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Overview
In this codelab you'll train a simple image classification model on the CIFAR10 dataset, and then use the "membership inference attack" against this model to assess if the attacker is able to "guess" whether a particular sample was present in the training set. You will use the TF Privacy Report to visualize results from multiple models and model checkpoints.
Setup
import numpy as np
from typing import Tuple
from scipy import special
from sklearn import metrics
import tensorflow as tf
import tensorflow_datasets as tfds
# Set verbosity.
tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)
from sklearn.exceptions import ConvergenceWarning
import warnings
warnings.simplefilter(action="ignore", category=ConvergenceWarning)
warnings.simplefilter(action="ignore", category=FutureWarning)
2022-12-12 10:19:37.399500: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory 2022-12-12 10:19:37.399668: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory 2022-12-12 10:19:37.399684: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.
Install TensorFlow Privacy.
pip install tensorflow_privacyfrom tensorflow_privacy.privacy.privacy_tests.membership_inference_attack import membership_inference_attack as mia
from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack.data_structures import AttackInputData
from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack.data_structures import AttackResultsCollection
from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack.data_structures import AttackType
from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack.data_structures import PrivacyMetric
from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack.data_structures import PrivacyReportMetadata
from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack.data_structures import SlicingSpec
from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack import privacy_report
import tensorflow_privacy
Train two models, with privacy metrics
This section trains a pair of keras.Model classifiers on the CIFAR-10 dataset. During the training process it collects privacy metrics, that will be used to generate reports in the bext section.
The first step is to define some hyperparameters:
dataset = 'cifar10'
num_classes = 10
activation = 'relu'
num_conv = 3
batch_size=50
epochs_per_report = 2
total_epochs = 50
lr = 0.001
Next, load the dataset. There's nothing privacy-specific in this code.
print('Loading the dataset.')
train_ds = tfds.as_numpy(
tfds.load(dataset, split=tfds.Split.TRAIN, batch_size=-1))
test_ds = tfds.as_numpy(
tfds.load(dataset, split=tfds.Split.TEST, batch_size=-1))
x_train = train_ds['image'].astype('float32') / 255.
y_train_indices = train_ds['label'][:, np.newaxis]
x_test = test_ds['image'].astype('float32') / 255.
y_test_indices = test_ds['label'][:, np.newaxis]
# Convert class vectors to binary class matrices.
y_train = tf.keras.utils.to_categorical(y_train_indices, num_classes)
y_test = tf.keras.utils.to_categorical(y_test_indices, num_classes)
input_shape = x_train.shape[1:]
assert x_train.shape[0] % batch_size == 0, "The tensorflow_privacy optimizer doesn't handle partial batches"
Loading the dataset.
Next define a function to build the models.
def small_cnn(input_shape: Tuple[int],
num_classes: int,
num_conv: int,
activation: str = 'relu') -> tf.keras.models.Sequential:
"""Setup a small CNN for image classification.
Args:
input_shape: Integer tuple for the shape of the images.
num_classes: Number of prediction classes.
num_conv: Number of convolutional layers.
activation: The activation function to use for conv and dense layers.
Returns:
The Keras model.
"""
model = tf.keras.models.Sequential()
model.add(tf.keras.layers.Input(shape=input_shape))
# Conv layers
for _ in range(num_conv):
model.add(tf.keras.layers.Conv2D(32, (3, 3), activation=activation))
model.add(tf.keras.layers.MaxPooling2D())
model.add(tf.keras.layers.Flatten())
model.add(tf.keras.layers.Dense(64, activation=activation))
model.add(tf.keras.layers.Dense(num_classes))
model.compile(
loss=tf.keras.losses.CategoricalCrossentropy(from_logits=True),
optimizer=tf.keras.optimizers.Adam(learning_rate=lr),
metrics=['accuracy'])
return model
Build two three-layer CNN models using that function.
