "p": 0.05051558092236519, + "p": 0.12080337107181549, "m": 1.0 }, { - "p": 0.004144877195358276, + "p": 0.2916508615016937, "m": 1.0 } ] }, { "epoch": 61, - "train_loss": 0.27812594175338745, - "val_loss": 1.1229257583618164, - "acc": 64.28, - "time": 27.03337873700002, + "train_loss": 0.19784201681613922, + "val_loss": 1.258310079574585, + "acc": 64.42, + "time": 26.013991243999953, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.07065528631210327, + "p": 0.1878112405538559, "m": 1.0 }, { - "p": 0.4277501404285431, + "p": 0.3772006630897522, "m": 1.0 }, { - "p": 0.15331034362316132, + "p": 0.37921175360679626, "m": 1.0 }, { - "p": 0.30805447697639465, + "p": 0.24176961183547974, "m": 1.0 }, { - "p": 0.27593496441841125, + "p": 0.2527706027030945, "m": 1.0 }, { - "p": 0.4369012713432312, + "p": 0.1808394193649292, "m": 1.0 }, { - "p": 0.31596478819847107, + "p": 0.47168970108032227, "m": 1.0 }, { - "p": 0.2970534861087799, + "p": 0.18787585198879242, "m": 1.0 }, { - "p": 0.37928929924964905, + "p": 0.3619134724140167, "m": 1.0 }, { - "p": 0.23627905547618866, + "p": 0.2528170645236969, "m": 1.0 }, { - "p": 0.5738248825073242, + "p": 0.41498351097106934, "m": 1.0 }, { - "p": 0.5917844176292419, + "p": 0.5556360483169556, "m": 1.0 }, { - "p": 0.141299769282341, + "p": 0.1501619815826416, "m": 1.0 }, { - "p": 0.1105552613735199, + "p": 0.0722355768084526, "m": 1.0 }, { - "p": 0.21936407685279846, + "p": 0.3170796036720276, "m": 1.0 }, { - "p": 0.06171858683228493, + "p": 0.10483197867870331, "m": 1.0 }, { - "p": 0.09484928846359253, + "p": 0.29910004138946533, "m": 1.0 } ] }, { "epoch": 62, - "train_loss": 0.09399410337209702, - "val_loss": 1.4257229566574097, - "acc": 65.54, - "time": 10.61201555599996, + "train_loss": 0.16727034747600555, + "val_loss": 1.227142572402954, + "acc": 65.51, + "time": 10.026101398000037, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.11047136038541794, + "p": 0.2087937742471695, "m": 1.0 }, { - "p": 0.427862286567688, + "p": 0.37735503911972046, "m": 1.0 }, { - "p": 0.22829332947731018, + "p": 0.40306177735328674, "m": 1.0 }, { - "p": 0.32022419571876526, + "p": 0.2287934273481369, "m": 1.0 }, { - "p": 0.2785894274711609, + "p": 0.26035043597221375, "m": 1.0 }, { - "p": 0.4542555510997772, + "p": 0.15029126405715942, "m": 1.0 }, { - "p": 0.3198685050010681, + "p": 0.4448718726634979, "m": 1.0 }, { - "p": 0.2991468012332916, + "p": 0.1864386796951294, "m": 1.0 }, { - "p": 0.4115455150604248, + "p": 0.3419326841831207, "m": 1.0 }, { - "p": 0.23769140243530273, + "p": 0.25965940952301025, "m": 1.0 }, { - "p": 0.5810145139694214, + "p": 0.4133220911026001, "m": 1.0 }, { - "p": 0.5929333567619324, + "p": 0.5316581130027771, "m": 1.0 }, { - "p": 0.1735227257013321, + "p": 0.16664181649684906, "m": 1.0 }, { - "p": 0.09278056025505066, + "p": 0.06064949184656143, "m": 1.0 }, { - "p": 0.21344952285289764, + "p": 0.3183785080909729, "m": 1.0 }, { - "p": 0.06930951029062271, + "p": 0.09667389839887619, "m": 1.0 }, { - "p": 0.15949490666389465, + "p": 0.30135029554367065, "m": 1.0 } ] }, { "epoch": 63, - "train_loss": 0.4402278661727905, - "val_loss": 1.2948155403137207, - "acc": 64.58, - "time": 32.00360611800011, + "train_loss": 0.4455519914627075, + "val_loss": 1.2650030851364136, + "acc": 64.75, + "time": 30.442662988999928, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1517104059457779, + "p": 0.1929280012845993, "m": 1.0 }, { - "p": 0.4542515277862549, + "p": 0.4045557677745819, "m": 1.0 }, { - "p": 0.27265676856040955, + "p": 0.40904924273490906, "m": 1.0 }, { - "p": 0.3111193776130676, + "p": 0.24023069441318512, "m": 1.0 }, { - "p": 0.28094473481178284, + "p": 0.2649189531803131, "m": 1.0 }, { - "p": 0.4536609351634979, + "p": 0.15011849999427795, "m": 1.0 }, { - "p": 0.3221345543861389, + "p": 0.43180570006370544, "m": 1.0 }, { - "p": 0.29983896017074585, + "p": 0.18703944981098175, "m": 1.0 }, { - "p": 0.4328201115131378, + "p": 0.3270499110221863, "m": 1.0 }, { - "p": 0.24150468409061432, + "p": 0.2623775005340576, "m": 1.0 }, { - "p": 0.588068962097168, + "p": 0.41206851601600647, "m": 1.0 }, { - "p": 0.5984222888946533, + "p": 0.49858006834983826, "m": 1.0 }, { - "p": 0.1881600320339203, + "p": 0.1740083545446396, "m": 1.0 }, { - "p": 0.07593964785337448, + "p": 0.01479748822748661, "m": 1.0 }, { - "p": 0.17256006598472595, + "p": 0.23666439950466156, "m": 1.0 }, { - "p": 0.06340183317661285, + "p": 0.10154295712709427, "m": 1.0 }, { - "p": 0.17997615039348602, + "p": 0.3251887559890747, "m": 1.0 } ] }, { "epoch": 64, - "train_loss": 0.23672901093959808, - "val_loss": 1.4704619646072388, - "acc": 65.15, - "time": 6.931583315000125, + "train_loss": 0.20242427289485931, + "val_loss": 1.335997462272644, + "acc": 65.82, + "time": 6.725759527999799, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.17578142881393433, + "p": 0.17927490174770355, "m": 1.0 }, { - "p": 0.47771531343460083, + "p": 0.4287335276603699, "m": 1.0 }, { - "p": 0.30180737376213074, + "p": 0.4087623059749603, "m": 1.0 }, { - "p": 0.2899874448776245, + "p": 0.2656300365924835, "m": 1.0 }, { - "p": 0.28480765223503113, + "p": 0.2702847123146057, "m": 1.0 }, { - "p": 0.4153798520565033, + "p": 0.21074652671813965, "m": 1.0 }, { - "p": 0.33696448802948, + "p": 0.42462268471717834, "m": 1.0 }, { - "p": 0.2977406084537506, + "p": 0.18703711032867432, "m": 1.0 }, { - "p": 0.4408474862575531, + "p": 0.3090774416923523, "m": 1.0 }, { - "p": 0.23440486192703247, + "p": 0.2739529609680176, "m": 1.0 }, { - "p": 0.6050794124603271, + "p": 0.408385694026947, "m": 1.0 }, { - "p": 0.584564745426178, + "p": 0.48834770917892456, "m": 1.0 }, { - "p": 0.20305746793746948, + "p": 0.18747134506702423, "m": 1.0 }, { - "p": 0.08162014186382294, + "p": 0.0, "m": 1.0 }, { - "p": 0.15477216243743896, + "p": 0.2034614086151123, "m": 1.0 }, { - "p": 0.06041409820318222, + "p": 0.1040620356798172, "m": 1.0 }, { - "p": 0.1871480941772461, + "p": 0.3385424017906189, "m": 1.0 } ] }, { "epoch": 65, - "train_loss": 0.24136961996555328, - "val_loss": 1.0130584239959717, - "acc": 65.98, - "time": 34.18056768800011, + "train_loss": 0.15889106690883636, + "val_loss": 1.2350081205368042, + "acc": 65.21, + "time": 32.77493808500003, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.16556675732135773, + "p": 0.16156154870986938, "m": 1.0 }, { - "p": 0.48333150148391724, + "p": 0.43933022022247314, "m": 1.0 }, { - "p": 0.3128474950790405, + "p": 0.4074060618877411, "m": 1.0 }, { - "p": 0.27884894609451294, + "p": 0.2840036451816559, "m": 1.0 }, { - "p": 0.2896275222301483, + "p": 0.28077489137649536, "m": 1.0 }, { - "p": 0.41451185941696167, + "p": 0.24648645520210266, "m": 1.0 }, { - "p": 0.3428942561149597, + "p": 0.4229406714439392, "m": 1.0 }, { - "p": 0.2967391312122345, + "p": 0.18701814115047455, "m": 1.0 }, { - "p": 0.44393688440322876, + "p": 0.29991504549980164, "m": 1.0 }, { - "p": 0.2289704531431198, + "p": 0.2817322015762329, "m": 1.0 }, { - "p": 0.6188402771949768, + "p": 0.40535303950309753, "m": 1.0 }, { - "p": 0.5665721297264099, + "p": 0.48647579550743103, "m": 1.0 }, { - "p": 0.22049978375434875, - "m": 1.0 - }, - { - "p": 0.11126840114593506, - "m": 1.0 - }, - { - "p": 0.13864021003246307, + "p": 0.20614035427570343, "m": 1.0 }, { @@ -5286,2587 +5278,2595 @@ "m": 1.0 }, { - "p": 0.18607808649539948, + "p": 0.18421293795108795, + "m": 1.0 + }, + { + "p": 0.0652351826429367, + "m": 1.0 + }, + { + "p": 0.3179473280906677, "m": 1.0 } ] }, { "epoch": 66, - "train_loss": 0.38624435663223267, - "val_loss": 1.241561770439148, - "acc": 66.32, - "time": 5.872790154000086, + "train_loss": 0.489969938993454, + "val_loss": 1.3733253479003906, + "acc": 65.97, + "time": 5.65577359200006, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.15812955796718597, + "p": 0.152462437748909, "m": 1.0 }, { - "p": 0.48442694544792175, + "p": 0.4438275694847107, "m": 1.0 }, { - "p": 0.3169839084148407, + "p": 0.40625524520874023, "m": 1.0 }, { - "p": 0.272238552570343, + "p": 0.29781487584114075, "m": 1.0 }, { - "p": 0.29570332169532776, + "p": 0.29550638794898987, "m": 1.0 }, { - "p": 0.4457132816314697, + "p": 0.28730645775794983, "m": 1.0 }, { - "p": 0.3458586037158966, + "p": 0.42809805274009705, "m": 1.0 }, { - "p": 0.320360392332077, + "p": 0.1900998204946518, "m": 1.0 }, { - "p": 0.42642852663993835, + "p": 0.3153514862060547, "m": 1.0 }, { - "p": 0.22030694782733917, + "p": 0.2917254567146301, "m": 1.0 }, { - "p": 0.6172304749488831, + "p": 0.41283532977104187, "m": 1.0 }, { - "p": 0.5774528384208679, + "p": 0.5048599243164062, "m": 1.0 }, { - "p": 0.22948354482650757, + "p": 0.21336759626865387, "m": 1.0 }, { - "p": 0.1325385719537735, + "p": 0.02135983668267727, "m": 1.0 }, { - "p": 0.14024125039577484, + "p": 0.17300310730934143, "m": 1.0 }, { - "p": 0.0115485405549407, + "p": 0.060476966202259064, "m": 1.0 }, { - "p": 0.18536460399627686, + "p": 0.3079241216182709, "m": 1.0 } ] }, { "epoch": 67, - "train_loss": 0.0992865189909935, - "val_loss": 1.4675136804580688, - "acc": 66.16, - "time": 34.48651424000013, + "train_loss": 0.08898068219423294, + "val_loss": 1.2294859886169434, + "acc": 65.81, + "time": 31.506993009000098, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1394875943660736, + "p": 0.17747366428375244, "m": 1.0 }, { - "p": 0.4707738757133484, + "p": 0.41971883177757263, "m": 1.0 }, { - "p": 0.31487008929252625, + "p": 0.3984634578227997, "m": 1.0 }, { - "p": 0.2922515869140625, + "p": 0.3167329728603363, "m": 1.0 }, { - "p": 0.2891426682472229, + "p": 0.30762147903442383, "m": 1.0 }, { - "p": 0.45890432596206665, + "p": 0.30744045972824097, "m": 1.0 }, { - "p": 0.34187284111976624, + "p": 0.42529013752937317, "m": 1.0 }, { - "p": 0.3281185030937195, + "p": 0.1839541345834732, "m": 1.0 }, { - "p": 0.4181542694568634, + "p": 0.32283815741539, "m": 1.0 }, { - "p": 0.21577177941799164, + "p": 0.2968531548976898, "m": 1.0 }, { - "p": 0.6144389510154724, + "p": 0.418442040681839, "m": 1.0 }, { - "p": 0.5906437635421753, + "p": 0.521582305431366, "m": 1.0 }, { - "p": 0.23469287157058716, + "p": 0.21613353490829468, "m": 1.0 }, { - "p": 0.1531042456626892, + "p": 0.05676943436264992, "m": 1.0 }, { - "p": 0.15855154395103455, + "p": 0.16040217876434326, "m": 1.0 }, { - "p": 0.07552427053451538, + "p": 0.11235261708498001, "m": 1.0 }, { - "p": 0.1634840965270996, + "p": 0.27601057291030884, "m": 1.0 } ] }, { "epoch": 68, - "train_loss": 0.6673141121864319, - "val_loss": 1.26203191280365, - "acc": 65.79, - "time": 6.288825514999871, + "train_loss": 0.6837007999420166, + "val_loss": 1.4610353708267212, + "acc": 65.12, + "time": 6.011635559000069, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13099752366542816, + "p": 0.18943187594413757, "m": 1.0 }, { - "p": 0.46296536922454834, + "p": 0.405754953622818, "m": 1.0 }, { - "p": 0.3128897249698639, + "p": 0.393146276473999, "m": 1.0 }, { - "p": 0.31134599447250366, + "p": 0.3308703601360321, "m": 1.0 }, { - "p": 0.2795582711696625, + "p": 0.31734737753868103, "m": 1.0 }, { - "p": 0.46530798077583313, + "p": 0.3205864429473877, "m": 1.0 }, { - "p": 0.32881662249565125, + "p": 0.4134088456630707, "m": 1.0 }, { - "p": 0.32350581884384155, + "p": 0.1437019556760788, "m": 1.0 }, { - "p": 0.4227156937122345, + "p": 0.29811233282089233, "m": 1.0 }, { - "p": 0.24253515899181366, + "p": 0.26838424801826477, "m": 1.0 }, { - "p": 0.5774160623550415, + "p": 0.4011116325855255, "m": 1.0 }, { - "p": 0.5995492339134216, + "p": 0.5360184907913208, "m": 1.0 }, { - "p": 0.22607947885990143, + "p": 0.21186691522598267, "m": 1.0 }, { - "p": 0.14791762828826904, + "p": 0.060417644679546356, "m": 1.0 }, { - "p": 0.16934961080551147, + "p": 0.15704414248466492, "m": 1.0 }, { - "p": 0.10216956585645676, + "p": 0.13202732801437378, "m": 1.0 }, { - "p": 0.15487998723983765, + "p": 0.2671498954296112, "m": 1.0 } ] }, { "epoch": 69, - "train_loss": 0.1376832127571106, - "val_loss": 1.390872836112976, - "acc": 66.8, - "time": 30.081190071000037, + "train_loss": 0.18249736726284027, + "val_loss": 1.2147343158721924, + "acc": 67.17, + "time": 29.64360244999989, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.07699580490589142, + "p": 0.17736166715621948, "m": 1.0 }, { - "p": 0.49560120701789856, + "p": 0.32668936252593994, "m": 1.0 }, { - "p": 0.30820250511169434, + "p": 0.3967626690864563, "m": 1.0 }, { - "p": 0.3427903354167938, + "p": 0.34610751271247864, "m": 1.0 }, { - "p": 0.28836262226104736, + "p": 0.334332674741745, "m": 1.0 }, { - "p": 0.483135461807251, + "p": 0.32661134004592896, "m": 1.0 }, { - "p": 0.309957891702652, + "p": 0.40659454464912415, "m": 1.0 }, { - "p": 0.32279691100120544, + "p": 0.13910837471485138, "m": 1.0 }, { - "p": 0.4221703112125397, + "p": 0.2935468852519989, "m": 1.0 }, { - "p": 0.2551751732826233, + "p": 0.25492969155311584, "m": 1.0 }, { - "p": 0.5566387176513672, + "p": 0.3909120261669159, "m": 1.0 }, { - "p": 0.6041902303695679, + "p": 0.5441051721572876, "m": 1.0 }, { - "p": 0.21740111708641052, + "p": 0.2075319141149521, "m": 1.0 }, { - "p": 0.13549937307834625, + "p": 0.053831927478313446, "m": 1.0 }, { - "p": 0.17817535996437073, + "p": 0.15772171318531036, "m": 1.0 }, { - "p": 0.11619624495506287, + "p": 0.13833151757717133, "m": 1.0 }, { - "p": 0.15129496157169342, + "p": 0.2823537588119507, "m": 1.0 } ] }, { "epoch": 70, - "train_loss": 0.576371967792511, - "val_loss": 1.2412358522415161, - "acc": 65.2, - "time": 10.373572781999883, + "train_loss": 0.411702036857605, + "val_loss": 1.2788796424865723, + "acc": 63.82, + "time": 9.782189419000133, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.06268086284399033, + "p": 0.172682523727417, "m": 1.0 }, { - "p": 0.5110808610916138, + "p": 0.29016485810279846, "m": 1.0 }, { - "p": 0.3056837022304535, + "p": 0.3991750478744507, "m": 1.0 }, { - "p": 0.3624979555606842, + "p": 0.35506701469421387, "m": 1.0 }, { - "p": 0.29806312918663025, + "p": 0.3475455343723297, "m": 1.0 }, { - "p": 0.5021376013755798, + "p": 0.3296603858470917, "m": 1.0 }, { - "p": 0.28516870737075806, + "p": 0.40118637681007385, "m": 1.0 }, { - "p": 0.3249676525592804, + "p": 0.16223137080669403, "m": 1.0 }, { - "p": 0.4099627137184143, + "p": 0.3180578947067261, "m": 1.0 }, { - "p": 0.263801246881485, + "p": 0.25054019689559937, "m": 1.0 }, { - "p": 0.5720222592353821, + "p": 0.32505878806114197, "m": 1.0 }, { - "p": 0.5903913974761963, + "p": 0.562804102897644, "m": 1.0 }, { - "p": 0.1992371678352356, + "p": 0.18035340309143066, "m": 1.0 }, { - "p": 0.1303604245185852, + "p": 0.03868858888745308, "m": 1.0 }, { - "p": 0.17607106268405914, + "p": 0.14440865814685822, "m": 1.0 }, { - "p": 0.1215648353099823, + "p": 0.13544705510139465, "m": 1.0 }, { - "p": 0.15036281943321228, + "p": 0.28675341606140137, "m": 1.0 } ] }, { "epoch": 71, - "train_loss": 0.09372571110725403, - "val_loss": 1.158909797668457, - "acc": 66.79, - "time": 27.337297959999887, + "train_loss": 0.03327486291527748, + "val_loss": 1.1627702713012695, + "acc": 66.76, + "time": 25.41452778500002, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.09214060753583908, + "p": 0.17107261717319489, "m": 1.0 }, { - "p": 0.45865848660469055, + "p": 0.2868240475654602, "m": 1.0 }, { - "p": 0.3004036545753479, + "p": 0.40931880474090576, "m": 1.0 }, { - "p": 0.384147047996521, + "p": 0.3656068742275238, "m": 1.0 }, { - "p": 0.3071819543838501, + "p": 0.3522413671016693, "m": 1.0 }, { - "p": 0.49933940172195435, + "p": 0.35054993629455566, "m": 1.0 }, { - "p": 0.25944092869758606, + "p": 0.40886151790618896, "m": 1.0 }, { - "p": 0.31791892647743225, + "p": 0.1913001388311386, "m": 1.0 }, { - "p": 0.40664204955101013, + "p": 0.32784709334373474, "m": 1.0 }, { - "p": 0.2688221037387848, + "p": 0.2502591609954834, "m": 1.0 }, { - "p": 0.5798265337944031, + "p": 0.2945980727672577, "m": 1.0 }, { - "p": 0.5822595357894897, + "p": 0.5728388428688049, "m": 1.0 }, { - "p": 0.1875695288181305, + "p": 0.16184984147548676, "m": 1.0 }, { - "p": 0.12821029126644135, + "p": 0.026502758264541626, "m": 1.0 }, { - "p": 0.17088589072227478, + "p": 0.1285427063703537, "m": 1.0 }, { - "p": 0.12351447343826294, + "p": 0.12754371762275696, "m": 1.0 }, { - "p": 0.1510489284992218, + "p": 0.28501591086387634, "m": 1.0 } ] }, { "epoch": 72, - "train_loss": 0.37896040081977844, - "val_loss": 1.1504547595977783, - "acc": 65.5, - "time": 14.146974059000058, + "train_loss": 0.29430660605430603, + "val_loss": 1.2472059726715088, + "acc": 65.1, + "time": 13.49375457899987, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.10326959192752838, + "p": 0.16769728064537048, "m": 1.0 }, { - "p": 0.4421937167644501, + "p": 0.2867814898490906, "m": 1.0 }, { - "p": 0.2980121076107025, + "p": 0.41398537158966064, "m": 1.0 }, { - "p": 0.39505550265312195, + "p": 0.37096112966537476, "m": 1.0 }, { - "p": 0.31239333748817444, + "p": 0.3539319932460785, "m": 1.0 }, { - "p": 0.4931468069553375, + "p": 0.3685351610183716, "m": 1.0 }, { - "p": 0.2367948591709137, + "p": 0.419548362493515, "m": 1.0 }, { - "p": 0.305162250995636, + "p": 0.22802244126796722, "m": 1.0 }, { - "p": 0.4085923433303833, + "p": 0.33212533593177795, "m": 1.0 }, { - "p": 0.2792612910270691, + "p": 0.25754058361053467, "m": 1.0 }, { - "p": 0.5777466297149658, + "p": 0.2621442377567291, "m": 1.0 }, { - "p": 0.5625355243682861, + "p": 0.5802152156829834, "m": 1.0 }, { - "p": 0.1705002337694168, + "p": 0.17543694376945496, "m": 1.0 }, { - "p": 0.12342782318592072, + "p": 0.035929735749959946, "m": 1.0 }, { - "p": 0.18784911930561066, + "p": 0.12126795202493668, "m": 1.0 }, { - "p": 0.13551703095436096, + "p": 0.14107994735240936, "m": 1.0 }, { - "p": 0.14948588609695435, + "p": 0.2761249840259552, "m": 1.0 } ] }, { "epoch": 73, - "train_loss": 0.027875466272234917, - "val_loss": 1.216235876083374, - "acc": 67.78, - "time": 23.510734548999835, + "train_loss": 0.05204768851399422, + "val_loss": 1.162954568862915, + "acc": 66.79, + "time": 22.97269465599993, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.10674279183149338, + "p": 0.16024427115917206, "m": 1.0 }, { - "p": 0.45654454827308655, + "p": 0.2932717502117157, "m": 1.0 }, { - "p": 0.29328465461730957, + "p": 0.3794712424278259, "m": 1.0 }, { - "p": 0.38621556758880615, + "p": 0.3708258867263794, "m": 1.0 }, { - "p": 0.30483847856521606, + "p": 0.36609286069869995, "m": 1.0 }, { - "p": 0.46280384063720703, + "p": 0.3636544346809387, "m": 1.0 }, { - "p": 0.26121050119400024, + "p": 0.430540531873703, "m": 1.0 }, { - "p": 0.30405858159065247, + "p": 0.24971981346607208, "m": 1.0 }, { - "p": 0.41407373547554016, + "p": 0.3622697591781616, "m": 1.0 }, { - "p": 0.2712426781654358, + "p": 0.25724852085113525, "m": 1.0 }, { - "p": 0.5725473761558533, + "p": 0.2506583034992218, "m": 1.0 }, { - "p": 0.5535645484924316, + "p": 0.5833622217178345, "m": 1.0 }, { - "p": 0.16163498163223267, + "p": 0.18439680337905884, "m": 1.0 }, { - "p": 0.12033992260694504, + "p": 0.04400075599551201, "m": 1.0 }, { - "p": 0.20394596457481384, + "p": 0.11789015680551529, "m": 1.0 }, { - "p": 0.1490332931280136, + "p": 0.15942461788654327, "m": 1.0 }, { - "p": 0.14655590057373047, + "p": 0.26225170493125916, "m": 1.0 } ] }, { "epoch": 74, - "train_loss": 0.8403498530387878, - "val_loss": 1.2739816904067993, - "acc": 66.57, - "time": 18.678132375000132, + "train_loss": 0.9120964407920837, + "val_loss": 1.312072515487671, + "acc": 65.73, + "time": 17.250681498000176, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.11996964365243912, + "p": 0.165883406996727, "m": 1.0 }, { - "p": 0.44620341062545776, + "p": 0.30216872692108154, "m": 1.0 }, { - "p": 0.2914445698261261, + "p": 0.36323070526123047, "m": 1.0 }, { - "p": 0.381762832403183, + "p": 0.37060362100601196, "m": 1.0 }, { - "p": 0.3002045750617981, + "p": 0.3728618025779724, "m": 1.0 }, { - "p": 0.4423137605190277, + "p": 0.3580656349658966, "m": 1.0 }, { - "p": 0.2873360216617584, + "p": 0.4382334053516388, "m": 1.0 }, { - "p": 0.30667644739151, + "p": 0.2639620304107666, "m": 1.0 }, { - "p": 0.4221911132335663, + "p": 0.4101029932498932, "m": 1.0 }, { - "p": 0.2410775125026703, + "p": 0.25012123584747314, "m": 1.0 }, { - "p": 0.547941267490387, + "p": 0.2523769736289978, "m": 1.0 }, { - "p": 0.5547773838043213, + "p": 0.5601412057876587, "m": 1.0 }, { - "p": 0.15402133762836456, + "p": 0.18442609906196594, "m": 1.0 }, { - "p": 0.11635392904281616, + "p": 0.03713015094399452, "m": 1.0 }, { - "p": 0.20599974691867828, + "p": 0.1035071387887001, "m": 1.0 }, { - "p": 0.1529056876897812, + "p": 0.1658865064382553, "m": 1.0 }, { - "p": 0.14098604023456573, + "p": 0.2663690745830536, "m": 1.0 } ] }, { "epoch": 75, - "train_loss": 0.5311710834503174, - "val_loss": 1.5312635898590088, - "acc": 67.57, - "time": 18.81355229000019, + "train_loss": 0.4444500505924225, + "val_loss": 1.0713672637939453, + "acc": 66.89, + "time": 18.52775569100004, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14016689360141754, + "p": 0.17891710996627808, "m": 1.0 }, { - "p": 0.40652865171432495, + "p": 0.3198501169681549, "m": 1.0 }, { - "p": 0.2907695770263672, + "p": 0.34276044368743896, "m": 1.0 }, { - "p": 0.36933887004852295, + "p": 0.36701852083206177, "m": 1.0 }, { - "p": 0.27703654766082764, + "p": 0.36603978276252747, "m": 1.0 }, { - "p": 0.4634193480014801, + "p": 0.328733891248703, "m": 1.0 }, { - "p": 0.31504422426223755, + "p": 0.4283168911933899, "m": 1.0 }, { - "p": 0.29845839738845825, + "p": 0.2512955367565155, "m": 1.0 }, { - "p": 0.4116882085800171, + "p": 0.431210994720459, "m": 1.0 }, { - "p": 0.21350297331809998, + "p": 0.2162752002477646, "m": 1.0 }, { - "p": 0.5365137457847595, + "p": 0.2529553174972534, "m": 1.0 }, { - "p": 0.5514695048332214, + "p": 0.551935613155365, "m": 1.0 }, { - "p": 0.15072916448116302, + "p": 0.184173583984375, "m": 1.0 }, { - "p": 0.1143089011311531, + "p": 0.03268822282552719, "m": 1.0 }, { - "p": 0.20549295842647552, + "p": 0.09384863078594208, "m": 1.0 }, { - "p": 0.1537158042192459, + "p": 0.16805852949619293, "m": 1.0 }, { - "p": 0.1353360414505005, + "p": 0.2754683196544647, "m": 1.0 } ] }, { "epoch": 76, - "train_loss": 0.847804844379425, - "val_loss": 1.0794386863708496, - "acc": 65.35, - "time": 22.69901121099997, + "train_loss": 0.7528736591339111, + "val_loss": 1.174369215965271, + "acc": 64.98, + "time": 21.206563478999897, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.1453603059053421, + "p": 0.19860804080963135, "m": 1.0 }, { - "p": 0.3785021901130676, + "p": 0.32991570234298706, "m": 1.0 }, { - "p": 0.288002073764801, + "p": 0.3414419889450073, "m": 1.0 }, { - "p": 0.3660466969013214, + "p": 0.3645677864551544, "m": 1.0 }, { - "p": 0.2663556933403015, + "p": 0.36265304684638977, "m": 1.0 }, { - "p": 0.47676870226860046, + "p": 0.3125132620334625, "m": 1.0 }, { - "p": 0.331280380487442, + "p": 0.4204479157924652, "m": 1.0 }, { - "p": 0.29064109921455383, + "p": 0.23725827038288116, "m": 1.0 }, { - "p": 0.3968481719493866, + "p": 0.44135069847106934, "m": 1.0 }, { - "p": 0.1827465146780014, + "p": 0.16372375190258026, "m": 1.0 }, { - "p": 0.528012216091156, + "p": 0.25297218561172485, "m": 1.0 }, { - "p": 0.5307118892669678, + "p": 0.5532273650169373, "m": 1.0 }, { - "p": 0.15451985597610474, + "p": 0.15783409774303436, "m": 1.0 }, { - "p": 0.12898781895637512, + "p": 0.0, "m": 1.0 }, { - "p": 0.19567812979221344, + "p": 0.08014115691184998, "m": 1.0 }, { - "p": 0.15531040728092194, + "p": 0.17601647973060608, "m": 1.0 }, { - "p": 0.13409759104251862, + "p": 0.26939237117767334, "m": 1.0 } ] }, { "epoch": 77, - "train_loss": 0.09932505339384079, - "val_loss": 1.0320472717285156, - "acc": 65.61, - "time": 14.499131133999981, + "train_loss": 0.06897927075624466, + "val_loss": 1.2620196342468262, + "acc": 65.71, + "time": 14.374792795000076, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14526911079883575, + "p": 0.21775974333286285, "m": 1.0 }, { - "p": 0.3517039716243744, + "p": 0.33784130215644836, "m": 1.0 }, { - "p": 0.28132879734039307, + "p": 0.35585668683052063, "m": 1.0 }, { - "p": 0.3728158175945282, + "p": 0.35821133852005005, "m": 1.0 }, { - "p": 0.2557791471481323, + "p": 0.34472620487213135, "m": 1.0 }, { - "p": 0.49878230690956116, + "p": 0.3141981363296509, "m": 1.0 }, { - "p": 0.3654560148715973, + "p": 0.4068092107772827, "m": 1.0 }, { - "p": 0.27513447403907776, + "p": 0.2430254966020584, "m": 1.0 }, { - "p": 0.3801945447921753, + "p": 0.4308517277240753, "m": 1.0 }, { - "p": 0.1744803488254547, + "p": 0.1454455405473709, "m": 1.0 }, { - "p": 0.5275788903236389, + "p": 0.2456299215555191, "m": 1.0 }, { - "p": 0.5213332772254944, + "p": 0.5503640174865723, "m": 1.0 }, { - "p": 0.1489565521478653, + "p": 0.14220425486564636, "m": 1.0 }, { - "p": 0.13590247929096222, + "p": 0.0, "m": 1.0 }, { - "p": 0.19015756249427795, + "p": 0.07304368168115616, "m": 1.0 }, { - "p": 0.1563284695148468, + "p": 0.1813231110572815, "m": 1.0 }, { - "p": 0.13409695029258728, + "p": 0.2622176706790924, "m": 1.0 } ] }, { "epoch": 78, - "train_loss": 0.5395126938819885, - "val_loss": 1.279078722000122, - "acc": 65.15, - "time": 27.329959203000044, + "train_loss": 0.3279731571674347, + "val_loss": 1.294596791267395, + "acc": 64.23, + "time": 24.47751511399997, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14387217164039612, + "p": 0.23120838403701782, "m": 1.0 }, { - "p": 0.3510715663433075, + "p": 0.3381649851799011, "m": 1.0 }, { - "p": 0.2856231927871704, + "p": 0.36174729466438293, "m": 1.0 }, { - "p": 0.3716827929019928, + "p": 0.35566985607147217, "m": 1.0 }, { - "p": 0.254239946603775, + "p": 0.3374292254447937, "m": 1.0 }, { - "p": 0.5086637139320374, + "p": 0.3154664635658264, "m": 1.0 }, { - "p": 0.38368716835975647, + "p": 0.3996286690235138, "m": 1.0 }, { - "p": 0.26522761583328247, + "p": 0.24875593185424805, "m": 1.0 }, { - "p": 0.368278443813324, + "p": 0.4195426106452942, "m": 1.0 }, { - "p": 0.17419812083244324, + "p": 0.14007920026779175, "m": 1.0 }, { - "p": 0.5310683250427246, + "p": 