From 758d6e9b78f4ba2723b1c665faedef9b03990202 Mon Sep 17 00:00:00 2001 From: "Harle, Antoine (Contracteur)" Date: Thu, 21 Nov 2019 12:29:17 -0500 Subject: [PATCH] Fix LeNet Tensorflow --- PBA/LeNet.py | 38 +- PBA/search.sh | 59 + higher/datasets.py | 3 +- ...LeNet)-200 epochs (dataug:0)- 10 in_it.png | Bin 0 -> 275628 bytes ...-LeNet)-100 epochs (dataug:0)- 0 in_it.png | Bin 0 -> 167911 bytes ...LeNet)-200 epochs (dataug:0)- 10 in_it.png | Bin 0 -> 237193 bytes ...LeNet)-200 epochs (dataug:0)- 10 in_it.png | Bin 0 -> 339880 bytes higher/res/LeNet-100 epochs.png | Bin 43805 -> 44029 bytes ...-LeNet)-100 epochs (dataug:0)- 0 in_it.png | Bin 0 -> 149988 bytes ...LeNet)-100 epochs (dataug:0)- 10 in_it.png | Bin 0 -> 217511 bytes ...-LeNet)-100 epochs (dataug:0)- 0 in_it.png | Bin 0 -> 163461 bytes ...LeNet)-100 epochs (dataug:0)- 10 in_it.png | Bin 0 -> 261958 bytes ...-LeNet)-100 epochs (dataug:0)- 0 in_it.png | Bin 0 -> 135790 bytes ...LeNet)-100 epochs (dataug:0)- 10 in_it.png | Bin 0 -> 152161 bytes ...-LeNet)-100 epochs (dataug:0)- 0 in_it.png | Bin 0 -> 145937 bytes ...LeNet)-100 epochs (dataug:0)- 10 in_it.png | Bin 0 -> 170931 bytes ...-LeNet)-100 epochs (dataug:0)- 0 in_it.png | Bin 0 -> 142489 bytes ...-LeNet)-100 epochs (dataug:0)- 0 in_it.png | Bin 0 -> 166177 bytes ...)-LeNet)-100epochs(dataug:0)-0in_it-0.json | 4922 +++++++++++++ ...LeNet)-100 epochs (dataug:0)- 0 in_it.json | 4922 +++++++++++++ ...eNet)-100 epochs (dataug:0)- 10 in_it.json | 4922 +++++++++++++ ...)-LeNet)-100epochs(dataug:0)-0in_it-0.json | 6526 +++++++++++++++++ ...-LeNet)-100epochs(dataug:0)-10in_it-0.json | 6526 +++++++++++++++++ ...LeNet)-100 epochs (dataug:0)- 0 in_it.json | 6526 +++++++++++++++++ ...eNet)-100 epochs (dataug:0)- 10 in_it.json | 6526 +++++++++++++++++ ...LeNet)-100 epochs (dataug:0)- 0 in_it.json | 2516 +++++++ ...eNet)-100 epochs (dataug:0)- 10 in_it.json | 2516 +++++++ ...LeNet)-100 epochs (dataug:0)- 0 in_it.json | 3318 +++++++++ ...eNet)-100 epochs (dataug:0)- 10 in_it.json | 3318 +++++++++ ...)-LeNet)-100epochs(dataug:0)-0in_it-0.json | 4922 +++++++++++++ ...LeNet)-100 epochs (dataug:0)- 0 in_it.json | 4922 +++++++++++++ ...)-LeNet)-100epochs(dataug:0)-0in_it-0.json | 6526 +++++++++++++++++ ...-LeNet)-100epochs(dataug:0)-10in_it-0.json | 6526 +++++++++++++++++ ...LeNet)-100 epochs (dataug:0)- 0 in_it.json | 6526 +++++++++++++++++ ...eNet)-200 epochs (dataug:0)- 10 in_it.json | 4381 +++++++++++ ...LeNet)-100 epochs (dataug:0)- 0 in_it.json | 6526 +++++++++++++++++ ...eNet)-200 epochs (dataug:0)- 10 in_it.json | 4771 ++++++++++++ ...eNet)-200 epochs (dataug:0)- 10 in_it.json | 5746 +++++++++++++++ higher/res/log/LeNet-100 epochs.json | 808 +- higher/test_dataug.py | 34 +- 40 files changed, 103882 insertions(+), 444 deletions(-) create mode 100755 PBA/search.sh create mode 100644 higher/res/Aug_mod(Data_augV5(Mix0,5-14TFx2-Mag)-LeNet)-200 epochs (dataug:0)- 10 in_it.png create mode 100644 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(dataug:0)- 10 in_it.json create mode 100644 higher/res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx1-MagFxSh)-LeNet)-100epochs(dataug:0)-0in_it-0.json create mode 100644 higher/res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx1-MagFxSh)-LeNet)-100epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json create mode 100644 higher/res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json create mode 100644 higher/res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-4TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json create mode 100644 higher/res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-4TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json create mode 100644 higher/res/good_TF_tests/log/Aug_mod(Data_augV5(Mix0.5-6TFx2-MagFxSh)-LeNet)-100 