From f8cc38dd6b099cf271d8eb9cd5c42e536f9dba46 Mon Sep 17 00:00:00 2001 From: "Harle, Antoine (Contracteur)" Date: Mon, 2 Dec 2019 08:22:24 -0500 Subject: [PATCH] Support taille arbitraire de sets dans Dataugv6 --- higher/dataug.py | 43 +- ...LeNet)-100 epochs (dataug:0)- 10 in_it.png | Bin 274798 -> 288864 bytes ...eNet)-100 epochs (dataug:0)- 10 in_it.json | 4252 ++++++++--------- higher/test_dataug.py | 36 +- 4 files changed, 2176 insertions(+), 2155 deletions(-) diff --git a/higher/dataug.py b/higher/dataug.py index 2e9b99c..99f0053 100644 --- a/higher/dataug.py +++ b/higher/dataug.py @@ -709,17 +709,38 @@ class Data_augV6(nn.Module): #Optimisation sequentielle self._fixed_mag = fixed_mag self._TF_set_size=3 - #if self._TF_set_size>self._nb_tf: - # print("Warning : TF sets size higher than number of TF. Reducing set size to %d"%self._nb_tf) - # self._TF_set_size=self._nb_tf - assert self._nb_tf>=self._TF_set_size - self._TF_sets=[] - for i in range(1,self._nb_tf): - for j in range(i,self._nb_tf): - if i!=j: - self._TF_sets+=[torch.tensor([0, i, j])] - #print(self._TF_sets) - #self._TF_sets=[torch.tensor([0, i, j]) for i in range(1,self._nb_tf)] #All VS Identity + self._fixed_TF=[0] + assert self._TF_set_size>=len(self._fixed_TF) + + if self._TF_set_size>self._nb_tf: + print("Warning : TF sets size higher than number of TF. Reducing set size to %d"%self._nb_tf) + self._TF_set_size=self._nb_tf + + ## Genenerate TF sets ## + if self._TF_set_size==len(self._fixed_TF): + print("Warning : using only fixed set of TF : ", self._fixed_TF) + self._TF_sets=torch.tensor([self._fixed_TF]) + 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): + TF_sets += generate_TF_sets(n_TF=n_TF, set_size=set_size-1, idx_prefix=idx_prefix+[i]) + else: + #if i not in idx_prefix: + TF_sets+=[torch.tensor(idx_prefix+[i]) for i in range(idx_prefix[-1]+1, n_TF)] + elif set_size>1: + for i in range(0, n_TF): + TF_sets += generate_TF_sets(n_TF=n_TF, set_size=set_size, idx_prefix=[i]) + else: + TF_sets+=[torch.tensor([i]) for i in range(0, n_TF)] + 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 = 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10 in_it.json b/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json index aef94c6..6f5e137 100644 --- a/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json +++ b/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(3)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json @@ -1,10 +1,10 @@ { - "Accuracy": 69.5, + "Accuracy": 68.86, "Time": [ - 28.70131166007, - 14.194138415030963 + 29.212177275560013, + 14.7018381259085 ], - "Device": "GeForce GTX 1080 Ti", + "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", @@ -28,53 +28,17 @@ "Log": [ { "epoch": 1, - "train_loss": 2.240718126296997, - "val_loss": 2.2714805603027344, - "acc": 15.12, - "time": 37.600337649, + "train_loss": 2.258223295211792, + "val_loss": 2.26889705657959, + "acc": 15.83, + "time": 37.139667462, "param": [ { "p": 0.3333333432674408, "m": 1.0 }, { - "p": 0.2515013813972473, - "m": 1.0 - }, - { - "p": 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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', @@ -44,10 +44,10 @@ tf_names = [ #'BadTranslateY', #'BadTranslateY_neg', - 'BadColor', - 'BadSharpness', - 'BadContrast', - 'BadBrightness', + #'BadColor', + #'BadSharpness', + #'BadContrast', + #'BadBrightness', #Non fonctionnel #'Auto_Contrast', #Pas opti pour des batch (Super lent) @@ -91,11 +91,11 @@ if __name__ == "__main__": print('-'*9) ''' #### Augmented Model #### - ''' + #''' 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=3, 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, fixed_mag=True, shared_mag=True), 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) @@ -116,9 +116,9 @@ if __name__ == "__main__": print('Execution Time : %.00f '%(time.process_time() - t0)) print('-'*9) - ''' - #### TF tests #### #''' + #### TF tests #### + ''' res_folder="res/brutus-tests/" epochs= 150 inner_its = [1] @@ -168,4 +168,4 @@ if __name__ == "__main__": #plot_resV2(log, fig_name=res_folder+filename, param_names=tf_names) print('-'*9) - #''' + '''