0.23345743119716644, "m": 1.0 }, { - "p": 0.5148459672927856, + "p": 0.541722297668457, "m": 1.0 }, { - "p": 0.11052647978067398, + "p": 0.10865423828363419, "m": 1.0 }, { - "p": 0.1289191097021103, + "p": 0.028102746233344078, "m": 1.0 }, { - "p": 0.1760583072900772, + "p": 0.0, "m": 1.0 }, { - "p": 0.15899202227592468, + "p": 0.184670552611351, "m": 1.0 }, { - "p": 0.13602517545223236, + "p": 0.23828059434890747, "m": 1.0 } ] }, { "epoch": 79, - "train_loss": 0.05359508469700813, - "val_loss": 1.29143488407135, - "acc": 66.7, - "time": 10.773073319000105, + "train_loss": 0.028340624645352364, + "val_loss": 1.3395330905914307, + "acc": 66.68, + "time": 9.891134749000003, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14264801144599915, + "p": 0.2394351363182068, "m": 1.0 }, { - "p": 0.35854852199554443, + "p": 0.3361142873764038, "m": 1.0 }, { - "p": 0.2960397005081177, + "p": 0.3643733263015747, "m": 1.0 }, { - "p": 0.36280032992362976, + "p": 0.3545500636100769, "m": 1.0 }, { - "p": 0.2669939696788788, + "p": 0.3330901265144348, "m": 1.0 }, { - "p": 0.5220435857772827, + "p": 0.27215805649757385, "m": 1.0 }, { - "p": 0.4089162349700928, + "p": 0.40029335021972656, "m": 1.0 }, { - "p": 0.23832520842552185, + "p": 0.2441374659538269, "m": 1.0 }, { - "p": 0.3823806941509247, + "p": 0.4296197295188904, "m": 1.0 }, { - "p": 0.1769096404314041, + "p": 0.12668776512145996, "m": 1.0 }, { - "p": 0.5226197242736816, + "p": 0.2555498778820038, "m": 1.0 }, { - "p": 0.49653491377830505, + "p": 0.5418404936790466, "m": 1.0 }, { - "p": 0.10603605210781097, + "p": 0.09979922324419022, "m": 1.0 }, { - "p": 0.12755103409290314, + "p": 0.034866899251937866, "m": 1.0 }, { - "p": 0.1696399599313736, + "p": 0.0, "m": 1.0 }, { - "p": 0.16042973101139069, + "p": 0.18620187044143677, "m": 1.0 }, { - "p": 0.13737443089485168, + "p": 0.22239790856838226, "m": 1.0 } ] }, { "epoch": 80, - "train_loss": 0.5326421856880188, - "val_loss": 1.0756982564926147, - "acc": 66.06, - "time": 31.616867232999994, + "train_loss": 0.3061504364013672, + "val_loss": 1.4828557968139648, + "acc": 65.49, + "time": 28.760670279000124, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.16023576259613037, + "p": 0.23641563951969147, "m": 1.0 }, { - "p": 0.38050851225852966, + "p": 0.34109219908714294, "m": 1.0 }, { - "p": 0.301428884267807, + "p": 0.37884652614593506, "m": 1.0 }, { - "p": 0.36227989196777344, + "p": 0.36718595027923584, "m": 1.0 }, { - "p": 0.2688850462436676, + "p": 0.3336648941040039, "m": 1.0 }, { - "p": 0.5277166962623596, + "p": 0.253740131855011, "m": 1.0 }, { - "p": 0.42015236616134644, + "p": 0.4008168578147888, "m": 1.0 }, { - "p": 0.22377915680408478, + "p": 0.24113185703754425, "m": 1.0 }, { - "p": 0.39368578791618347, + "p": 0.43803536891937256, "m": 1.0 }, { - "p": 0.1793750822544098, + "p": 0.11582796275615692, "m": 1.0 }, { - "p": 0.5116179585456848, + "p": 0.28525370359420776, "m": 1.0 }, { - "p": 0.46941065788269043, + "p": 0.5463116765022278, "m": 1.0 }, { - "p": 0.12779882550239563, + "p": 0.10584981739521027, "m": 1.0 }, { - "p": 0.134023055434227, + "p": 0.01579061709344387, "m": 1.0 }, { - "p": 0.13571162521839142, + "p": 0.06292647868394852, "m": 1.0 }, { - "p": 0.16474880278110504, + "p": 0.16950231790542603, "m": 1.0 }, { - "p": 0.14308837056159973, + "p": 0.2008957415819168, "m": 1.0 } ] }, { "epoch": 81, - "train_loss": 0.30901744961738586, - "val_loss": 1.399816870689392, - "acc": 67.16, - "time": 6.904187416000013, + "train_loss": 0.19891482591629028, + "val_loss": 1.4954800605773926, + "acc": 66.43, + "time": 6.728023016999941, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.17268821597099304, + "p": 0.233310267329216, "m": 1.0 }, { - "p": 0.39857369661331177, + "p": 0.34591639041900635, "m": 1.0 }, { - "p": 0.30456915497779846, + "p": 0.3950539529323578, "m": 1.0 }, { - "p": 0.3658119738101959, + "p": 0.38867124915122986, "m": 1.0 }, { - "p": 0.2627151310443878, + "p": 0.3389601409435272, "m": 1.0 }, { - "p": 0.5322152972221375, + "p": 0.23887355625629425, "m": 1.0 }, { - "p": 0.41521674394607544, + "p": 0.4121094048023224, "m": 1.0 }, { - "p": 0.20622365176677704, + "p": 0.23298002779483795, "m": 1.0 }, { - "p": 0.40117841958999634, + "p": 0.46805715560913086, "m": 1.0 }, { - "p": 0.14858445525169373, + "p": 0.060623519122600555, "m": 1.0 }, { - "p": 0.514717698097229, + "p": 0.3002435266971588, "m": 1.0 }, { - "p": 0.47045549750328064, + "p": 0.540859580039978, "m": 1.0 }, { - "p": 0.14561252295970917, + "p": 0.1133890450000763, "m": 1.0 }, { - "p": 0.1298159658908844, + "p": 0.021699663251638412, "m": 1.0 }, { - "p": 0.12187172472476959, + "p": 0.07685532420873642, "m": 1.0 }, { - "p": 0.16672219336032867, + "p": 0.161661759018898, "m": 1.0 }, { - "p": 0.1462293118238449, + "p": 0.18981517851352692, "m": 1.0 } ] }, { "epoch": 82, - "train_loss": 0.12560445070266724, - "val_loss": 1.1139450073242188, - "acc": 66.39, - "time": 35.53070379399992, + "train_loss": 0.14407016336917877, + "val_loss": 1.05637526512146, + "acc": 66.17, + "time": 32.347326030999966, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.15150921046733856, + "p": 0.22884002327919006, "m": 1.0 }, { - "p": 0.3941609859466553, + "p": 0.3982602655887604, "m": 1.0 }, { - "p": 0.2906395494937897, + "p": 0.40209537744522095, "m": 1.0 }, { - "p": 0.36335450410842896, + "p": 0.39702653884887695, "m": 1.0 }, { - "p": 0.26186758279800415, + "p": 0.34419187903404236, "m": 1.0 }, { - "p": 0.5490697026252747, + "p": 0.22187787294387817, "m": 1.0 }, { - "p": 0.4144832193851471, + "p": 0.4220796823501587, "m": 1.0 }, { - "p": 0.19846130907535553, + "p": 0.22926431894302368, "m": 1.0 }, { - "p": 0.40464460849761963, + "p": 0.48446837067604065, "m": 1.0 }, { - "p": 0.1267465204000473, + "p": 0.023314286023378372, "m": 1.0 }, { - "p": 0.5196146368980408, + "p": 0.30778539180755615, "m": 1.0 }, { - "p": 0.480001300573349, + "p": 0.533079981803894, "m": 1.0 }, { - "p": 0.16435478627681732, + "p": 0.1228843554854393, "m": 1.0 }, { - "p": 0.11312956362962723, + "p": 0.053851280361413956, "m": 1.0 }, { - "p": 0.11348088830709457, + "p": 0.02742399089038372, "m": 1.0 }, { - "p": 0.17578260600566864, + "p": 0.14949439465999603, "m": 1.0 }, { - "p": 0.13782061636447906, + "p": 0.13863718509674072, "m": 1.0 } ] }, { "epoch": 83, - "train_loss": 0.2256801575422287, - "val_loss": 1.2606114149093628, - "acc": 66.39, - "time": 5.873232929000096, + "train_loss": 0.21201297640800476, + "val_loss": 1.2233036756515503, + "acc": 66.41, + "time": 5.669231700999944, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13867482542991638, + "p": 0.2265232354402542, "m": 1.0 }, { - "p": 0.388894259929657, + "p": 0.4342946410179138, "m": 1.0 }, { - "p": 0.2776471674442291, + "p": 0.40519940853118896, "m": 1.0 }, { - "p": 0.35938307642936707, + "p": 0.4002591669559479, "m": 1.0 }, { - "p": 0.2635154128074646, + "p": 0.350238561630249, "m": 1.0 }, { - "p": 0.5893639922142029, + "p": 0.19026023149490356, "m": 1.0 }, { - "p": 0.4203466773033142, + "p": 0.45456814765930176, "m": 1.0 }, { - "p": 0.19750413298606873, + "p": 0.2508973181247711, "m": 1.0 }, { - "p": 0.40380600094795227, + "p": 0.4755789041519165, "m": 1.0 }, { - "p": 0.13680613040924072, + "p": 0.022703416645526886, "m": 1.0 }, { - "p": 0.5370417237281799, + "p": 0.327005535364151, "m": 1.0 }, { - "p": 0.47089317440986633, + "p": 0.5434064269065857, "m": 1.0 }, { - "p": 0.1718776971101761, + "p": 0.12932346761226654, "m": 1.0 }, { - "p": 0.09809023141860962, + "p": 0.06060275062918663, "m": 1.0 }, { - "p": 0.10523403435945511, + "p": 0.0, "m": 1.0 }, { - "p": 0.17944207787513733, + "p": 0.14529889822006226, "m": 1.0 }, { - "p": 0.1338028609752655, + "p": 0.1150800958275795, "m": 1.0 } ] }, { "epoch": 84, - "train_loss": 0.06622614711523056, - "val_loss": 1.1741095781326294, - "acc": 66.82, - "time": 34.58614904900014, + "train_loss": 0.054610319435596466, + "val_loss": 1.133123517036438, + "acc": 66.71, + "time": 31.928985011000123, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13423025608062744, + "p": 0.2338712066411972, "m": 1.0 }, { - "p": 0.35847362875938416, + "p": 0.45052096247673035, "m": 1.0 }, { - "p": 0.2687326967716217, + "p": 0.4092327058315277, "m": 1.0 }, { - "p": 0.3711751401424408, + "p": 0.4069881737232208, "m": 1.0 }, { - "p": 0.2585699260234833, + "p": 0.3530377447605133, "m": 1.0 }, { - "p": 0.5966449975967407, + "p": 0.21557635068893433, "m": 1.0 }, { - "p": 0.41878339648246765, + "p": 0.4702490270137787, "m": 1.0 }, { - "p": 0.1910623162984848, + "p": 0.25295040011405945, "m": 1.0 }, { - "p": 0.4033117890357971, + "p": 0.4709432125091553, "m": 1.0 }, { - "p": 0.14399076998233795, + "p": 0.02490924671292305, "m": 1.0 }, { - "p": 0.5486412048339844, + "p": 0.3395400941371918, "m": 1.0 }, { - "p": 0.4609401822090149, + "p": 0.5540985465049744, "m": 1.0 }, { - "p": 0.1749732792377472, + "p": 0.13398022949695587, "m": 1.0 }, { - "p": 0.08143285661935806, + "p": 0.05588475242257118, "m": 1.0 }, { - "p": 0.0909193679690361, + "p": 0.0, "m": 1.0 }, { - "p": 0.1814836710691452, + "p": 0.1465367078781128, "m": 1.0 }, { - "p": 0.13929879665374756, + "p": 0.1325683444738388, "m": 1.0 } ] }, { "epoch": 85, - "train_loss": 0.5961208343505859, - "val_loss": 1.2984362840652466, - "acc": 65.58, - "time": 6.302115900999979, + "train_loss": 0.40953531861305237, + "val_loss": 1.074408769607544, + "acc": 65.88, + "time": 6.056145974000174, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13253699243068695, + "p": 0.23736900091171265, "m": 1.0 }, { - "p": 0.34162428975105286, + "p": 0.4572364091873169, "m": 1.0 }, { - "p": 0.2640647888183594, + "p": 0.41167932748794556, "m": 1.0 }, { - "p": 0.3824281692504883, + "p": 0.4123395085334778, "m": 1.0 }, { - "p": 0.25225260853767395, + "p": 0.35447385907173157, "m": 1.0 }, { - "p": 0.5887787342071533, + "p": 0.2731402814388275, "m": 1.0 }, { - "p": 0.40956684947013855, + "p": 0.48304295539855957, "m": 1.0 }, { - "p": 0.15732723474502563, + "p": 0.22082537412643433, "m": 1.0 }, { - "p": 0.3897193372249603, + "p": 0.46273064613342285, "m": 1.0 }, { - "p": 0.18177708983421326, + "p": 0.03045284003019333, "m": 1.0 }, { - "p": 0.5638454556465149, + "p": 0.33947643637657166, "m": 1.0 }, { - "p": 0.444254070520401, + "p": 0.5483573079109192, "m": 1.0 }, { - "p": 0.18330518901348114, + "p": 0.1307653933763504, "m": 1.0 }, { - "p": 0.06972271203994751, + "p": 0.05856555700302124, "m": 1.0 }, { - "p": 0.0710008442401886, + "p": 0.0, "m": 1.0 }, { - "p": 0.18188759684562683, + "p": 0.14793311059474945, "m": 1.0 }, { - "p": 0.13887618482112885, + "p": 0.14017754793167114, "m": 1.0 } ] }, { "epoch": 86, - "train_loss": 0.1270054429769516, - "val_loss": 1.3663032054901123, - "acc": 67.37, - "time": 31.618944015000125, + "train_loss": 0.03782299533486366, + "val_loss": 1.1883525848388672, + "acc": 67.03, + "time": 30.76506805600002, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08440718054771423, + "p": 0.2397497296333313, "m": 1.0 }, { - "p": 0.3399241864681244, + "p": 0.4210131764411926, "m": 1.0 }, { - "p": 0.24515174329280853, + "p": 0.4292135238647461, "m": 1.0 }, { - "p": 0.36183086037635803, + "p": 0.4159589111804962, "m": 1.0 }, { - "p": 0.2591743469238281, + "p": 0.36216145753860474, "m": 1.0 }, { - "p": 0.5919396281242371, + "p": 0.2994602918624878, "m": 1.0 }, { - "p": 0.39888796210289, + "p": 0.4950629472732544, "m": 1.0 }, { - "p": 0.14304734766483307, + "p": 0.20426738262176514, "m": 1.0 }, { - "p": 0.3772965669631958, + "p": 0.46248531341552734, "m": 1.0 }, { - "p": 0.19919632375240326, + "p": 0.03297422453761101, "m": 1.0 }, { - "p": 0.5716532468795776, + "p": 0.33858343958854675, "m": 1.0 }, { - "p": 0.43378400802612305, + "p": 0.543052077293396, "m": 1.0 }, { - "p": 0.19010739028453827, + "p": 0.12700223922729492, "m": 1.0 }, { - "p": 0.061066847294569016, + "p": 0.0631621852517128, "m": 1.0 }, { - "p": 0.045090410858392715, + "p": 0.0, "m": 1.0 }, { - "p": 0.18116624653339386, + "p": 0.1505165696144104, "m": 1.0 }, { - "p": 0.12548908591270447, + "p": 0.14714351296424866, "m": 1.0 } ] }, { "epoch": 87, - "train_loss": 0.4767836034297943, - "val_loss": 1.2732186317443848, - "acc": 66.64, - "time": 10.128118244999996, + "train_loss": 0.3094390332698822, + "val_loss": 1.2349178791046143, + "acc": 63.51, + "time": 9.664792799999987, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.0661822259426117, + "p": 0.23915019631385803, "m": 1.0 }, { - "p": 0.3396308422088623, + "p": 0.4039119482040405, "m": 1.0 }, { - "p": 0.2347726672887802, + "p": 0.43896451592445374, "m": 1.0 }, { - "p": 0.34606802463531494, + "p": 0.41784483194351196, "m": 1.0 }, { - "p": 0.26655450463294983, + "p": 0.36871373653411865, "m": 1.0 }, { - "p": 0.5980650186538696, + "p": 0.3127473294734955, "m": 1.0 }, { - "p": 0.38575929403305054, + "p": 0.5086439251899719, "m": 1.0 }, { - "p": 0.1350133866071701, + "p": 0.18885302543640137, "m": 1.0 }, { - "p": 0.33585381507873535, + "p": 0.4776344895362854, "m": 1.0 }, { - "p": 0.19242288172245026, + "p": 0.04321732372045517, "m": 1.0 }, { - "p": 0.5699228048324585, + "p": 0.3360758423805237, "m": 1.0 }, { - "p": 0.47193145751953125, + "p": 0.5567184686660767, "m": 1.0 }, { - "p": 0.2033746987581253, + "p": 0.145425483584404, "m": 1.0 }, { - "p": 0.03941158577799797, + "p": 0.08610695600509644, "m": 1.0 }, { - "p": 0.03972272574901581, + "p": 0.0, "m": 1.0 }, { - "p": 0.17810022830963135, + "p": 0.14155495166778564, "m": 1.0 }, { - "p": 0.12066207081079483, + "p": 0.1465037763118744, "m": 1.0 } ] }, { "epoch": 88, - "train_loss": 0.03446350619196892, - "val_loss": 1.3348675966262817, - "acc": 67.64, - "time": 27.917060514000013, + "train_loss": 0.03179309889674187, + "val_loss": 1.4446284770965576, + "acc": 67.24, + "time": 25.304553070999873, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.06203589588403702, + "p": 0.23104701936244965, "m": 1.0 }, { - "p": 0.36094704270362854, + "p": 0.3877406716346741, "m": 1.0 }, { - "p": 0.2317911833524704, + "p": 0.4411068558692932, "m": 1.0 }, { - "p": 0.34605592489242554, + "p": 0.41680675745010376, "m": 1.0 }, { - "p": 0.29093581438064575, + "p": 0.3624728322029114, "m": 1.0 }, { - "p": 0.6146280169487, + "p": 0.2980504035949707, "m": 1.0 }, { - "p": 0.384339302778244, + "p": 0.5277010202407837, "m": 1.0 }, { - "p": 0.1254691481590271, + "p": 0.149129718542099, "m": 1.0 }, { - "p": 0.31343215703964233, + "p": 0.48845770955085754, "m": 1.0 }, { - "p": 0.18751052021980286, + "p": 0.04869166761636734, "m": 1.0 }, { - "p": 0.5688837766647339, + "p": 0.3349323570728302, "m": 1.0 }, { - "p": 0.4942241907119751, + "p": 0.564811110496521, "m": 1.0 }, { - "p": 0.21183286607265472, + "p": 0.15876366198062897, "m": 1.0 }, { - "p": 0.02185226045548916, + "p": 0.10560183972120285, "m": 1.0 }, { - "p": 0.04135574400424957, + "p": 0.0, "m": 1.0 }, { - "p": 0.17337943613529205, + "p": 0.12543709576129913, "m": 1.0 }, { - "p": 0.11967594921588898, + "p": 0.13875004649162292, "m": 1.0 } ] }, { "epoch": 89, - "train_loss": 0.2182770073413849, - "val_loss": 1.3990159034729004, - "acc": 66.35, - "time": 14.411344664000126, + "train_loss": 0.37599918246269226, + "val_loss": 1.277654767036438, + "acc": 65.7, + "time": 13.591443111999979, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.08165666460990906, + "p": 0.2241651564836502, "m": 1.0 }, { - "p": 0.373274028301239, + "p": 0.3889878988265991, "m": 1.0 }, { - "p": 0.2307080179452896, + "p": 0.44181713461875916, "m": 1.0 }, { - "p": 0.34712648391723633, + "p": 0.41609078645706177, "m": 1.0 }, { - "p": 0.30709609389305115, + "p": 0.35731828212738037, "m": 1.0 }, { - "p": 0.628153920173645, + "p": 0.28240635991096497, "m": 1.0 }, { - "p": 0.3866937756538391, + "p": 0.5459325313568115, "m": 1.0 }, { - "p": 0.1136353462934494, + "p": 0.09096837043762207, "m": 1.0 }, { - "p": 0.2907605767250061, + "p": 0.5036361217498779, "m": 1.0 }, { - "p": 0.17393286526203156, + "p": 0.0584072507917881, "m": 1.0 }, { - "p": 0.5645651817321777, + "p": 0.3544677197933197, "m": 1.0 }, { - "p": 0.498178631067276, + "p": 0.5703826546669006, "m": 1.0 }, { - "p": 0.21150639653205872, + "p": 0.12238455563783646, "m": 1.0 }, { - "p": 0.006903095170855522, + "p": 0.12848663330078125, "m": 1.0 }, { - "p": 0.07823467254638672, + "p": 0.027053523808717728, "m": 1.0 }, { - "p": 0.155924454331398, + "p": 0.09520058333873749, "m": 1.0 }, { - "p": 0.1311921924352646, + "p": 0.1061219573020935, "m": 1.0 } ] }, { "epoch": 90, - "train_loss": 0.02760479226708412, - "val_loss": 1.2194726467132568, - "acc": 67.88, - "time": 23.80870403100016, + "train_loss": 0.02325396053493023, + "val_loss": 1.1841131448745728, + "acc": 67.49, + "time": 21.598162725000066, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13673736155033112, + "p": 0.21318016946315765, "m": 1.0 }, { - "p": 0.3986680209636688, + "p": 0.4283858835697174, "m": 1.0 }, { - "p": 0.239931121468544, + "p": 0.42112216353416443, "m": 1.0 }, { - "p": 0.31445732712745667, + "p": 0.42712655663490295, "m": 1.0 }, { - "p": 0.30065521597862244, + "p": 0.3592953383922577, "m": 1.0 }, { - "p": 0.6293160915374756, + "p": 0.3015550374984741, "m": 1.0 }, { - "p": 0.41263896226882935, + "p": 0.5650278925895691, "m": 1.0 }, { - "p": 0.11129511892795563, + "p": 0.04221295565366745, "m": 1.0 }, { - "p": 0.2951469421386719, + "p": 0.5052883625030518, "m": 1.0 }, { - "p": 0.16691447794437408, + "p": 0.0579000823199749, "m": 1.0 }, { - "p": 0.5649604797363281, + "p": 0.36554622650146484, "m": 1.0 }, { - "p": 0.4993622899055481, + "p": 0.5727418661117554, "m": 1.0 }, { - "p": 0.21074368059635162, + "p": 0.10089834034442902, "m": 1.0 }, { - "p": 0.0, + "p": 0.14213892817497253, "m": 1.0 }, { - "p": 0.11068543791770935, + "p": 0.05109165608882904, "m": 1.0 }, { - "p": 0.13686130940914154, + "p": 0.06461124122142792, "m": 1.0 }, { - "p": 0.15074948966503143, + "p": 0.05592506006360054, "m": 1.0 } ] }, { "epoch": 91, - "train_loss": 0.6293910145759583, - "val_loss": 0.9986563324928284, - "acc": 67.37, - "time": 18.037706608000008, + "train_loss": 0.9325215220451355, + "val_loss": 1.3833411931991577, + "acc": 65.03, + "time": 17.916944277000084, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14761479198932648, + "p": 0.21316629648208618, "m": 1.0 }, { - "p": 0.39266541600227356, + "p": 0.44820889830589294, "m": 1.0 }, { - "p": 0.2509014904499054, + "p": 0.41207626461982727, "m": 1.0 }, { - "p": 0.2991853654384613, + "p": 0.4322960078716278, "m": 1.0 }, { - "p": 0.2959083020687103, + "p": 0.3607656955718994, "m": 1.0 }, { - "p": 0.6284979581832886, + "p": 0.31683096289634705, "m": 1.0 }, { - "p": 0.43523335456848145, + "p": 0.5784484148025513, "m": 1.0 }, { - "p": 0.11217105388641357, + "p": 0.0027468204498291016, "m": 1.0 }, { - "p": 0.31361472606658936, + "p": 0.5005226731300354, "m": 1.0 }, { - "p": 0.1603448987007141, + "p": 0.04809839650988579, "m": 1.0 }, { - "p": 0.5758252739906311, + "p": 0.38761016726493835, "m": 1.0 }, { - "p": 0.4932098984718323, + "p": 0.5797668695449829, "m": 1.0 }, { - "p": 0.22101055085659027, + "p": 0.07763013243675232, "m": 1.0 }, { - "p": 0.0, + "p": 0.14333724975585938, "m": 1.0 }, { - "p": 0.10032680630683899, + "p": 0.06879742443561554, "m": 1.0 }, { - "p": 0.14984743297100067, + "p": 0.08316074311733246, "m": 1.0 }, { - "p": 0.1473373919725418, + "p": 0.01133243553340435, "m": 1.0 } ] }, { "epoch": 92, - "train_loss": 0.5650939345359802, - "val_loss": 1.180600643157959, - "acc": 68.22, - "time": 17.659532313, + "train_loss": 0.21936222910881042, + "val_loss": 1.2939248085021973, + "acc": 67.36, + "time": 18.637475599000027, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13840623199939728, + "p": 0.21857179701328278, "m": 1.0 }, { - "p": 0.3547813296318054, + "p": 0.4658512473106384, "m": 1.0 }, { - "p": 0.2930866777896881, + "p": 0.4035896956920624, "m": 1.0 }, { - "p": 0.28342553973197937, + "p": 0.42991915345191956, "m": 1.0 }, { - "p": 0.3317416310310364, + "p": 0.35926130414009094, "m": 1.0 }, { - "p": 0.615741491317749, + "p": 0.30476176738739014, "m": 1.0 }, { - "p": 0.4499042332172394, + "p": 0.5993105173110962, "m": 1.0 }, { - "p": 0.13384303450584412, + "p": 0.04710408300161362, "m": 1.0 }, { - "p": 0.305586576461792, + "p": 0.4920961856842041, "m": 1.0 }, { - "p": 0.14763036370277405, + "p": 0.020815536379814148, "m": 1.0 }, { - "p": 0.5811298489570618, + "p": 0.38846564292907715, "m": 1.0 }, { - "p": 0.4916199743747711, + "p": 0.5802211761474609, "m": 1.0 }, { - "p": 0.22582238912582397, + "p": 0.06741324067115784, + "m": 1.0 + }, + { + "p": 0.14308200776576996, + "m": 1.0 + }, + { + "p": 0.07827965915203094, + "m": 1.0 + }, + { + "p": 0.1055900976061821, "m": 1.0 }, { "p": 0.0, "m": 1.0 - }, - { - "p": 0.08917161822319031, - "m": 1.0 - }, - { - "p": 0.1650923788547516, - "m": 1.0 - }, - { - "p": 0.1373370885848999, - "m": 1.0 } ] }, { "epoch": 93, - "train_loss": 1.1208418607711792, - "val_loss": 1.1423896551132202, - "acc": 65.65, - "time": 21.587903244000017, + "train_loss": 0.8097590208053589, + "val_loss": 1.1833845376968384, + "acc": 65.95, + "time": 21.942230432000088, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13037307560443878, + "p": 0.20955616235733032, "m": 1.0 }, { - "p": 0.3345443606376648, + "p": 0.46758604049682617, "m": 1.0 }, { - "p": 0.3092815577983856, + "p": 0.4109046161174774, "m": 1.0 }, { - "p": 0.28221380710601807, + "p": 0.4310629069805145, "m": 1.0 }, { - "p": 0.34859684109687805, + "p": 0.35851597785949707, "m": 1.0 }, { - "p": 0.6085838079452515, + "p": 0.2968931496143341, "m": 1.0 }, { - "p": 0.45743823051452637, + "p": 0.6122792959213257, "m": 1.0 }, { - "p": 0.1529267132282257, + "p": 0.0889526903629303, "m": 1.0 }, { - "p": 0.29049742221832275, + "p": 0.48365601897239685, "m": 1.0 }, { - "p": 0.12982460856437683, + "p": 0.0, "m": 1.0 }, { - "p": 0.5855702757835388, + "p": 0.37147393822669983, "m": 1.0 }, { - "p": 0.49518048763275146, + "p": 0.5686227679252625, "m": 1.0 }, { - "p": 0.2041628509759903, + "p": 0.06974664330482483, "m": 1.0 }, { - "p": 0.10411974787712097, + "p": 0.12016981095075607, "m": 1.0 }, { - "p": 0.055910319089889526, + "p": 0.06888372451066971, "m": 1.0 }, { - "p": 0.16257187724113464, + "p": 0.1181049644947052, "m": 1.0 }, { - "p": 0.12934590876102448, + "p": 0.0889422819018364, "m": 1.0 } ] }, { "epoch": 94, - "train_loss": 0.1088806763291359, - "val_loss": 1.142140507698059, - "acc": 65.95, - "time": 14.218163659999846, + "train_loss": 0.08491766452789307, + "val_loss": 0.9999481439590454, + "acc": 66.92, + "time": 13.85678920800001, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.12375612556934357, + "p": 0.19730864465236664, "m": 1.0 }, { - "p": 0.319756418466568, + "p": 0.46174144744873047, "m": 1.0 }, { - "p": 0.31498152017593384, + "p": 0.4374871850013733, "m": 1.0 }, { - "p": 0.30716532468795776, + "p": 0.44216763973236084, "m": 1.0 }, { - "p": 0.364507257938385, + "p": 0.35387200117111206, "m": 1.0 }, { - "p": 0.5917301177978516, + "p": 0.3385041058063507, "m": 1.0 }, { - "p": 0.4765355587005615, + "p": 0.6571961045265198, "m": 1.0 }, { - "p": 0.16341401636600494, + "p": 0.10015690326690674, "m": 1.0 }, { - "p": 0.3074980080127716, + "p": 0.4834902882575989, "m": 1.0 }, { - "p": 0.10560646653175354, + "p": 0.0, "m": 1.0 }, { - "p": 0.5921818614006042, + "p": 0.3664802312850952, "m": 1.0 }, { - "p": 0.49166932702064514, + "p": 0.5592138171195984, "m": 1.0 }, { - "p": 0.19043277204036713, + "p": 0.06621464341878891, "m": 1.0 }, { - "p": 0.15268400311470032, + "p": 0.10949050635099411, "m": 1.0 }, { - "p": 0.0378648117184639, + "p": 0.06292296200990677, "m": 1.0 }, { - "p": 0.15897203981876373, + "p": 0.12415127456188202, "m": 1.0 }, { - "p": 0.1241910457611084, + "p": 0.16795797646045685, "m": 1.0 } ] }, { "epoch": 95, - "train_loss": 0.36569979786872864, - "val_loss": 1.176148533821106, - "acc": 65.06, - "time": 25.844007696000062, + "train_loss": 0.23136170208454132, + "val_loss": 1.1178348064422607, + "acc": 65.43, + "time": 25.34815938099996, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.13468247652053833, + "p": 0.19035643339157104, "m": 1.0 }, { - "p": 0.3202918767929077, + "p": 0.42991334199905396, "m": 1.0 }, { - "p": 0.31905707716941833, + "p": 0.4456307590007782, "m": 1.0 }, { - "p": 0.32387226819992065, + "p": 0.4488157033920288, "m": 1.0 }, { - "p": 0.37037256360054016, + "p": 0.35497358441352844, "m": 1.0 }, { - "p": 0.5840816497802734, + "p": 0.3581448793411255, "m": 1.0 }, { - "p": 0.48681893944740295, + "p": 0.6817073225975037, "m": 1.0 }, { - "p": 0.168445885181427, + "p": 0.1029461994767189, "m": 1.0 }, { - "p": 0.32553428411483765, + "p": 0.4849839508533478, "m": 1.0 }, { - "p": 0.08260883390903473, + "p": 0.0, "m": 1.0 }, { - "p": 0.6009344458580017, + "p": 0.36660727858543396, "m": 1.0 }, { - "p": 0.47935745120048523, + "p": 0.5446480512619019, "m": 1.0 }, { - "p": 0.15795540809631348, + "p": 0.04198156297206879, "m": 1.0 }, { - "p": 0.1677830070257187, + "p": 0.0829564556479454, "m": 1.0 }, { - "p": 0.015043823048472404, + "p": 0.02992233820259571, "m": 1.0 }, { - "p": 0.15450437366962433, + "p": 0.13018369674682617, "m": 1.0 }, { - "p": 0.10301939398050308, + "p": 0.1867624819278717, "m": 1.0 } ] }, { "epoch": 96, - "train_loss": 0.02586738020181656, - "val_loss": 1.2872422933578491, - "acc": 67.07, - "time": 10.169870532000004, + "train_loss": 0.022152775898575783, + "val_loss": 1.056243658065796, + "acc": 66.9, + "time": 9.863842515999977, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14567500352859497, + "p": 0.18656164407730103, "m": 1.0 }, { - "p": 0.3254496157169342, + "p": 0.39431333541870117, "m": 1.0 }, { - "p": 0.32298868894577026, + "p": 0.4459810256958008, "m": 1.0 }, { - "p": 0.3459389805793762, + "p": 0.45657169818878174, "m": 1.0 }, { - "p": 0.37087544798851013, + "p": 0.3703966736793518, "m": 1.0 }, { - "p": 0.5153077840805054, + "p": 0.3761066794395447, "m": 1.0 }, { - "p": 0.4826537072658539, + "p": 0.6924199461936951, "m": 1.0 }, { - "p": 0.15545618534088135, + "p": 