diff --git a/higher/datasets.py b/higher/datasets.py index 78ab2e2..9b00973 100644 --- a/higher/datasets.py +++ b/higher/datasets.py @@ -35,14 +35,15 @@ import augmentation_transforms import numpy as np class AugmentedDataset(VisionDataset): - def __init__(self, root, train=True, transform=None, target_transform=None, download=False): + def __init__(self, root, train=True, transform=None, target_transform=None, download=False, subset=None): super(AugmentedDataset, self).__init__(root, transform=transform, target_transform=target_transform) supervised_dataset = torchvision.datasets.CIFAR10(root, train=train, download=download, transform=transform) - self.sup_data = supervised_dataset.data - self.sup_targets = supervised_dataset.targets + self.sup_data = supervised_dataset.data if not subset else supervised_dataset.data[subset[0]:subset[1]] + self.sup_targets = supervised_dataset.targets if not subset else supervised_dataset.targets[subset[0]:subset[1]] + assert len(self.sup_data)==len(self.sup_targets) for idx, img in enumerate(self.sup_data): self.sup_data[idx]= Image.fromarray(img) #to PIL Image @@ -53,11 +54,19 @@ class AugmentedDataset(VisionDataset): self.data= self.sup_data self.targets= self.sup_targets + self.dataset_info= { + 'name': 'CIFAR10', + 'sup': len(self.sup_data), + 'unsup': len(self.unsup_data), + 'length': len(self.sup_data)+len(self.unsup_data), + } + self._TF = [ 'Invert', 'Cutout', 'Sharpness', 'AutoContrast', 'Posterize', 'ShearX', 'TranslateX', 'TranslateY', 'ShearY', 'Rotate', - 'Equalize', 'Contrast', 'Color', 'Solarize', 'Brightness'] + 'Equalize', 'Contrast', 'Color', 'Solarize', 'Brightness' + ] self._op_list =[] self.prob=0.5 for tf in self._TF: @@ -95,6 +104,8 @@ class AugmentedDataset(VisionDataset): policies += [[op_1, op_2]] for idx, image in enumerate(self.sup_data): + if (idx/self.dataset_info['sup'])%0.2==0: print("Augmenting data... ", idx,"/", self.dataset_info['sup']) + for _ in range(aug_copy): chosen_policy = policies[np.random.choice(len(policies))] aug_image = augmentation_transforms.apply_policy(chosen_policy, image) @@ -103,42 +114,47 @@ class AugmentedDataset(VisionDataset): self.unsup_data+=[aug_image] self.unsup_targets+=[self.sup_targets[idx]] - print(type(self.data), type(self.sup_data), type(self.unsup_data)) - print(len(self.data), len(self.sup_data), len(self.unsup_data)) - #self.data= self.sup_data+self.unsup_data + self.unsup_data=np.array(self.unsup_data).astype(self.sup_data.dtype) self.data= np.concatenate((self.sup_data, self.unsup_data), axis=0) - print(len(self.data)) - self.targets= self.sup_targets+self.unsup_targets + self.targets= np.concatenate((self.sup_targets, self.unsup_targets), axis=0) + assert len(self.unsup_data)==len(self.unsup_targets) + assert len(self.data)==len(self.targets) + self.dataset_info['unsup']=len(self.unsup_data) + self.dataset_info['length']=self.dataset_info['sup']+self.dataset_info['unsup'] def len_supervised(self): - return len(self.sup_data) + return self.dataset_info['sup'] def len_unsupervised(self): - return len(self.unsup_data) + return self.dataset_info['unsup'] def __len__(self): - return len(self.data) + return self.dataset_info['length'] + def __str__(self): + return "CIFAR10(Sup:{}-Unsup:{})".format(self.dataset_info['sup'], self.dataset_info['unsup']) +### Classic Dataset ### data_train = torchvision.datasets.CIFAR10("./data", train=True, download=True, transform=transform) -#print(len(data_train)) -#data_train = AugmentedDataset("./data", train=True, download=True, transform=transform) -#print(len(data_train), data_train.len_supervised(), data_train.len_unsupervised()) -#data_train.augement_data() -#print(len(data_train), data_train.len_supervised(), data_train.len_unsupervised()) -#data_val = torchvision.datasets.CIFAR10( -# "./data", train=True, download=True, transform=transform -#) -data_test = torchvision.datasets.CIFAR10( - "./data", train=False, download=True, transform=transform -) -#''' +#data_val = torchvision.datasets.CIFAR10("./data", train=True, download=True, transform=transform) +data_test = torchvision.datasets.CIFAR10("./data", train=False, download=True, transform=transform) + + 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=True, 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, 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"param": null + }, + { + "epoch": 98, + "train_loss": 0.03768819198012352, + "val_loss": 6.296820640563965, + "acc": 58.3, + "time": 2.888704816000029, + "param": null + }, + { + "epoch": 99, + "train_loss": 0.03524984419345856, + "val_loss": 5.514108657836914, + "acc": 58.17, + "time": 2.8756691419999925, + "param": null + } + ] +} \ No newline at end of file diff --git a/higher/test_brutus.py b/higher/test_brutus.py new file mode 100644 index 0000000..dd1d014 --- /dev/null +++ b/higher/test_brutus.py @@ -0,0 +1,83 @@ +from model import * +from dataug import * +#from utils import * +from train_utils import * + +tf_names = [ + ## Geometric TF ## + 'Identity', + 'FlipUD', + 'FlipLR', + 'Rotate', + 'TranslateX', + '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 +] + +device = torch.device('cuda') + +if device == torch.device('cpu'): + device_name = 'CPU' +else: + device_name = torch.cuda.get_device_name(device) + +########################################## +if __name__ == "__main__": + + res_folder="res/brutus-tests/" + epochs= 150 + inner_its = [1] + dist_mix = [1] + dataug_epoch_starts= [0] + tf_dict = {k: TF.TF_dict[k] for k in tf_names} + TF_nb = [len(tf_dict)] #range(10,len(TF.TF_dict)+1) #[len(TF.TF_dict)] + N_seq_TF= [2, 3, 4] + mag_setup = [(True,True), (False, False)] + #prob_setup = [True, False] + nb_run= 3 + + try: + os.mkdir(res_folder) + os.mkdir(res_folder+"log/") + except FileExistsError: + pass + + for n_inner_iter in inner_its: + for dataug_epoch_start in dataug_epoch_starts: + for n_tf in N_seq_TF: + for dist in dist_mix: + #for i in TF_nb: + for m_setup in mag_setup: + #for p_setup in prob_setup: + for run in range(nb_run): + if n_inner_iter == 0 and (m_setup!=(True,True) or p_setup!=True): continue #Autres setup inutiles sans meta-opti + if n_tf ==2 and m_setup==(True,True): continue #Deja resultats + #keys = list(TF.TF_dict.keys())[0:i] + #ntf_dict = {k: TF.TF_dict[k] for k in keys} + + aug_model = Augmented_model(Data_augV5(TF_dict=tf_dict, N_TF=n_tf, mix_dist=dist, fixed_prob=False, fixed_mag=m_setup[0], shared_mag=m_setup[1]), LeNet(3,10)).to(device) + print(str(aug_model), 'on', device_name) + #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=20, loss_patience=None) + + #### + 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} + 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,run) + with open(res_folder+"log/%s.json" % filename, "w+") as f: + json.dump(out, f, indent=True) + print('Log :\"',f.name, '\" saved !') + + #plot_resV2(log, fig_name=res_folder+filename, param_names=tf_names) + print('-'*9) \ No newline at end of file diff --git a/higher/test_dataug.py b/higher/test_dataug.py index 405db63..5782ae2 100644 --- a/higher/test_dataug.py +++ b/higher/test_dataug.py @@ -64,109 +64,97 @@ else: ########################################## if __name__ == "__main__": - n_inner_iter = 1 - epochs = 200 + tasks={ + #'classic', + 'aug_dataset', + #'aug_model' + } + n_inner_iter = 0 + epochs = 100 dataug_epoch_start=0 + #### Classic #### - ''' - 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) + if 'classic' in tasks: + t0 = time.process_time() + 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_higher(model=model, epochs=epochs) + print(str(model), 'on', device_name) + log= train_classic(model=model, epochs=epochs) + #log= train_classic_higher(model=model, epochs=epochs) - #### - plot_res(log, fig_name="res/{}-{} epochs".format(str(model),epochs)) - 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} - print(str(model),": acc", out["Accuracy"], "in:", out["Time"][0], "+/-", out["Time"][1]) - with open("res/log/%s.json" % "{}-{} epochs".format(str(model),epochs), "w+") as f: - json.dump(out, f, indent=True) - print('Log :\"',f.name, '\" saved !') - 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=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=2, 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) - #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) + #### + 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} + 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: + json.dump(out, f, indent=True) + print('Log :\"',f.name, '\" saved !') - #### - 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} - 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: - json.dump(out, f, indent=True) - print('Log :\"',f.name, '\" saved !') + plot_res(log, fig_name="res/"+filename) - plot_resV2(log, fig_name="res/"+filename, param_names=tf_names) - - print('Execution Time : %.00f '%(time.process_time() - t0)) - print('-'*9) - ''' - #### TF tests #### - #''' - res_folder="res/brutus-tests/" - epochs= 150 - inner_its = [1] - dist_mix = [1] - dataug_epoch_starts= [0] - tf_dict = {k: TF.TF_dict[k] for k in tf_names} - TF_nb = [len(tf_dict)] #range(10,len(TF.TF_dict)+1) #[len(TF.TF_dict)] - N_seq_TF= [2, 3, 4] - mag_setup = [(True,True), (False, False)] - #prob_setup = [True, False] - nb_run= 3 + print('Execution Time : %.00f '%(time.process_time() - t0)) + print('-'*9) - try: - os.mkdir(res_folder) - os.mkdir(res_folder+"log/") - except FileExistsError: - pass - for n_inner_iter in inner_its: - for dataug_epoch_start in dataug_epoch_starts: - for n_tf in N_seq_TF: - for dist in dist_mix: - #for i in TF_nb: - for m_setup in mag_setup: - #for p_setup in prob_setup: - for run in range(nb_run): - if n_inner_iter == 0 and (m_setup!=(True,True) or p_setup!=True): continue #Autres setup inutiles sans meta-opti - if n_tf ==2 and m_setup==(True,True): continue #Deja resultats - #keys = list(TF.TF_dict.keys())[0:i] - #ntf_dict = {k: TF.TF_dict[k] for k in keys} + #### Augmented Dataset #### + if 'aug_dataset' in tasks: + t0 = time.process_time() + 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) - aug_model = Augmented_model(Data_augV5(TF_dict=tf_dict, N_TF=n_tf, mix_dist=dist, fixed_prob=False, fixed_mag=m_setup[0], shared_mag=m_setup[1]), LeNet(3,10)).to(device) - print(str(aug_model), 'on', device_name) - #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=20, loss_patience=None) + print(str(model), 'on', device_name) + log= train_classic(model=model, epochs=epochs) + #log= train_classic_higher(model=model, epochs=epochs) - #### - 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} - 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,run) - with open(res_folder+"log/%s.json" % filename, "w+") as f: - json.dump(out, f, indent=True) - print('Log :\"',f.name, '\" saved !') + #### + 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} + 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: + json.dump(out, f, indent=True) + print('Log :\"',f.name, '\" saved !') - #plot_resV2(log, fig_name=res_folder+filename, param_names=tf_names) - print('-'*9) + plot_res(log, fig_name="res/"+filename) - #''' + print('Execution Time : %.00f '%(time.process_time() - t0)) + print('-'*9) + + + #### Augmented Model #### + if 'aug_model' in tasks: + t0 = time.process_time() + + tf_dict = {k: TF.TF_dict[k] for k in tf_names} + + #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) + #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) + + #### + 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} + 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: + json.dump(out, f, indent=True) + print('Log :\"',f.name, '\" saved !') + + plot_resV2(log, fig_name="res/"+filename, param_names=tf_names) + + print('Execution Time : %.00f '%(time.process_time() - t0)) + print('-'*9) \ No newline at end of file diff --git a/higher/train_utils.py b/higher/train_utils.py index 72bda2b..d3451bf 100644 --- a/higher/train_utils.py +++ b/higher/train_utils.py @@ -616,10 +616,10 @@ def run_dist_dataugV2(model, epochs=1, inner_it=0, dataug_epoch_start=0, print_f model_copy(src=fmodel, dst=model) optim_copy(dopt=diffopt, opt=inner_opt) - #if epoch>50: - meta_opt.step() - model['data_aug'].adjust_param(soft=False) #Contrainte sum(proba)=1 - #model['data_aug'].next_TF_set() + if epoch>50: + meta_opt.step() + model['data_aug'].adjust_param(soft=False) #Contrainte sum(proba)=1 + #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) @@ -683,8 +683,8 @@ def run_dist_dataugV2(model, epochs=1, inner_it=0, dataug_epoch_start=0, print_f model.augment(mode=True) if inner_it != 0: high_grad_track = True - #viz_sample_data(imgs=xs, labels=ys, fig_name='samples/data_sample_epoch{}_noTF'.format(epoch)) - #viz_sample_data(imgs=model['data_aug'](xs), labels=ys, fig_name='samples/data_sample_epoch{}'.format(epoch)) + viz_sample_data(imgs=xs, labels=ys, fig_name='samples/data_sample_epoch{}_noTF'.format(epoch)) + viz_sample_data(imgs=model['data_aug'](xs), labels=ys, fig_name='samples/data_sample_epoch{}'.format(epoch)) #print("Copy ", countcopy) return log