diff --git a/.gitignore b/.gitignore old mode 100644 new mode 100755 diff --git a/FAR-HO/blue_utils.py b/FAR-HO/blue_utils.py old mode 100644 new mode 100755 diff --git a/FAR-HO/far_pba_cifar.py b/FAR-HO/far_pba_cifar.py old mode 100644 new mode 100755 diff --git a/FAR-HO/test.py b/FAR-HO/test.py old mode 100644 new mode 100755 diff --git a/FAR-HO/test_cnn.py b/FAR-HO/test_cnn.py old mode 100644 new mode 100755 diff --git a/FAR-HO/test_cnn_aug.py b/FAR-HO/test_cnn_aug.py old mode 100644 new mode 100755 diff --git a/FAR-HO/test_fc.py b/FAR-HO/test_fc.py old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/.gitignore b/Gradient-Descent-The-Ultimate-Optimizer/.gitignore old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/20190929-paper.pdf b/Gradient-Descent-The-Ultimate-Optimizer/20190929-paper.pdf old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/README.md b/Gradient-Descent-The-Ultimate-Optimizer/README.md old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/data_aug.py b/Gradient-Descent-The-Ultimate-Optimizer/data_aug.py old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/dataset_aug.py b/Gradient-Descent-The-Ultimate-Optimizer/dataset_aug.py old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/dataset_aug_v2.py b/Gradient-Descent-The-Ultimate-Optimizer/dataset_aug_v2.py old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/graph/graph b/Gradient-Descent-The-Ultimate-Optimizer/graph/graph old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/graph/graph.svg b/Gradient-Descent-The-Ultimate-Optimizer/graph/graph.svg old mode 100644 new mode 100755 diff --git a/Gradient-Descent-The-Ultimate-Optimizer/hyperopt.py b/Gradient-Descent-The-Ultimate-Optimizer/hyperopt.py old mode 100644 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b/higher/augmentation_transforms.py old mode 100644 new mode 100755 diff --git a/higher/compare_res.py b/higher/compare_res.py old mode 100644 new mode 100755 diff --git a/higher/datasets.py b/higher/datasets.py old mode 100644 new mode 100755 index a04588e..6f06b4c --- a/higher/datasets.py +++ b/higher/datasets.py @@ -125,10 +125,11 @@ class AugmentedDataset(VisionDataset): aug_image = augmentation_transforms.apply_policy(chosen_policy, image, use_mean_std=False) #Cast en float image #aug_image = augmentation_transforms.cutout_numpy(aug_image) - self.unsup_data+=[aug_image] + self.unsup_data+=[(aug_image*255.).astype(self.sup_data.dtype)]#Cast float image to uint8 self.unsup_targets+=[self.sup_targets[idx]] - self.unsup_data=(np.array(self.unsup_data)*255.).astype(self.sup_data.dtype) #Cast float image to uint8 + #self.unsup_data=(np.array(self.unsup_data)*255.).astype(self.sup_data.dtype) #Cast float image to uint8 + self.unsup_data=np.array(self.unsup_data) self.data= np.concatenate((self.sup_data, self.unsup_data), axis=0) self.targets= np.concatenate((self.sup_targets, self.unsup_targets), axis=0) @@ -159,15 +160,13 @@ train_subset_indices=range(int(len(data_train)/2)) val_subset_indices=range(int(len(data_train)/2),len(data_train)) #train_subset_indices=range(BATCH_SIZE*10) #val_subset_indices=range(BATCH_SIZE*10, BATCH_SIZE*20) - dl_train = torch.utils.data.DataLoader(data_train, batch_size=BATCH_SIZE, shuffle=False, sampler=SubsetRandomSampler(train_subset_indices)) ### Augmented Dataset ### -data_train_aug = AugmentedDataset("./data", train=True, download=download_data, transform=transform, subset=(0,int(len(data_train)/2))) -data_train_aug.augement_data(aug_copy=1) -print(data_train_aug) - -dl_train = torch.utils.data.DataLoader(data_train_aug, batch_size=BATCH_SIZE, shuffle=True) +#data_train_aug = AugmentedDataset("./data", train=True, download=download_data, transform=transform, subset=(0,int(len(data_train)/2))) +#data_train_aug.augement_data(aug_copy=10) +#print(data_train_aug) +#dl_train = torch.utils.data.DataLoader(data_train_aug, batch_size=BATCH_SIZE, shuffle=True) dl_val = torch.utils.data.DataLoader(data_train, batch_size=BATCH_SIZE, shuffle=False, sampler=SubsetRandomSampler(val_subset_indices)) diff --git a/higher/dataug.py b/higher/dataug.py old mode 100644 new mode 100755 diff --git a/higher/model.py b/higher/model.py old mode 100644 new mode 100755 diff --git a/higher/res/Aug_mod(Data_augV4(Uniform-11 TF)-LeNet)-100 epochs (dataug:0)- 10 in_it.png b/higher/res/Aug_mod(Data_augV4(Uniform-11 TF)-LeNet)-100 epochs (dataug:0)- 10 in_it.png old mode 100644 new mode 100755 diff --git a/higher/res/Aug_mod(Data_augV4(Uniform-14 TF x 1)-LeNet)-100 epochs (dataug:0)- 10 in_it (SOFT).png b/higher/res/Aug_mod(Data_augV4(Uniform-14 TF x 1)-LeNet)-100 epochs (dataug:0)- 10 in_it (SOFT).png old mode 100644 new mode 100755 diff --git a/higher/res/Aug_mod(Data_augV4(Uniform-14 TF x 2)-LeNet)-10 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"m": 1.0 - }, - { - "p": 0.06222273036837578, - "m": 0.9257415533065796 - }, - { - "p": 0.10093235969543457, - "m": 0.5089374780654907 - }, - { - "p": 0.05942590907216072, - "m": 0.9221914410591125 - }, - { - "p": 0.06460682302713394, - "m": 1.0 - }, - { - "p": 0.05384187772870064, - "m": 0.9448513388633728 - }, - { - "p": 0.09558871388435364, - "m": 1.0 - }, - { - "p": 0.07984381169080734, - "m": 0.9135014414787292 - }, - { - "p": 0.0814065933227539, - "m": 0.9647486209869385 - }, - { - "p": 0.055301234126091, - "m": 1.0 - }, - { - "p": 0.07540847361087799, - "m": 1.0 - }, - { - "p": 0.07026687264442444, - "m": 1.0 - } - ] - } - ] -} \ No newline at end of file diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-15TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-15TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-15TFx1-MagFxSh)-LeNet)-100 epochs (dataug:30)- 0 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-15TFx1-MagFxSh)-LeNet)-100 epochs (dataug:30)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-15TFx1-MagFxSh)-LeNet)-100 epochs (dataug:30)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-15TFx1-MagFxSh)-LeNet)-100 epochs (dataug:30)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-18TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-18TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-20TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-20TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-3TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-3TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-4TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-4TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-7TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-7TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-7TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-7TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-9TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-9TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-9TFx1-MagFxSh)-LeNet)-100 epochs (dataug:30)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-9TFx1-MagFxSh)-LeNet)-100 epochs (dataug:30)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(Uniform-9TFx1-MagFxSh)rand0.5-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(Uniform-9TFx1-MagFxSh)rand0.5-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(UniformFx-14TFx1-Mag)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV5(UniformFx-14TFx1-Mag)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 