0.07735896855592728, "m": 1.0 }, { - "p": 0.3532732129096985, + "p": 0.47768354415893555, "m": 1.0 }, { - "p": 0.04146793112158775, + "p": 0.030216773971915245, "m": 1.0 }, { - "p": 0.6120520234107971, + "p": 0.3540732264518738, "m": 1.0 }, { - "p": 0.47927936911582947, + "p": 0.5381786227226257, "m": 1.0 }, { - "p": 0.15230529010295868, + "p": 0.06102532893419266, "m": 1.0 }, { - "p": 0.17585168778896332, + "p": 0.06637661159038544, "m": 1.0 }, { - "p": 0.004935482982546091, + "p": 0.01470817718654871, "m": 1.0 }, { - "p": 0.15222427248954773, + "p": 0.1331813782453537, "m": 1.0 }, { - "p": 0.08883953839540482, + "p": 0.19038592278957367, "m": 1.0 } ] }, { "epoch": 97, - "train_loss": 0.47595152258872986, - "val_loss": 1.2403498888015747, - "acc": 66.15, - "time": 30.494357212000068, + "train_loss": 0.5507993102073669, + "val_loss": 1.2016987800598145, + "acc": 66.39, + "time": 28.575349913000082, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14432178437709808, + "p": 0.20586653053760529, "m": 1.0 }, { - "p": 0.3465012013912201, + "p": 0.40701496601104736, "m": 1.0 }, { - "p": 0.3420126438140869, + "p": 0.43589988350868225, "m": 1.0 }, { - "p": 0.3596409857273102, + "p": 0.465190052986145, "m": 1.0 }, { - "p": 0.36300501227378845, + "p": 0.37995144724845886, "m": 1.0 }, { - "p": 0.4924956262111664, + "p": 0.3868248462677002, "m": 1.0 }, { - "p": 0.48040643334388733, + "p": 0.6966893672943115, "m": 1.0 }, { - "p": 0.14776845276355743, + "p": 0.06270207464694977, "m": 1.0 }, { - "p": 0.37049123644828796, + "p": 0.472400039434433, "m": 1.0 }, { - "p": 0.009393373504281044, + "p": 0.057058073580265045, "m": 1.0 }, { - "p": 0.6224316358566284, + "p": 0.33931055665016174, "m": 1.0 }, { - "p": 0.48523181676864624, + "p": 0.5346634387969971, "m": 1.0 }, { - "p": 0.16579286754131317, + "p": 0.13208620250225067, "m": 1.0 }, { - "p": 0.19017864763736725, + "p": 0.02791582979261875, "m": 1.0 }, { @@ -7874,80 +7874,76 @@ "m": 1.0 }, { - "p": 0.14096613228321075, + "p": 0.13552223145961761, "m": 1.0 }, { - "p": 0.08157587796449661, + "p": 0.19609998166561127, "m": 1.0 } ] }, { "epoch": 98, - "train_loss": 0.3096245527267456, - "val_loss": 1.4367048740386963, - "acc": 67.54, - "time": 6.818716597000275, + "train_loss": 0.2364775389432907, + "val_loss": 1.337672233581543, + "acc": 67.84, + "time": 6.7230522260001635, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.14205124974250793, + "p": 0.21981877088546753, "m": 1.0 }, { - "p": 0.3641979396343231, + "p": 0.42521703243255615, "m": 1.0 }, { - "p": 0.36315545439720154, + "p": 0.4239507019519806, "m": 1.0 }, { - "p": 0.3714248239994049, + "p": 0.475626677274704, "m": 1.0 }, { - "p": 0.34192758798599243, + "p": 0.3915671110153198, "m": 1.0 }, { - "p": 0.504369854927063, + "p": 0.41006535291671753, "m": 1.0 }, { - "p": 0.4859907329082489, + "p": 0.7042057514190674, "m": 1.0 }, { - "p": 0.08627229183912277, + "p": 0.08873609453439713, "m": 1.0 }, { - "p": 0.3550136387348175, + "p": 0.4773363471031189, "m": 1.0 }, { - "p": 0.017760317772626877, + "p": 0.04013529047369957, "m": 1.0 }, { - "p": 0.628588080406189, + "p": 0.3447868227958679, "m": 1.0 }, { - "p": 0.4887973368167877, + "p": 0.5240572690963745, "m": 1.0 }, { - "p": 0.18002067506313324, - "m": 1.0 - }, - { - "p": 0.1977183073759079, + "p": 0.15872351825237274, "m": 1.0 }, { @@ -7955,80 +7951,80 @@ "m": 1.0 }, { - "p": 0.1357836276292801, + "p": 0.007004664745181799, "m": 1.0 }, { - "p": 0.07843781262636185, + "p": 0.1365249902009964, + "m": 1.0 + }, + { + "p": 0.19908295571804047, "m": 1.0 } ] }, { "epoch": 99, - "train_loss": 0.0848560705780983, - "val_loss": 1.1707748174667358, - "acc": 67.35, - "time": 32.29496607100009, + "train_loss": 0.10910429060459137, + "val_loss": 1.1010315418243408, + "acc": 66.6, + "time": 36.935446258999946, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.12015026062726974, + "p": 0.22091121971607208, "m": 1.0 }, { - "p": 0.36945322155952454, + "p": 0.43264156579971313, "m": 1.0 }, { - "p": 0.38748812675476074, + "p": 0.40160438418388367, "m": 1.0 }, { - "p": 0.385535329580307, + "p": 0.47384509444236755, "m": 1.0 }, { - "p": 0.3268495202064514, + "p": 0.3966984450817108, "m": 1.0 }, { - "p": 0.5075209736824036, + "p": 0.41710731387138367, "m": 1.0 }, { - "p": 0.4906769096851349, + "p": 0.7087174654006958, "m": 1.0 }, { - "p": 0.05782351642847061, + "p": 0.10131052881479263, "m": 1.0 }, { - "p": 0.34508782625198364, + "p": 0.48048776388168335, "m": 1.0 }, { - "p": 0.027473606169223785, + "p": 0.025071876123547554, "m": 1.0 }, { - "p": 0.6320390105247498, + "p": 0.35252025723457336, "m": 1.0 }, { - "p": 0.4911629259586334, + "p": 0.5126752853393555, "m": 1.0 }, { - "p": 0.19691234827041626, - "m": 1.0 - }, - { - "p": 0.2050052285194397, + "p": 0.16772283613681793, "m": 1.0 }, { @@ -8036,92 +8032,96 @@ "m": 1.0 }, { - "p": 0.11149419844150543, + "p": 0.04576491191983223, "m": 1.0 }, { - "p": 0.09986267983913422, + "p": 0.09250717610120773, + "m": 1.0 + }, + { + "p": 0.20077158510684967, "m": 1.0 } ] }, { "epoch": 100, - "train_loss": 0.1855122148990631, - "val_loss": 1.1357606649398804, - "acc": 67.28, - "time": 5.7886351239999385, + "train_loss": 0.3308696746826172, + "val_loss": 1.0881248712539673, + "acc": 67.08, + "time": 5.912653862999832, "param": [ { "p": 0.5, "m": 1.0 }, { - "p": 0.10792464017868042, + "p": 0.22057600319385529, "m": 1.0 }, { - "p": 0.370994508266449, + "p": 0.4356381893157959, "m": 1.0 }, { - "p": 0.4049912691116333, + "p": 0.3840787708759308, "m": 1.0 }, { - "p": 0.39850160479545593, + "p": 0.4685571789741516, "m": 1.0 }, { - "p": 0.3122989237308502, + "p": 0.3994562029838562, "m": 1.0 }, { - "p": 0.505437433719635, + "p": 0.41532278060913086, "m": 1.0 }, { - "p": 0.5053946375846863, + "p": 0.7185903191566467, "m": 1.0 }, { - "p": 0.030610783025622368, + "p": 0.1183461844921112, "m": 1.0 }, { - "p": 0.3593862056732178, + "p": 0.4676513671875, "m": 1.0 }, { - "p": 0.0, + "p": 0.009042855352163315, "m": 1.0 }, { - "p": 0.6328911185264587, + "p": 0.36117926239967346, "m": 1.0 }, { - "p": 0.4773849546909332, + "p": 0.5001848936080933, "m": 1.0 }, { - "p": 0.19073905050754547, + "p": 0.19450579583644867, "m": 1.0 }, { - "p": 0.2030295878648758, + "p": 0.018293969333171844, "m": 1.0 }, { - "p": 0.0, + "p": 0.055213674902915955, "m": 1.0 }, { - "p": 0.10322016477584839, + "p": 0.07185570895671844, "m": 1.0 }, { - "p": 0.10994596779346466, + "p": 0.20147056877613068, "m": 1.0 } ] diff --git a/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json index 8b08e4e..242e92b 100644 --- a/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json +++ b/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json @@ -1,8 +1,8 @@ { - "Accuracy": 70.63, + "Accuracy": 69.23, "Time": [ - 30.94655451751999, - 15.642102833360688 + 32.291211384389996, + 16.346929146381452 ], "Device": "TITAN RTX", "Param_names": [ @@ -28,1454 +28,1454 @@ "Log": [ { "epoch": 1, - "train_loss": 2.2831015586853027, - "val_loss": 2.276575803756714, - "acc": 14.59, - "time": 40.648497589, + "train_loss": 2.220266103744507, + "val_loss": 2.2632360458374023, + "acc": 23.79, + "time": 41.049533746, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.34200114011764526, + "p": 0.31014329195022583, "m": 1.0 }, { - "p": 0.2857048511505127, + "p": 0.29782792925834656, "m": 1.0 }, { - "p": 0.32559525966644287, + "p": 0.29071781039237976, "m": 1.0 }, { - "p": 0.30857324600219727, + "p": 0.3155883550643921, "m": 1.0 }, { - "p": 0.3333333432674408, + "p": 0.34346288442611694, "m": 1.0 }, { - "p": 0.3687156140804291, + "p": 0.37921494245529175, "m": 1.0 }, { - "p": 0.3239961862564087, + "p": 0.3426877558231354, "m": 1.0 }, { - "p": 0.3846542537212372, + "p": 0.31829971075057983, "m": 1.0 }, { - "p": 0.3366684913635254, + "p": 0.3198927938938141, "m": 1.0 }, { - "p": 0.3620362877845764, + "p": 0.30809202790260315, "m": 1.0 }, { - "p": 0.2947023808956146, + "p": 0.3046203553676605, "m": 1.0 }, { - "p": 0.304658442735672, + "p": 0.33839672803878784, "m": 1.0 }, { - "p": 0.3333333432674408, + "p": 0.36661040782928467, "m": 1.0 }, { - "p": 0.3159906566143036, + "p": 0.31165939569473267, "m": 1.0 }, { - "p": 0.33451998233795166, + "p": 0.3044334352016449, "m": 1.0 }, { - "p": 0.30203551054000854, + "p": 0.3216454088687897, "m": 1.0 }, { - "p": 0.29157155752182007, + "p": 0.3696317672729492, "m": 1.0 } ] }, { "epoch": 2, - "train_loss": 2.229743003845215, - "val_loss": 2.0691757202148438, - "acc": 23.04, - "time": 41.457245559, + "train_loss": 2.288297653198242, + "val_loss": 2.299747943878174, + "acc": 15.12, + "time": 40.056354932000005, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.34108084440231323, + "p": 0.2755979895591736, "m": 1.0 }, { - "p": 0.298878014087677, + "p": 0.2651146650314331, "m": 1.0 }, { - "p": 0.2853371500968933, + "p": 0.3128930926322937, "m": 1.0 }, { - "p": 0.3117069602012634, + "p": 0.33330103754997253, "m": 1.0 }, { - "p": 0.3374696671962738, + "p": 0.3742242455482483, "m": 1.0 }, { - "p": 0.3496151864528656, + "p": 0.3991011083126068, "m": 1.0 }, { - "p": 0.35312917828559875, + "p": 0.32554492354393005, "m": 1.0 }, { - "p": 0.36281484365463257, + "p": 0.29840198159217834, "m": 1.0 }, { - "p": 0.3127322494983673, + "p": 0.32029998302459717, "m": 1.0 }, { - "p": 0.36547499895095825, + "p": 0.27971526980400085, "m": 1.0 }, { - "p": 0.2679899036884308, + "p": 0.2657865881919861, "m": 1.0 }, { - "p": 0.33216896653175354, + "p": 0.3357948660850525, "m": 1.0 }, { - "p": 0.3104661703109741, + "p": 0.37947210669517517, "m": 1.0 }, { - "p": 0.3086289167404175, + "p": 0.3356987535953522, "m": 1.0 }, { - "p": 0.3317212760448456, + "p": 0.29976579546928406, "m": 1.0 }, { - "p": 0.3188364803791046, + "p": 0.31014177203178406, "m": 1.0 }, { - "p": 0.2644241452217102, + "p": 0.3506332337856293, "m": 1.0 } ] }, { "epoch": 3, - "train_loss": 2.0093753337860107, - "val_loss": 1.9423367977142334, - "acc": 30.12, - "time": 39.44079400299999, + "train_loss": 2.073676109313965, + "val_loss": 1.9973000288009644, + "acc": 26.12, + "time": 40.74662789000001, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.35804370045661926, + "p": 0.26604729890823364, "m": 1.0 }, { - "p": 0.3254045844078064, + "p": 0.268032431602478, "m": 1.0 }, { - "p": 0.24391421675682068, + "p": 0.3360336422920227, "m": 1.0 }, { - "p": 0.30209794640541077, + "p": 0.344866007566452, "m": 1.0 }, { - "p": 0.30725765228271484, + "p": 0.39524123072624207, "m": 1.0 }, { - "p": 0.3180479407310486, + "p": 0.3939599394798279, "m": 1.0 }, { - "p": 0.37652626633644104, + "p": 0.3104459345340729, "m": 1.0 }, { - "p": 0.34076327085494995, + "p": 0.2837221324443817, "m": 1.0 }, { - "p": 0.33446794748306274, + "p": 0.30527445673942566, "m": 1.0 }, { - "p": 0.33222171664237976, + "p": 0.263470858335495, "m": 1.0 }, { - "p": 0.24761007726192474, + "p": 0.24675925076007843, "m": 1.0 }, { - "p": 0.32187917828559875, + "p": 0.3496681749820709, "m": 1.0 }, { - "p": 0.32038643956184387, + "p": 0.3713854253292084, "m": 1.0 }, { - "p": 0.34697362780570984, + "p": 0.3480716347694397, "m": 1.0 }, { - "p": 0.31152042746543884, + "p": 0.3026522696018219, "m": 1.0 }, { - "p": 0.32855162024497986, + "p": 0.2916199266910553, "m": 1.0 }, { - "p": 0.24732574820518494, + "p": 0.3224133551120758, "m": 1.0 } ] }, { "epoch": 4, - "train_loss": 1.9708654880523682, - "val_loss": 1.829789400100708, - "acc": 35.58, - "time": 45.30389412100001, + "train_loss": 1.8736993074417114, + "val_loss": 1.883708119392395, + "acc": 34.38, + "time": 43.40114603400002, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.4070896506309509, + "p": 0.2925083339214325, "m": 1.0 }, { - "p": 0.3175615966320038, + "p": 0.30348268151283264, "m": 1.0 }, { - "p": 0.2212831676006317, + "p": 0.39552006125450134, "m": 1.0 }, { - "p": 0.35057592391967773, + "p": 0.34690943360328674, "m": 1.0 }, { - "p": 0.291843444108963, + "p": 0.418134868144989, "m": 1.0 }, { - "p": 0.2904589772224426, + "p": 0.41963768005371094, "m": 1.0 }, { - "p": 0.38796889781951904, + "p": 0.2999846637248993, "m": 1.0 }, { - "p": 0.36221179366111755, + "p": 0.30408117175102234, "m": 1.0 }, { - "p": 0.33965834975242615, + "p": 0.3264892101287842, "m": 1.0 }, { - "p": 0.30538496375083923, + "p": 0.2471805065870285, "m": 1.0 }, { - "p": 0.21050167083740234, + "p": 0.22517742216587067, "m": 1.0 }, { - "p": 0.3232341706752777, + "p": 0.3016815185546875, "m": 1.0 }, { - "p": 0.28490206599235535, + "p": 0.3751952052116394, "m": 1.0 }, { - "p": 0.37596845626831055, + "p": 0.3204895257949829, "m": 1.0 }, { - "p": 0.3015061914920807, + "p": 0.3090529143810272, "m": 1.0 }, { - "p": 0.3070405125617981, + "p": 0.2816021740436554, "m": 1.0 }, { - "p": 0.2065921127796173, + "p": 0.2962711453437805, "m": 1.0 } ] }, { "epoch": 5, - "train_loss": 2.016270875930786, - "val_loss": 1.8018450736999512, - "acc": 35.77, - "time": 44.262313465999995, + "train_loss": 2.2362685203552246, + "val_loss": 2.0587990283966064, + "acc": 24.09, + "time": 43.263118749, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.4268988072872162, + "p": 0.32542741298675537, "m": 1.0 }, { - "p": 0.31840986013412476, + "p": 0.29410940408706665, "m": 1.0 }, { - "p": 0.237305149435997, + "p": 0.42479124665260315, "m": 1.0 }, { - "p": 0.38452115654945374, + "p": 0.31026968359947205, "m": 1.0 }, { - "p": 0.3007001280784607, + "p": 0.420132040977478, "m": 1.0 }, { - "p": 0.2625504732131958, + "p": 0.45049259066581726, "m": 1.0 }, { - "p": 0.396239697933197, + "p": 0.2891032099723816, "m": 1.0 }, { - "p": 0.3723697364330292, + "p": 0.33071011304855347, "m": 1.0 }, { - "p": 0.339377224445343, + "p": 0.32695499062538147, "m": 1.0 }, { - "p": 0.28904658555984497, + "p": 0.2607181668281555, "m": 1.0 }, { - "p": 0.17746928334236145, + "p": 0.1913217008113861, "m": 1.0 }, { - "p": 0.32381728291511536, + "p": 0.26256123185157776, "m": 1.0 }, { - "p": 0.2563810646533966, + "p": 0.3551759421825409, "m": 1.0 }, { - "p": 0.40162205696105957, + "p": 0.31164661049842834, "m": 1.0 }, { - "p": 0.2942686975002289, + "p": 0.3113190233707428, "m": 1.0 }, { - "p": 0.30256715416908264, + "p": 0.25204694271087646, "m": 1.0 }, { - "p": 0.17002038657665253, + "p": 0.309784471988678, "m": 1.0 } ] }, { "epoch": 6, - "train_loss": 1.918553113937378, - "val_loss": 1.6878712177276611, - "acc": 39.19, - "time": 40.60730176399997, + "train_loss": 2.0051915645599365, + "val_loss": 1.710425615310669, + "acc": 36.86, + "time": 42.378389978, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.45042577385902405, + "p": 0.358522891998291, "m": 1.0 }, { - "p": 0.31160882115364075, + "p": 0.2614944875240326, "m": 1.0 }, { - "p": 0.22304263710975647, + "p": 0.41759198904037476, "m": 1.0 }, { - "p": 0.35748088359832764, + "p": 0.2867443263530731, "m": 1.0 }, { - "p": 0.3247990310192108, + "p": 0.3990401029586792, "m": 1.0 }, { - "p": 0.2662926912307739, + "p": 0.4571393132209778, "m": 1.0 }, { - "p": 0.3999086022377014, + "p": 0.3081551492214203, "m": 1.0 }, { - "p": 0.3808065950870514, + "p": 0.34182634949684143, "m": 1.0 }, { - "p": 0.33000245690345764, + "p": 0.28105226159095764, "m": 1.0 }, { - "p": 0.27422598004341125, + "p": 0.2922636568546295, "m": 1.0 }, { - "p": 0.17039699852466583, + "p": 0.15381981432437897, "m": 1.0 }, { - "p": 0.3161076009273529, + "p": 0.23683804273605347, "m": 1.0 }, { - "p": 0.24873176217079163, + "p": 0.33869844675064087, "m": 1.0 }, { - "p": 0.4136165678501129, + "p": 0.32534757256507874, "m": 1.0 }, { - "p": 0.28564953804016113, + "p": 0.2808174788951874, "m": 1.0 }, { - "p": 0.24604754149913788, + "p": 0.23666810989379883, "m": 1.0 }, { - "p": 0.14214184880256653, + "p": 0.3161624073982239, "m": 1.0 } ] }, { "epoch": 7, - "train_loss": 1.9598867893218994, - "val_loss": 1.6352161169052124, - "acc": 40.0, - "time": 41.39380746500001, + "train_loss": 1.896769404411316, + "val_loss": 1.6916654109954834, + "acc": 39.19, + "time": 43.31215222200001, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.4259413480758667, + "p": 0.36859750747680664, "m": 1.0 }, { - "p": 0.27122288942337036, + "p": 0.2507602274417877, "m": 1.0 }, { - "p": 0.25238192081451416, + "p": 0.4051096439361572, "m": 1.0 }, { - "p": 0.34027349948883057, + "p": 0.24293920397758484, "m": 1.0 }, { - "p": 0.3380333185195923, + "p": 0.39155828952789307, "m": 1.0 }, { - "p": 0.26415738463401794, + "p": 0.4592950940132141, "m": 1.0 }, { - "p": 0.39307132363319397, + "p": 0.32617855072021484, "m": 1.0 }, { - "p": 0.3846864402294159, + "p": 0.3555183410644531, "m": 1.0 }, { - "p": 0.3180975615978241, + "p": 0.24659784138202667, "m": 1.0 }, { - "p": 0.26224982738494873, + "p": 0.3146037459373474, "m": 1.0 }, { - "p": 0.1449141800403595, + "p": 0.12979136407375336, "m": 1.0 }, { - "p": 0.35798677802085876, + "p": 0.20910999178886414, "m": 1.0 }, { - "p": 0.24874578416347504, + "p": 0.3241107165813446, "m": 1.0 }, { - "p": 0.37693360447883606, + "p": 0.29059749841690063, "m": 1.0 }, { - "p": 0.28092238306999207, + "p": 0.26046743988990784, "m": 1.0 }, { - "p": 0.2309209257364273, + "p": 0.2261950820684433, "m": 1.0 }, { - "p": 0.10443670302629471, + "p": 0.32361191511154175, "m": 1.0 } ] }, { "epoch": 8, - "train_loss": 1.6377521753311157, - "val_loss": 1.597408413887024, - "acc": 41.17, - "time": 39.42907114999997, + "train_loss": 1.8141982555389404, + "val_loss": 1.6900497674942017, + "acc": 40.73, + "time": 43.96992552099999, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.4010401666164398, + "p": 0.36938145756721497, "m": 1.0 }, { - "p": 0.24225866794586182, + "p": 0.2282334566116333, "m": 1.0 }, { - "p": 0.27825677394866943, + "p": 0.3851619064807892, "m": 1.0 }, { - "p": 0.3153932988643646, + "p": 0.1933269500732422, "m": 1.0 }, { - "p": 0.32281824946403503, + "p": 0.3699623644351959, "m": 1.0 }, { - "p": 0.26240381598472595, + "p": 0.42981934547424316, "m": 1.0 }, { - "p": 0.3697776794433594, + "p": 0.3273634612560272, "m": 1.0 }, { - "p": 0.3752991259098053, + "p": 0.35140687227249146, "m": 1.0 }, { - "p": 0.30826374888420105, + "p": 0.23116819560527802, "m": 1.0 }, { - "p": 0.23388217389583588, + "p": 0.3071771562099457, "m": 1.0 }, { - "p": 0.13429665565490723, + "p": 0.09149663895368576, "m": 1.0 }, { - "p": 0.35583317279815674, + "p": 0.18606474995613098, "m": 1.0 }, { - "p": 0.2530122697353363, + "p": 0.2996426224708557, "m": 1.0 }, { - "p": 0.3625292181968689, + "p": 0.2705826759338379, "m": 1.0 }, { - "p": 0.2690961956977844, + "p": 0.23956505954265594, "m": 1.0 }, { - "p": 0.24697186052799225, + "p": 0.2278187870979309, "m": 1.0 }, { - "p": 0.0706939548254013, + "p": 0.3076058328151703, "m": 1.0 } ] }, { "epoch": 9, - "train_loss": 1.7861121892929077, - "val_loss": 1.6140789985656738, - "acc": 43.09, - "time": 40.88242811700002, + "train_loss": 1.6871594190597534, + "val_loss": 1.6162625551223755, + "acc": 43.56, + "time": 42.65847949799996, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.3778644800186157, + "p": 0.36800530552864075, "m": 1.0 }, { - "p": 0.257601261138916, + "p": 0.24754776060581207, "m": 1.0 }, { - "p": 0.28836947679519653, + "p": 0.407980352640152, "m": 1.0 }, { - "p": 0.3227854371070862, + "p": 0.17282474040985107, "m": 1.0 }, { - "p": 0.33034104108810425, + "p": 0.3330787718296051, "m": 1.0 }, { - "p": 0.27148112654685974, + "p": 0.41371360421180725, "m": 1.0 }, { - "p": 0.36672243475914, + "p": 0.3445330560207367, "m": 1.0 }, { - "p": 0.368531197309494, + "p": 0.3436529338359833, "m": 1.0 }, { - "p": 0.2624450623989105, + "p": 0.21480903029441833, "m": 1.0 }, { - "p": 0.2045079916715622, + "p": 0.2862662374973297, "m": 1.0 }, { - "p": 0.12990900874137878, + "p": 0.05923102796077728, "m": 1.0 }, { - "p": 0.3317284882068634, + "p": 0.19730299711227417, "m": 1.0 }, { - "p": 0.23740294575691223, + "p": 0.30323392152786255, "m": 1.0 }, { - "p": 0.3295525312423706, + "p": 0.2524370849132538, "m": 1.0 }, { - "p": 0.25315505266189575, + "p": 0.20342735946178436, "m": 1.0 }, { - "p": 0.2617637813091278, + "p": 0.20280413329601288, "m": 1.0 }, { - "p": 0.05147980898618698, + "p": 0.2729756236076355, "m": 1.0 } ] }, { "epoch": 10, - "train_loss": 1.8293672800064087, - "val_loss": 1.5736913681030273, - "acc": 46.02, - "time": 41.757230334999974, + "train_loss": 1.8063006401062012, + "val_loss": 1.5660544633865356, + "acc": 44.05, + "time": 42.65918314000004, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.34947147965431213, + "p": 0.38829946517944336, "m": 1.0 }, { - "p": 0.26742997765541077, + "p": 0.2663329243659973, "m": 1.0 }, { - "p": 0.30157339572906494, + "p": 0.4332004487514496, "m": 1.0 }, { - "p": 0.32222238183021545, + "p": 0.14343026280403137, "m": 1.0 }, { - "p": 0.35483071208000183, + "p": 0.3026048541069031, "m": 1.0 }, { - "p": 0.2903088331222534, + "p": 0.4094744622707367, "m": 1.0 }, { - "p": 0.3672083020210266, + "p": 0.3532804548740387, "m": 1.0 }, { - "p": 0.35502690076828003, + "p": 0.34910181164741516, "m": 1.0 }, { - "p": 0.23497386276721954, + "p": 0.21267209947109222, "m": 1.0 }, { - "p": 0.19681698083877563, + "p": 0.3129073977470398, "m": 1.0 }, { - "p": 0.12673145532608032, + "p": 0.0428461916744709, "m": 1.0 }, { - "p": 0.31001847982406616, + "p": 0.18843728303909302, "m": 1.0 }, { - "p": 0.22276939451694489, + "p": 0.31112807989120483, "m": 1.0 }, { - "p": 0.30802640318870544, + "p": 0.21501220762729645, "m": 1.0 }, { - "p": 0.2395191639661789, + "p": 0.18476606905460358, "m": 1.0 }, { - "p": 0.2537093460559845, + "p": 0.17178012430667877, "m": 1.0 }, { - "p": 0.03635716065764427, + "p": 0.22407861053943634, "m": 1.0 } ] }, { "epoch": 11, - "train_loss": 1.6909217834472656, - "val_loss": 1.5222430229187012, - "acc": 46.63, - "time": 7.006052075000014, + "train_loss": 1.580426573753357, + "val_loss": 1.4372859001159668, + "acc": 47.0, + "time": 6.972866274000012, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.33889955282211304, + "p": 0.40710508823394775, "m": 1.0 }, { - "p": 0.27335160970687866, + "p": 0.2638653814792633, "m": 1.0 }, { - "p": 0.32630351185798645, + "p": 0.40533044934272766, "m": 1.0 }, { - "p": 0.3182876408100128, + "p": 0.12379375845193863, "m": 1.0 }, { - "p": 0.36958301067352295, + "p": 0.2959010601043701, "m": 1.0 }, { - "p": 0.29858121275901794, + "p": 0.4179725646972656, "m": 1.0 }, { - "p": 0.36981120705604553, + "p": 0.3574606776237488, "m": 1.0 }, { - "p": 0.3470131754875183, + "p": 0.3461932837963104, "m": 1.0 }, { - "p": 0.20996081829071045, + "p": 0.21581152081489563, "m": 1.0 }, { - "p": 0.19991454482078552, + "p": 0.3336520493030548, "m": 1.0 }, { - "p": 0.11084014177322388, + "p": 0.03442851081490517, "m": 1.0 }, { - "p": 0.29101085662841797, + "p": 0.18456698954105377, "m": 1.0 }, { - "p": 0.2014976292848587, + "p": 0.3141951858997345, "m": 1.0 }, { - "p": 0.2995651960372925, + "p": 0.19572915136814117, "m": 1.0 }, { - "p": 0.22350074350833893, + "p": 0.135736882686615, "m": 1.0 }, { - "p": 0.26349639892578125, + "p": 0.14652635157108307, "m": 1.0 }, { - "p": 0.01994379051029682, + "p": 0.21129845082759857, "m": 1.0 } ] }, { "epoch": 12, - "train_loss": 1.414659857749939, - "val_loss": 1.365163803100586, - "acc": 48.0, - "time": 5.889585266999973, + "train_loss": 1.437010407447815, + "val_loss": 1.6042200326919556, + "acc": 47.77, + "time": 5.970666267999945, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.34183239936828613, + "p": 0.43874046206474304, "m": 1.0 }, { - "p": 0.27481237053871155, + "p": 0.26254016160964966, "m": 1.0 }, { - "p": 0.3356465995311737, + "p": 0.4046880304813385, "m": 1.0 }, { - "p": 0.3307022750377655, + "p": 0.16997811198234558, "m": 1.0 }, { - "p": 0.37559446692466736, + "p": 0.3150332272052765, "m": 1.0 }, { - "p": 0.30534449219703674, + "p": 0.4362611770629883, "m": 1.0 }, { - "p": 0.3745653033256531, + "p": 0.34712785482406616, "m": 1.0 }, { - "p": 0.35810476541519165, + "p": 0.3355556130409241, "m": 1.0 }, { - "p": 0.1893545240163803, + "p": 0.2173985093832016, "m": 1.0 }, { - "p": 0.20156575739383698, + "p": 0.3502703607082367, "m": 1.0 }, { - "p": 0.09816313534975052, + "p": 0.016721336171030998, "m": 1.0 }, { - "p": 0.24555961787700653, + "p": 0.16355912387371063, "m": 1.0 }, { - "p": 0.18506869673728943, + "p": 0.3026277720928192, "m": 1.0 }, { - "p": 0.287384957075119, + "p": 0.18844321370124817, "m": 1.0 }, { - "p": 0.22298207879066467, + "p": 0.07653054594993591, "m": 1.0 }, { - "p": 0.2420220971107483, + "p": 0.13171765208244324, "m": 1.0 }, { - "p": 0.022868487983942032, + "p": 0.20927974581718445, "m": 1.0 } ] }, { "epoch": 13, - "train_loss": 1.4526573419570923, - "val_loss": 1.5521881580352783, - "acc": 49.33, - "time": 5.864700271999993, + "train_loss": 1.2325119972229004, + "val_loss": 1.4304298162460327, + "acc": 48.39, + "time": 5.947860406000018, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.3546273708343506, + "p": 0.4712616503238678, "m": 1.0 }, { - "p": 0.27240824699401855, + "p": 0.2765549421310425, "m": 1.0 }, { - "p": 0.3624191880226135, + "p": 0.4120023250579834, "m": 1.0 }, { - "p": 0.342698335647583, + "p": 0.22418567538261414, "m": 1.0 }, { - "p": 0.3858332335948944, + "p": 0.32548367977142334, "m": 1.0 }, { - "p": 0.298334002494812, + "p": 0.45485684275627136, "m": 1.0 }, { - "p": 0.38349252939224243, + "p": 0.3517482876777649, "m": 1.0 }, { - "p": 0.36596691608428955, + "p": 0.3309502899646759, "m": 1.0 }, { - "p": 0.15489840507507324, + "p": 0.19906741380691528, "m": 1.0 }, { - "p": 0.19546841084957123, + "p": 0.3573320209980011, "m": 1.0 }, { - "p": 0.11364778131246567, + "p": 0.0025756030809134245, "m": 1.0 }, { - "p": 0.23542991280555725, + "p": 0.14125844836235046, "m": 1.0 }, { - "p": 0.17079132795333862, + "p": 0.25462815165519714, "m": 1.0 }, { - "p": 0.25750163197517395, + "p": 0.21178019046783447, "m": 1.0 }, { - "p": 0.2039497047662735, + "p": 0.06551241129636765, "m": 1.0 }, { - "p": 0.2161594182252884, + "p": 0.12116426229476929, "m": 1.0 }, { - "p": 0.025006551295518875, + "p": 0.20641472935676575, "m": 1.0 } ] }, { "epoch": 14, - "train_loss": 1.5620357990264893, - "val_loss": 1.3812899589538574, - "acc": 50.69, - "time": 