epochs (dataug:0)- 0 in_it.json create mode 100644 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0 in_it.json create mode 100644 higher/res/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-200 epochs (dataug:0)- 10 in_it.json create mode 100644 higher/res/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagSh)-LeNet)-200 epochs (dataug:0)- 10 in_it.json diff --git a/PBA/LeNet.py b/PBA/LeNet.py index dec8511..7a411b6 100644 --- a/PBA/LeNet.py +++ b/PBA/LeNet.py @@ -14,7 +14,7 @@ def bias_variable(shape, name = None): # 2D convolution def conv2d(x, W, name = None): - return tf.nn.conv2d(x, W, strides=[1, 1, 1, 1], padding='SAME', name = name) + return tf.nn.conv2d(x, W, strides=[1, 1, 1, 1], padding='VALID', name = name) # max pooling def max_pool_2x2(x, name = None): @@ -30,44 +30,38 @@ def LeNet(images, num_classes): n_n_fc1 = 500; # number of neurons of first fully connected layer (default = 576) n_n_fc2 = 500; # number of neurons of first fully connected layer (default = 576) + #print(images.shape) # 1.layer: convolution + max pooling - W_conv1_tf = weight_variable([s_f_conv1, s_f_conv1, images.shape[3], n_f_conv1], name = 'W_conv1_tf') # (5,5,1,32) + W_conv1_tf = weight_variable([s_f_conv1, s_f_conv1, int(images.shape[3]), n_f_conv1], name = 'W_conv1_tf') # (5,5,1,32) b_conv1_tf = bias_variable([n_f_conv1], name = 'b_conv1_tf') # (32) - h_conv1_tf = tf.nn.relu(conv2d(images, - W_conv1_tf) + b_conv1_tf, - name = 'h_conv1_tf') # (.,28,28,32) - h_pool1_tf = max_pool_2x2(h_conv1_tf, - name = 'h_pool1_tf') # (.,14,14,32) - + h_conv1_tf = tf.nn.relu(conv2d(images, W_conv1_tf) + b_conv1_tf, name = 'h_conv1_tf') # (.,28,28,32) + h_pool1_tf = max_pool_2x2(h_conv1_tf, name = 'h_pool1_tf') # (.,14,14,32) + #print(h_conv1_tf.shape) + #print(h_pool1_tf.shape) # 2.layer: convolution + max pooling - W_conv2_tf = weight_variable([s_f_conv2, s_f_conv2, - n_f_conv1, n_f_conv2], - name = 'W_conv2_tf') + W_conv2_tf = weight_variable([s_f_conv2, s_f_conv2, n_f_conv1, n_f_conv2], name = 'W_conv2_tf') b_conv2_tf = bias_variable([n_f_conv2], name = 'b_conv2_tf') - h_conv2_tf = tf.nn.relu(conv2d(h_pool1_tf, - W_conv2_tf) + b_conv2_tf, - name ='h_conv2_tf') #(.,14,14,32) + h_conv2_tf = tf.nn.relu(conv2d(h_pool1_tf, W_conv2_tf) + b_conv2_tf, name ='h_conv2_tf') #(.,14,14,32) h_pool2_tf = max_pool_2x2(h_conv2_tf, name = 'h_pool2_tf') #(.,7,7,32) + #print(h_pool2_tf.shape) + # 4.layer: fully connected - W_fc1_tf = weight_variable([5*5*n_f_conv2,n_n_fc1], - name = 'W_fc1_tf') # (4*4*32, 1024) + W_fc1_tf = weight_variable([5*5*n_f_conv2,n_n_fc1], name = 'W_fc1_tf') # (4*4*32, 1024) b_fc1_tf = bias_variable([n_n_fc1], name = 'b_fc1_tf') # (1024) - h_pool2_flat_tf = tf.reshape(h_pool2_tf, [-1,5*5*n_f_conv2], - name = 'h_pool3_flat_tf') # (.,1024) - h_fc1_tf = tf.nn.relu(tf.matmul(h_pool2_flat_tf, - W_fc1_tf) + b_fc1_tf, + h_pool2_flat_tf = tf.reshape(h_pool2_tf, [int(h_pool2_tf.shape[0]), -1], name = 'h_pool3_flat_tf') # (.,1024) + h_fc1_tf = tf.nn.relu(tf.matmul(h_pool2_flat_tf, W_fc1_tf) + b_fc1_tf, name = 'h_fc1_tf') # (.,1024) # add dropout #keep_prob_tf = tf.placeholder(dtype=tf.float32, name = 'keep_prob_tf') #h_fc1_drop_tf = tf.nn.dropout(h_fc1_tf, keep_prob_tf, name = 'h_fc1_drop_tf') + print(h_fc1_tf.shape) # 5.layer: fully connected W_fc2_tf = weight_variable([n_n_fc1, num_classes], name = 'W_fc2_tf') b_fc2_tf = bias_variable([num_classes], name = 'b_fc2_tf') - z_pred_tf = tf.add(tf.matmul(h_fc1_tf, W_fc2_tf), - b_fc2_tf, name = 'z_pred_tf')# => (.,10) + z_pred_tf = tf.add(tf.matmul(h_fc1_tf, W_fc2_tf), b_fc2_tf, name = 'z_pred_tf')# => (.,10) # predicted probabilities in one-hot encoding #y_pred_proba_tf = tf.nn.softmax(z_pred_tf, name='y_pred_proba_tf') diff --git a/PBA/search.sh b/PBA/search.sh new file mode 100755 index 0000000..08fa9c2 --- /dev/null +++ b/PBA/search.sh @@ -0,0 +1,59 @@ +#!