From 7d7a2508429417fa37fa9c9aeceaebb5a7278985 Mon Sep 17 00:00:00 2001 From: DejasDejas <julien.dejasmin@outlook.fr> Date: Wed, 22 Apr 2020 15:45:04 +0200 Subject: [PATCH] new archi omniglot CNN --- .../__pycache__/dataLoaders.cpython-37.pyc | Bin 2924 -> 3305 bytes .../prepare_omniglot.cpython-37.pyc | Bin 3102 -> 3102 bytes __pycache__/config.cpython-37.pyc | Bin 393 -> 393 bytes .../__pycache__/__init__.cpython-37.pyc | Bin 290 -> 290 bytes .../__pycache__/bernoulli.cpython-37.pyc | Bin 2482 -> 2482 bytes .../__pycache__/distribution.cpython-37.pyc | Bin 4931 -> 4931 bytes .../__pycache__/round.cpython-37.pyc | Bin 2029 -> 2029 bytes .../__pycache__/utils.cpython-37.pyc | Bin 3053 -> 3053 bytes experiments/omniglot_binary_classif.py | 20 +-- .../Omniglot_classif_NonBinaryNet_acc.png | Bin 0 -> 27009 bytes .../Omniglot_classif_NonBinaryNet_loss.png | Bin 0 -> 32459 bytes ...if_Stochastic_ST_first_conv_binary_acc.png | Bin 0 -> 27697 bytes ...f_Stochastic_ST_first_conv_binary_loss.png 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batches to wait before logging training status criterion = F.nll_loss # parameters model to load no Binary model -binary = False -model_no_binary, name_model = get_my_model_Omniglot(binary) -print(name_model) +#binary = False +#model_no_binary, name_model = get_my_model_Omniglot(binary) +#print(name_model) -path_model_checkpoint_no_binary = 'trained_models/Omniglot_classif/No_binary_models/' -path_save_plot_no_binary = 'results/Omniglot_results/plot_acc_loss/Omniglot_classif/' +#path_model_checkpoint_no_binary = 'trained_models/Omniglot_classif/No_binary_models/' +#path_save_plot_no_binary = 'results/Omniglot_results/plot_acc_loss/Omniglot_classif/' -print('Begin running No Binary model') -run(model_no_binary, path_model_checkpoint_no_binary, path_save_plot_no_binary, name_model, train_loader, valid_loader, - epochs, lr, momentum, criterion, log_interval) -print('End running No Binary model') +#print('Begin running No Binary model') +#run(model_no_binary, 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a/utils/models.py +++ b/utils/models.py @@ -211,48 +211,53 @@ class NoBinaryNetOmniglotClassification(Net): def __init__(self): super(NoBinaryNetOmniglotClassification, self).__init__() - self.layer1 = nn.Conv2d(1, 128, kernel_size=3, padding=1, stride=2) - self.batchNorm1 = nn.BatchNorm2d(128) - self.dropout1 = nn.Dropout(0.5) #50 % probability - # self.maxPool1 = nn.MaxPool2d(kernel_size=2, stride=2) + self.layer1 = nn.Conv2d(1, 64, kernel_size=3, padding=1, stride=1) + self.batchNorm1 = nn.BatchNorm2d(64) + # self.dropout1 = nn.Dropout(0.5) #50 % probability + self.maxPool1 = nn.MaxPool2d(kernel_size=2, stride=2) self.act_layer1 = nn.ReLU() - self.layer2 = nn.Conv2d(128, 256, kernel_size=3, padding=1, stride=2) - self.batchNorm2 = nn.BatchNorm2d(256) - self.dropout2 = nn.Dropout(0.5) - # self.maxPool2 = nn.MaxPool2d(kernel_size=2, stride=2) + self.layer2 = nn.Conv2d(64, 128, kernel_size=3, padding=1, stride=1) + self.batchNorm2 = nn.BatchNorm2d(128) + # self.dropout2 = nn.Dropout(0.5) + self.maxPool2 = nn.MaxPool2d(kernel_size=2, stride=2) self.act_layer2 = nn.ReLU() - self.layer3 = nn.Conv2d(256, 256, kernel_size=3, padding=1, stride=2) + self.layer3 = nn.Conv2d(128, 256, kernel_size=3, padding=1, stride=1) self.batchNorm3 = nn.BatchNorm2d(256) - self.dropout3 = nn.Dropout(0.5) - # self.maxPool3 = nn.MaxPool2d(kernel_size=2, stride=2) + # self.dropout3 = nn.Dropout(0.5) + self.maxPool3 = nn.MaxPool2d(kernel_size=2, stride=2) self.act_layer3 = nn.ReLU() - self.layer4 = nn.Conv2d(256, 256, kernel_size=3, padding=1, stride=2) - self.batchNorm4 = nn.BatchNorm2d(256) - self.dropout4 = nn.Dropout(0.5) + self.layer4 = nn.Conv2d(256, 512, kernel_size=3, padding=1, stride=1) + self.batchNorm4 = nn.BatchNorm2d(512) + # self.dropout4 = nn.Dropout(0.5) + self.maxPool4 = nn.MaxPool2d(kernel_size=2, stride=2) self.act_layer4 = nn.ReLU() - self.layer5 = nn.Conv2d(256, 256, kernel_size=3, padding=1, stride=2) - self.batchNorm5 = nn.BatchNorm2d(256) - # self.maxPool4 = nn.MaxPool2d(kernel_size=2, stride=2) + self.layer5 = nn.Conv2d(512, 512, kernel_size=3, padding=1, stride=1) + self.batchNorm5 = nn.BatchNorm2d(512) + self.maxPool5 = nn.MaxPool2d(kernel_size=2, stride=2) self.act_layer5 = nn.ReLU() - self.fc = nn.Linear(3 * 3 * 256, 1623) + self.fc1 = nn.Linear(3 * 3 * 512, 4096) + self.act_fc1 = nn.ReLU() + self.dropout1 = nn.Dropout(0.5) + self.fc2 = nn.Linear(4096, 1623) def forward(self, input): x = input slope = 1.0 - """ + """maxPool1 x_layer1 = self.act_layer1(self.maxPool1(self.batchNorm1(self.layer1(x) * slope))) x_layer2 = self.act_layer2(self.maxPool2(self.batchNorm2(self.layer2(x_layer1)))) x_layer3 = self.act_layer3(self.maxPool3(self.batchNorm3(self.layer3(x_layer2)))) x_layer4 = self.act_layer4(self.maxPool4(self.batchNorm4(self.layer4(x_layer3)))) """ - x_layer1 = self.act_layer1(self.dropout1(self.batchNorm1(self.layer1(x) * slope))) - x_layer2 = self.act_layer2(self.dropout2(self.batchNorm2(self.layer2(x_layer1)))) - x_layer3 = self.act_layer3(self.dropout3(self.batchNorm3(self.layer3(x_layer2)))) - x_layer4 = self.act_layer4(self.dropout4(self.batchNorm4(self.layer4(x_layer3)))) - x_layer5 = self.act_layer5(self.batchNorm5(self.layer5(x_layer4))) + x_layer1 = self.act_layer1(self.maxPool1(self.batchNorm1(self.layer1(x) * slope))) + x_layer2 = self.act_layer2(self.maxPool2(self.batchNorm2(self.layer2(x_layer1)))) + x_layer3 = self.act_layer3(self.maxPool3(self.batchNorm3(self.layer3(x_layer2)))) + x_layer4 = self.act_layer4(self.maxPool4(self.batchNorm4(self.layer4(x_layer3)))) + x_layer5 = self.act_layer5(self.maxPool5(self.batchNorm5(self.layer5(x_layer4)))) x_layer5 = x_layer5.view(x_layer5.size(0), -1) - x_fc = self.fc(x_layer5) - x_out = F.log_softmax(x_fc, dim=1) + x_fc1 = self.dropout1(self.act_fc1(self.fc1(x_layer5))) + x_fc2 = self.fc2(x_fc1) + x_out = F.log_softmax(x_fc2, dim=1) return x_out @@ -274,10 +279,10 @@ class BinaryNetOmniglotClassification(Net): self.third_conv_layer = third_conv_layer self.fourth_conv_layer = fourth_conv_layer - self.layer1 = nn.Conv2d(1, 128, kernel_size=3, padding=1, stride=2) - self.batchNorm1 = nn.BatchNorm2d(128) - self.dropout1 = nn.Dropout(0.5) - # self.maxPool1 = nn.MaxPool2d(kernel_size=2, stride=2) + self.layer1 = nn.Conv2d(1, 64, kernel_size=3, padding=1, stride=1) + self.batchNorm1 = nn.BatchNorm2d(64) + # self.dropout1 = nn.Dropout(0.5) + self.maxPool1 = nn.MaxPool2d(kernel_size=2, stride=2) if self.first_conv_layer: if self.mode == 'Deterministic': self.act_layer1 = DeterministicBinaryActivation(estimator=estimator) @@ -285,10 +290,10 @@ class BinaryNetOmniglotClassification(Net): self.act_layer1 = StochasticBinaryActivation(estimator=estimator) else: self.act_layer1 = nn.ReLU() - self.layer2 = nn.Conv2d(128, 256, kernel_size=3, padding=1, stride=2) - self.batchNorm2 = nn.BatchNorm2d(256) - self.dropout2 = nn.Dropout(0.5) - # self.maxPool2 = nn.MaxPool2d(kernel_size=2, stride=2) + self.layer2 = nn.Conv2d(64, 128, kernel_size=3, padding=1, stride=1) + self.batchNorm2 = nn.BatchNorm2d(128) + # self.dropout2 = nn.Dropout(0.5) + self.maxPool2 = nn.MaxPool2d(kernel_size=2, stride=2) if self.second_conv_layer: if self.mode == 'Deterministic': self.act_layer2 = DeterministicBinaryActivation(estimator=estimator) @@ -296,10 +301,10 @@ class BinaryNetOmniglotClassification(Net): self.act_layer2 = StochasticBinaryActivation(estimator=estimator) else: self.act_layer2 = nn.ReLU() - self.layer3 = nn.Conv2d(256, 256, kernel_size=3, padding=1, stride=2) + self.layer3 = nn.Conv2d(128, 256, kernel_size=3, padding=1, stride=1) self.batchNorm3 = nn.BatchNorm2d(256) - self.dropout3 = nn.Dropout(0.5) - # self.maxPool3 = nn.MaxPool2d(kernel_size=2, stride=2) + # self.dropout3 = nn.Dropout(0.5) + self.maxPool3 = nn.MaxPool2d(kernel_size=2, stride=2) if self.third_conv_layer: if self.mode == 'Deterministic': self.act_layer3 = DeterministicBinaryActivation(estimator=estimator) @@ -307,10 +312,10 @@ class BinaryNetOmniglotClassification(Net): self.act_layer3 = StochasticBinaryActivation(estimator=estimator) else: self.act_layer3 = nn.ReLU() - self.layer4 = nn.Conv2d(256, 256, kernel_size=3, padding=1, stride=2) - self.batchNorm4 = nn.BatchNorm2d(256) - self.dropout4 = nn.Dropout(0.5) - # self.maxPool4 = nn.MaxPool2d(kernel_size=2, stride=2) + self.layer4 = nn.Conv2d(256, 512, kernel_size=3, padding=1, stride=1) + self.batchNorm4 = nn.BatchNorm2d(512) + # self.dropout4 = nn.Dropout(0.5) + self.maxPool4 = nn.MaxPool2d(kernel_size=2, stride=2) if self.fourth_conv_layer: if self.mode == 'Deterministic': self.act_layer4 = DeterministicBinaryActivation(estimator=estimator) @@ -318,10 +323,15 @@ class BinaryNetOmniglotClassification(Net): self.act_layer4 = StochasticBinaryActivation(estimator=estimator) else: self.act_layer4 = nn.ReLU() - self.layer5 = nn.Conv2d(256, 256, kernel_size=3, padding=1, stride=2) - self.batchNorm5 = nn.BatchNorm2d(256) + self.layer5 = nn.Conv2d(512, 512, kernel_size=3, padding=1, stride=1) + self.batchNorm5 = nn.BatchNorm2d(512) + self.maxPool5 = nn.MaxPool2d(kernel_size=2, stride=2) self.act_layer5 = nn.ReLU() - self.fc = nn.Linear(3 * 3 * 256, 1623) + self.fc1 = nn.Linear(3 * 3 * 512, 4096) + self.act_fc1 = nn.ReLU() + self.dropout1 = nn.Dropout(0.5) + self.fc2 = nn.Linear(4096, 1623) + def forward(self, input): x = input @@ -345,25 +355,26 @@ class BinaryNetOmniglotClassification(Net): x_layer4 = self.act_layer4(self.maxPool4(self.batchNorm4(self.layer4(x_layer3) * slope))) """ if self.first_conv_layer: - x_layer1 = self.act_layer1(((self.dropout1(self.batchNorm1(self.layer1(x)))), slope)) + x_layer1 = self.act_layer1(((self.maxPool1(self.batchNorm1(self.layer1(x)))), slope)) else: - x_layer1 = self.act_layer1(self.dropout1(self.batchNorm1(self.layer1(x) * slope))) + x_layer1 = self.act_layer1(self.maxPool1(self.batchNorm1(self.layer1(x) * slope))) if self.second_conv_layer: - x_layer2 = self.act_layer2(((self.dropout2(self.batchNorm2(self.layer2(x_layer1)))), slope)) + x_layer2 = self.act_layer2(((self.maxPool2(self.batchNorm2(self.layer2(x_layer1)))), slope)) else: - x_layer2 = self.act_layer2(self.dropout2(self.batchNorm2(self.layer2(x_layer1) * slope))) + x_layer2 = self.act_layer2(self.maxPool2(self.batchNorm2(self.layer2(x_layer1) * slope))) if self.third_conv_layer: - x_layer3 = self.act_layer3(((self.dropout3(self.batchNorm3(self.layer3(x_layer2)))), slope)) + x_layer3 = self.act_layer3(((self.maxPool3(self.batchNorm3(self.layer3(x_layer2)))), slope)) else: - x_layer3 = self.act_layer3(self.dropout3(self.batchNorm3(self.layer3(x_layer2) * slope))) + x_layer3 = self.act_layer3(self.maxPool3(self.batchNorm3(self.layer3(x_layer2) * slope))) if self.fourth_conv_layer: - x_layer4 = self.act_layer4(((self.dropout4(self.batchNorm4(self.layer4(x_layer3)))), slope)) + x_layer4 = self.act_layer4(((self.maxPool4(self.batchNorm4(self.layer4(x_layer3)))), slope)) else: - x_layer4 = self.act_layer4(self.dropout4(self.batchNorm4(self.layer4(x_layer3) * slope))) - x_layer5 = self.act_layer5(self.batchNorm5(self.layer5(x_layer4) * slope)) + x_layer4 = self.act_layer4(self.maxPool4(self.batchNorm4(self.layer4(x_layer3) * slope))) + x_layer5 = self.act_layer5(self.maxPool5(self.batchNorm5(self.layer5(x_layer4)))) x_layer5 = x_layer5.view(x_layer5.size(0), -1) - x_fc = self.fc(x_layer5) - x_out = F.log_softmax(x_fc, dim=1) + x_fc1 = self.dropout1(self.act_fc1(self.fc1(x_layer5))) + x_fc2 = self.fc2(x_fc1) + x_out = F.log_softmax(x_fc2, dim=1) return x_out -- GitLab