5.908828668000012, + "train_loss": 1.5415319204330444, + "val_loss": 1.3782904148101807, + "acc": 50.76, + "time": 5.9629766279999785, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.36938831210136414, + "p": 0.47806936502456665, "m": 1.0 }, { - "p": 0.2687056362628937, + "p": 0.27538254857063293, "m": 1.0 }, { - "p": 0.3972594141960144, + "p": 0.42394527792930603, "m": 1.0 }, { - "p": 0.3612198829650879, + "p": 0.2892979681491852, "m": 1.0 }, { - "p": 0.38622957468032837, + "p": 0.33046597242355347, "m": 1.0 }, { - "p": 0.31614983081817627, + "p": 0.4646367132663727, "m": 1.0 }, { - "p": 0.38276079297065735, + "p": 0.34764352440834045, "m": 1.0 }, { - "p": 0.36367303133010864, + "p": 0.32327592372894287, "m": 1.0 }, { - "p": 0.14259105920791626, + "p": 0.17812778055667877, "m": 1.0 }, { - "p": 0.19638149440288544, - "m": 1.0 - }, - { - "p": 0.11012168228626251, - "m": 1.0 - }, - { - "p": 0.20371277630329132, - "m": 1.0 - }, - { - "p": 0.1495005488395691, - "m": 1.0 - }, - { - "p": 0.22684679925441742, - "m": 1.0 - }, - { - "p": 0.1842665821313858, - "m": 1.0 - }, - { - "p": 0.16052404046058655, + "p": 0.35596129298210144, "m": 1.0 }, { "p": 0.0, "m": 1.0 + }, + { + "p": 0.12558871507644653, + "m": 1.0 + }, + { + "p": 0.22598391771316528, + "m": 1.0 + }, + { + "p": 0.211065411567688, + "m": 1.0 + }, + { + "p": 0.10602016001939774, + "m": 1.0 + }, + { + "p": 0.1049838438630104, + "m": 1.0 + }, + { + "p": 0.15035678446292877, + "m": 1.0 } ] }, { "epoch": 15, - "train_loss": 1.6919502019882202, - "val_loss": 1.2690974473953247, - "acc": 51.91, - "time": 5.898335772999985, + "train_loss": 1.7533457279205322, + "val_loss": 1.453241229057312, + "acc": 51.21, + "time": 5.96603611300003, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.32869893312454224, + "p": 0.4427119791507721, "m": 1.0 }, { - "p": 0.2628626823425293, + "p": 0.25897732377052307, "m": 1.0 }, { - "p": 0.40000879764556885, + "p": 0.41526028513908386, "m": 1.0 }, { - "p": 0.36671674251556396, + "p": 0.2941614091396332, "m": 1.0 }, { - "p": 0.36261025071144104, + "p": 0.32703670859336853, "m": 1.0 }, { - "p": 0.3273419439792633, + "p": 0.45601752400398254, "m": 1.0 }, { - "p": 0.37816452980041504, + "p": 0.3332573473453522, "m": 1.0 }, { - "p": 0.35731038451194763, + "p": 0.3083363175392151, "m": 1.0 }, { - "p": 0.12972314655780792, + "p": 0.17946577072143555, "m": 1.0 }, { - "p": 0.1904311329126358, + "p": 0.3366755247116089, "m": 1.0 }, { - "p": 0.08184737712144852, + "p": 0.014510711655020714, "m": 1.0 }, { - "p": 0.18505419790744781, + "p": 0.12405796349048615, "m": 1.0 }, { - "p": 0.14383919537067413, + "p": 0.21311894059181213, "m": 1.0 }, { - "p": 0.17094813287258148, + "p": 0.1975797414779663, "m": 1.0 }, { - "p": 0.16915082931518555, + "p": 0.1374010443687439, "m": 1.0 }, { - "p": 0.11837790161371231, + "p": 0.11911699175834656, "m": 1.0 }, { - "p": 0.0, + "p": 0.11263950914144516, "m": 1.0 } ] }, { "epoch": 16, - "train_loss": 1.3324475288391113, - "val_loss": 1.3456846475601196, - "acc": 51.73, - "time": 39.03394387100002, + "train_loss": 1.5466850996017456, + "val_loss": 1.3737924098968506, + "acc": 49.82, + "time": 41.17173322399998, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.303540974855423, + "p": 0.41151419281959534, "m": 1.0 }, { - "p": 0.18539319932460785, + "p": 0.2442699521780014, "m": 1.0 }, { - "p": 0.3897104859352112, + "p": 0.40895724296569824, "m": 1.0 }, { - "p": 0.3646097481250763, + "p": 0.29859188199043274, "m": 1.0 }, { - "p": 0.3491111099720001, + "p": 0.30286091566085815, "m": 1.0 }, { - "p": 0.318052738904953, + "p": 0.4294036328792572, "m": 1.0 }, { - "p": 0.37549373507499695, + "p": 0.30259066820144653, "m": 1.0 }, { - "p": 0.3522571921348572, + "p": 0.28981056809425354, "m": 1.0 }, { - "p": 0.10966821014881134, + "p": 0.16221897304058075, "m": 1.0 }, { - "p": 0.179710254073143, + "p": 0.32076290249824524, "m": 1.0 }, { - "p": 0.020958324894309044, + "p": 0.02844703570008278, "m": 1.0 }, { - "p": 0.1699463427066803, + "p": 0.10437410324811935, "m": 1.0 }, { - "p": 0.1326097846031189, + "p": 0.18450914323329926, "m": 1.0 }, { - "p": 0.1524982750415802, + "p": 0.18707375228405, "m": 1.0 }, { - "p": 0.15766282379627228, + "p": 0.13520307838916779, "m": 1.0 }, { - "p": 0.049736861139535904, + "p": 0.12642033398151398, "m": 1.0 }, { - "p": 0.0, + "p": 0.08882863819599152, "m": 1.0 } ] }, { "epoch": 17, - "train_loss": 1.4241235256195068, - "val_loss": 1.3947309255599976, - "acc": 52.88, - "time": 39.21220507700002, + "train_loss": 1.9460543394088745, + "val_loss": 1.2735276222229004, + "acc": 51.97, + "time": 44.488469056999975, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.28535112738609314, + "p": 0.3760366141796112, "m": 1.0 }, { - "p": 0.1405249536037445, + "p": 0.2014375627040863, "m": 1.0 }, { - "p": 0.3766789138317108, + "p": 0.3990212082862854, "m": 1.0 }, { - "p": 0.34809359908103943, + "p": 0.2936209440231323, "m": 1.0 }, { - "p": 0.3465305268764496, + "p": 0.3024686574935913, "m": 1.0 }, { - "p": 0.2925749719142914, + "p": 0.39777374267578125, "m": 1.0 }, { - "p": 0.36708417534828186, + "p": 0.28855404257774353, "m": 1.0 }, { - "p": 0.3267284035682678, + "p": 0.266608327627182, "m": 1.0 }, { - "p": 0.12170043587684631, + "p": 0.15152737498283386, "m": 1.0 }, { - "p": 0.17562644183635712, + "p": 0.306731641292572, "m": 1.0 }, { - "p": 0.0, + "p": 0.02533513866364956, "m": 1.0 }, { - "p": 0.14430870115756989, + "p": 0.10226757824420929, "m": 1.0 }, { - "p": 0.1346510648727417, + "p": 0.16873203217983246, "m": 1.0 }, { - "p": 0.15165925025939941, + "p": 0.17654933035373688, "m": 1.0 }, { - "p": 0.15680402517318726, + "p": 0.12231940776109695, "m": 1.0 }, { - "p": 0.01175812166184187, + "p": 0.12427718192338943, "m": 1.0 }, { - "p": 0.0, + "p": 0.06671416014432907, "m": 1.0 } ] }, { "epoch": 18, - "train_loss": 1.570383906364441, - "val_loss": 1.2538576126098633, - "acc": 53.93, - "time": 39.62378623799998, + "train_loss": 1.446378469467163, + "val_loss": 1.2516027688980103, + "acc": 53.76, + "time": 43.16750635099993, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.27913206815719604, + "p": 0.359491765499115, "m": 1.0 }, { - "p": 0.14875428378582, + "p": 0.2513780891895294, "m": 1.0 }, { - "p": 0.36716777086257935, + "p": 0.392123281955719, "m": 1.0 }, { - "p": 0.3320593535900116, + "p": 0.27736595273017883, "m": 1.0 }, { - "p": 0.3127271234989166, + "p": 0.3092992305755615, "m": 1.0 }, { - "p": 0.2763529121875763, + "p": 0.3544335663318634, "m": 1.0 }, { - "p": 0.3588137924671173, + "p": 0.2864326238632202, "m": 1.0 }, { - "p": 0.29644933342933655, + "p": 0.25474750995635986, "m": 1.0 }, { - "p": 0.13862113654613495, + "p": 0.14915575087070465, "m": 1.0 }, { - "p": 0.17989440262317657, + "p": 0.30219945311546326, "m": 1.0 }, { - "p": 0.0, + "p": 0.02025735378265381, "m": 1.0 }, { - "p": 0.15139447152614594, + "p": 0.08705569803714752, "m": 1.0 }, { - "p": 0.09176501631736755, + "p": 0.17272232472896576, "m": 1.0 }, { - "p": 0.15481534600257874, + "p": 0.10905501246452332, "m": 1.0 }, { - "p": 0.127256378531456, + "p": 0.0676371157169342, "m": 1.0 }, { - "p": 0.0, + "p": 0.12793563306331635, "m": 1.0 }, { @@ -1486,77 +1486,77 @@ }, { "epoch": 19, - "train_loss": 1.5714880228042603, - "val_loss": 1.4326804876327515, - "acc": 54.72, - "time": 41.29553328899999, + "train_loss": 1.4994817972183228, + "val_loss": 1.3353744745254517, + "acc": 52.85, + "time": 43.56284770800005, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2845448851585388, + "p": 0.3271735608577728, "m": 1.0 }, { - "p": 0.15755626559257507, + "p": 0.2701433598995209, "m": 1.0 }, { - "p": 0.36354848742485046, + "p": 0.3788779675960541, "m": 1.0 }, { - "p": 0.320086270570755, + "p": 0.25478658080101013, "m": 1.0 }, { - "p": 0.3016132414340973, + "p": 0.28506529331207275, "m": 1.0 }, { - "p": 0.2854035496711731, + "p": 0.26910510659217834, "m": 1.0 }, { - "p": 0.34951189160346985, + "p": 0.2906973958015442, "m": 1.0 }, { - "p": 0.2752992808818817, + "p": 0.24165047705173492, "m": 1.0 }, { - "p": 0.1382438689470291, + "p": 0.1574050486087799, "m": 1.0 }, { - "p": 0.15972037613391876, + "p": 0.29537826776504517, "m": 1.0 }, { - "p": 0.02259577438235283, + "p": 0.029716141521930695, "m": 1.0 }, { - "p": 0.156966894865036, + "p": 0.08800399303436279, "m": 1.0 }, { - "p": 0.07052195072174072, + "p": 0.18801765143871307, "m": 1.0 }, { - "p": 0.16301728785037994, + "p": 0.08801371604204178, "m": 1.0 }, { - "p": 0.10391546040773392, + "p": 0.0476192906498909, "m": 1.0 }, { - "p": 0.0, + "p": 0.10246176272630692, "m": 1.0 }, { @@ -1567,77 +1567,77 @@ }, { "epoch": 20, - "train_loss": 1.4413604736328125, - "val_loss": 1.2349544763565063, - "acc": 55.13, - "time": 38.96425332399997, + "train_loss": 1.5159143209457397, + "val_loss": 1.3278175592422485, + "acc": 54.93, + "time": 44.123376366, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.26358917355537415, + "p": 0.30819517374038696, "m": 1.0 }, { - "p": 0.1679254025220871, + "p": 0.2759840190410614, "m": 1.0 }, { - "p": 0.3641780614852905, + "p": 0.35067033767700195, "m": 1.0 }, { - "p": 0.29445505142211914, + "p": 0.2269534319639206, "m": 1.0 }, { - "p": 0.3069002032279968, + "p": 0.2580956220626831, "m": 1.0 }, { - "p": 0.29338887333869934, + "p": 0.21095652878284454, "m": 1.0 }, { - "p": 0.3424300253391266, + "p": 0.29031234979629517, "m": 1.0 }, { - "p": 0.2571587860584259, + "p": 0.23816624283790588, "m": 1.0 }, { - "p": 0.1372106671333313, + "p": 0.18519000709056854, "m": 1.0 }, { - "p": 0.14257000386714935, + "p": 0.28872764110565186, "m": 1.0 }, { - "p": 0.019725728780031204, + "p": 0.038671791553497314, "m": 1.0 }, { - "p": 0.15918853878974915, + "p": 0.11205165088176727, "m": 1.0 }, { - "p": 0.06775879114866257, + "p": 0.1963171660900116, "m": 1.0 }, { - "p": 0.17381632328033447, + "p": 0.0877210795879364, "m": 1.0 }, { - "p": 0.07898696511983871, + "p": 0.056851956993341446, "m": 1.0 }, { - "p": 0.0, + "p": 0.06503196805715561, "m": 1.0 }, { @@ -1648,401 +1648,401 @@ }, { "epoch": 21, - "train_loss": 1.8192507028579712, - "val_loss": 1.270802617073059, - "acc": 56.72, - "time": 40.361827318999985, + "train_loss": 1.6878774166107178, + "val_loss": 1.2288912534713745, + "acc": 54.94, + "time": 43.84293901000001, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.24765707552433014, + "p": 0.28140687942504883, "m": 1.0 }, { - "p": 0.17471808195114136, + "p": 0.27707546949386597, "m": 1.0 }, { - "p": 0.322412371635437, + "p": 0.33720365166664124, "m": 1.0 }, { - "p": 0.2520922124385834, + "p": 0.20042993128299713, "m": 1.0 }, { - "p": 0.28831949830055237, + "p": 0.21781575679779053, "m": 1.0 }, { - "p": 0.28770580887794495, + "p": 0.18904946744441986, "m": 1.0 }, { - "p": 0.3385002911090851, + "p": 0.2733725607395172, "m": 1.0 }, { - "p": 0.2137065976858139, + "p": 0.21022407710552216, "m": 1.0 }, { - "p": 0.14667239785194397, + "p": 0.21123123168945312, "m": 1.0 }, { - "p": 0.14287570118904114, + "p": 0.26428350806236267, "m": 1.0 }, { - "p": 0.03526727855205536, + "p": 0.04126399755477905, "m": 1.0 }, { - "p": 0.1793295294046402, + "p": 0.1319751739501953, "m": 1.0 }, { - "p": 0.04428980126976967, + "p": 0.18276455998420715, "m": 1.0 }, { - "p": 0.17925643920898438, + "p": 0.08288375288248062, "m": 1.0 }, { - "p": 0.07444033771753311, + "p": 0.06798909604549408, "m": 1.0 }, { - "p": 0.0184488445520401, + "p": 0.0405619740486145, "m": 1.0 }, { - "p": 0.0, + "p": 0.004740015137940645, "m": 1.0 } ] }, { "epoch": 22, - "train_loss": 1.5678359270095825, - "val_loss": 1.2113149166107178, - "acc": 54.99, - "time": 41.214525932000015, + "train_loss": 1.5713071823120117, + "val_loss": 1.3457672595977783, + "acc": 55.45, + "time": 43.54822755200007, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2182147353887558, + "p": 0.24889972805976868, "m": 1.0 }, { - "p": 0.17593862116336823, + "p": 0.2642788290977478, "m": 1.0 }, { - "p": 0.29449746012687683, + "p": 0.3256720304489136, "m": 1.0 }, { - "p": 0.22571265697479248, + "p": 0.1851905733346939, "m": 1.0 }, { - "p": 0.25773683190345764, + "p": 0.15633900463581085, "m": 1.0 }, { - "p": 0.2515016496181488, + "p": 0.17615699768066406, "m": 1.0 }, { - "p": 0.3376876413822174, + "p": 0.24440598487854004, "m": 1.0 }, { - "p": 0.1983124166727066, + "p": 0.18143127858638763, "m": 1.0 }, { - "p": 0.14425010979175568, + "p": 0.21846765279769897, "m": 1.0 }, { - "p": 0.13017280399799347, + "p": 0.22307509183883667, "m": 1.0 }, { - "p": 0.0401383601129055, + "p": 0.044452004134655, "m": 1.0 }, { - "p": 0.17800474166870117, + "p": 0.12395687401294708, "m": 1.0 }, { - "p": 0.04014355689287186, + "p": 0.19091753661632538, "m": 1.0 }, { - "p": 0.1664983481168747, + "p": 0.06778394430875778, "m": 1.0 }, { - "p": 0.07949793338775635, + "p": 0.08202558010816574, "m": 1.0 }, { - "p": 0.04148304834961891, + "p": 0.0033823298290371895, "m": 1.0 }, { - "p": 0.011183170601725578, + "p": 0.015445619821548462, "m": 1.0 } ] }, { "epoch": 23, - "train_loss": 1.1986266374588013, - "val_loss": 1.1176769733428955, - "acc": 57.24, - "time": 40.84734052199997, + "train_loss": 1.149356722831726, + "val_loss": 1.277939796447754, + "acc": 56.24, + "time": 42.37560759500002, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.21307817101478577, + "p": 0.22063665091991425, "m": 1.0 }, { - "p": 0.16449256241321564, + "p": 0.2550200819969177, "m": 1.0 }, { - "p": 0.28945988416671753, + "p": 0.3258039951324463, "m": 1.0 }, { - "p": 0.20734460651874542, + "p": 0.20256714522838593, "m": 1.0 }, { - "p": 0.21525026857852936, + "p": 0.08620891720056534, "m": 1.0 }, { - "p": 0.23763348162174225, + "p": 0.20294567942619324, "m": 1.0 }, { - "p": 0.3358200192451477, + "p": 0.21086075901985168, "m": 1.0 }, { - "p": 0.1874634027481079, + "p": 0.14172160625457764, "m": 1.0 }, { - "p": 0.14426566660404205, + "p": 0.22691701352596283, "m": 1.0 }, { - "p": 0.12100737541913986, + "p": 0.17420841753482819, "m": 1.0 }, { - "p": 0.04207344725728035, + "p": 0.04895123094320297, "m": 1.0 }, { - "p": 0.1539740115404129, + "p": 0.11947108805179596, "m": 1.0 }, { - "p": 0.08592590689659119, + "p": 0.1927872896194458, "m": 1.0 }, { - "p": 0.16595987975597382, + "p": 0.07133898884057999, "m": 1.0 }, { - "p": 0.08372501283884048, - "m": 1.0 - }, - { - "p": 0.05331839993596077, + "p": 0.07581736147403717, "m": 1.0 }, { "p": 0.0, "m": 1.0 + }, + { + "p": 0.012418916448950768, + "m": 1.0 } ] }, { "epoch": 24, - "train_loss": 1.2593406438827515, - "val_loss": 1.2105666399002075, - "acc": 57.57, - "time": 39.929637954999976, + "train_loss": 1.5152312517166138, + "val_loss": 1.1650123596191406, + "acc": 56.74, + "time": 41.934302626999965, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2181621789932251, + "p": 0.22076748311519623, "m": 1.0 }, { - "p": 0.1341727077960968, + "p": 0.25770851969718933, "m": 1.0 }, { - "p": 0.29905253648757935, + "p": 0.32714608311653137, "m": 1.0 }, { - "p": 0.20831166207790375, + "p": 0.2204161286354065, "m": 1.0 }, { - "p": 0.19989299774169922, + "p": 0.03540933504700661, "m": 1.0 }, { - "p": 0.2331131100654602, + "p": 0.23282881081104279, "m": 1.0 }, { - "p": 0.3476710915565491, + "p": 0.17267900705337524, "m": 1.0 }, { - "p": 0.1743261069059372, + "p": 0.09183493256568909, "m": 1.0 }, { - "p": 0.14061979949474335, + "p": 0.20195940136909485, "m": 1.0 }, { - "p": 0.10219050943851471, + "p": 0.14179670810699463, "m": 1.0 }, { - "p": 0.04284141957759857, + "p": 0.05526692420244217, "m": 1.0 }, { - "p": 0.12007290869951248, + "p": 0.13616915047168732, "m": 1.0 }, { - "p": 0.1100192740559578, + "p": 0.16508519649505615, "m": 1.0 }, { - "p": 0.17447510361671448, + "p": 0.07458696514368057, "m": 1.0 }, { - "p": 0.08509953320026398, - "m": 1.0 - }, - { - "p": 0.05320684611797333, + "p": 0.06653705984354019, "m": 1.0 }, { "p": 0.0, "m": 1.0 + }, + { + "p": 0.0051979427225887775, + "m": 1.0 } ] }, { "epoch": 25, - "train_loss": 1.440793752670288, - "val_loss": 1.253369688987732, - "acc": 57.81, - "time": 39.571734505999984, + "train_loss": 1.4988960027694702, + "val_loss": 1.234811544418335, + "acc": 57.19, + "time": 43.123443275, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.1933877170085907, + "p": 0.22131015360355377, "m": 1.0 }, { - "p": 0.12006447464227676, + "p": 0.24557414650917053, "m": 1.0 }, { - "p": 0.3046570420265198, + "p": 0.34395477175712585, "m": 1.0 }, { - "p": 0.21516790986061096, + "p": 0.2215585857629776, "m": 1.0 }, { - "p": 0.2025168389081955, + "p": 0.025051461532711983, "m": 1.0 }, { - "p": 0.227984219789505, + "p": 0.23301267623901367, "m": 1.0 }, { - "p": 0.34993308782577515, + "p": 0.17167381942272186, "m": 1.0 }, { - "p": 0.19892728328704834, + "p": 0.05778992548584938, "m": 1.0 }, { - "p": 0.1270541399717331, + "p": 0.197946697473526, "m": 1.0 }, { - "p": 0.11490905284881592, + "p": 0.11646120995283127, "m": 1.0 }, { - "p": 0.040298424661159515, + "p": 0.06554991006851196, "m": 1.0 }, { - "p": 0.10392842441797256, + "p": 0.15605825185775757, "m": 1.0 }, { - "p": 0.11094411462545395, + "p": 0.1389722228050232, "m": 1.0 }, { - "p": 0.17622509598731995, + "p": 0.062094856053590775, "m": 1.0 }, { - "p": 0.084819495677948, + "p": 0.07542549818754196, "m": 1.0 }, { - "p": 0.052744362503290176, + "p": 0.0, "m": 1.0 }, { @@ -2053,77 +2053,77 @@ }, { "epoch": 26, - "train_loss": 1.5116702318191528, - "val_loss": 1.1551278829574585, - "acc": 58.9, - "time": 10.35160827499999, + "train_loss": 1.3457921743392944, + "val_loss": 1.0949938297271729, + "acc": 59.33, + "time": 10.682279617000063, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.19938704371452332, + "p": 0.21777936816215515, "m": 1.0 }, { - "p": 0.12568645179271698, + "p": 0.2209325134754181, "m": 1.0 }, { - "p": 0.31926238536834717, + "p": 0.36053699254989624, "m": 1.0 }, { - "p": 0.2177237868309021, + "p": 0.20625878870487213, "m": 1.0 }, { - "p": 0.2090909332036972, + "p": 0.05259057134389877, "m": 1.0 }, { - "p": 0.2211563140153885, + "p": 0.17358575761318207, "m": 1.0 }, { - "p": 0.3352016806602478, + "p": 0.12367215752601624, "m": 1.0 }, { - "p": 0.19970111548900604, + "p": 0.055658381432294846, "m": 1.0 }, { - "p": 0.10589419305324554, + "p": 0.2007247507572174, "m": 1.0 }, { - "p": 0.14132706820964813, + "p": 0.10138434916734695, "m": 1.0 }, { - "p": 0.02664821408689022, + "p": 0.07522210478782654, "m": 1.0 }, { - "p": 0.10458420217037201, + "p": 0.16805347800254822, "m": 1.0 }, { - "p": 0.11252713948488235, + "p": 0.1433543860912323, "m": 1.0 }, { - "p": 0.1662244349718094, + "p": 0.05438319966197014, "m": 1.0 }, { - "p": 0.07181847840547562, + "p": 0.07455432415008545, "m": 1.0 }, { - "p": 0.055768225342035294, + "p": 0.0, "m": 1.0 }, { @@ -2134,790 +2134,790 @@ }, { "epoch": 27, - "train_loss": 1.1943769454956055, - "val_loss": 1.1941077709197998, - "acc": 60.27, - "time": 5.903299577999974, + "train_loss": 1.3288533687591553, + "val_loss": 1.152264952659607, + "acc": 58.99, + "time": 5.983153506999997, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2297430783510208, + "p": 0.2545493245124817, "m": 1.0 }, { - "p": 0.15813519060611725, + "p": 0.2132102996110916, "m": 1.0 }, { - "p": 0.3068350553512573, + "p": 0.3383510410785675, "m": 1.0 }, { - "p": 0.22012005746364594, + "p": 0.2029869705438614, "m": 1.0 }, { - "p": 0.21283265948295593, + "p": 0.09514516592025757, "m": 1.0 }, { - "p": 0.21906115114688873, + "p": 0.15028046071529388, "m": 1.0 }, { - "p": 0.32216548919677734, + "p": 0.13557015359401703, "m": 1.0 }, { - "p": 0.19602662324905396, + "p": 0.06094555929303169, "m": 1.0 }, { - "p": 0.10298436880111694, + "p": 0.20526547729969025, "m": 1.0 }, { - "p": 0.17013448476791382, + "p": 0.09332136064767838, "m": 1.0 }, { - "p": 0.06167721748352051, + "p": 0.08333316445350647, "m": 1.0 }, { - "p": 0.07486160099506378, + "p": 0.18646661937236786, "m": 1.0 }, { - "p": 0.11614438891410828, + "p": 0.15433283150196075, "m": 1.0 }, { - "p": 0.15002895891666412, + "p": 0.05027955397963524, "m": 1.0 }, { - "p": 0.07316959649324417, + "p": 0.03673519939184189, "m": 1.0 }, { - "p": 0.05066873878240585, + "p": 0.0, "m": 1.0 }, { - "p": 0.016663072630763054, + "p": 0.007296837400645018, "m": 1.0 } ] }, { "epoch": 28, - "train_loss": 1.0906118154525757, - "val_loss": 1.084024429321289, - "acc": 60.98, - "time": 5.886970375000033, + "train_loss": 1.3278743028640747, + "val_loss": 1.095337986946106, + "acc": 60.71, + "time": 5.972377724000012, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.27555108070373535, + "p": 0.25475946068763733, "m": 1.0 }, { - "p": 0.17040474712848663, + "p": 0.21159936487674713, "m": 1.0 }, { - "p": 0.2942654490470886, + "p": 0.3134170472621918, "m": 1.0 }, { - "p": 0.22430270910263062, + "p": 0.23978692293167114, "m": 1.0 }, { - "p": 0.22733719646930695, + "p": 0.12270285934209824, "m": 1.0 }, { - "p": 0.19851337373256683, + "p": 0.11868379265069962, "m": 1.0 }, { - "p": 0.29368630051612854, + "p": 0.1552504301071167, "m": 1.0 }, { - "p": 0.20151962339878082, + "p": 0.047945570200681686, "m": 1.0 }, { - "p": 0.099167600274086, + "p": 0.21656008064746857, "m": 1.0 }, { - "p": 0.1803537756204605, + "p": 0.09765300899744034, "m": 1.0 }, { - "p": 0.08308181166648865, + "p": 0.09507299214601517, "m": 1.0 }, { - "p": 0.04458967596292496, + "p": 0.18766866624355316, "m": 1.0 }, { - "p": 0.13096940517425537, + "p": 0.12810474634170532, "m": 1.0 }, { - "p": 0.13446937501430511, + "p": 0.06378404051065445, "m": 1.0 }, { - "p": 0.09082891047000885, + "p": 0.024525972083210945, "m": 1.0 }, { - "p": 0.038833990693092346, + "p": 0.017988912761211395, "m": 1.0 }, { - "p": 0.030304716899991035, + "p": 0.027557730674743652, "m": 1.0 } ] }, { "epoch": 29, - "train_loss": 0.8711870908737183, - "val_loss": 1.1275099515914917, - "acc": 60.74, - "time": 5.893379877999905, + "train_loss": 1.1706047058105469, + "val_loss": 1.1645102500915527, + "acc": 58.43, + "time": 5.979786721999972, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2951093912124634, + "p": 0.25747692584991455, "m": 1.0 }, { - "p": 0.17251619696617126, + "p": 0.20534498989582062, "m": 1.0 }, { - "p": 0.2850293815135956, + "p": 0.3315632939338684, "m": 1.0 }, { - "p": 0.2317051738500595, + "p": 0.2742266356945038, "m": 1.0 }, { - "p": 0.25569283962249756, + "p": 0.1329040378332138, "m": 1.0 }, { - "p": 0.18967805802822113, + "p": 0.15715548396110535, "m": 1.0 }, { - "p": 0.27878326177597046, + "p": 0.16260632872581482, "m": 1.0 }, { - "p": 0.2209387719631195, + "p": 0.05935564264655113, "m": 1.0 }, { - "p": 0.10910608619451523, + "p": 0.22397999465465546, "m": 1.0 }, { - "p": 0.1900532841682434, + "p": 0.1116136834025383, "m": 1.0 }, { - "p": 0.12558890879154205, + "p": 0.09457399696111679, "m": 1.0 }, { - "p": 0.02702822908759117, + "p": 0.2039317786693573, "m": 1.0 }, { - "p": 0.14359328150749207, + "p": 0.09365569055080414, "m": 1.0 }, { - "p": 0.13764970004558563, + "p": 0.09616652876138687, "m": 1.0 }, { - "p": 0.08939415216445923, + "p": 0.015489223413169384, "m": 1.0 }, { - "p": 0.028531115502119064, + "p": 0.03205806389451027, "m": 1.0 }, { - "p": 0.00426784111186862, + "p": 0.030851071700453758, "m": 1.0 } ] }, { "epoch": 30, - "train_loss": 1.308087944984436, - "val_loss": 1.2714108228683472, - "acc": 60.38, - "time": 5.878415108000013, + "train_loss": 1.001550316810608, + "val_loss": 1.1667109727859497, + "acc": 59.79, + "time": 5.976212968000027, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.26307928562164307, + "p": 0.24802850186824799, "m": 1.0 }, { - "p": 0.15449829399585724, + "p": 0.192448690533638, "m": 1.0 }, { - "p": 0.27204641699790955, + "p": 0.3524703085422516, "m": 1.0 }, { - "p": 0.2427092343568802, + "p": 0.2787706255912781, "m": 1.0 }, { - "p": 0.2729811668395996, + "p": 0.12271827459335327, "m": 1.0 }, { - "p": 0.1934436708688736, + "p": 0.17945076525211334, "m": 1.0 }, { - "p": 0.2654396593570709, + "p": 0.12685097754001617, "m": 1.0 }, { - "p": 0.2277984619140625, + "p": 0.04026170074939728, "m": 1.0 }, { - "p": 0.1241711974143982, + "p": 0.224390909075737, "m": 1.0 }, { - "p": 0.19296196103096008, + "p": 0.13100235164165497, "m": 1.0 }, { - "p": 0.14792746305465698, + "p": 0.08144009858369827, "m": 1.0 }, { - "p": 0.020417306572198868, + "p": 0.21862353384494781, "m": 1.0 }, { - "p": 0.14078669250011444, + "p": 0.07809168845415115, "m": 1.0 }, { - "p": 0.08518417924642563, - "m": 1.0 - }, - { - "p": 0.0804610326886177, - "m": 1.0 - }, - { - "p": 0.03884327411651611, + "p": 0.10616853088140488, "m": 1.0 }, { "p": 0.0, "m": 1.0 + }, + { + "p": 0.0661584809422493, + "m": 1.0 + }, + { + "p": 0.011503546498715878, + "m": 1.0 } ] }, { "epoch": 31, - "train_loss": 1.237653136253357, - "val_loss": 1.2239676713943481, - "acc": 59.54, - "time": 34.725088127999925, + "train_loss": 1.3043092489242554, + "val_loss": 1.1256803274154663, + "acc": 59.13, + "time": 37.334165730999985, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2301863580942154, + "p": 0.22751455008983612, "m": 1.0 }, { - "p": 0.10827063024044037, + "p": 0.18672575056552887, "m": 1.0 }, { - "p": 0.2696874439716339, + "p": 0.3217650353908539, "m": 1.0 }, { - "p": 0.24215452373027802, + "p": 0.27351054549217224, "m": 1.0 }, { - "p": 0.276278018951416, + "p": 0.11578319221735, "m": 1.0 }, { - "p": 0.19106502830982208, + "p": 0.17002256214618683, "m": 1.0 }, { - "p": 0.26017072796821594, + "p": 0.09644339233636856, "m": 1.0 }, { - "p": 0.2120617926120758, + "p": 0.03383180499076843, "m": 1.0 }, { - "p": 0.12790992856025696, + "p": 0.21817077696323395, "m": 1.0 }, { - "p": 0.17961059510707855, + "p": 0.1642376184463501, "m": 1.0 }, { - "p": 0.151813805103302, + "p": 0.08237554877996445, "m": 1.0 }, { - "p": 0.07684091478586197, + "p": 0.21407663822174072, "m": 1.0 }, { - "p": 0.13126175105571747, + "p": 0.07311179488897324, "m": 1.0 }, { - "p": 0.06296408921480179, - "m": 1.0 - }, - { - "p": 0.09182164818048477, - "m": 1.0 - }, - { - "p": 0.043462127447128296, + "p": 0.0823964774608612, "m": 1.0 }, { "p": 0.0, "m": 1.0 + }, + { + "p": 0.08103833347558975, + "m": 1.0 + }, + { + "p": 0.018230263143777847, + "m": 