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100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(UniformFx-7TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(Data_augV5(UniformFx-7TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(UniformFx-7TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(Data_augV5(UniformFx-7TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV5(UniformFx-9TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(Data_augV5(UniformFx-9TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV6(Uniform-14TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV6(Uniform-14TFx1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new 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epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(Data_augV6(Uniform-18TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json b/higher/res/log/Aug_mod(Data_augV6(Uniform-18TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(RandAug(14TFx1-Mag1)-LeNet)-150 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(RandAug(14TFx1-Mag1)-LeNet)-150 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(RandAug(14TFx2-Mag1)-LeNet)-150 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(RandAug(14TFx2-Mag1)-LeNet)-150 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(RandAug(18TFx2-Mag1)-LeNet)-100 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(RandAug(18TFx2-Mag1)-LeNet)-100 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(RandAugUDA(14TFx2-Mag1)-LeNet)-150 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(RandAugUDA(14TFx2-Mag1)-LeNet)-150 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/Aug_mod(RandAugUDA(18TFx2-Mag1)-LeNet)-100 epochs (dataug:0)- 0 in_it.json b/higher/res/log/Aug_mod(RandAugUDA(18TFx2-Mag1)-LeNet)-100 epochs (dataug:0)- 0 in_it.json old mode 100644 new mode 100755 diff --git a/higher/res/log/LeNet-100 epochs.json b/higher/res/log/LeNet-100 epochs.json old mode 100644 new mode 100755 diff --git a/higher/res/log/WideResNet (s16-d28)-10 epochs.json b/higher/res/log/WideResNet (s16-d28)-10 epochs.json old mode 100644 new mode 100755 diff --git a/higher/test_brutus.py b/higher/test_brutus.py old mode 100644 new mode 100755 diff --git a/higher/test_dataug.py b/higher/test_dataug.py old mode 100644 new mode 100755 index aee7999..0af56a4 --- a/higher/test_dataug.py +++ b/higher/test_dataug.py @@ -66,11 +66,11 @@ if __name__ == "__main__": tasks={ #'classic', - 'aug_dataset', - #'aug_model' + #'aug_dataset', + 'aug_model' } n_inner_iter = 1 - epochs = 100 + epochs = 200 dataug_epoch_start=0 @@ -83,13 +83,14 @@ if __name__ == "__main__": #model.augment(mode=False) print(str(model), 'on', device_name) - log= train_classic(model=model, epochs=epochs) + log= train_classic(model=model, epochs=epochs, print_freq=10) #log= train_classic_higher(model=model, epochs=epochs) + exec_time=time.process_time() - t0 #### print('-'*9) times = [x["time"] for x in log] - out = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times)), "Device": device_name, "Log": log} + out = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times), exec_time), "Device": device_name, "Log": log} print(str(model),": acc", out["Accuracy"], "in:", out["Time"][0], "+/-", out["Time"][1]) filename = "{}-{} epochs".format(str(model),epochs) with open("res/log/%s.json" % filename, "w+") as f: @@ -98,29 +99,37 @@ if __name__ == "__main__": plot_res(log, fig_name="res/"+filename) - print('Execution Time : %.00f '%(time.process_time() - t0)) + print('Execution Time : %.00f '%(exec_time)) print('-'*9) #### Augmented Dataset #### if 'aug_dataset' in tasks: - xs, ys = next(iter(dl_train)) - viz_sample_data(imgs=xs, labels=ys, fig_name='samples/data_sample_{}'.format(str(data_train_aug))) t0 = time.process_time() + + data_train_aug = AugmentedDataset("./data", train=True, download=download_data, transform=transform, subset=(0,int(len(data_train)/2))) + data_train_aug.augement_data(aug_copy=10) + print(data_train_aug) + dl_train = torch.utils.data.DataLoader(data_train_aug, batch_size=BATCH_SIZE, shuffle=True) + + #xs, ys = next(iter(dl_train)) + #viz_sample_data(imgs=xs, labels=ys, fig_name='samples/data_sample_{}'.format(str(data_train_aug))) + model = LeNet(3,10).to(device) #model = WideResNet(num_classes=10, wrn_size=16).to(device) #model = Augmented_model(Data_augV3(mix_dist=0.0), LeNet(3,10)).to(device) #model.augment(mode=False) print(str(model), 'on', device_name) - log= train_classic(model=model, epochs=epochs) + log= train_classic(model=model, epochs=epochs, print_freq=10) #log= train_classic_higher(model=model, epochs=epochs) + exec_time=time.process_time() - t0 #### print('-'*9) times = [x["time"] for x in log] - out = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times)), "Device": device_name, "Log": log} + out = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times), exec_time), "Device": device_name, "Log": log} print(str(model),": acc", out["Accuracy"], "in:", out["Time"][0], "+/-", out["Time"][1]) filename = "{}-{}-{} epochs".format(str(data_train_aug),str(model),epochs) with open("res/log/%s.json" % filename, "w+") as f: @@ -129,7 +138,7 @@ if __name__ == "__main__": plot_res(log, fig_name="res/"+filename) - print('Execution Time : %.00f '%(time.process_time() - t0)) + print('Execution Time : %.00f '%(exec_time)) print('-'*9) @@ -147,10 +156,11 @@ if __name__ == "__main__": #run_simple_dataug(inner_it=n_inner_iter, epochs=epochs) log= run_dist_dataugV2(model=aug_model, epochs=epochs, inner_it=n_inner_iter, dataug_epoch_start=dataug_epoch_start, print_freq=10, loss_patience=None) + exec_time=time.process_time() - t0 #### print('-'*9) times = [x["time"] for x in log] - out = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times)), "Device": device_name, "Param_names": aug_model.TF_names(), "Log": log} + out = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times), exec_time), "Device": device_name, "Param_names": aug_model.TF_names(), "Log": log} print(str(aug_model),": acc", out["Accuracy"], "in:", out["Time"][0], "+/-", out["Time"][1]) filename = "{}-{} epochs (dataug:{})- {} in_it".format(str(aug_model),epochs,dataug_epoch_start,n_inner_iter) with open("res/log/%s.json" % filename, "w+") as f: @@ -159,5 +169,5 @@ if __name__ == "__main__": plot_resV2(log, fig_name="res/"+filename, param_names=tf_names) - print('Execution Time : %.00f '%(time.process_time() - t0)) + print('Execution Time : %.00f '%(exec_time)) print('-'*9) \ No newline at end of file diff --git a/higher/test_lr.py b/higher/test_lr.py old mode 100644 new mode 100755 diff --git a/higher/train_utils.py b/higher/train_utils.py old mode 100644 new mode 100755 index d3451bf..fc8e5e9 --- a/higher/train_utils.py +++ b/higher/train_utils.py @@ -47,7 +47,7 @@ def compute_vaLoss(model, dl_it, dl): return F.cross_entropy(model(xs), ys) -def train_classic(model, epochs=1): +def train_classic(model, epochs=1, print_freq=1): device = next(model.parameters()).device #opt = torch.optim.Adam(model.parameters(), lr=1e-3) optim = torch.optim.SGD(model.parameters(), lr=1e-2, momentum=0.9) @@ -80,6 +80,15 @@ def train_classic(model, epochs=1): val_loss = F.cross_entropy(model(xs_val), ys_val) accuracy, _ =test(model) model.train() + + #### Print #### + if(print_freq and epoch%print_freq==0): + print('-'*9) + print('Epoch : %d/%d'%(epoch,epochs)) + print('Time : %.00f'%(tf - t0)) + print('Train loss :',loss.item(), '/ val loss', val_loss.item()) + print('Accuracy :', accuracy) + #### Log #### data={ "epoch": epoch, @@ -619,7 +628,7 @@ def run_dist_dataugV2(model, epochs=1, inner_it=0, dataug_epoch_start=0, print_f if epoch>50: 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) diff --git a/higher/transformations.py b/higher/transformations.py old mode 100644 new mode 100755 diff --git a/higher/utils.py b/higher/utils.py old mode 100644 new mode 100755