/bin/bash +export PYTHONPATH="$(pwd)" + +cifar10_LeNet_search() { + local_dir="$PWD/results/" + data_path="$PWD/datasets/cifar-10-batches-py" + + python pba/search.py \ + --local_dir "$local_dir" \ + --model_name LeNet \ + --data_path "$data_path" --dataset cifar10 \ + --train_size 4000 --val_size 46000 \ + --checkpoint_freq 0 \ + --name "cifar10_search" --gpu 0.15 --cpu 2 \ + --num_samples 16 --perturbation_interval 3 --epochs 150 \ + --explore cifar10 --aug_policy cifar10 \ + --lr 0.1 --wd 0.0005 +} + +cifar10_search() { + local_dir="$PWD/results/" + data_path="$PWD/datasets/cifar-10-batches-py" + + python pba/search.py \ + --local_dir "$local_dir" \ + --model_name wrn_40_2 \ + --data_path "$data_path" --dataset cifar10 \ + --train_size 4000 --val_size 46000 \ + --checkpoint_freq 0 \ + --name "cifar10_search" --gpu 0.15 --cpu 2 \ + --num_samples 16 --perturbation_interval 3 --epochs 200 \ + --explore cifar10 --aug_policy cifar10 \ + --lr 0.1 --wd 0.0005 +} + +svhn_search() { + local_dir="$PWD/results/" + data_path="$PWD/datasets/" + + python pba/search.py \ + --local_dir "$local_dir" --data_path "$data_path" \ + --model_name wrn_40_2 --dataset svhn \ + --train_size 1000 --val_size 7325 \ + --checkpoint_freq 0 \ + --name "svhn_search" --gpu 0.19 --cpu 2 \ + --num_samples 16 --perturbation_interval 3 --epochs 160 \ + --explore cifar10 --aug_policy cifar10 --no_cutout \ + --lr 0.1 --wd 0.005 +} + +if [ "$1" = "rcifar10" ]; then + cifar10_search +elif [ "$1" = "rsvhn" ]; then + svhn_search +elif [ "$1" = "LeNet" ]; then + cifar10_LeNet_search +else + echo "invalid args" +fi diff --git a/higher/datasets.py b/higher/datasets.py index 7d0589f..4eb834b 100644 --- a/higher/datasets.py +++ b/higher/datasets.py @@ -39,8 +39,9 @@ data_test = torchvision.datasets.CIFAR10( ) #''' train_subset_indices=range(int(len(data_train)/2)) -#train_subset_indices=range(BATCH_SIZE*10) 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)) dl_val = 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#'TranslateY', 'ShearX', 'ShearY', @@ -20,7 +20,7 @@ tf_names = [ 'Brightness', 'Sharpness', 'Posterize', - 'Solarize', #=>Image entre [0,1] #Pas opti pour des batch + #'Solarize', #=>Image entre [0,1] #Pas opti pour des batch #Non fonctionnel #'Auto_Contrast', #Pas opti pour des batch (Super lent) @@ -37,14 +37,14 @@ else: ########################################## if __name__ == "__main__": - n_inner_iter = 10 - epochs = 200 + 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 = 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) @@ -68,11 +68,11 @@ 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_augV5(TF_dict=tf_dict, N_TF=2, mix_dist=0.5, fixed_mag=False, shared_mag=True), LeNet(3,10)).to(device) - #aug_model = Augmented_model(Data_augV4(TF_dict=tf_dict, N_TF=2, mix_dist=0.0), WideResNet(num_classes=10, wrn_size=160)).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), 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) 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=1, loss_patience=10) + 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) @@ -91,16 +91,16 @@ if __name__ == "__main__": ''' #### TF tests #### #''' - res_folder="res/brutus-tests/" - epochs= 150 - inner_its = [0, 1, 10] + res_folder="res/good_TF_tests/" + epochs= 100 + inner_its = [0, 10] dist_mix = [0.0, 0.5] 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= [1,2,3,4]#[2, 3, 4, 6] - mag_setup = [(True,True), (False,True), (False, False)] - nb_run= 3 + N_seq_TF= [1]#[1, 2, 3, 4] + mag_setup = [(True,True)]#[(True,True), (False,True), (False, False)] + nb_run= 1 try: os.mkdir(res_folder)

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