1.0 } ] }, { "epoch": 32, - "train_loss": 1.1590601205825806, - "val_loss": 1.2333804368972778, - "acc": 59.18, - "time": 39.44159464899997, + "train_loss": 1.2606323957443237, + "val_loss": 1.1756479740142822, + "acc": 59.96, + "time": 43.13581375900003, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.1999264508485794, + "p": 0.20595495402812958, "m": 1.0 }, { - "p": 0.07029492408037186, + "p": 0.17174167931079865, "m": 1.0 }, { - "p": 0.2589643597602844, + "p": 0.29231229424476624, "m": 1.0 }, { - "p": 0.24650952219963074, + "p": 0.26215746998786926, "m": 1.0 }, { - "p": 0.27243921160697937, + "p": 0.11451847851276398, "m": 1.0 }, { - "p": 0.1701866090297699, + "p": 0.15652307868003845, "m": 1.0 }, { - "p": 0.2450486421585083, + "p": 0.11385852098464966, "m": 1.0 }, { - "p": 0.16386140882968903, + "p": 0.049936603754758835, "m": 1.0 }, { - "p": 0.11068040877580643, + "p": 0.23063382506370544, "m": 1.0 }, { - "p": 0.1725621372461319, + "p": 0.14908571541309357, "m": 1.0 }, { - "p": 0.1431477963924408, + "p": 0.09104883670806885, "m": 1.0 }, { - "p": 0.09630902111530304, + "p": 0.20329247415065765, "m": 1.0 }, { - "p": 0.12115517258644104, + "p": 0.06039021909236908, "m": 1.0 }, { - "p": 0.06102151796221733, + "p": 0.055690303444862366, "m": 1.0 }, { - "p": 0.0890456810593605, + "p": 0.04029730707406998, "m": 1.0 }, { - "p": 0.045436132699251175, + "p": 0.09084887057542801, "m": 1.0 }, { - "p": 0.00903507973998785, + "p": 0.0326370969414711, "m": 1.0 } ] }, { "epoch": 33, - "train_loss": 0.8732243180274963, - "val_loss": 1.064109206199646, - "acc": 63.46, - "time": 40.66928604800012, + "train_loss": 1.0631985664367676, + "val_loss": 0.9433051347732544, + "acc": 62.59, + "time": 44.446484158999965, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.18997441232204437, + "p": 0.18518443405628204, "m": 1.0 }, { - "p": 0.10172475874423981, + "p": 0.1726686656475067, "m": 1.0 }, { - "p": 0.266236811876297, + "p": 0.28808921575546265, "m": 1.0 }, { - "p": 0.24775123596191406, + "p": 0.27803874015808105, "m": 1.0 }, { - "p": 0.23768551647663116, + "p": 0.1396712362766266, "m": 1.0 }, { - "p": 0.15652607381343842, + "p": 0.15313197672367096, "m": 1.0 }, { - "p": 0.22423437237739563, + "p": 0.13609212636947632, "m": 1.0 }, { - "p": 0.14444546401500702, + "p": 0.07278306782245636, "m": 1.0 }, { - "p": 0.09248457849025726, + "p": 0.24466323852539062, "m": 1.0 }, { - "p": 0.16174736618995667, + "p": 0.10520560294389725, "m": 1.0 }, { - "p": 0.1304561197757721, + "p": 0.1052851602435112, "m": 1.0 }, { - "p": 0.12167562544345856, + "p": 0.19097742438316345, "m": 1.0 }, { - "p": 0.09444599598646164, + "p": 0.06061839684844017, "m": 1.0 }, { - "p": 0.08016814291477203, + "p": 0.027551166713237762, "m": 1.0 }, { - "p": 0.08563005179166794, + "p": 0.06708168983459473, "m": 1.0 }, { - "p": 0.03420840948820114, + "p": 0.07847302407026291, "m": 1.0 }, { - "p": 0.00999436341226101, + "p": 0.02937239035964012, "m": 1.0 } ] }, { "epoch": 34, - "train_loss": 1.0695375204086304, - "val_loss": 0.9999563694000244, - "acc": 63.19, - "time": 40.84875964499997, + "train_loss": 1.1777534484863281, + "val_loss": 1.0929977893829346, + "acc": 61.3, + "time": 43.52556812600005, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2245442271232605, + "p": 0.199930801987648, "m": 1.0 }, { - "p": 0.12918230891227722, + "p": 0.18102332949638367, "m": 1.0 }, { - "p": 0.2835420072078705, + "p": 0.3111764192581177, "m": 1.0 }, { - "p": 0.2673501968383789, + "p": 0.2529096305370331, "m": 1.0 }, { - "p": 0.20757995545864105, + "p": 0.1707542985677719, "m": 1.0 }, { - "p": 0.169341042637825, + "p": 0.16641880571842194, "m": 1.0 }, { - "p": 0.22577475011348724, + "p": 0.13068430125713348, "m": 1.0 }, { - "p": 0.13953229784965515, + "p": 0.07858722656965256, "m": 1.0 }, { - "p": 0.07681390643119812, + "p": 0.2203565388917923, "m": 1.0 }, { - "p": 0.15303055942058563, + "p": 0.0793519914150238, "m": 1.0 }, { - "p": 0.09436419606208801, + "p": 0.09574058651924133, "m": 1.0 }, { - "p": 0.13726121187210083, + "p": 0.18612197041511536, "m": 1.0 }, { - "p": 0.06722757965326309, + "p": 0.03754352778196335, "m": 1.0 }, { - "p": 0.09823794662952423, + "p": 0.0, "m": 1.0 }, { - "p": 0.08647974580526352, + "p": 0.07118405401706696, "m": 1.0 }, { - "p": 0.022950131446123123, + "p": 0.06515821069478989, "m": 1.0 }, { - "p": 0.008062168955802917, + "p": 0.03506835922598839, "m": 1.0 } ] }, { "epoch": 35, - "train_loss": 1.5534443855285645, - "val_loss": 1.000892996788025, - "acc": 63.67, - "time": 40.79188190900004, + "train_loss": 1.2246227264404297, + "val_loss": 1.1514958143234253, + "acc": 62.4, + "time": 42.71173220100013, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2419712245464325, + "p": 0.19556020200252533, "m": 1.0 }, { - "p": 0.1511763632297516, + "p": 0.18382935225963593, "m": 1.0 }, { - "p": 0.28124138712882996, + "p": 0.3072327971458435, "m": 1.0 }, { - "p": 0.22944548726081848, + "p": 0.23281994462013245, "m": 1.0 }, { - "p": 0.21596509218215942, + "p": 0.18293803930282593, "m": 1.0 }, { - "p": 0.1482841521501541, + "p": 0.17163626849651337, "m": 1.0 }, { - "p": 0.22408977150917053, + "p": 0.12327299267053604, "m": 1.0 }, { - "p": 0.16296671330928802, + "p": 0.08574968576431274, "m": 1.0 }, { - "p": 0.06201110780239105, + "p": 0.18292644619941711, "m": 1.0 }, { - "p": 0.15007612109184265, + "p": 0.05850828066468239, "m": 1.0 }, { - "p": 0.08884931355714798, + "p": 0.07770440727472305, "m": 1.0 }, { - "p": 0.14340339601039886, + "p": 0.18198910355567932, "m": 1.0 }, { - "p": 0.05233461409807205, + "p": 0.01191197894513607, "m": 1.0 }, { - "p": 0.05838332325220108, + "p": 0.0, "m": 1.0 }, { - "p": 0.09406138956546783, + "p": 0.07484214007854462, "m": 1.0 }, { - "p": 0.021766766905784607, + "p": 0.07188466191291809, "m": 1.0 }, { - "p": 0.03160862624645233, + "p": 0.05700444057583809, "m": 1.0 } ] }, { "epoch": 36, - "train_loss": 1.3293818235397339, - "val_loss": 1.0964233875274658, - "acc": 62.85, - "time": 40.88728927200009, + "train_loss": 1.1575515270233154, + "val_loss": 0.9997207522392273, + "acc": 62.32, + "time": 44.091552271999944, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.25781863927841187, + "p": 0.1814955174922943, "m": 1.0 }, { - "p": 0.16144277155399323, + "p": 0.19175006449222565, "m": 1.0 }, { - "p": 0.2509661018848419, + "p": 0.2763718366622925, "m": 1.0 }, { - "p": 0.22053998708724976, + "p": 0.19441784918308258, "m": 1.0 }, { - "p": 0.23017515242099762, + "p": 0.18731752038002014, "m": 1.0 }, { - "p": 0.1707679033279419, + "p": 0.13038232922554016, "m": 1.0 }, { - "p": 0.22179900109767914, + "p": 0.12097456306219101, "m": 1.0 }, { - "p": 0.1442241221666336, + "p": 0.08961466699838638, "m": 1.0 }, { - "p": 0.10000001639127731, + "p": 0.16413365304470062, "m": 1.0 }, { - "p": 0.14418362081050873, + "p": 0.014820506796240807, "m": 1.0 }, { - "p": 0.08941838890314102, + "p": 0.06541747599840164, "m": 1.0 }, { - "p": 0.168975830078125, + "p": 0.17645911872386932, "m": 1.0 }, { @@ -2925,80 +2925,68 @@ "m": 1.0 }, { - "p": 0.04268336668610573, + "p": 0.0, "m": 1.0 }, { - "p": 0.10522077232599258, + "p": 0.06781631708145142, "m": 1.0 }, { - "p": 0.03726569935679436, + "p": 0.09890247136354446, "m": 1.0 }, { - "p": 0.062322188168764114, + "p": 0.0775119885802269, "m": 1.0 } ] }, { "epoch": 37, - "train_loss": 1.2181240320205688, - "val_loss": 0.966185986995697, - "acc": 63.03, - "time": 44.85164921299997, + "train_loss": 1.216473937034607, + "val_loss": 1.103966474533081, + "acc": 62.07, + "time": 42.22159033799994, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.26707494258880615, + "p": 0.14955197274684906, "m": 1.0 }, { - "p": 0.13788554072380066, + "p": 0.1935572773218155, "m": 1.0 }, { - "p": 0.22273609042167664, + "p": 0.2528020143508911, "m": 1.0 }, { - "p": 0.22221247851848602, + "p": 0.17929604649543762, "m": 1.0 }, { - "p": 0.18993742763996124, + "p": 0.19161488115787506, "m": 1.0 }, { - "p": 0.17751948535442352, + "p": 0.10597977042198181, "m": 1.0 }, { - "p": 0.22216013073921204, + "p": 0.09941954165697098, "m": 1.0 }, { - "p": 0.13937892019748688, + "p": 0.08602913469076157, "m": 1.0 }, { - "p": 0.11596661806106567, - "m": 1.0 - }, - { - "p": 0.1605837494134903, - "m": 1.0 - }, - { - "p": 0.08957985043525696, - "m": 1.0 - }, - { - "p": 0.19004380702972412, + "p": 0.16197457909584045, "m": 1.0 }, { @@ -3006,5122 +2994,5134 @@ "m": 1.0 }, { - "p": 0.018240761011838913, + "p": 0.05059254541993141, "m": 1.0 }, { - "p": 0.11602170020341873, + "p": 0.16755248606204987, "m": 1.0 }, { - "p": 0.06451285630464554, + "p": 0.002348975045606494, "m": 1.0 }, { - "p": 0.07153337448835373, + "p": 0.02429875172674656, + "m": 1.0 + }, + { + "p": 0.07182198017835617, + "m": 1.0 + }, + { + "p": 0.14179512858390808, + "m": 1.0 + }, + { + "p": 0.08278325200080872, "m": 1.0 } ] }, { "epoch": 38, - "train_loss": 0.8618338108062744, - "val_loss": 1.0749882459640503, - "acc": 59.3, - "time": 42.01013844799991, + "train_loss": 0.917142927646637, + "val_loss": 1.0899728536605835, + "acc": 60.49, + "time": 43.08357938599988, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2638462483882904, + "p": 0.13255895674228668, "m": 1.0 }, { - "p": 0.1332922726869583, + "p": 0.20795881748199463, "m": 1.0 }, { - "p": 0.22045034170150757, + "p": 0.25222963094711304, "m": 1.0 }, { - "p": 0.22272038459777832, + "p": 0.15899761021137238, "m": 1.0 }, { - "p": 0.13494974374771118, + "p": 0.18345701694488525, "m": 1.0 }, { - "p": 0.18017709255218506, + "p": 0.05125942826271057, "m": 1.0 }, { - "p": 0.20725415647029877, + "p": 0.0927475094795227, "m": 1.0 }, { - "p": 0.13841912150382996, + "p": 0.10559766739606857, "m": 1.0 }, { - "p": 0.13068360090255737, + "p": 0.14895331859588623, "m": 1.0 }, { - "p": 0.16393183171749115, + "p": 0.00980312842875719, "m": 1.0 }, { - "p": 0.08905518800020218, + "p": 0.06084885820746422, "m": 1.0 }, { - "p": 0.21158121526241302, + "p": 0.14156340062618256, "m": 1.0 }, { - "p": 0.01863681711256504, + "p": 0.025002291426062584, "m": 1.0 }, { - "p": 0.0017397786723449826, + "p": 0.06473488360643387, "m": 1.0 }, { - "p": 0.11152894794940948, + "p": 0.05647236853837967, "m": 1.0 }, { - "p": 0.08787669241428375, + "p": 0.17015786468982697, "m": 1.0 }, { - "p": 0.07043718546628952, + "p": 0.09507158398628235, "m": 1.0 } ] }, { "epoch": 39, - "train_loss": 1.0756410360336304, - "val_loss": 0.9207689166069031, - "acc": 64.58, - "time": 42.91306362299997, + "train_loss": 1.1113945245742798, + "val_loss": 1.009413242340088, + "acc": 62.03, + "time": 42.63051321299986, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.26123538613319397, + "p": 0.12182530015707016, "m": 1.0 }, { - "p": 0.14534281194210052, + "p": 0.23867811262607574, "m": 1.0 }, { - "p": 0.20688077807426453, + "p": 0.2661319673061371, "m": 1.0 }, { - "p": 0.21959079802036285, + "p": 0.1444607824087143, "m": 1.0 }, { - "p": 0.1340179741382599, + "p": 0.17907321453094482, "m": 1.0 }, { - "p": 0.22920385003089905, + "p": 0.013516603037714958, "m": 1.0 }, { - "p": 0.19550351798534393, + "p": 0.12994763255119324, "m": 1.0 }, { - "p": 0.12084066867828369, + "p": 0.12418965995311737, "m": 1.0 }, { - "p": 0.1504899561405182, + "p": 0.12036456912755966, "m": 1.0 }, { - "p": 0.15597404539585114, + "p": 0.052777357399463654, "m": 1.0 }, { - "p": 0.08884873241186142, + "p": 0.07524479180574417, "m": 1.0 }, { - "p": 0.21523864567279816, + "p": 0.08753489702939987, "m": 1.0 }, { - "p": 0.06388383358716965, + "p": 0.05344781652092934, "m": 1.0 }, { - "p": 0.0023126339074224234, + "p": 0.1072392389178276, "m": 1.0 }, { - "p": 0.07568510621786118, + "p": 0.028654802590608597, "m": 1.0 }, { - "p": 0.10381969064474106, + "p": 0.17807553708553314, "m": 1.0 }, { - "p": 0.06401487439870834, + "p": 0.09820079058408737, "m": 1.0 } ] }, { "epoch": 40, - "train_loss": 0.927406907081604, - "val_loss": 1.1137194633483887, - "acc": 64.84, - "time": 44.21300544299993, + "train_loss": 0.9840721487998962, + "val_loss": 1.0587247610092163, + "acc": 63.33, + "time": 43.376021933000175, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.26042452454566956, + "p": 0.10315173864364624, "m": 1.0 }, { - "p": 0.15127979218959808, + "p": 0.26079219579696655, "m": 1.0 }, { - "p": 0.20908278226852417, + "p": 0.2760763168334961, "m": 1.0 }, { - "p": 0.23822589218616486, + "p": 0.13817863166332245, "m": 1.0 }, { - "p": 0.11950584501028061, + "p": 0.1686023771762848, "m": 1.0 }, { - "p": 0.2706761360168457, + "p": 0.058035511523485184, "m": 1.0 }, { - "p": 0.18672049045562744, + "p": 0.16915321350097656, "m": 1.0 }, { - "p": 0.12745746970176697, + "p": 0.15099447965621948, "m": 1.0 }, { - "p": 0.14681288599967957, + "p": 0.11488854140043259, "m": 1.0 }, { - "p": 0.1630191057920456, + "p": 0.10868440568447113, "m": 1.0 }, { - "p": 0.09208904951810837, + "p": 0.0634385421872139, "m": 1.0 }, { - "p": 0.20156414806842804, + "p": 0.05079039931297302, "m": 1.0 }, { - "p": 0.09692656248807907, + "p": 0.07802188396453857, "m": 1.0 }, { - "p": 0.03727900981903076, + "p": 0.15323050320148468, "m": 1.0 }, { - "p": 0.07195830345153809, + "p": 0.04376604035496712, "m": 1.0 }, { - "p": 0.10356342047452927, + "p": 0.18671779334545135, "m": 1.0 }, { - "p": 0.05372124910354614, + "p": 0.10205528140068054, "m": 1.0 } ] }, { "epoch": 41, - "train_loss": 0.7862764000892639, - "val_loss": 0.9726579785346985, - "acc": 63.71, - "time": 15.834443560999944, + "train_loss": 0.8833749294281006, + "val_loss": 1.123197078704834, + "acc": 63.95, + "time": 15.55799901599994, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2476629763841629, + "p": 0.12731149792671204, "m": 1.0 }, { - "p": 0.20378777384757996, + "p": 0.27837058901786804, "m": 1.0 }, { - "p": 0.256067156791687, + "p": 0.2856677770614624, "m": 1.0 }, { - "p": 0.23335891962051392, + "p": 0.09830709546804428, "m": 1.0 }, { - "p": 0.1041565090417862, + "p": 0.15622243285179138, "m": 1.0 }, { - "p": 0.24480539560317993, + "p": 0.09655042737722397, "m": 1.0 }, { - "p": 0.2215547114610672, + "p": 0.169321671128273, "m": 1.0 }, { - "p": 0.16523964703083038, + "p": 0.1569136679172516, "m": 1.0 }, { - "p": 0.11164836585521698, + "p": 0.1313648670911789, "m": 1.0 }, { - "p": 0.17205286026000977, + "p": 0.13666313886642456, "m": 1.0 }, { - "p": 0.09783400595188141, + "p": 0.06304282695055008, "m": 1.0 }, { - "p": 0.19882594048976898, + "p": 0.03523598238825798, "m": 1.0 }, { - "p": 0.11092334240674973, + "p": 0.09492412954568863, "m": 1.0 }, { - "p": 0.05708535760641098, + "p": 0.16873814165592194, "m": 1.0 }, { - "p": 0.08049507439136505, + "p": 0.05099818482995033, "m": 1.0 }, { - "p": 0.06417817622423172, + "p": 0.19527579843997955, "m": 1.0 }, { - "p": 0.058375563472509384, + "p": 0.09282121807336807, "m": 1.0 } ] }, { "epoch": 42, - "train_loss": 1.3195092678070068, - "val_loss": 1.0505765676498413, - "acc": 64.29, - "time": 5.9435150739998335, + "train_loss": 1.3002804517745972, + "val_loss": 1.0862326622009277, + "acc": 63.73, + "time": 6.029452371000161, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.24279731512069702, + "p": 0.12937569618225098, "m": 1.0 }, { - "p": 0.24361668527126312, + "p": 0.2845575213432312, "m": 1.0 }, { - "p": 0.26338139176368713, + "p": 0.2979031205177307, "m": 1.0 }, { - "p": 0.22708721458911896, + "p": 0.12144525349140167, "m": 1.0 }, { - "p": 0.09658367931842804, + "p": 0.18003757297992706, "m": 1.0 }, { - "p": 0.22995589673519135, + "p": 0.19357939064502716, "m": 1.0 }, { - "p": 0.2570122480392456, + "p": 0.15345025062561035, "m": 1.0 }, { - "p": 0.19685740768909454, + "p": 0.16058051586151123, "m": 1.0 }, { - "p": 0.08900364488363266, + "p": 0.14600689709186554, "m": 1.0 }, { - "p": 0.16218256950378418, + "p": 0.14947891235351562, "m": 1.0 }, { - "p": 0.08379746973514557, + "p": 0.0673428326845169, "m": 1.0 }, { - "p": 0.21199555695056915, + "p": 0.03744596242904663, "m": 1.0 }, { - "p": 0.12069179862737656, + "p": 0.09781315922737122, "m": 1.0 }, { - "p": 0.06345326453447342, + "p": 0.18087133765220642, "m": 1.0 }, { - "p": 0.103186696767807, + "p": 0.06445616483688354, "m": 1.0 }, { - "p": 0.025466807186603546, + "p": 0.13303989171981812, "m": 1.0 }, { - "p": 0.06923741847276688, + "p": 0.11502567678689957, "m": 1.0 } ] }, { "epoch": 43, - "train_loss": 0.5587348341941833, - "val_loss": 1.1073195934295654, - "acc": 62.72, - "time": 5.920660537999993, + "train_loss": 0.6596835255622864, + "val_loss": 0.9810501337051392, + "acc": 63.66, + "time": 5.971156565999991, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2332286685705185, + "p": 0.08492806553840637, "m": 1.0 }, { - "p": 0.2305712103843689, + "p": 0.293669730424881, "m": 1.0 }, { - "p": 0.268035352230072, + "p": 0.28654202818870544, "m": 1.0 }, { - "p": 0.22496530413627625, + "p": 0.12987303733825684, "m": 1.0 }, { - "p": 0.10008445382118225, + "p": 0.1567429155111313, "m": 1.0 }, { - "p": 0.21559663116931915, + "p": 0.23505479097366333, "m": 1.0 }, { - "p": 0.26054102182388306, + "p": 0.15085382759571075, "m": 1.0 }, { - "p": 0.22281348705291748, + "p": 0.17550994455814362, "m": 1.0 }, { - "p": 0.12298835813999176, + "p": 0.15583333373069763, "m": 1.0 }, { - "p": 0.15424060821533203, + "p": 0.15452124178409576, "m": 1.0 }, { - "p": 0.0864056795835495, + "p": 0.0706588476896286, "m": 1.0 }, { - "p": 0.19887667894363403, + "p": 0.051140494644641876, "m": 1.0 }, { - "p": 0.1197810173034668, + "p": 0.09958530217409134, "m": 1.0 }, { - "p": 0.059300437569618225, + "p": 0.17967131733894348, "m": 1.0 }, { - "p": 0.11560725420713425, + "p": 0.06974516808986664, "m": 1.0 }, { - "p": 0.022043488919734955, + "p": 0.10637228190898895, "m": 1.0 }, { - "p": 0.0703863874077797, + "p": 0.13097788393497467, "m": 1.0 } ] }, { "epoch": 44, - "train_loss": 0.9166185259819031, - "val_loss": 0.9301554560661316, - "acc": 65.63, - "time": 5.916728831, + "train_loss": 0.6265082955360413, + "val_loss": 1.0713448524475098, + "acc": 64.97, + "time": 6.024597881000091, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2309880554676056, + "p": 0.0949447974562645, "m": 1.0 }, { - "p": 0.21399608254432678, + "p": 0.3051326870918274, "m": 1.0 }, { - "p": 0.2711420953273773, + "p": 0.28340262174606323, "m": 1.0 }, { - "p": 0.2491472214460373, + "p": 0.15736055374145508, "m": 1.0 }, { - "p": 0.11133712530136108, + "p": 0.14875146746635437, "m": 1.0 }, { - "p": 0.21230924129486084, + "p": 0.23794832825660706, "m": 1.0 }, { - "p": 0.26860129833221436, + "p": 0.14893127977848053, "m": 1.0 }, { - "p": 0.271979421377182, + "p": 0.186930850148201, "m": 1.0 }, { - "p": 0.14330454170703888, + "p": 0.17785799503326416, "m": 1.0 }, { - "p": 0.16662843525409698, + "p": 0.15307489037513733, "m": 1.0 }, { - "p": 0.09220987558364868, + "p": 0.06550413370132446, "m": 1.0 }, { - "p": 0.16568468511104584, + "p": 0.0574556365609169, "m": 1.0 }, { - "p": 0.10255978256464005, + "p": 0.10020323097705841, "m": 1.0 }, { - "p": 0.04891839623451233, + "p": 0.1613471359014511, "m": 1.0 }, { - "p": 0.1391592025756836, + "p": 0.07036513835191727, "m": 1.0 }, { - "p": 0.04830404743552208, + "p": 0.09316737949848175, "m": 1.0 }, { - "p": 0.06332902610301971, + "p": 0.1249304786324501, "m": 1.0 } ] }, { "epoch": 45, - "train_loss": 1.0462948083877563, - "val_loss": 1.0914554595947266, - "acc": 64.5, - "time": 5.893819751999899, + "train_loss": 0.9653869271278381, + "val_loss": 1.0674890279769897, + "acc": 63.91, + "time": 5.981414435000033, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.22349265217781067, + "p": 0.09689748287200928, "m": 1.0 }, { - "p": 0.2089020162820816, + "p": 0.2940870225429535, "m": 1.0 }, { - "p": 0.2550242841243744, + "p": 0.2865643799304962, "m": 1.0 }, { - "p": 0.28049761056900024, + "p": 0.17455413937568665, "m": 1.0 }, { - "p": 0.11528325825929642, + "p": 0.13838042318820953, "m": 1.0 }, { - "p": 0.23390008509159088, + "p": 0.2307606190443039, "m": 1.0 }, { - "p": 0.24903392791748047, + "p": 0.15256276726722717, "m": 1.0 }, { - "p": 0.2851039469242096, + "p": 0.18871064484119415, "m": 1.0 }, { - "p": 0.1696406602859497, + "p": 0.17403562366962433, "m": 1.0 }, { - "p": 0.18397529423236847, + "p": 0.1371985375881195, "m": 1.0 }, { - "p": 0.10308733582496643, + "p": 0.06026095896959305, "m": 1.0 }, { - "p": 0.13837942481040955, + "p": 0.06319350004196167, "m": 1.0 }, { - "p": 0.09315148741006851, + "p": 0.07978153973817825, "m": 1.0 }, { - "p": 0.0442313626408577, + "p": 0.15223632752895355, "m": 1.0 }, { - "p": 0.14020349085330963, + "p": 0.07658165693283081, "m": 1.0 }, { - "p": 0.05973811075091362, + "p": 0.08240236341953278, "m": 1.0 }, { - "p": 0.05834129825234413, + "p": 0.11979680508375168, "m": 1.0 } ] }, { "epoch": 46, - "train_loss": 1.0689603090286255, - "val_loss": 1.0209290981292725, - "acc": 63.7, - "time": 30.959765068000024, + "train_loss": 1.2866723537445068, + "val_loss": 1.027326226234436, + "acc": 63.62, + "time": 33.74929480599985, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.14682742953300476, + "p": 0.0665566697716713, "m": 1.0 }, { - "p": 0.18291063606739044, + "p": 0.2928343415260315, "m": 1.0 }, { - "p": 0.25934863090515137, + "p": 0.24650543928146362, "m": 1.0 }, { - "p": 0.2747645080089569, + "p": 0.10187393426895142, "m": 1.0 }, { - "p": 0.11005159467458725, + "p": 0.12428798526525497, "m": 1.0 }, { - "p": 0.2277696579694748, + "p": 0.22793802618980408, "m": 1.0 }, { - "p": 0.2413499355316162, + "p": 0.15511302649974823, "m": 1.0 }, { - "p": 0.27298498153686523, + "p": 0.18645864725112915, "m": 1.0 }, { - "p": 0.17371168732643127, + "p": 0.17226208746433258, "m": 1.0 }, { - "p": 0.17279502749443054, + "p": 0.12231384962797165, "m": 1.0 }, { - "p": 0.12247328460216522, + "p": 0.05267176404595375, "m": 1.0 }, { - "p": 0.1033492311835289, + "p": 0.06655091792345047, "m": 1.0 }, { - "p": 0.10847971588373184, + "p": 0.022990761324763298, "m": 1.0 }, { - "p": 0.04471132159233093, + "p": 0.15896065533161163, "m": 1.0 }, { - "p": 0.14197176694869995, + "p": 0.09456410259008408, "m": 1.0 }, { - "p": 0.05651498958468437, + "p": 0.07010253518819809, "m": 1.0 }, { - "p": 0.08711212128400803, + "p": 0.10924234241247177, "m": 1.0 } ] }, { "epoch": 47, - "train_loss": 1.3368293046951294, - "val_loss": 1.073003888130188, - "acc": 61.6, - "time": 40.36491552000007, + "train_loss": 1.2248458862304688, + "val_loss": 1.1768707036972046, + "acc": 61.59, + "time": 43.09056049300011, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.07702149450778961, + "p": 0.0915820375084877, "m": 1.0 }, { - "p": 0.14656691253185272, + "p": 0.30560302734375, "m": 1.0 }, { - "p": 0.2576991021633148, + "p": 0.2034805566072464, "m": 1.0 }, { - "p": 0.24839051067829132, + "p": 0.03023337572813034, "m": 1.0 }, { - "p": 0.11050989478826523, + "p": 0.11245369911193848, "m": 1.0 }, { - "p": 0.23028232157230377, + "p": 0.21795743703842163, "m": 1.0 }, { - "p": 0.22647669911384583, + "p": 0.15073461830615997, "m": 1.0 }, { - "p": 0.252943217754364, + "p": 0.15330445766448975, "m": 1.0 }, { - "p": 0.168926402926445, + "p": 0.1555362492799759, "m": 1.0 }, { - "p": 0.16667604446411133, + "p": 0.11286494135856628, "m": 1.0 }, { - "p": 0.12375839054584503, + "p": 0.05068322271108627, "m": 1.0 }, { - "p": 0.11057993024587631, + "p": 0.07307355850934982, "m": 1.0 }, { - "p": 0.122660331428051, + "p": 0.015480750240385532, "m": 1.0 }, { - "p": 0.049111343920230865, + "p": 0.16237862408161163, "m": 1.0 }, { - "p": 0.13816437125205994, + "p": 0.0971701443195343, "m": 1.0 }, { - "p": 0.03587694093585014, + "p": 0.06352124363183975, "m": 1.0 }, { - "p": 0.11121426522731781, + "p": 0.10224218666553497, "m": 1.0 } ] }, { "epoch": 48, - "train_loss": 0.9057210087776184, - "val_loss": 0.8879535794258118, - "acc": 67.07, - "time": 42.58083878399998, + "train_loss": 0.6921271085739136, + "val_loss": 1.0772968530654907, + "acc": 65.74, + "time": 44.9221692189999, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.04854205623269081, + "p": 0.1478756070137024, "m": 1.0 }, { - "p": 0.1413569450378418, + "p": 0.30588299036026, "m": 1.0 }, { - "p": 0.2662866711616516, + "p": 0.14704470336437225, "m": 1.0 }, { - "p": 0.21287676692008972, + "p": 0.041424673050642014, "m": 1.0 }, { - "p": 0.07950881868600845, + "p": 0.10890765488147736, "m": 1.0 }, { - "p": 0.24408601224422455, + "p": 0.21928124129772186, "m": 1.0 }, { - "p": 0.24209100008010864, + "p": 0.13600459694862366, "m": 1.0 }, { - "p": 0.24234724044799805, + "p": 0.13042289018630981, "m": 1.0 }, { - "p": 0.1498587280511856, + "p": 0.1341477483510971, "m": 1.0 }, { - "p": 0.15438948571681976, + "p": 0.10744502395391464, "m": 1.0 }, { - "p": 0.11252590268850327, + "p": 0.056798260658979416, "m": 1.0 }, { - "p": 0.11418693512678146, + "p": 0.07224074006080627, "m": 1.0 }, { - "p": 0.1275625377893448, + "p": 0.06038474664092064, "m": 1.0 }, { - "p": 0.04814629629254341, + "p": 0.15716886520385742, "m": 1.0 }, { - "p": 0.12319889664649963, + "p": 0.09884800016880035, "m": 1.0 }, { - "p": 0.013031171634793282, + "p": 0.05903853476047516, "m": 1.0 }, { - "p": 0.12496647983789444, + "p": 0.09343531727790833, "m": 1.0 } ] }, { "epoch": 49, - "train_loss": 0.9852210879325867, - "val_loss": 0.9446010589599609, - "acc": 65.29, - "time": 49.26076153600002, + "train_loss": 1.2012385129928589, + "val_loss": 0.9484602808952332, + "acc": 62.09, + "time": 45.17480867099994, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.017978571355342865, + "p": 0.17758260667324066, "m": 1.0 }, { - "p": 0.15085498988628387, + "p": 0.32245704531669617, "m": 1.0 }, { - "p": 0.27163535356521606, + "p": 0.12871181964874268, "m": 1.0 }, { - "p": 0.18121540546417236, + "p": 0.01899699494242668, "m": 1.0 }, { - "p": 0.07462599128484726, + "p": 0.11297552287578583, "m": 1.0 }, { - "p": 0.24687692523002625, + "p": 0.21074433624744415, "m": 1.0 }, { - "p": 0.2708081901073456, + "p": 0.1367776244878769, "m": 1.0 }, { - "p": 0.2371092289686203, + "p": 0.13678297400474548, "m": 1.0 }, { - "p": 0.1400572657585144, + "p": 0.15095272660255432, "m": 1.0 }, { - "p": 0.15636232495307922, + "p": 0.11211741715669632, "m": 1.0 }, { - "p": 0.10970333963632584, + "p": 0.06923353672027588, "m": 1.0 }, { - "p": 0.1168777272105217, + "p": 0.055086832493543625, "m": 1.0 }, { - "p": 0.11614500731229782, + "p": 0.08145271986722946, "m": 1.0 }, { - "p": 0.09413816779851913, + "p": 0.14383812248706818, "m": 1.0 }, { - "p": 0.12483539432287216, + "p": 0.10724366456270218, "m": 1.0 }, { - "p": 0.021801646798849106, + "p": 0.06473507732152939, "m": 1.0 }, { - "p": 0.12341094017028809, + "p": 0.08143149316310883, "m": 1.0 } ] }, { "epoch": 50, - "train_loss": 0.8713972568511963, - "val_loss": 1.0641753673553467, - "acc": 66.57, - "time": 42.87202209899988, + "train_loss": 0.7893412113189697, + "val_loss": 1.0393794775009155, + "acc": 65.2, + "time": 44.72049463400003, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.05418422818183899, + "p": 0.195250004529953, "m": 1.0 }, { - "p": 0.1492006778717041, + "p": 0.3218654692173004, "m": 1.0 }, { - "p": 0.27429065108299255, + "p": 0.12153951078653336, "m": 1.0 }, { - "p": 0.1596165895462036, + "p": 0.010450153611600399, "m": 1.0 }, { - "p": 0.09745688736438751, + "p": 0.13245467841625214, "m": 1.0 }, { - "p": 0.23495899140834808, + "p": 0.19799582660198212, "m": 1.0 }, { - "p": 0.28474587202072144, + "p": 0.15822240710258484, "m": 1.0 }, { - "p": 0.2178022414445877, + "p": 0.1609724462032318, "m": 1.0 }, { - "p": 0.13661721348762512, + "p": 0.15798094868659973, "m": 1.0 }, { - "p": 0.16534462571144104, + "p": 0.10293195396661758, "m": 1.0 }, { - "p": 0.10515347868204117, + "p": 0.11140286922454834, "m": 1.0 }, { - "p": 0.11793343722820282, + "p": 0.05012191832065582, "m": 1.0 }, { - "p": 0.11080655455589294, + "p": 0.07121981680393219, "m": 1.0 }, { - "p": 0.09899328649044037, + "p": 0.13422337174415588, "m": 1.0 }, { - "p": 0.12662018835544586, + "p": 0.11053764820098877, "m": 1.0 }, { - "p": 0.02494918741285801, + "p": 0.08054803311824799, "m": 1.0 }, { - "p": 0.11785620450973511, + "p": 0.07203666865825653, "m": 1.0 } ] }, { "epoch": 51, - "train_loss": 0.9961788058280945, - "val_loss": 1.0066564083099365, - "acc": 66.99, - "time": 42.05837743699999, + "train_loss": 0.9541630148887634, + "val_loss": 0.934889554977417, + "acc": 66.2, + "time": 42.10401280200017, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.08741667866706848, + "p": 0.2098025679588318, "m": 1.0 }, { - "p": 0.15497472882270813, + "p": 0.32025346159935, "m": 1.0 }, { - "p": 0.2545826733112335, + "p": 0.18479885160923004, "m": 1.0 }, { - "p": 0.156485915184021, + "p": 0.027833666652441025, "m": 1.0 }, { - "p": 0.18274588882923126, + "p": 0.1385328620672226, "m": 1.0 }, { - "p": 0.23438923060894012, + "p": 0.18067988753318787, "m": 1.0 }, { - "p": 0.29174429178237915, + "p": 0.17210383713245392, "m": 1.0 }, { - "p": 0.19794608652591705, + "p": 0.16064612567424774, "m": 1.0 }, { - "p": 0.16109304130077362, + "p": 0.1392362415790558, "m": 1.0 }, { - "p": 0.18372182548046112, + "p": 0.09137996286153793, "m": 1.0 }, { - "p": 0.08886052668094635, + "p": 0.1286659985780716, "m": 1.0 }, { - "p": 0.11593928188085556, + "p": 0.02795090712606907, "m": 1.0 }, { - "p": 0.11020170152187347, + "p": 0.08959826081991196, "m": 1.0 }, { - "p": 0.09945979714393616, + "p": 0.1245860829949379, "m": 1.0 }, { - "p": 0.1279134601354599, + "p": 0.09043468534946442, "m": 1.0 }, { - "p": 0.035901132971048355, + "p": 0.09093750268220901, "m": 1.0 }, { - "p": 0.06874516606330872, + "p": 0.08524014055728912, "m": 1.0 } ] }, { "epoch": 52, - "train_loss": 1.3115453720092773, - "val_loss": 1.0300594568252563, - "acc": 66.14, - "time": 42.16135513500012, + "train_loss": 1.3641533851623535, + "val_loss": 1.0450900793075562, + "acc": 65.74, + "time": 43.06961897999986, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.11690858006477356, + "p": 0.240549698472023, "m": 1.0 }, { - "p": 0.15706294775009155, + "p": 0.32402461767196655, "m": 1.0 }, { - "p": 0.2296459823846817, + "p": 0.17613345384597778, "m": 1.0 }, { - "p": 0.16656628251075745, + "p": 0.05451863259077072, "m": 1.0 }, { - "p": 0.21928824484348297, + "p": 0.13512960076332092, "m": 1.0 }, { - "p": 0.24128510057926178, + "p": 0.16655473411083221, "m": 1.0 }, { - "p": 0.28406164050102234, + "p": 0.17754796147346497, "m": 1.0 }, { - "p": 0.19500041007995605, + "p": 0.15388332307338715, "m": 1.0 }, { - "p": 0.17575986683368683, + "p": 0.152192622423172, "m": 1.0 }, { - "p": 0.19719626009464264, + "p": 0.0921843945980072, "m": 1.0 }, { - "p": 0.06651204079389572, + "p": 0.14051656424999237, "m": 1.0 }, { - "p": 0.12371598929166794, + "p": 0.04001864790916443, "m": 1.0 }, { - "p": 0.10965429246425629, + "p": 0.09957107156515121, "m": 1.0 }, { - "p": 0.08121572434902191, + "p": 0.12809281051158905, "m": 1.0 }, { - "p": 0.12838667631149292, + "p": 0.08378905802965164, "m": 1.0 }, { - "p": 0.05300378426909447, + "p": 0.10235504806041718, "m": 1.0 }, { - "p": 0.07131057977676392, + "p": 0.10171739757061005, "m": 1.0 } ] }, { "epoch": 53, - "train_loss": 1.6244139671325684, - "val_loss": 1.011419415473938, - "acc": 66.24, - "time": 43.49519732899989, + "train_loss": 1.3488167524337769, + "val_loss": 0.9833486080169678, + "acc": 65.37, + "time": 42.37852414600002, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.1226610615849495, + "p": 0.22967517375946045, "m": 1.0 }, { - "p": 0.15767428278923035, + "p": 0.32576167583465576, "m": 1.0 }, { - "p": 0.2032749056816101, + "p": 0.16447077691555023, "m": 1.0 }, { - "p": 0.11882665008306503, + "p": 0.09764916449785233, "m": 1.0 }, { - "p": 0.21412688493728638, + "p": 0.14028431475162506, "m": 1.0 }, { - "p": 0.2450244277715683, + "p": 0.16195958852767944, "m": 1.0 }, { - "p": 0.2792828381061554, + "p": 0.18577606976032257, "m": 1.0 }, { - "p": 0.17446574568748474, + "p": 0.14210066199302673, "m": 1.0 }, { - "p": 0.1841202825307846, + "p": 0.1585332751274109, "m": 1.0 }, { - "p": 0.19295917451381683, + "p": 0.08069805800914764, "m": 1.0 }, { - "p": 0.055162880569696426, + "p": 0.14895099401474, "m": 1.0 }, { - "p": 0.10480566322803497, + "p": 0.07895208150148392, "m": 1.0 }, { - "p": 0.1290530264377594, + "p": 0.09994460642337799, "m": 1.0 }, { - "p": 0.06356607377529144, + "p": 0.12651680409908295, "m": 1.0 }, { - "p": 0.12538549304008484, + "p": 0.08017773926258087, "m": 1.0 }, { - "p": 0.07690797746181488, + "p": 0.12017184495925903, "m": 1.0 }, { - "p": 0.0906616821885109, + "p": 0.11175868660211563, "m": 1.0 } ] }, { "epoch": 54, - "train_loss": 0.772588312625885, - "val_loss": 1.1433491706848145, - "acc": 66.78, - "time": 45.616351979, + "train_loss": 0.7376556396484375, + "val_loss": 0.9111081957817078, + "acc": 66.38, + "time": 42.77695108399985, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.1493600606918335, + "p": 0.2185901701450348, "m": 1.0 }, { - "p": 0.16698673367500305, + "p": 0.31902092695236206, "m": 1.0 }, { - "p": 0.171035498380661, + "p": 0.17275933921337128, "m": 1.0 }, { - "p": 0.11009924113750458, + "p": 0.12127527594566345, "m": 1.0 }, { - "p": 0.20546723902225494, + "p": 0.14458096027374268, "m": 1.0 }, { - "p": 0.24123457074165344, + "p": 0.1518554836511612, "m": 1.0 }, { - "p": 0.2809763252735138, + "p": 0.19429618120193481, "m": 1.0 }, { - "p": 0.14320294559001923, + "p": 0.1261756420135498, "m": 1.0 }, { - "p": 0.1914139986038208, + "p": 0.1583767533302307, "m": 1.0 }, { - "p": 0.1666915863752365, + "p": 0.09897047281265259, "m": 1.0 }, { - "p": 0.05071349814534187, + "p": 0.14166390895843506, "m": 1.0 }, { - "p": 0.07807320356369019, + "p": 0.10124305635690689, "m": 1.0 }, { - "p": 0.14892874658107758, + "p": 0.11254698038101196, "m": 1.0 }, { - "p": 0.04327361285686493, + "p": 0.12095972895622253, "m": 1.0 }, { - "p": 0.12026375532150269, + "p": 0.08079839497804642, "m": 1.0 }, { - "p": 0.08826698362827301, + "p": 0.11625813692808151, "m": 1.0 }, { - "p": 0.1006077229976654, + "p": 0.10534332692623138, "m": 1.0 } ] }, { "epoch": 55, - "train_loss": 0.9165070056915283, - "val_loss": 0.9770326018333435, - "acc": 66.5, - "time": 42.09677768199981, + "train_loss": 0.8470239043235779, + "val_loss": 1.017941951751709, + "acc": 65.93, + "time": 43.291289861999985, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.18014360964298248, + "p": 0.23744423687458038, "m": 1.0 }, { - "p": 0.16511669754981995, + "p": 0.31472429633140564, "m": 1.0 }, { - "p": 0.14666235446929932, + "p": 0.18429343402385712, "m": 1.0 }, { - "p": 0.1072501465678215, + "p": 0.14587154984474182, "m": 1.0 }, { - "p": 0.22367940843105316, + "p": 0.16401906311511993, "m": 1.0 }, { - "p": 0.2624036371707916, + "p": 0.1586485356092453, "m": 1.0 }, { - "p": 0.28451818227767944, + "p": 0.19572129845619202, "m": 1.0 }, { - "p": 0.1320594847202301, + "p": 0.1090594008564949, "m": 1.0 }, { - "p": 0.18815943598747253, + "p": 0.17826299369335175, "m": 1.0 }, { - "p": 0.17041222751140594, + "p": 0.12172123044729233, "m": 1.0 }, { - "p": 0.050654906779527664, + "p": 0.13080990314483643, "m": 1.0 }, { - "p": 0.07482004910707474, + "p": 0.1310463547706604, "m": 1.0 }, { - "p": 0.1344137042760849, + "p": 0.13202720880508423, "m": 1.0 }, { - "p": 0.06689228862524033, + "p": 0.05340730771422386, "m": 1.0 }, { - "p": 0.10919155925512314, + "p": 0.08631635457277298, "m": 1.0 }, { - "p": 0.07143079489469528, + "p": 0.10805686563253403, "m": 1.0 }, { - "p": 0.10788242518901825, + "p": 0.08510132133960724, "m": 1.0 } ] }, { "epoch": 56, - "train_loss": 0.746239960193634, - "val_loss": 1.059908390045166, - "acc": 65.51, - "time": 19.58574292000003, + "train_loss": 0.6077660918235779, + "val_loss": 1.1832982301712036, + "acc": 65.34, + "time": 19.922925434000035, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.18309377133846283, + "p": 0.2589138150215149, "m": 1.0 }, { - "p": 0.1556531935930252, + "p": 0.31125888228416443, "m": 1.0 }, { - "p": 0.13593946397304535, + "p": 0.1925489604473114, "m": 1.0 }, { - "p": 0.0953688845038414, + "p": 0.16410116851329803, "m": 1.0 }, { - "p": 0.24201105535030365, + "p": 0.17403200268745422, "m": 1.0 }, { - "p": 0.26786670088768005, + "p": 0.18632562458515167, "m": 1.0 }, { - "p": 0.28462445735931396, + "p": 0.1727628856897354, "m": 1.0 }, { - "p": 0.1507573276758194, + "p": 0.10978424549102783, "m": 1.0 }, { - "p": 0.20721028745174408, + "p": 0.20457707345485687, "m": 1.0 }, { - "p": 0.166388139128685, + "p": 0.11490235477685928, "m": 1.0 }, { - "p": 0.05236724391579628, + "p": 0.13346578180789948, "m": 1.0 }, { - "p": 0.09524501860141754, + "p": 0.1473758965730667, "m": 1.0 }, { - "p": 0.13180291652679443, + "p": 0.1340828239917755, "m": 1.0 }, { - "p": 0.08913696557283401, + "p": 0.03752794861793518, "m": 1.0 }, { - "p": 0.10586375743150711, + "p": 0.0956728532910347, "m": 1.0 }, { - "p": 0.0568646602332592, + "p": 0.11454451829195023, "m": 1.0 }, { - "p": 0.1091487929224968, + "p": 0.056569211184978485, "m": 1.0 } ] }, { "epoch": 57, - "train_loss": 0.4538070559501648, - "val_loss": 0.9940954446792603, - "acc": 67.17, - "time": 5.974995503999935, + "train_loss": 0.6405664086341858, + "val_loss": 0.938584566116333, + "acc": 66.6, + "time": 6.024771052999995, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.17505024373531342, + "p": 0.2531908452510834, "m": 1.0 }, { - "p": 0.17706046998500824, + "p": 0.310069739818573, "m": 1.0 }, { - "p": 0.1469205766916275, + "p": 0.19091472029685974, "m": 1.0 }, { - "p": 0.12451855093240738, + "p": 0.17420807480812073, "m": 1.0 }, { - "p": 0.2500797212123871, + "p": 0.178058922290802, "m": 1.0 }, { - "p": 0.27559348940849304, + "p": 0.20635762810707092, "m": 1.0 }, { - "p": 0.2690678834915161, + "p": 0.17283877730369568, "m": 1.0 }, { - "p": 0.186072438955307, + "p": 0.11283265054225922, "m": 1.0 }, { - "p": 0.19361762702465057, + "p": 0.19565223157405853, "m": 1.0 }, { - "p": 0.14520801603794098, + "p": 0.13378837704658508, "m": 1.0 }, { - "p": 0.03378897160291672, + "p": 0.1285189688205719, "m": 1.0 }, { - "p": 0.096562460064888, + "p": 0.15265797078609467, "m": 1.0 }, { - "p": 0.13902069628238678, + "p": 0.13269217312335968, "m": 1.0 }, { - "p": 0.11630331724882126, + "p": 0.06909658014774323, "m": 1.0 }, { - "p": 0.1043630838394165, + "p": 0.10979679971933365, "m": 1.0 }, { - "p": 0.035898979753255844, + "p": 0.11977488547563553, "m": 1.0 }, { - "p": 0.12014279514551163, + "p": 0.051783714443445206, "m": 1.0 } ] }, { "epoch": 58, - "train_loss": 0.8866643905639648, - "val_loss": 1.2413288354873657, - "acc": 66.55, - "time": 5.95101214500005, + "train_loss": 0.9647695422172546, + "val_loss": 1.0555864572525024, + "acc": 64.98, + "time": 6.0055670639999335, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.17117109894752502, + "p": 0.24869805574417114, "m": 1.0 }, { - "p": 0.20340140163898468, + "p": 0.32119277119636536, "m": 1.0 }, { - "p": 0.15322475135326385, + "p": 0.18948626518249512, "m": 1.0 }, { - "p": 0.17084583640098572, + "p": 0.18324176967144012, "m": 1.0 }, { - "p": 0.2516627311706543, + "p": 0.18116024136543274, "m": 1.0 }, { - "p": 0.28556305170059204, + "p": 0.21847829222679138, "m": 1.0 }, { - "p": 0.21487756073474884, + "p": 0.19847466051578522, "m": 1.0 }, { - "p": 0.18780377507209778, + "p": 0.049664948135614395, "m": 1.0 }, { - "p": 0.2039589285850525, + "p": 0.1893668919801712, "m": 1.0 }, { - "p": 0.13541938364505768, + "p": 0.15751227736473083, "m": 1.0 }, { - "p": 0.08661002665758133, + "p": 0.13034588098526, "m": 1.0 }, { - "p": 0.0939277932047844, + "p": 0.12213994562625885, "m": 1.0 }, { - "p": 0.14294983446598053, + "p": 0.145539790391922, "m": 1.0 }, { - "p": 0.11693035066127777, + "p": 0.09956140071153641, "m": 1.0 }, { - "p": 0.08887594193220139, + "p": 0.10748594254255295, "m": 1.0 }, { - "p": 0.030427653342485428, + "p": 0.10525041073560715, "m": 1.0 }, { - "p": 0.13865821063518524, + "p": 0.0472060926258564, "m": 1.0 } ] }, { "epoch": 59, - "train_loss": 0.3454410433769226, - "val_loss": 0.9171515107154846, - "acc": 67.13, - "time": 5.978827238999884, + "train_loss": 0.5498085618019104, + "val_loss": 1.083647608757019, + "acc": 65.72, + "time": 6.035082761000012, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.17277081310749054, + "p": 0.25535234808921814, "m": 1.0 }, { - "p": 0.20903168618679047, + "p": 0.3125344216823578, "m": 1.0 }, { - "p": 0.18152479827404022, + "p": 0.20759107172489166, "m": 1.0 }, { - "p": 0.19773486256599426, + "p": 0.2080693393945694, "m": 1.0 }, { - "p": 0.24225035309791565, + "p": 0.15972459316253662, "m": 1.0 }, { - "p": 0.27182894945144653, + "p": 0.22678343951702118, "m": 1.0 }, { - "p": 0.18512076139450073, + "p": 0.21195897459983826, "m": 1.0 }, { - "p": 0.1892215758562088, + "p": 0.028020936995744705, "m": 1.0 }, { - "p": 0.2211199700832367, + "p": 0.22174778580665588, "m": 1.0 }, { - "p": 0.13234423100948334, + "p": 0.15236036479473114, "m": 1.0 }, { - "p": 0.12373080104589462, + "p": 0.12423986941576004, "m": 1.0 }, { - "p": 0.11985378712415695, + "p": 0.12174046784639359, "m": 1.0 }, { - "p": 0.11175081133842468, + "p": 0.1453121304512024, "m": 1.0 }, { - "p": 0.10726893693208694, + "p": 0.11411263048648834, "m": 1.0 }, { - "p": 0.08572328835725784, + "p": 0.09509416669607162, "m": 1.0 }, { - "p": 0.026229167357087135, + "p": 0.09689433127641678, "m": 1.0 }, { - "p": 0.13516853749752045, + "p": 0.05094369128346443, "m": 1.0 } ] }, { "epoch": 60, - "train_loss": 0.8352258205413818, - "val_loss": 1.105051875114441, - "acc": 65.44, - "time": 5.962710627999968, + "train_loss": 0.7413903474807739, + "val_loss": 1.0684069395065308, + "acc": 65.19, + "time": 6.072333358000151, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.16044962406158447, + "p": 0.2776291072368622, "m": 1.0 }, { - "p": 0.21620213985443115, + "p": 0.30766966938972473, "m": 1.0 }, { - "p": 0.20917803049087524, + "p": 0.207611545920372, "m": 1.0 }, { - "p": 0.21139311790466309, + "p": 0.2195933312177658, "m": 1.0 }, { - "p": 0.22741255164146423, + "p": 0.15675753355026245, "m": 1.0 }, { - "p": 0.28955164551734924, + "p": 0.21579766273498535, "m": 1.0 }, { - "p": 0.1774289458990097, + "p": 0.22464437782764435, "m": 1.0 }, { - "p": 0.19231276214122772, + "p": 0.019037364050745964, "m": 1.0 }, { - "p": 0.22203223407268524, + "p": 0.23949776589870453, "m": 1.0 }, { - "p": 0.1418740600347519, + "p": 0.13232047855854034, "m": 1.0 }, { - "p": 0.14042414724826813, + "p": 0.10058492422103882, "m": 1.0 }, { - "p": 0.10855868458747864, + "p": 0.10584425181150436, "m": 1.0 }, { - "p": 0.09777627885341644, + "p": 0.14560267329216003, "m": 1.0 }, { - "p": 0.0746840313076973, + "p": 0.1140536516904831, "m": 1.0 }, { - "p": 0.09703636914491653, + "p": 0.09170715510845184, "m": 1.0 }, { - "p": 0.03549996018409729, + "p": 0.07552894204854965, "m": 1.0 }, { - "p": 0.11479916423559189, + "p": 0.06880868226289749, "m": 1.0 } ] }, { "epoch": 61, - "train_loss": 1.1932075023651123, - "val_loss": 0.8770079612731934, - "acc": 65.08, - "time": 26.89468178900006, + "train_loss": 1.157835841178894, + "val_loss": 1.1165566444396973, + "acc": 63.62, + "time": 29.26681414399991, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.13386549055576324, + "p": 0.2890627682209015, "m": 1.0 }, { - "p": 0.20484670996665955, + "p": 0.2975814938545227, "m": 1.0 }, { - "p": 0.20232103765010834, + "p": 0.2065742462873459, "m": 1.0 }, { - "p": 0.21467438340187073, + "p": 0.2167322337627411, "m": 1.0 }, { - "p": 0.20536932349205017, + "p": 0.14935599267482758, "m": 1.0 }, { - "p": 0.29558733105659485, + "p": 0.20757514238357544, "m": 1.0 }, { - "p": 0.17480117082595825, + "p": 0.22546248137950897, "m": 1.0 }, { - "p": 0.18005871772766113, + "p": 0.04869196191430092, "m": 1.0 }, { - "p": 0.21380172669887543, + "p": 0.2474561184644699, "m": 1.0 }, { - "p": 0.15742886066436768, + "p": 0.09160613268613815, "m": 1.0 }, { - "p": 0.14215287566184998, + "p": 0.06718563288450241, "m": 1.0 }, { - "p": 0.12252595275640488, + "p": 0.11435619741678238, "m": 1.0 }, { - "p": 0.08989941328763962, + "p": 0.12984836101531982, "m": 1.0 }, { - "p": 0.06772184371948242, + "p": 0.10978042334318161, "m": 1.0 }, { - "p": 0.09003076702356339, + "p": 0.09801547974348068, "m": 1.0 }, { - "p": 0.04846813157200813, + "p": 0.07734064012765884, "m": 1.0 }, { - "p": 0.10117541253566742, + "p": 0.07765742391347885, "m": 1.0 } ] }, { "epoch": 62, - "train_loss": 0.9764477610588074, - "val_loss": 1.04985511302948, - "acc": 65.33, - "time": 39.36817054799985, + "train_loss": 1.2093884944915771, + "val_loss": 1.1156635284423828, + "acc": 63.28, + "time": 43.08538205799982, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.10501600056886673, + "p": 0.291463702917099, "m": 1.0 }, { - "p": 0.17501382529735565, + "p": 0.3090568482875824, "m": 1.0 }, { - "p": 0.16610679030418396, + "p": 0.1860532909631729, "m": 1.0 }, { - "p": 0.210600346326828, + "p": 0.19171230494976044, "m": 1.0 }, { - "p": 0.19905439019203186, + "p": 0.13971222937107086, "m": 1.0 }, { - "p": 0.2866505980491638, + "p": 0.19920626282691956, "m": 1.0 }, { - "p": 0.15874628722667694, + "p": 0.22515344619750977, "m": 1.0 }, { - "p": 0.16794250905513763, + "p": 0.08477655798196793, "m": 1.0 }, { - "p": 0.187886580824852, + "p": 0.24938759207725525, "m": 1.0 }, { - "p": 0.1728394478559494, + "p": 0.0763925313949585, "m": 1.0 }, { - "p": 0.14008431136608124, + "p": 0.04471887648105621, "m": 1.0 }, { - "p": 0.12403840571641922, + "p": 0.1411004513502121, "m": 1.0 }, { - "p": 0.0917329266667366, + "p": 0.11450354754924774, "m": 1.0 }, { - "p": 0.06505952775478363, + "p": 0.09857631474733353, "m": 1.0 }, { - "p": 0.08556953072547913, + "p": 0.10433010756969452, "m": 1.0 }, { - "p": 0.06465405970811844, + "p": 0.07011646032333374, "m": 1.0 }, { - "p": 0.09762205183506012, + "p": 0.09406711161136627, "m": 1.0 } ] }, { "epoch": 63, - "train_loss": 0.7678260803222656, - "val_loss": 1.071689486503601, - "acc": 68.61, - "time": 39.543509731000086, + "train_loss": 0.8153193593025208, + "val_loss": 1.0027086734771729, + "acc": 67.18, + "time": 45.56729483900017, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.09206592291593552, + "p": 0.2970599830150604, "m": 1.0 }, { - "p": 0.17338083684444427, + "p": 0.30407455563545227, "m": 1.0 }, { - "p": 0.1248595267534256, + "p": 0.11352166533470154, "m": 1.0 }, { - "p": 0.17879582941532135, + "p": 0.19997218251228333, "m": 1.0 }, { - "p": 0.19168971478939056, + "p": 0.1371091604232788, "m": 1.0 }, { - "p": 0.26826196908950806, + "p": 0.19575655460357666, "m": 1.0 }, { - "p": 0.18039436638355255, + "p": 0.19420138001441956, "m": 1.0 }, { - "p": 0.1576113998889923, + "p": 0.130264014005661, "m": 1.0 }, { - "p": 0.18493607640266418, + "p": 0.25119590759277344, "m": 1.0 }, { - "p": 0.17203016579151154, + "p": 0.07363156229257584, "m": 1.0 }, { - "p": 0.128975510597229, + "p": 0.017656048759818077, "m": 1.0 }, { - "p": 0.13845452666282654, + "p": 0.1558215320110321, "m": 1.0 }, { - "p": 0.09107919037342072, + "p": 0.10179948806762695, "m": 1.0 }, { - "p": 0.08608883619308472, + "p": 0.06586545705795288, "m": 1.0 }, { - "p": 0.05106212943792343, + "p": 0.11805099248886108, "m": 1.0 }, { - "p": 0.059531260281801224, + "p": 0.060517482459545135, "m": 1.0 }, { - "p": 0.08964010328054428, + "p": 0.08984024077653885, "m": 1.0 } ] }, { "epoch": 64, - "train_loss": 1.478813648223877, - "val_loss": 0.883750319480896, - "acc": 67.45, - "time": 40.60527993200026, + "train_loss": 1.1758835315704346, + "val_loss": 0.989452600479126, + "acc": 66.41, + "time": 41.97916543200017, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.10677190870046616, + "p": 0.3046763837337494, "m": 1.0 }, { - "p": 0.15860258042812347, + "p": 0.29358747601509094, "m": 1.0 }, { - "p": 0.1414840966463089, + "p": 0.08512760698795319, "m": 1.0 }, { - "p": 0.19509820640087128, + "p": 0.20659807324409485, "m": 1.0 }, { - "p": 0.17668697237968445, + "p": 0.1561598777770996, "m": 1.0 }, { - "p": 0.25319910049438477, + "p": 0.1990772932767868, "m": 1.0 }, { - "p": 0.22106260061264038, + "p": 0.17331014573574066, "m": 1.0 }, { - "p": 0.1516253501176834, + "p": 0.14271734654903412, "m": 1.0 }, { - "p": 0.18203143775463104, + "p": 0.2522694766521454, "m": 1.0 }, { - "p": 0.16692550480365753, + "p": 0.08100400120019913, "m": 1.0 }, { - "p": 0.09998823702335358, + "p": 0.006064033601433039, "m": 1.0 }, { - "p": 0.1654026210308075, + "p": 0.1683288961648941, "m": 1.0 }, { - "p": 0.08839711546897888, + "p": 0.0849565789103508, "m": 1.0 }, { - "p": 0.1195869967341423, + "p": 0.0636216402053833, "m": 1.0 }, { - "p": 0.044532131403684616, + "p": 0.1363251805305481, "m": 1.0 }, { - "p": 0.065549835562706, + "p": 0.07852081954479218, "m": 1.0 }, { - "p": 0.09146815538406372, + "p": 0.0956205353140831, "m": 1.0 } ] }, { "epoch": 65, - "train_loss": 0.9152227640151978, - "val_loss": 0.9371110200881958, - "acc": 67.69, - "time": 41.79429876600034, + "train_loss": 0.7271742224693298, + "val_loss": 0.9062333106994629, + "acc": 66.34, + "time": 46.178377424000246, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.1289023607969284, + "p": 0.29497408866882324, "m": 1.0 }, { - "p": 0.15914496779441833, + "p": 0.27836212515830994, "m": 1.0 }, { - "p": 0.15032756328582764, + "p": 0.08506050705909729, "m": 1.0 }, { - "p": 0.15914252400398254, + "p": 0.2060069888830185, "m": 1.0 }, { - "p": 0.1526084542274475, + "p": 0.17401768267154694, "m": 1.0 }, { - "p": 0.2466847151517868, + "p": 0.18703097105026245, "m": 1.0 }, { - "p": 0.2299654334783554, + "p": 0.15949875116348267, "m": 1.0 }, { - "p": 0.1625411957502365, + "p": 0.11399783194065094, "m": 1.0 }, { - "p": 0.16775642335414886, + "p": 0.2396572381258011, "m": 1.0 }, { - "p": 0.16403517127037048, + "p": 0.09532053023576736, "m": 1.0 }, { - "p": 0.07925312966108322, + "p": 0.0072450763545930386, "m": 1.0 }, { - "p": 0.1759507656097412, + "p": 0.18204917013645172, "m": 1.0 }, { - "p": 0.07147073745727539, + "p": 0.0684942677617073, "m": 1.0 }, { - "p": 0.14708127081394196, + "p": 0.09701544791460037, "m": 1.0 }, { - "p": 0.08384300023317337, + "p": 0.14247019588947296, "m": 1.0 }, { - "p": 0.06932482123374939, + "p": 0.09831215441226959, "m": 1.0 }, { - "p": 0.10250227153301239, + "p": 0.1032646968960762, "m": 1.0 } ] }, { "epoch": 66, - "train_loss": 1.024356722831726, - "val_loss": 0.9463589191436768, - "acc": 68.11, - "time": 41.39055794700016, + "train_loss": 1.008895754814148, + "val_loss": 1.0228476524353027, + "acc": 67.49, + "time": 44.387311790999775, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.13628803193569183, + "p": 0.272967666387558, "m": 1.0 }, { - "p": 0.14999249577522278, + "p": 0.25070226192474365, "m": 1.0 }, { - "p": 0.12391017377376556, + "p": 0.1545839160680771, "m": 1.0 }, { - "p": 0.08651845157146454, + "p": 0.21211814880371094, "m": 1.0 }, { - "p": 0.13902060687541962, + "p": 0.18100684881210327, "m": 1.0 }, { - "p": 0.24859413504600525, + "p": 0.18319663405418396, "m": 1.0 }, { - "p": 0.22909188270568848, + "p": 0.15141084790229797, "m": 1.0 }, { - "p": 0.17100532352924347, + "p": 0.09489426761865616, "m": 1.0 }, { - "p": 0.16302645206451416, + "p": 0.19725127518177032, "m": 1.0 }, { - "p": 0.14910638332366943, + "p": 0.10397709161043167, "m": 1.0 }, { - "p": 0.06441282480955124, + "p": 0.02421030029654503, "m": 1.0 }, { - "p": 0.18551602959632874, + "p": 0.19052654504776, "m": 1.0 }, { - "p": 0.05821692571043968, + "p": 0.05829162895679474, "m": 1.0 }, { - "p": 0.1598210334777832, + "p": 0.09565239399671555, "m": 1.0 }, { - "p": 0.10426811873912811, + "p": 0.14873972535133362, "m": 1.0 }, { - "p": 0.05446357652544975, + "p": 0.10777278989553452, "m": 1.0 }, { - "p": 0.09725692868232727, + "p": 0.10972760617733002, "m": 1.0 } ] }, { "epoch": 67, - "train_loss": 1.2819879055023193, - "val_loss": 0.9191010594367981, - "acc": 66.46, - "time": 41.07414154299977, + "train_loss": 1.3590927124023438, + "val_loss": 1.0437616109848022, + "acc": 66.14, + "time": 43.94382512999982, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.1288391798734665, + "p": 0.2637295126914978, "m": 1.0 }, { - "p": 0.13536407053470612, + "p": 0.2566615045070648, "m": 1.0 }, { - "p": 0.0812002569437027, + "p": 0.19514837861061096, "m": 1.0 }, { - "p": 0.04823242127895355, + "p": 0.22898657619953156, "m": 1.0 }, { - "p": 0.08710884302854538, + "p": 0.18235105276107788, "m": 1.0 }, { - "p": 0.24348638951778412, + "p": 0.15089000761508942, "m": 1.0 }, { - "p": 0.23231272399425507, + "p": 0.15280039608478546, "m": 1.0 }, { - "p": 0.1799333244562149, + "p": 0.0795147642493248, "m": 1.0 }, { - "p": 0.16659505665302277, + "p": 0.18549790978431702, "m": 1.0 }, { - "p": 0.14376264810562134, + "p": 0.11592670530080795, "m": 1.0 }, { - "p": 0.05832674726843834, + "p": 0.04639691486954689, "m": 1.0 }, { - "p": 0.1945905238389969, + "p": 0.18978536128997803, "m": 1.0 }, { - "p": 0.061750512570142746, + "p": 0.0575341172516346, "m": 1.0 }, { - "p": 0.1647329479455948, + "p": 0.09032174199819565, "m": 1.0 }, { - "p": 0.11449163407087326, + "p": 0.15574704110622406, "m": 1.0 }, { - "p": 0.036696918308734894, + "p": 0.1069817915558815, "m": 1.0 }, { - "p": 0.09435341507196426, + "p": 0.12217474728822708, "m": 1.0 } ] }, { "epoch": 68, - "train_loss": 1.4575772285461426, - "val_loss": 0.9026556611061096, - "acc": 67.22, - "time": 41.93915447099971, + "train_loss": 1.3044018745422363, + "val_loss": 1.1026045083999634, + "acc": 66.11, + "time": 44.751471582999784, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.09149865806102753, + "p": 0.26787152886390686, "m": 1.0 }, { - "p": 0.1275649517774582, + "p": 0.24660757184028625, "m": 1.0 }, { - "p": 0.05743314325809479, + "p": 0.21320421993732452, "m": 1.0 }, { - "p": 0.052662599831819534, + "p": 0.22658079862594604, "m": 1.0 }, { - "p": 0.010938975028693676, + "p": 0.17291341722011566, "m": 1.0 }, { - "p": 0.24009957909584045, + "p": 0.1297178715467453, "m": 1.0 }, { - "p": 0.22961878776550293, + "p": 0.15252241492271423, "m": 1.0 }, { - "p": 0.17929300665855408, + "p": 0.08330664038658142, "m": 1.0 }, { - "p": 0.18290570378303528, + "p": 0.18503616750240326, "m": 1.0 }, { - "p": 0.13169339299201965, + "p": 0.12804755568504333, "m": 1.0 }, { - "p": 0.055672794580459595, + "p": 0.054032694548368454, "m": 1.0 }, { - "p": 0.1957828253507614, + "p": 0.1673140823841095, "m": 1.0 }, { - "p": 0.0843404158949852, + "p": 0.081971175968647, "m": 1.0 }, { - "p": 0.1578165590763092, + "p": 0.08987260609865189, "m": 1.0 }, { - "p": 0.12059133499860764, + "p": 0.15801869332790375, "m": 1.0 }, { - "p": 0.028678059577941895, + "p": 0.1050276830792427, "m": 1.0 }, { - "p": 0.08402980118989944, + "p": 0.12080533057451248, "m": 1.0 } ] }, { "epoch": 69, - "train_loss": 0.6262878179550171, - "val_loss": 1.0190401077270508, - "acc": 67.67, - "time": 42.21935822100022, + "train_loss": 0.5741469264030457, + "val_loss": 0.919785737991333, + "acc": 67.98, + "time": 42.66850983800032, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.07363629341125488, + "p": 0.26192328333854675, "m": 1.0 }, { - "p": 0.1477108597755432, + "p": 0.21845826506614685, "m": 1.0 }, { - "p": 0.08628030121326447, + "p": 0.1809585988521576, "m": 1.0 }, { - "p": 0.08308321982622147, + "p": 0.21784834563732147, "m": 1.0 }, { - "p": 0.020699359476566315, + "p": 0.1646612286567688, "m": 1.0 }, { - "p": 0.24700094759464264, + "p": 0.14142146706581116, "m": 1.0 }, { - "p": 0.22957530617713928, + "p": 0.1347547024488449, "m": 1.0 }, { - "p": 0.16922366619110107, + "p": 0.10608378052711487, "m": 1.0 }, { - "p": 0.18843111395835876, + "p": 0.20344753563404083, "m": 1.0 }, { - "p": 0.11741584539413452, + "p": 0.12172095477581024, "m": 1.0 }, { - "p": 0.05463442951440811, + "p": 0.05075544863939285, "m": 1.0 }, { - "p": 0.1871344894170761, + "p": 0.1513957977294922, "m": 1.0 }, { - "p": 0.09430307894945145, + "p": 0.11910675466060638, "m": 1.0 }, { - "p": 0.12709940969944, + "p": 0.09647588431835175, "m": 1.0 }, { - "p": 0.13508065044879913, + "p": 0.1591985672712326, "m": 1.0 }, { - "p": 0.028553493320941925, + "p": 0.10668303817510605, "m": 1.0 }, { - "p": 0.07085425406694412, + "p": 0.07664407789707184, "m": 1.0 } ] }, { "epoch": 70, - "train_loss": 0.951802670955658, - "val_loss": 1.021928310394287, - "acc": 69.59, - "time": 41.96274772700008, + "train_loss": 0.9637742638587952, + "val_loss": 0.8635985255241394, + "acc": 68.45, + "time": 44.02307621199998, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.07639730721712112, + "p": 0.26550769805908203, "m": 1.0 }, { - "p": 0.163967564702034, + "p": 0.19884857535362244, "m": 1.0 }, { - "p": 0.11174079775810242, + "p": 0.1671096831560135, "m": 1.0 }, { - "p": 0.12449362128973007, + "p": 0.19477178156375885, "m": 1.0 }, { - "p": 0.04768476262688637, + "p": 0.13896647095680237, "m": 1.0 }, { - "p": 0.23904447257518768, + "p": 0.14708925783634186, "m": 1.0 }, { - "p": 0.24245768785476685, + "p": 0.13327622413635254, "m": 1.0 }, { - "p": 0.16468395292758942, + "p": 0.1236707791686058, "m": 1.0 }, { - "p": 0.1712750494480133, + "p": 0.2130550593137741, "m": 1.0 }, { - "p": 0.08981890976428986, + "p": 0.1266053318977356, "m": 1.0 }, { - "p": 0.05314774438738823, + "p": 0.06415942311286926, "m": 1.0 }, { - "p": 0.17070521414279938, + "p": 0.15009425580501556, "m": 1.0 }, { - "p": 0.0859011709690094, + "p": 0.14060372114181519, "m": 1.0 }, { - "p": 0.13916385173797607, + "p": 0.10868264734745026, "m": 1.0 }, { - "p": 0.14458727836608887, + "p": 0.1642807275056839, "m": 1.0 }, { - "p": 0.031612783670425415, + "p": 0.09620039910078049, "m": 1.0 }, { - "p": 0.061950355768203735, + "p": 0.052372660487890244, "m": 1.0 } ] }, { "epoch": 71, - "train_loss": 0.874989926815033, - "val_loss": 1.102784276008606, - "acc": 69.2, - "time": 24.162605045999953, + "train_loss": 0.9778022766113281, + "val_loss": 1.052947759628296, + "acc": 68.45, + "time": 24.771467823999956, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.06773209571838379, + "p": 0.2688210904598236, "m": 1.0 }, { - "p": 0.170259490609169, + "p": 0.20157921314239502, "m": 1.0 }, { - "p": 0.19196799397468567, + "p": 0.18244025111198425, "m": 1.0 }, { - "p": 0.1342085301876068, + "p": 0.17488032579421997, "m": 1.0 }, { - "p": 0.047881145030260086, + "p": 0.12962231040000916, "m": 1.0 }, { - "p": 0.22265644371509552, + "p": 0.13235345482826233, "m": 1.0 }, { - "p": 0.25261080265045166, + "p": 0.1540200263261795, "m": 1.0 }, { - "p": 0.15962325036525726, + "p": 0.12943628430366516, "m": 1.0 }, { - "p": 0.15687015652656555, + "p": 0.2108844518661499, "m": 1.0 }, { - "p": 0.06852000206708908, + "p": 0.13715842366218567, "m": 1.0 }, { - "p": 0.05073271691799164, + "p": 0.07144533097743988, "m": 1.0 }, { - "p": 0.1788594126701355, + "p": 0.1419379860162735, "m": 1.0 }, { - "p": 0.07898075878620148, + "p": 0.14471349120140076, "m": 1.0 }, { - "p": 0.15049785375595093, + "p": 0.11972115933895111, "m": 1.0 }, { - "p": 0.14423128962516785, + "p": 0.1674952656030655, "m": 1.0 }, { - "p": 0.034024253487586975, + "p": 0.08784633874893188, "m": 1.0 }, { - "p": 0.07047222554683685, + "p": 0.04057850316166878, "m": 1.0 } ] }, { "epoch": 72, - "train_loss": 0.38148143887519836, - "val_loss": 1.0087034702301025, - "acc": 67.93, - "time": 6.025029348999851, + "train_loss": 0.5450326800346375, + "val_loss": 1.0069509744644165, + "acc": 66.8, + "time": 6.107415708999724, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.06987185776233673, + "p": 0.26815101504325867, "m": 1.0 }, { - "p": 0.17633679509162903, + "p": 0.22732758522033691, "m": 1.0 }, { - "p": 0.22539259493350983, + "p": 0.1939847767353058, "m": 1.0 }, { - "p": 0.13845865428447723, + "p": 0.167888343334198, "m": 1.0 }, { - "p": 0.045905210077762604, + "p": 0.11255837231874466, "m": 1.0 }, { - "p": 0.20949777960777283, + "p": 0.11861062049865723, "m": 1.0 }, { - "p": 0.273596853017807, + "p": 0.17112088203430176, "m": 1.0 }, { - "p": 0.14178892970085144, + "p": 0.1726403534412384, "m": 1.0 }, { - "p": 0.12962621450424194, + "p": 0.20126712322235107, "m": 1.0 }, { - "p": 0.10685145109891891, + "p": 0.15921226143836975, "m": 1.0 }, { - "p": 0.04723357781767845, + "p": 0.08459258824586868, "m": 1.0 }, { - "p": 0.18931640684604645, + "p": 0.13842736184597015, "m": 1.0 }, { - "p": 0.09270630776882172, + "p": 0.1556570678949356, "m": 1.0 }, { - "p": 0.14644889533519745, + "p": 0.1335563361644745, "m": 1.0 }, { - "p": 0.14233876764774323, + "p": 0.15674656629562378, "m": 1.0 }, { - "p": 0.050417929887771606, + "p": 0.09151556342840195, "m": 1.0 }, { - "p": 0.07730285823345184, + "p": 0.06454349309206009, "m": 1.0 } ] }, { "epoch": 73, - "train_loss": 0.6598023176193237, - "val_loss": 1.0001473426818848, - "acc": 68.15, - "time": 5.995801462000145, + "train_loss": 0.7129462957382202, + "val_loss": 1.0862361192703247, + "acc": 66.83, + "time": 6.270539975000247, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.07900343835353851, + "p": 0.2744705080986023, "m": 1.0 }, { - "p": 0.17281386256217957, + "p": 0.24642238020896912, "m": 1.0 }, { - "p": 0.2355305552482605, + "p": 0.21499532461166382, "m": 1.0 }, { - "p": 0.14827215671539307, + "p": 0.17520122230052948, "m": 1.0 }, { - "p": 0.04513242840766907, + "p": 0.09720180928707123, "m": 1.0 }, { - "p": 0.2164677232503891, + "p": 0.1355823427438736, "m": 1.0 }, { - "p": 0.2720088064670563, + "p": 0.17766238749027252, "m": 1.0 }, { - "p": 0.12817977368831635, + "p": 0.1992921084165573, "m": 1.0 }, { - "p": 0.1486852914094925, + "p": 0.19899721443653107, "m": 1.0 }, { - "p": 0.13954800367355347, + "p": 0.18497933447360992, "m": 1.0 }, { - "p": 0.06411182880401611, + "p": 0.10279972851276398, "m": 1.0 }, { - "p": 0.1938038468360901, + "p": 0.11123628169298172, "m": 1.0 }, { - "p": 0.11118572950363159, + "p": 0.16234688460826874, "m": 1.0 }, { - "p": 0.12030567973852158, + "p": 0.13526634871959686, "m": 1.0 }, { - "p": 0.13782453536987305, + "p": 0.15208055078983307, "m": 1.0 }, { - "p": 0.07079678028821945, + "p": 0.09865648299455643, "m": 1.0 }, { - "p": 0.07780381292104721, + "p": 0.08776292204856873, "m": 1.0 } ] }, { "epoch": 74, - "train_loss": 0.3170131742954254, - "val_loss": 1.1753789186477661, - "acc": 67.18, - "time": 5.971352836999813, + "train_loss": 0.35528844594955444, + "val_loss": 1.0487827062606812, + "acc": 66.46, + "time": 6.102704076000009, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.07632016390562057, + "p": 0.26021823287010193, "m": 1.0 }, { - "p": 0.18004556000232697, + "p": 0.26671186089515686, "m": 1.0 }, { - "p": 0.24683745205402374, + "p": 0.2084047794342041, "m": 1.0 }, { - "p": 0.15717989206314087, + "p": 0.16045436263084412, "m": 1.0 }, { - "p": 0.022448373958468437, + "p": 0.0993509590625763, "m": 1.0 }, { - "p": 0.21088430285453796, + "p": 0.17729240655899048, "m": 1.0 }, { - "p": 0.2911086678504944, + "p": 0.18009620904922485, "m": 1.0 }, { - "p": 0.12349727004766464, + "p": 0.21046970784664154, "m": 1.0 }, { - "p": 0.17287008464336395, + "p": 0.20815269649028778, "m": 1.0 }, { - "p": 0.15474171936511993, + "p": 0.18640026450157166, "m": 1.0 }, { - "p": 0.08301746100187302, + "p": 0.11129321902990341, "m": 1.0 }, { - "p": 0.19058220088481903, + "p": 0.08102533221244812, "m": 1.0 }, { - "p": 0.1048753410577774, + "p": 0.16174060106277466, "m": 1.0 }, { - "p": 0.0992879718542099, + "p": 0.1363929957151413, "m": 1.0 }, { - "p": 0.13231492042541504, + "p": 0.1387496441602707, "m": 1.0 }, { - "p": 0.07113473862409592, + "p": 0.11136750876903534, "m": 1.0 }, { - "p": 0.08873047679662704, + "p": 0.0887979194521904, "m": 1.0 } ] }, { "epoch": 75, - "train_loss": 0.875691294670105, - "val_loss": 1.1088272333145142, - "acc": 66.55, - "time": 5.968861807999929, + "train_loss": 0.687054455280304, + "val_loss": 0.9318443536758423, + "acc": 65.68, + "time": 6.04149041599976, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.06042633578181267, + "p": 0.2546452283859253, "m": 1.0 }, { - "p": 0.18656259775161743, + "p": 0.2744534909725189, "m": 1.0 }, { - "p": 0.24033915996551514, + "p": 0.18573041260242462, "m": 1.0 }, { - "p": 0.16168709099292755, + "p": 0.17146144807338715, "m": 1.0 }, { - "p": 0.030578890815377235, + "p": 0.09912458807229996, "m": 1.0 }, { - "p": 0.21218368411064148, + "p": 0.2047657072544098, "m": 1.0 }, { - "p": 0.31870970129966736, + "p": 0.1870494782924652, "m": 1.0 }, { - "p": 0.13195940852165222, + "p": 0.21714447438716888, "m": 1.0 }, { - "p": 0.20230306684970856, + "p": 0.20567570626735687, "m": 1.0 }, { - "p": 0.1652287095785141, + "p": 0.1561843603849411, "m": 1.0 }, { - "p": 0.09789137542247772, + "p": 0.10691949725151062, "m": 1.0 }, { - "p": 0.1932533085346222, + "p": 0.07152321934700012, "m": 1.0 }, { - "p": 0.09912645071744919, + "p": 0.15859177708625793, "m": 1.0 }, { - "p": 0.05225594714283943, + "p": 0.16417843103408813, "m": 1.0 }, { - "p": 0.13949964940547943, + "p": 0.11803047358989716, "m": 1.0 }, { - "p": 0.07022958993911743, + "p": 0.11871141195297241, "m": 1.0 }, { - "p": 0.08994708955287933, + "p": 0.08552903681993484, "m": 1.0 } ] }, { "epoch": 76, - "train_loss": 1.1180763244628906, - "val_loss": 0.976809561252594, - "acc": 63.08, - "time": 22.89346406200002, + "train_loss": 0.9672415852546692, + "val_loss": 1.0662167072296143, + "acc": 63.16, + "time": 25.601669409999886, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.036657996475696564, + "p": 0.23269641399383545, "m": 1.0 }, { - "p": 0.17806188762187958, + "p": 0.285101979970932, "m": 1.0 }, { - "p": 0.19156168401241302, + "p": 0.1732015758752823, "m": 1.0 }, { - "p": 0.17572100460529327, + "p": 0.16426968574523926, "m": 1.0 }, { - "p": 0.04594298079609871, + "p": 0.09568540006875992, "m": 1.0 }, { - "p": 0.19866789877414703, + "p": 0.2096153199672699, "m": 1.0 }, { - "p": 0.332011342048645, + "p": 0.1934286504983902, "m": 1.0 }, { - "p": 0.13564206659793854, + "p": 0.215629443526268, "m": 1.0 }, { - "p": 0.22297018766403198, + "p": 0.1984715461730957, "m": 1.0 }, { - "p": 0.1400212049484253, + "p": 0.1412053257226944, "m": 1.0 }, { - "p": 0.11787865310907364, + "p": 0.10031833499670029, "m": 1.0 }, { - "p": 0.21351660788059235, + "p": 0.07119878381490707, "m": 1.0 }, { - "p": 0.10903476923704147, + "p": 0.16717372834682465, "m": 1.0 }, { - "p": 0.022983312606811523, + "p": 0.16015732288360596, "m": 1.0 }, { - "p": 0.14284174144268036, + "p": 0.10476328432559967, "m": 1.0 }, { - "p": 0.059464193880558014, + "p": 0.13880938291549683, "m": 1.0 }, { - "p": 0.12557291984558105, + "p": 0.0767066478729248, "m": 1.0 } ] }, { "epoch": 77, - "train_loss": 0.6447275280952454, - "val_loss": 1.0335729122161865, - "acc": 65.25, - "time": 40.83490892300006, + "train_loss": 0.843745231628418, + "val_loss": 0.9573225975036621, + "acc": 64.96, + "time": 43.74903675199994, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.022899456322193146, + "p": 0.217367023229599, "m": 1.0 }, { - "p": 0.11747436970472336, + "p": 0.2681633532047272, "m": 1.0 }, { - "p": 0.17318575084209442, + "p": 0.18141040205955505, "m": 1.0 }, { - "p": 0.18755413591861725, + "p": 0.14768379926681519, "m": 1.0 }, { - "p": 0.05098835751414299, + "p": 0.09745320677757263, "m": 1.0 }, { - "p": 0.16163869202136993, + "p": 0.20436425507068634, "m": 1.0 }, { - "p": 0.33350613713264465, + "p": 0.17131640017032623, "m": 1.0 }, { - "p": 0.1369137018918991, + "p": 0.2120228409767151, "m": 1.0 }, { - "p": 0.20840981602668762, + "p": 0.21316641569137573, "m": 1.0 }, { - "p": 0.1256738007068634, + "p": 0.14741018414497375, "m": 1.0 }, { - "p": 0.12051437795162201, + "p": 0.09071512520313263, "m": 1.0 }, { - "p": 0.2265438586473465, + "p": 0.07120213657617569, "m": 1.0 }, { - "p": 0.11230770498514175, + "p": 0.17344588041305542, "m": 1.0 }, { - "p": 0.03033926896750927, + "p": 0.15391330420970917, "m": 1.0 }, { - "p": 0.14188611507415771, + "p": 0.08199715614318848, "m": 1.0 }, { - "p": 0.06448455154895782, + "p": 0.16970576345920563, "m": 1.0 }, { - "p": 0.15135438740253448, + "p": 0.05240938812494278, "m": 1.0 } ] }, { "epoch": 78, - "train_loss": 0.558595597743988, - "val_loss": 1.0140604972839355, - "acc": 69.08, - "time": 42.547598750999896, + "train_loss": 0.6473294496536255, + "val_loss": 0.915854275226593, + "acc": 67.67, + "time": 46.26491507499986, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.014029349200427532, + "p": 0.20168325304985046, "m": 1.0 }, { - "p": 0.11868259310722351, + "p": 0.2645428478717804, "m": 1.0 }, { - "p": 0.200121209025383, + "p": 0.1705625355243683, "m": 1.0 }, { - "p": 0.19774992763996124, + "p": 0.12771597504615784, "m": 1.0 }, { - "p": 0.04787057638168335, + "p": 0.1218281164765358, "m": 1.0 }, { - "p": 0.1338481903076172, + "p": 0.1827838122844696, "m": 1.0 }, { - "p": 0.3365077078342438, + "p": 0.13426153361797333, "m": 1.0 }, { - "p": 0.08869440108537674, + "p": 0.22151650488376617, "m": 1.0 }, { - "p": 0.13595715165138245, + "p": 0.21512402594089508, "m": 1.0 }, { - "p": 0.12550102174282074, + "p": 0.15098872780799866, "m": 1.0 }, { - "p": 0.10914139449596405, + "p": 0.12529389560222626, "m": 1.0 }, { - "p": 0.23869694769382477, + "p": 0.0725325271487236, "m": 1.0 }, { - "p": 0.1004621833562851, + "p": 0.1252494752407074, "m": 1.0 }, { - "p": 0.03679005429148674, + "p": 0.14986704289913177, "m": 1.0 }, { - "p": 0.10051602125167847, + "p": 0.04742848500609398, "m": 1.0 }, { - "p": 0.05791446939110756, + "p": 0.18163609504699707, "m": 1.0 }, { - "p": 0.1614706963300705, + "p": 0.05427046865224838, "m": 1.0 } ] }, { "epoch": 79, - "train_loss": 0.9897911548614502, - "val_loss": 0.7776687145233154, - "acc": 69.08, - "time": 42.85177170399993, + "train_loss": 1.4034501314163208, + "val_loss": 1.1675716638565063, + "acc": 67.23, + "time": 45.487795473000006, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.07288794219493866, + "p": 0.20012877881526947, "m": 1.0 }, { - "p": 0.12591853737831116, + "p": 0.28022992610931396, "m": 1.0 }, { - "p": 0.20293164253234863, + "p": 0.20293305814266205, "m": 1.0 }, { - "p": 0.22025206685066223, + "p": 0.11971312761306763, "m": 1.0 }, { - "p": 0.06320137530565262, + "p": 0.13674691319465637, "m": 1.0 }, { - "p": 0.13616777956485748, + "p": 0.17626085877418518, "m": 1.0 }, { - "p": 0.33927372097969055, + "p": 0.18030323088169098, "m": 1.0 }, { - "p": 0.0728919580578804, + "p": 0.22654610872268677, "m": 1.0 }, { - "p": 0.10590089857578278, + "p": 0.1975823938846588, "m": 1.0 }, { - "p": 0.12533581256866455, + "p": 0.17067177593708038, "m": 1.0 }, { - "p": 0.12090849131345749, + "p": 0.1400710642337799, "m": 1.0 }, { - "p": 0.23936976492404938, + "p": 0.0907062292098999, "m": 1.0 }, { - "p": 0.08379115909337997, + "p": 0.12069457769393921, "m": 1.0 }, { - "p": 0.05332043766975403, + "p": 0.15039052069187164, "m": 1.0 }, { - "p": 0.07500975579023361, + "p": 0.04379022493958473, "m": 1.0 }, { - "p": 0.05509546771645546, + "p": 0.1880922168493271, "m": 1.0 }, { - "p": 0.16095395386219025, + "p": 0.05663696303963661, "m": 1.0 } ] }, { "epoch": 80, - "train_loss": 0.9454256892204285, - "val_loss": 0.918911874294281, - "acc": 69.53, - "time": 41.92085448600028, + "train_loss": 1.1377042531967163, + "val_loss": 1.0786759853363037, + "acc": 67.73, + "time": 46.40125584599991, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.04858654364943504, + "p": 0.1963881403207779, "m": 1.0 }, { - "p": 0.11165796220302582, + "p": 0.27842170000076294, "m": 1.0 }, { - "p": 0.19972063601016998, + "p": 0.23008666932582855, "m": 1.0 }, { - "p": 0.23905165493488312, + "p": 0.11761979013681412, "m": 1.0 }, { - "p": 0.05427973344922066, + "p": 0.1364828646183014, "m": 1.0 }, { - "p": 0.1105848178267479, + "p": 0.14594700932502747, "m": 1.0 }, { - "p": 0.3352585434913635, + "p": 0.19939473271369934, "m": 1.0 }, { - "p": 0.09245196729898453, + "p": 0.2131953090429306, "m": 1.0 }, { - "p": 0.09149958193302155, + "p": 0.17209413647651672, "m": 1.0 }, { - "p": 0.11827214807271957, + "p": 0.17611880600452423, "m": 1.0 }, { - "p": 0.12894077599048615, + "p": 0.16038693487644196, "m": 1.0 }, { - "p": 0.2396327555179596, + "p": 0.10773718357086182, "m": 1.0 }, { - "p": 0.05523882433772087, + "p": 0.11507262289524078, "m": 1.0 }, { - "p": 0.044846195727586746, + "p": 0.14929428696632385, "m": 1.0 }, { - "p": 0.08167107403278351, + "p": 0.036284469068050385, "m": 1.0 }, { - "p": 0.05619596317410469, + "p": 0.19784843921661377, "m": 1.0 }, { - "p": 0.15811887383460999, + "p": 0.05728237330913544, "m": 1.0 } ] }, { "epoch": 81, - "train_loss": 0.7913017868995667, - "val_loss": 1.0005322694778442, - "acc": 68.0, - "time": 42.55361613600007, + "train_loss": 0.9565264582633972, + "val_loss": 0.9664388298988342, + "acc": 67.94, + "time": 42.32510993699998, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.058185238391160965, + "p": 0.19200019538402557, "m": 1.0 }, { - "p": 0.09857328981161118, + "p": 0.2707509696483612, "m": 1.0 }, { - "p": 0.1888384222984314, + "p": 0.2480139136314392, "m": 1.0 }, { - "p": 0.24392369389533997, + "p": 0.11367226392030716, "m": 1.0 }, { - "p": 0.07022107392549515, + "p": 0.14758643507957458, "m": 1.0 }, { - "p": 0.11064194142818451, + "p": 0.1618044525384903, "m": 1.0 }, { - "p": 0.3231692910194397, + "p": 0.2102859616279602, "m": 1.0 }, { - "p": 0.10169299691915512, + "p": 0.20027391612529755, "m": 1.0 }, { - "p": 0.13191811740398407, + "p": 0.15871958434581757, "m": 1.0 }, { - "p": 0.12108860164880753, + "p": 0.18415676057338715, "m": 1.0 }, { - "p": 0.11974799633026123, + "p": 0.18311703205108643, "m": 1.0 }, { - "p": 0.23830102384090424, + "p": 0.13907700777053833, "m": 1.0 }, { - "p": 0.06724675744771957, + "p": 0.10768283158540726, "m": 1.0 }, { - "p": 0.03656299039721489, + "p": 0.16423766314983368, "m": 1.0 }, { - "p": 0.09122619032859802, + "p": 0.019252456724643707, "m": 1.0 }, { - "p": 0.05450008437037468, + "p": 0.20254087448120117, "m": 1.0 }, { - "p": 0.14425121247768402, + "p": 0.04122951999306679, "m": 1.0 } ] }, { "epoch": 82, - "train_loss": 1.1606025695800781, - "val_loss": 0.926238477230072, - "acc": 68.58, - "time": 42.40072112200005, + "train_loss": 1.035710096359253, + "val_loss": 0.9498920440673828, + "acc": 66.96, + "time": 43.17167776899987, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.06423693150281906, + "p": 0.1776280403137207, "m": 1.0 }, { - "p": 0.08655741065740585, + "p": 0.27272680401802063, "m": 1.0 }, { - "p": 0.19709275662899017, + "p": 0.25606024265289307, "m": 1.0 }, { - "p": 0.24449382722377777, + "p": 0.11212953925132751, "m": 1.0 }, { - "p": 0.10409591346979141, + "p": 0.17060784995555878, "m": 1.0 }, { - "p": 0.115862175822258, + "p": 0.16690269112586975, "m": 1.0 }, { - "p": 0.31951606273651123, + "p": 0.1735302209854126, "m": 1.0 }, { - "p": 0.12299804389476776, + "p": 0.17355774343013763, "m": 1.0 }, { - "p": 0.16969650983810425, + "p": 0.15291503071784973, "m": 1.0 }, { - "p": 0.1283506453037262, + "p": 0.1867915689945221, "m": 1.0 }, { - "p": 0.10184113681316376, + "p": 0.19075587391853333, "m": 1.0 }, { - "p": 0.22463756799697876, + "p": 0.1646503061056137, "m": 1.0 }, { - "p": 0.05434837564826012, + "p": 0.10747995227575302, "m": 1.0 }, { - "p": 0.03456376865506172, + "p": 0.16886088252067566, "m": 1.0 }, { - "p": 0.08823325484991074, + "p": 0.0173521488904953, "m": 1.0 }, { - "p": 0.07289336621761322, + "p": 0.2054087221622467, "m": 1.0 }, { - "p": 0.12542065978050232, + "p": 0.042800866067409515, "m": 1.0 } ] }, { "epoch": 83, - "train_loss": 0.8405256271362305, - "val_loss": 1.017974615097046, - "acc": 67.88, - "time": 45.95358459599993, + "train_loss": 0.9029601812362671, + "val_loss": 1.025026798248291, + "acc": 66.09, + "time": 43.04514204499992, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.1123499721288681, + "p": 0.15710319578647614, "m": 1.0 }, { - "p": 0.10958404839038849, + "p": 0.2745289206504822, "m": 1.0 }, { - "p": 0.20555047690868378, + "p": 0.24207717180252075, "m": 1.0 }, { - "p": 0.23940451443195343, + "p": 0.1053508073091507, "m": 1.0 }, { - "p": 0.14580392837524414, + "p": 0.18065817654132843, "m": 1.0 }, { - "p": 0.12226971983909607, + "p": 0.17246024310588837, "m": 1.0 }, { - "p": 0.30191197991371155, + "p": 0.15795466303825378, "m": 1.0 }, { - "p": 0.10614194720983505, + "p": 0.14579197764396667, "m": 1.0 }, { - "p": 0.17922356724739075, + "p": 0.15462929010391235, "m": 1.0 }, { - "p": 0.13702711462974548, + "p": 0.19392919540405273, "m": 1.0 }, { - "p": 0.09371680021286011, + "p": 0.19464711844921112, "m": 1.0 }, { - "p": 0.21580184996128082, + "p": 0.16049940884113312, "m": 1.0 }, { - "p": 0.031718213111162186, + "p": 0.12691736221313477, "m": 1.0 }, { - "p": 0.032887544482946396, + "p": 0.16961438953876495, "m": 1.0 }, { - "p": 0.09108283370733261, + "p": 0.02243015170097351, "m": 1.0 }, { - "p": 0.08924418687820435, + "p": 0.19552500545978546, "m": 1.0 }, { - "p": 0.09364091604948044, + "p": 0.02951427362859249, "m": 1.0 } ] }, { "epoch": 84, - "train_loss": 0.9799628257751465, - "val_loss": 1.1214587688446045, - "acc": 69.6, - "time": 42.08206825199977, + "train_loss": 1.2931078672409058, + "val_loss": 1.0323244333267212, + "acc": 68.63, + "time": 42.68524417300023, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.14410407841205597, + "p": 0.15069791674613953, "m": 1.0 }, { - "p": 0.17993555963039398, + "p": 0.28077465295791626, "m": 1.0 }, { - "p": 0.2176310271024704, + "p": 0.2307242751121521, "m": 1.0 }, { - "p": 0.22077710926532745, + "p": 0.10677067190408707, "m": 1.0 }, { - "p": 0.15654753148555756, + "p": 0.1862918734550476, "m": 1.0 }, { - "p": 0.1245131567120552, + "p": 0.18138910830020905, "m": 1.0 }, { - "p": 0.29425349831581116, + "p": 0.15490694344043732, "m": 1.0 }, { - "p": 0.03298871964216232, + "p": 0.15396584570407867, "m": 1.0 }, { - "p": 0.18359027802944183, + "p": 0.13606220483779907, "m": 1.0 }, { - "p": 0.08916698396205902, + "p": 0.214239239692688, "m": 1.0 }, { - "p": 0.09054223448038101, + "p": 0.1709432452917099, "m": 1.0 }, { - "p": 0.2020101398229599, + "p": 0.16012020409107208, "m": 1.0 }, { - "p": 0.019373606890439987, + "p": 0.1336953490972519, "m": 1.0 }, { - "p": 0.05932752415537834, + "p": 0.14540141820907593, "m": 1.0 }, { - "p": 0.08764045685529709, + "p": 0.01662416383624077, "m": 1.0 }, { - "p": 0.10130329430103302, + "p": 0.18865042924880981, "m": 1.0 }, { - "p": 0.07289452105760574, + "p": 0.022622182965278625, "m": 1.0 } ] }, { "epoch": 85, - "train_loss": 0.38233596086502075, - "val_loss": 0.8503627181053162, - "acc": 69.24, - "time": 41.31918618899999, + "train_loss": 0.5128087401390076, + "val_loss": 1.058603286743164, + "acc": 68.47, + "time": 43.5764292570002, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.15250542759895325, + "p": 0.16654613614082336, "m": 1.0 }, { - "p": 0.2163832038640976, + "p": 0.27718424797058105, "m": 1.0 }, { - "p": 0.2326178252696991, + "p": 0.20626209676265717, "m": 1.0 }, { - "p": 0.21381638944149017, + "p": 0.10853110253810883, "m": 1.0 }, { - "p": 0.12669169902801514, + "p": 0.19329462945461273, "m": 1.0 }, { - "p": 0.13590377569198608, + "p": 0.18679824471473694, "m": 1.0 }, { - "p": 0.30134400725364685, + "p": 0.15494689345359802, "m": 1.0 }, { - "p": 0.011675908230245113, + "p": 0.15232747793197632, "m": 1.0 }, { - "p": 0.19916731119155884, + "p": 0.1324135810136795, "m": 1.0 }, { - "p": 0.11551103740930557, + "p": 0.2259644865989685, "m": 1.0 }, { - "p": 0.09066730737686157, + "p": 0.15977320075035095, "m": 1.0 }, { - "p": 0.18885888159275055, + "p": 0.17139087617397308, "m": 1.0 }, { - "p": 0.03273243084549904, + "p": 0.13477453589439392, "m": 1.0 }, { - "p": 0.08749284595251083, + "p": 0.1272074282169342, "m": 1.0 }, { - "p": 0.09147196263074875, + "p": 0.03625481203198433, "m": 1.0 }, { - "p": 0.1008317694067955, + "p": 0.18712666630744934, "m": 1.0 }, { - "p": 0.0830114483833313, + "p": 0.04368937760591507, "m": 1.0 } ] }, { "epoch": 86, - "train_loss": 0.23611007630825043, - "val_loss": 1.0475760698318481, - "acc": 70.02, - "time": 27.61290372800022, + "train_loss": 0.17087247967720032, + "val_loss": 1.0931026935577393, + "acc": 69.1, + "time": 29.339859065999917, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.16552844643592834, + "p": 0.20823898911476135, "m": 1.0 }, { - "p": 0.23935958743095398, + "p": 0.2595210671424866, "m": 1.0 }, { - "p": 0.2395501732826233, + "p": 0.19169703125953674, "m": 1.0 }, { - "p": 0.2154601514339447, + "p": 0.11439087986946106, "m": 1.0 }, { - "p": 0.12343916296958923, + "p": 0.19833505153656006, "m": 1.0 }, { - "p": 0.1416967809200287, + "p": 0.17700797319412231, "m": 1.0 }, { - "p": 0.31741833686828613, + "p": 0.176413431763649, "m": 1.0 }, { - "p": 0.050975728780031204, + "p": 0.151687353849411, "m": 1.0 }, { - "p": 0.2045823037624359, + "p": 0.13180677592754364, "m": 1.0 }, { - "p": 0.14573201537132263, + "p": 0.21898429095745087, "m": 1.0 }, { - "p": 0.09376470744609833, + "p": 0.15380728244781494, "m": 1.0 }, { - "p": 0.17862848937511444, + "p": 0.18967929482460022, "m": 1.0 }, { - "p": 0.04203662648797035, + "p": 0.13715261220932007, "m": 1.0 }, { - "p": 0.08685214817523956, + "p": 0.11918634921312332, "m": 1.0 }, { - "p": 0.07814345508813858, + "p": 0.07845082879066467, "m": 1.0 }, { - "p": 0.11147578060626984, + "p": 0.17460158467292786, "m": 1.0 }, { - "p": 0.12196621298789978, + "p": 0.09254614263772964, "m": 1.0 } ] }, { "epoch": 87, - "train_loss": 0.6362249255180359, - "val_loss": 1.0082441568374634, - "acc": 70.25, - "time": 5.995802522000304, + "train_loss": 0.6971951127052307, + "val_loss": 1.1465317010879517, + "acc": 68.98, + "time": 6.0051767159998235, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.18360941112041473, + "p": 0.2242528796195984, "m": 1.0 }, { - "p": 0.25590378046035767, + "p": 0.25235551595687866, "m": 1.0 }, { - "p": 0.24915431439876556, + "p": 0.2005654126405716, "m": 1.0 }, { - "p": 0.22842001914978027, + "p": 0.14665932953357697, "m": 1.0 }, { - "p": 0.1211429089307785, + "p": 0.1617264449596405, "m": 1.0 }, { - "p": 0.139360249042511, + "p": 0.16625472903251648, "m": 1.0 }, { - "p": 0.31415459513664246, + "p": 0.22117836773395538, "m": 1.0 }, { - "p": 0.06678411364555359, + "p": 0.14865191280841827, "m": 1.0 }, { - "p": 0.2071627974510193, + "p": 0.1523316651582718, "m": 1.0 }, { - "p": 0.13433611392974854, + "p": 0.18516311049461365, "m": 1.0 }, { - "p": 0.10475529730319977, + "p": 0.15824244916439056, "m": 1.0 }, { - "p": 0.1666981428861618, + "p": 0.20468153059482574, "m": 1.0 }, { - "p": 0.06975439190864563, + "p": 0.14190134406089783, "m": 1.0 }, { - "p": 0.10281738638877869, + "p": 0.12289920449256897, "m": 1.0 }, { - "p": 0.07715819776058197, + "p": 0.0949355736374855, "m": 1.0 }, { - "p": 0.12336862832307816, + "p": 0.1650562435388565, "m": 1.0 }, { - "p": 0.13747645914554596, + "p": 0.08197888731956482, "m": 1.0 } ] }, { "epoch": 88, - "train_loss": 0.28420892357826233, - "val_loss": 0.8907685279846191, - "acc": 68.54, - "time": 6.0299368830001185, + "train_loss": 0.35791999101638794, + "val_loss": 1.0664016008377075, + "acc": 67.35, + "time": 6.024033613000029, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.18105295300483704, + "p": 0.22681982815265656, "m": 1.0 }, { - "p": 0.26365041732788086, + "p": 0.24445609748363495, "m": 1.0 }, { - "p": 0.2802998125553131, + "p": 0.201315775513649, "m": 1.0 }, { - "p": 0.23785054683685303, + "p": 0.146079882979393, "m": 1.0 }, { - "p": 0.12024588882923126, + "p": 0.1683279126882553, "m": 1.0 }, { - "p": 0.17488224804401398, + "p": 0.14788642525672913, "m": 1.0 }, { - "p": 0.30476778745651245, + "p": 0.2215755432844162, "m": 1.0 }, { - "p": 0.08235210180282593, + "p": 0.14139246940612793, "m": 1.0 }, { - "p": 0.2029702365398407, + "p": 0.15907719731330872, "m": 1.0 }, { - "p": 0.13264775276184082, + "p": 0.1723848283290863, "m": 1.0 }, { - "p": 0.12293528765439987, + "p": 0.16710098087787628, "m": 1.0 }, { - "p": 0.14729729294776917, + "p": 0.20670560002326965, "m": 1.0 }, { - "p": 0.09006014466285706, + "p": 0.15057556331157684, "m": 1.0 }, { - "p": 0.11331210285425186, + "p": 0.12758740782737732, "m": 1.0 }, { - "p": 0.10495393723249435, + "p": 0.09017100930213928, "m": 1.0 }, { - "p": 0.12866097688674927, + "p": 0.1653539389371872, "m": 1.0 }, { - "p": 0.1665254533290863, + "p": 0.05022784695029259, "m": 1.0 } ] }, { "epoch": 89, - "train_loss": 0.7173701524734497, - "val_loss": 1.063210129737854, - "acc": 68.68, - "time": 5.950615608999669, + "train_loss": 0.5426226854324341, + "val_loss": 1.2082910537719727, + "acc": 66.59, + "time": 6.0292406049998135, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.17614713311195374, + "p": 0.24186435341835022, "m": 1.0 }, { - "p": 0.2686975598335266, + "p": 0.2299843728542328, "m": 1.0 }, { - "p": 0.30023428797721863, + "p": 0.19707952439785004, "m": 1.0 }, { - "p": 0.24534821510314941, + "p": 0.15215854346752167, "m": 1.0 }, { - "p": 0.13604621589183807, + "p": 0.17890161275863647, "m": 1.0 }, { - "p": 0.20268875360488892, + "p": 0.12422791123390198, "m": 1.0 }, { - "p": 0.2911647856235504, + "p": 0.22270838916301727, "m": 1.0 }, { - "p": 0.10358863323926926, + "p": 0.14365313947200775, "m": 1.0 }, { - "p": 0.20888690650463104, + "p": 0.16262446343898773, "m": 1.0 }, { - "p": 0.1336173117160797, + "p": 0.17357110977172852, "m": 1.0 }, { - "p": 0.1396656632423401, + "p": 0.16643179953098297, "m": 1.0 }, { - "p": 0.12840884923934937, + "p": 0.20723013579845428, "m": 1.0 }, { - "p": 0.10177052021026611, + "p": 0.14891952276229858, "m": 1.0 }, { - "p": 0.10035307705402374, + "p": 0.10453732311725616, "m": 1.0 }, { - "p": 0.12824063003063202, + "p": 0.09540868550539017, "m": 1.0 }, { - "p": 0.10958033055067062, + "p": 0.16599386930465698, "m": 1.0 }, { - "p": 0.16552583873271942, + "p": 0.056367553770542145, "m": 1.0 } ] }, { "epoch": 90, - "train_loss": 0.32813969254493713, - "val_loss": 0.9783640503883362, - "acc": 64.41, - "time": 5.969027624999853, + "train_loss": 0.3921073079109192, + "val_loss": 1.1901265382766724, + "acc": 64.16, + "time": 6.033061185999941, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.17471735179424286, + "p": 0.2605592906475067, "m": 1.0 }, { - "p": 0.2607645094394684, + "p": 0.2469780296087265, "m": 1.0 }, { - "p": 0.3273546099662781, + "p": 0.18489304184913635, "m": 1.0 }, { - "p": 0.24072973430156708, + "p": 0.14124196767807007, "m": 1.0 }, { - "p": 0.11715792864561081, + "p": 0.18793918192386627, "m": 1.0 }, { - "p": 0.2410709708929062, + "p": 0.10377666354179382, "m": 1.0 }, { - "p": 0.26418691873550415, + "p": 0.2414780855178833, "m": 1.0 }, { - "p": 0.10959886759519577, + "p": 0.15061631798744202, "m": 1.0 }, { - "p": 0.2194802463054657, + "p": 0.17550571262836456, "m": 1.0 }, { - "p": 0.13373476266860962, + "p": 0.16735807061195374, "m": 1.0 }, { - "p": 0.15669991075992584, + "p": 0.12747204303741455, "m": 1.0 }, { - "p": 0.07929885387420654, + "p": 0.2074350267648697, "m": 1.0 }, { - "p": 0.10410073399543762, + "p": 0.16653893887996674, "m": 1.0 }, { - "p": 0.09362272173166275, + "p": 0.09278883039951324, "m": 1.0 }, { - "p": 0.13668151199817657, + "p": 0.10507161170244217, "m": 1.0 }, { - "p": 0.12353257089853287, + "p": 0.1555655300617218, "m": 1.0 }, { - "p": 0.17453788220882416, + "p": 0.06925172358751297, "m": 1.0 } ] }, { "epoch": 91, - "train_loss": 1.4546194076538086, - "val_loss": 0.9051608443260193, - "acc": 65.13, - "time": 18.802916474000085, + "train_loss": 1.43426513671875, + "val_loss": 1.0275036096572876, + "acc": 64.36, + "time": 21.026801981000062, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.17703597247600555, + "p": 0.2649058997631073, "m": 1.0 }, { - "p": 0.2491215169429779, + "p": 0.2563210427761078, "m": 1.0 }, { - "p": 0.34106749296188354, + "p": 0.17931918799877167, "m": 1.0 }, { - "p": 0.23184755444526672, + "p": 0.10282739251852036, "m": 1.0 }, { - "p": 0.1056523472070694, + "p": 0.20575706660747528, "m": 1.0 }, { - "p": 0.25481072068214417, + "p": 0.09304989129304886, "m": 1.0 }, { - "p": 0.25055360794067383, + "p": 0.25014299154281616, "m": 1.0 }, { - "p": 0.12036892771720886, + "p": 0.1355270892381668, "m": 1.0 }, { - "p": 0.24067991971969604, + "p": 0.1858132779598236, "m": 1.0 }, { - "p": 0.14278079569339752, + "p": 0.14107799530029297, "m": 1.0 }, { - "p": 0.15095548331737518, + "p": 0.12854672968387604, "m": 1.0 }, { - "p": 0.06349340081214905, + "p": 0.20472663640975952, "m": 1.0 }, { - "p": 0.08285338431596756, + "p": 0.17954592406749725, "m": 1.0 }, { - "p": 0.09604092687368393, + "p": 0.08220379799604416, "m": 1.0 }, { - "p": 0.14166612923145294, + "p": 0.08393966406583786, "m": 1.0 }, { - "p": 0.1276511549949646, + "p": 0.14010468125343323, "m": 1.0 }, { - "p": 0.20478709042072296, + "p": 0.07489408552646637, "m": 1.0 } ] }, { "epoch": 92, - "train_loss": 0.8066297769546509, - "val_loss": 0.9559549689292908, - "acc": 66.04, - "time": 41.40530726899988, + "train_loss": 0.8484578728675842, + "val_loss": 0.9818812012672424, + "acc": 64.19, + "time": 46.1541434830001, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.19842882454395294, + "p": 0.2676069438457489, "m": 1.0 }, { - "p": 0.2055368274450302, + "p": 0.254025399684906, "m": 1.0 }, { - "p": 0.3341395854949951, + "p": 0.14806732535362244, "m": 1.0 }, { - "p": 0.2324884682893753, + "p": 0.0755009576678276, "m": 1.0 }, { - "p": 0.10007382929325104, + "p": 0.22265391051769257, "m": 1.0 }, { - "p": 0.24661682546138763, + "p": 0.08797697722911835, "m": 1.0 }, { - "p": 0.24408258497714996, + "p": 0.26019689440727234, "m": 1.0 }, { - "p": 0.1338094174861908, + "p": 0.12879492342472076, "m": 1.0 }, { - "p": 0.2391994446516037, + "p": 0.1734846532344818, "m": 1.0 }, { - "p": 0.14634333550930023, + "p": 0.12457071244716644, "m": 1.0 }, { - "p": 0.16071197390556335, + "p": 0.12216133624315262, "m": 1.0 }, { - "p": 0.05827511101961136, + "p": 0.20869502425193787, "m": 1.0 }, { - "p": 0.07226462662220001, + "p": 0.18766283988952637, "m": 1.0 }, { - "p": 0.1014159545302391, + "p": 0.08116444945335388, "m": 1.0 }, { - "p": 0.14983411133289337, + "p": 0.07048783451318741, "m": 1.0 }, { - "p": 0.13482680916786194, + "p": 0.12696179747581482, "m": 1.0 }, { - "p": 0.21934820711612701, + "p": 0.07210589945316315, "m": 1.0 } ] }, { "epoch": 93, - "train_loss": 0.4068538546562195, - "val_loss": 0.948910653591156, - "acc": 69.2, - "time": 42.63720202600007, + "train_loss": 0.6630008816719055, + "val_loss": 1.016664981842041, + "acc": 67.48, + "time": 44.515162019999934, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.20797549188137054, + "p": 0.24745598435401917, "m": 1.0 }, { - "p": 0.18161694705486298, + "p": 0.2519991397857666, "m": 1.0 }, { - "p": 0.34459739923477173, + "p": 0.14539223909378052, "m": 1.0 }, { - "p": 0.2267191857099533, + "p": 0.056697435677051544, "m": 1.0 }, { - "p": 0.08406447619199753, + "p": 0.2342386692762375, "m": 1.0 }, { - "p": 0.22927379608154297, + "p": 0.07173949480056763, "m": 1.0 }, { - "p": 0.22835439443588257, + "p": 0.2710402011871338, "m": 1.0 }, { - "p": 0.12644995748996735, + "p": 0.12572665512561798, "m": 1.0 }, { - "p": 0.22266565263271332, + "p": 0.16393934190273285, "m": 1.0 }, { - "p": 0.1441381275653839, + "p": 0.12001689523458481, "m": 1.0 }, { - "p": 0.1671433448791504, + "p": 0.12527349591255188, "m": 1.0 }, { - "p": 0.056347962468862534, + "p": 0.17911745607852936, "m": 1.0 }, { - "p": 0.06841827929019928, + "p": 0.1843922883272171, "m": 1.0 }, { - "p": 0.10118886828422546, + "p": 0.10139425098896027, "m": 1.0 }, { - "p": 0.1366730034351349, + "p": 0.04929885268211365, "m": 1.0 }, { - "p": 0.12760327756404877, + "p": 0.11254894733428955, "m": 1.0 }, { - "p": 0.2224942147731781, + "p": 0.07854795455932617, "m": 1.0 } ] }, { "epoch": 94, - "train_loss": 0.6039531826972961, - "val_loss": 0.8685363531112671, - "acc": 67.98, - "time": 41.7348244169998, + "train_loss": 0.7179909348487854, + "val_loss": 0.9976375102996826, + "acc": 67.4, + "time": 43.68684478000023, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.21403546631336212, + "p": 0.26420360803604126, "m": 1.0 }, { - "p": 0.1693432629108429, + "p": 0.24258214235305786, "m": 1.0 }, { - "p": 0.36133435368537903, + "p": 0.16582147777080536, "m": 1.0 }, { - "p": 0.22588267922401428, + "p": 0.05298524349927902, "m": 1.0 }, { - "p": 0.09056655317544937, + "p": 0.24761910736560822, "m": 1.0 }, { - "p": 0.22173210978507996, + "p": 0.08557192236185074, "m": 1.0 }, { - "p": 0.21503901481628418, + "p": 0.27812573313713074, "m": 1.0 }, { - "p": 0.13297313451766968, + "p": 0.12575775384902954, "m": 1.0 }, { - "p": 0.21653549373149872, + "p": 0.16100026667118073, "m": 1.0 }, { - "p": 0.13138450682163239, + "p": 0.12307241559028625, "m": 1.0 }, { - "p": 0.17067594826221466, + "p": 0.13455870747566223, "m": 1.0 }, { - "p": 0.058143988251686096, + "p": 0.16938495635986328, "m": 1.0 }, { - "p": 0.06186842545866966, + "p": 0.1790062040090561, "m": 1.0 }, { - "p": 0.09654087573289871, + "p": 0.11327019333839417, "m": 1.0 }, { - "p": 0.12870603799819946, + "p": 0.03679829090833664, "m": 1.0 }, { - "p": 0.1307768076658249, + "p": 0.10322785377502441, "m": 1.0 }, { - "p": 0.22189880907535553, + "p": 0.07992550730705261, "m": 1.0 } ] }, { "epoch": 95, - "train_loss": 0.5722856521606445, - "val_loss": 1.0567684173583984, - "acc": 69.67, - "time": 43.80523061399981, + "train_loss": 0.2900151014328003, + "val_loss": 1.0745261907577515, + "acc": 68.34, + "time": 45.553968833, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.22711017727851868, + "p": 0.2777584195137024, "m": 1.0 }, { - "p": 0.1685490608215332, + "p": 0.21657173335552216, "m": 1.0 }, { - "p": 0.37167859077453613, + "p": 0.19149063527584076, "m": 1.0 }, { - "p": 0.22431254386901855, + "p": 0.09062208980321884, "m": 1.0 }, { - "p": 0.11305884271860123, + "p": 0.24828802049160004, "m": 1.0 }, { - "p": 0.18750692903995514, + "p": 0.09222779422998428, "m": 1.0 }, { - "p": 0.20001810789108276, + "p": 0.28067663311958313, "m": 1.0 }, { - "p": 0.13893115520477295, + "p": 0.13837388157844543, "m": 1.0 }, { - "p": 0.20905447006225586, + "p": 0.15131546556949615, "m": 1.0 }, { - "p": 0.11548341065645218, + "p": 0.14177383482456207, "m": 1.0 }, { - "p": 0.17006877064704895, + "p": 0.1374579668045044, "m": 1.0 }, { - "p": 0.059310682117938995, + "p": 0.14576904475688934, "m": 1.0 }, { - "p": 0.05072950944304466, + "p": 0.1745639443397522, "m": 1.0 }, { - "p": 0.11947863548994064, + "p": 0.11508262902498245, "m": 1.0 }, { - "p": 0.12911155819892883, + "p": 0.031794071197509766, "m": 1.0 }, { - "p": 0.13660071790218353, + "p": 0.0884910374879837, "m": 1.0 }, { - "p": 0.20870384573936462, + "p": 0.08749367296695709, "m": 1.0 } ] }, { "epoch": 96, - "train_loss": 0.8769094944000244, - "val_loss": 1.0386134386062622, - "acc": 69.21, - "time": 43.63602287200001, + "train_loss": 0.9850176572799683, + "val_loss": 0.9777260422706604, + "acc": 67.79, + "time": 44.04944068299983, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.22788679599761963, + "p": 0.2820143401622772, "m": 1.0 }, { - "p": 0.1666441559791565, + "p": 0.183014914393425, "m": 1.0 }, { - "p": 0.3587658703327179, + "p": 0.1896975189447403, "m": 1.0 }, { - "p": 0.21997107565402985, + "p": 0.1400129646062851, "m": 1.0 }, { - "p": 0.12405577301979065, + "p": 0.24814538657665253, "m": 1.0 }, { - "p": 0.18316376209259033, + "p": 0.11926978081464767, "m": 1.0 }, { - "p": 0.19381630420684814, + "p": 0.27381110191345215, "m": 1.0 }, { - "p": 0.1300855278968811, + "p": 0.16398170590400696, "m": 1.0 }, { - "p": 0.21409939229488373, + "p": 0.12811577320098877, "m": 1.0 }, { - "p": 0.07176928222179413, + "p": 0.15150459110736847, "m": 1.0 }, { - "p": 0.16282035410404205, + "p": 0.14255644381046295, "m": 1.0 }, { - "p": 0.06160935387015343, + "p": 0.11550290882587433, "m": 1.0 }, { - "p": 0.040446460247039795, + "p": 0.17650341987609863, "m": 1.0 }, { - "p": 0.13655593991279602, + "p": 0.11384029686450958, "m": 1.0 }, { - "p": 0.13126146793365479, + "p": 0.06690915673971176, "m": 1.0 }, { - "p": 0.14888393878936768, + "p": 0.10110200941562653, "m": 1.0 }, { - "p": 0.19777843356132507, + "p": 0.10314123332500458, "m": 1.0 } ] }, { "epoch": 97, - "train_loss": 0.9674131274223328, - "val_loss": 0.8349876999855042, - "acc": 69.32, - "time": 38.93113858700008, + "train_loss": 1.1425042152404785, + "val_loss": 0.9164984226226807, + "acc": 66.84, + "time": 43.47741642799974, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.22426165640354156, + "p": 0.285396546125412, "m": 1.0 }, { - "p": 0.1547594517469406, + "p": 0.13673457503318787, "m": 1.0 }, { - "p": 0.34505176544189453, + "p": 0.19300271570682526, "m": 1.0 }, { - "p": 0.2212052345275879, + "p": 0.14483055472373962, "m": 1.0 }, { - "p": 0.16777873039245605, + "p": 0.24359630048274994, "m": 1.0 }, { - "p": 0.18339945375919342, + "p": 0.13313424587249756, "m": 1.0 }, { - "p": 0.19835107028484344, + "p": 0.27193376421928406, "m": 1.0 }, { - "p": 0.11061559617519379, + "p": 0.19324062764644623, "m": 1.0 }, { - "p": 0.21248213946819305, + "p": 0.11389312893152237, "m": 1.0 }, { - "p": 0.04745379462838173, + "p": 0.16041512787342072, "m": 1.0 }, { - "p": 0.14229197800159454, + "p": 0.15450133383274078, "m": 1.0 }, { - "p": 0.08033835887908936, + "p": 0.09032212197780609, "m": 1.0 }, { - "p": 0.038045432418584824, + "p": 0.1829344928264618, "m": 1.0 }, { - "p": 0.14370213449001312, + "p": 0.10801751911640167, "m": 1.0 }, { - "p": 0.12315239757299423, + "p": 0.08308117836713791, "m": 1.0 }, { - "p": 0.16241784393787384, + "p": 0.11411295086145401, "m": 1.0 }, { - "p": 0.18578578531742096, + "p": 0.10731489956378937, "m": 1.0 } ] }, { "epoch": 98, - "train_loss": 0.9187476634979248, - "val_loss": 0.9387404322624207, - "acc": 68.18, - "time": 40.76194624999971, + "train_loss": 1.1904147863388062, + "val_loss": 0.961042582988739, + "acc": 67.34, + "time": 43.541311352999855, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.22675329446792603, + "p": 0.28806132078170776, "m": 1.0 }, { - "p": 0.148158460855484, + "p": 0.1370241492986679, "m": 1.0 }, { - "p": 0.34135329723358154, + "p": 0.20762880146503448, "m": 1.0 }, { - "p": 0.23000848293304443, + "p": 0.14937008917331696, "m": 1.0 }, { - "p": 0.23954229056835175, + "p": 0.24401478469371796, "m": 1.0 }, { - "p": 0.18518328666687012, + "p": 0.13913297653198242, "m": 1.0 }, { - "p": 0.202158123254776, + "p": 0.274001806974411, "m": 1.0 }, { - "p": 0.11824243515729904, + "p": 0.2177334427833557, "m": 1.0 }, { - "p": 0.22638899087905884, + "p": 0.10999136418104172, "m": 1.0 }, { - "p": 0.03496728837490082, + "p": 0.16268296539783478, "m": 1.0 }, { - "p": 0.13152125477790833, + "p": 0.1643509566783905, "m": 1.0 }, { - "p": 0.06518007069826126, + "p": 0.08995983004570007, "m": 1.0 }, { - "p": 0.06668362021446228, + "p": 0.19219066202640533, "m": 1.0 }, { - "p": 0.15317736566066742, + "p": 0.07983086258172989, "m": 1.0 }, { - "p": 0.11708762496709824, + "p": 0.0967637449502945, "m": 1.0 }, { - "p": 0.16780985891819, + "p": 0.10100370645523071, "m": 1.0 }, { - "p": 0.1754310131072998, + "p": 0.11892388015985489, "m": 1.0 } ] }, { "epoch": 99, - "train_loss": 0.33720895648002625, - "val_loss": 0.9756262302398682, - "acc": 70.48, - "time": 42.723899989000074, + "train_loss": 0.42741042375564575, + "val_loss": 0.9139773845672607, + "acc": 69.23, + "time": 44.45850055400024, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.23430198431015015, + "p": 0.2829808294773102, "m": 1.0 }, { - "p": 0.15373165905475616, + "p": 0.18658800423145294, "m": 1.0 }, { - "p": 0.3416079878807068, + "p": 0.24290843307971954, "m": 1.0 }, { - "p": 0.2430538833141327, + "p": 0.16671481728553772, "m": 1.0 }, { - "p": 0.25557762384414673, + "p": 0.23901474475860596, "m": 1.0 }, { - "p": 0.17679639160633087, + "p": 0.14611458778381348, "m": 1.0 }, { - "p": 0.20697085559368134, + "p": 0.2738329768180847, "m": 1.0 }, { - "p": 0.13233041763305664, + "p": 0.2285129278898239, "m": 1.0 }, { - "p": 0.24446219205856323, + "p": 0.09168406575918198, "m": 1.0 }, { - "p": 0.007190590724349022, + "p": 0.14379069209098816, "m": 1.0 }, { - "p": 0.12731629610061646, + "p": 0.15694040060043335, "m": 1.0 }, { - "p": 0.07449188083410263, + "p": 0.09550394862890244, "m": 1.0 }, { - "p": 0.08684907853603363, + "p": 0.18982434272766113, "m": 1.0 }, { - "p": 0.1534295231103897, + "p": 0.07449252158403397, "m": 1.0 }, { - "p": 0.1281738132238388, + "p": 0.11254805326461792, "m": 1.0 }, { - "p": 0.16502724587917328, + "p": 0.09043370187282562, "m": 1.0 }, { - "p": 0.16589221358299255, + "p": 0.15559081733226776, "m": 1.0 } ] }, { "epoch": 100, - "train_loss": 0.45626339316368103, - "val_loss": 0.9589242339134216, - "acc": 70.63, - "time": 42.88622947900012, + "train_loss": 0.4153829514980316, + "val_loss": 1.031949758529663, + "acc": 68.92, + "time": 46.065428494000116, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.23698991537094116, + "p": 0.2805490493774414, "m": 1.0 }, { - "p": 0.16923940181732178, + "p": 0.22000685334205627, "m": 1.0 }, { - "p": 0.3385762870311737, + "p": 0.24790658056735992, "m": 1.0 }, { - "p": 0.25956931710243225, + "p": 0.2089381366968155, "m": 1.0 }, { - "p": 0.25061070919036865, + "p": 0.24537621438503265, "m": 1.0 }, { - "p": 0.17185135185718536, + "p": 0.16948923468589783, "m": 1.0 }, { - "p": 0.23006069660186768, + "p": 0.27113479375839233, "m": 1.0 }, { - "p": 0.13817252218723297, + "p": 0.23310455679893494, "m": 1.0 }, { - "p": 0.2662251889705658, + "p": 0.062158167362213135, "m": 1.0 }, { - "p": 0.00966814998537302, + "p": 0.12997989356517792, "m": 1.0 }, { - "p": 0.12827755510807037, + "p": 0.15701577067375183, "m": 1.0 }, { - "p": 0.10233879834413528, + "p": 0.11337900161743164, "m": 1.0 }, { - "p": 0.08845021575689316, + "p": 0.18084193766117096, "m": 1.0 }, { - "p": 0.17796273529529572, + "p": 0.07240848988294601, "m": 1.0 }, { - "p": 0.14748267829418182, + "p": 0.11316563934087753, "m": 1.0 }, { - "p": 0.1548442393541336, + "p": 0.08571962267160416, "m": 1.0 }, { - "p": 0.16634947061538696, + "p": 0.17144352197647095, "m": 1.0 } ] diff --git a/higher/test_dataug.py b/higher/test_dataug.py index b8e8ef3..14770ee 100644 --- a/higher/test_dataug.py +++ b/higher/test_dataug.py @@ -10,17 +10,17 @@ tf_names = [ 'FlipLR', 'Rotate', 'TranslateX', - #'TranslateY', - #'ShearX', - #'ShearY', + 'TranslateY', + 'ShearX', + 'ShearY', ## Color TF (Expect image in the range of [0, 1]) ## - #'Contrast', - #'Color', - #'Brightness', - #'Sharpness', - #'Posterize', - #'Solarize', #=>Image entre [0,1] #Pas opti pour des batch + 'Contrast', + 'Color', + 'Brightness', + 'Sharpness', + 'Posterize', + 'Solarize', #=>Image entre [0,1] #Pas opti pour des batch #Color TF (Common mag scale) #'+Contrast', @@ -64,8 +64,8 @@ else: ########################################## if __name__ == "__main__": - n_inner_iter = 10 - epochs = 100 + n_inner_iter = 1 + epochs = 200 dataug_epoch_start=0 #### Classic #### @@ -95,7 +95,8 @@ if __name__ == "__main__": t0 = time.process_time() tf_dict = {k: TF.TF_dict[k] for k in tf_names} #tf_dict = TF.TF_dict - aug_model = Augmented_model(Data_augV6(TF_dict=tf_dict, N_TF=1, mix_dist=0.0, fixed_prob=False, fixed_mag=True, shared_mag=True), LeNet(3,10)).to(device) + #aug_model = Augmented_model(Data_augV6(TF_dict=tf_dict, N_TF=1, mix_dist=0.0, fixed_prob=False, prob_set_size=2, fixed_mag=True, shared_mag=True), LeNet(3,10)).to(device) + aug_model = Augmented_model(Data_augV5(TF_dict=tf_dict, N_TF=3, mix_dist=0.0, fixed_prob=False, fixed_mag=False, shared_mag=False), LeNet(3,10)).to(device) #aug_model = Augmented_model(Data_augV5(TF_dict=tf_dict, N_TF=2, mix_dist=0.5, fixed_mag=True, shared_mag=True), WideResNet(num_classes=10, wrn_size=160)).to(device) #aug_model = Augmented_model(RandAug(TF_dict=tf_dict, N_TF=2), LeNet(3,10)).to(device) print(str(aug_model), 'on', device_name) diff --git a/higher/train_utils.py b/higher/train_utils.py index f5d6a39..0995ce8 100644 --- a/higher/train_utils.py +++ b/higher/train_utils.py @@ -618,7 +618,7 @@ def run_dist_dataugV2(model, epochs=1, inner_it=0, dataug_epoch_start=0, print_f meta_opt.step() model['data_aug'].adjust_param(soft=False) #Contrainte sum(proba)=1 - model['data_aug'].next_TF_set() + #model['data_aug'].next_TF_set() fmodel = higher.patch.monkeypatch(model, device=None, copy_initial_weights=True) diffopt = higher.optim.get_diff_optim(inner_opt, model.parameters(),fmodel=fmodel, track_higher_grads=high_grad_track)