Configure the first to use a basic SGD optimizer, an the second to use a differentially private optimizer (tf_privacy.DPKerasAdamOptimizer), so you can compare the results.
model_2layers = small_cnn(
input_shape, num_classes, num_conv=2, activation=activation)
model_3layers = small_cnn(
input_shape, num_classes, num_conv=3, activation=activation)
Define a callback to collect privacy metrics
Next define a keras.callbacks.Callback to periorically run some privacy attacks against the model, and log the results.
The keras fit method will call the on_epoch_end method after each training epoch. The n argument is the (0-based) epoch number.
You could implement this procedure by writing a loop that repeatedly calls Model.fit(..., epochs=epochs_per_report) and runs the attack code. The callback is used here just because it gives a clear separation between the training logic, and the privacy evaluation logic.
class PrivacyMetrics(tf.keras.callbacks.Callback):
def __init__(self, epochs_per_report, model_name):
self.epochs_per_report = epochs_per_report
self.model_name = model_name
self.attack_results = []
def on_epoch_end(self, epoch, logs=None):
epoch = epoch+1
if epoch % self.epochs_per_report != 0:
return
print(f'\nRunning privacy report for epoch: {epoch}\n')
logits_train = self.model.predict(x_train, batch_size=batch_size)
logits_test = self.model.predict(x_test, batch_size=batch_size)
prob_train = special.softmax(logits_train, axis=1)
prob_test = special.softmax(logits_test, axis=1)
# Add metadata to generate a privacy report.
privacy_report_metadata = PrivacyReportMetadata(
# Show the validation accuracy on the plot
# It's what you send to train_accuracy that gets plotted.
accuracy_train=logs['val_accuracy'],
accuracy_test=logs['val_accuracy'],
epoch_num=epoch,
model_variant_label=self.model_name)
attack_results = mia.run_attacks(
AttackInputData(
labels_train=y_train_indices[:, 0],
labels_test=y_test_indices[:, 0],
probs_train=prob_train,
probs_test=prob_test),
SlicingSpec(entire_dataset=True, by_class=True),
attack_types=(AttackType.THRESHOLD_ATTACK,
AttackType.LOGISTIC_REGRESSION),
privacy_report_metadata=privacy_report_metadata)
self.attack_results.append(attack_results)
Train the models
The next code block trains the two models. The all_reports list is used to collect all the results from all the models' training runs. The individual reports are tagged witht the model_name, so there's no confusion about which model generated which report.
all_reports = []
callback = PrivacyMetrics(epochs_per_report, "2 Layers")
history = model_2layers.fit(
x_train,
y_train,
batch_size=batch_size,
epochs=total_epochs,
validation_data=(x_test, y_test),
callbacks=[callback],
shuffle=True)
all_reports.extend(callback.attack_results)
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ETA: 6s 25/200 [==>...........................] - ETA: 0s 51/200 [======>.......................] - ETA: 0s 76/200 [==========>...................] - ETA: 0s 101/200 [==============>...............] - ETA: 0s 126/200 [=================>............] - ETA: 0s 151/200 [=====================>........] - ETA: 0s 176/200 [=========================>....] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 1.0172 - accuracy: 0.6451 - val_loss: 1.0015 - val_accuracy: 0.6496 Epoch 5/50 1/1000 [..............................] - ETA: 11s - loss: 0.8359 - accuracy: 0.6800 7/1000 [..............................] - ETA: 9s - loss: 0.9296 - accuracy: 0.6657 19/1000 [..............................] - ETA: 5s - loss: 0.9777 - accuracy: 0.6600 32/1000 [..............................] - ETA: 4s - loss: 0.9479 - accuracy: 0.6712 45/1000 [>.............................] - ETA: 4s - loss: 0.9556 - accuracy: 0.6684 58/1000 [>.............................] - 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loss: 0.8452 - accuracy: 0.7051 - val_loss: 0.9455 - val_accuracy: 0.6803 Epoch 9/50 1/1000 [..............................] - ETA: 11s - loss: 0.6758 - accuracy: 0.7400 7/1000 [..............................] - ETA: 9s - loss: 0.7688 - accuracy: 0.7686 20/1000 [..............................] - ETA: 5s - loss: 0.8084 - accuracy: 0.7270 33/1000 [..............................] - ETA: 4s - loss: 0.7927 - accuracy: 0.7255 46/1000 [>.............................] - ETA: 4s - loss: 0.7880 - accuracy: 0.7270 59/1000 [>.............................] - ETA: 4s - loss: 0.7770 - accuracy: 0.7325 72/1000 [=>............................] - ETA: 4s - loss: 0.7674 - accuracy: 0.7358 85/1000 [=>............................] - ETA: 3s - loss: 0.7717 - accuracy: 0.7325 98/1000 [=>............................] - ETA: 3s - loss: 0.7778 - accuracy: 0.7324 111/1000 [==>...........................] - ETA: 3s - loss: 0.7786 - accuracy: 0.7315 124/1000 [==>...........................] - ETA: 3s - loss: 0.7832 - accuracy: 0.7306 137/1000 [===>..........................] - ETA: 3s - loss: 0.7862 - accuracy: 0.7273 150/1000 [===>..........................] - ETA: 3s - loss: 0.7847 - accuracy: 0.7275 163/1000 [===>..........................] - ETA: 3s - loss: 0.7874 - accuracy: 0.7253 176/1000 [====>.........................] - ETA: 3s - loss: 0.7885 - accuracy: 0.7242 189/1000 [====>.........................] - ETA: 3s - loss: 0.7869 - accuracy: 0.7248 202/1000 [=====>........................] - ETA: 3s - loss: 0.7882 - accuracy: 0.7250 215/1000 [=====>........................] - ETA: 3s - loss: 0.7888 - accuracy: 0.7259 228/1000 [=====>........................] - ETA: 3s - loss: 0.7868 - accuracy: 0.7256 241/1000 [======>.......................] - ETA: 3s - loss: 0.7877 - accuracy: 0.7257 254/1000 [======>.......................] - ETA: 3s - loss: 0.7878 - accuracy: 0.7268 267/1000 [=======>......................] - ETA: 2s - loss: 0.7848 - accuracy: 0.7278 280/1000 [=======>......................] - 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ETA: 0s - loss: 0.8091 - accuracy: 0.7192 917/1000 [==========================>...] - ETA: 0s - loss: 0.8080 - accuracy: 0.7195 930/1000 [==========================>...] - ETA: 0s - loss: 0.8085 - accuracy: 0.7191 943/1000 [===========================>..] - ETA: 0s - loss: 0.8082 - accuracy: 0.7189 956/1000 [===========================>..] - ETA: 0s - loss: 0.8076 - accuracy: 0.7190 969/1000 [============================>.] - ETA: 0s - loss: 0.8069 - accuracy: 0.7193 982/1000 [============================>.] - ETA: 0s - loss: 0.8066 - accuracy: 0.7194 995/1000 [============================>.] - ETA: 0s - loss: 0.8067 - accuracy: 0.7197 1000/1000 [==============================] - 4s 4ms/step - loss: 0.8066 - accuracy: 0.7198 - val_loss: 0.9285 - val_accuracy: 0.6818 Epoch 10/50 1/1000 [..............................] - ETA: 4s - loss: 0.5447 - accuracy: 0.8000 14/1000 [..............................] - ETA: 3s - loss: 0.7158 - accuracy: 0.7471 27/1000 [..............................] - 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ETA: 0s - loss: 0.7840 - accuracy: 0.7262 978/1000 [============================>.] - ETA: 0s - loss: 0.7845 - accuracy: 0.7261 991/1000 [============================>.] - ETA: 0s - loss: 0.7846 - accuracy: 0.7262 Running privacy report for epoch: 10 1/1000 [..............................] - ETA: 34s 23/1000 [..............................] - ETA: 2s 45/1000 [>.............................] - ETA: 2s 69/1000 [=>............................] - ETA: 2s 94/1000 [=>............................] - ETA: 1s 120/1000 [==>...........................] - ETA: 1s 145/1000 [===>..........................] - ETA: 1s 170/1000 [====>.........................] - ETA: 1s 195/1000 [====>.........................] - ETA: 1s 220/1000 [=====>........................] - ETA: 1s 245/1000 [======>.......................] - ETA: 1s 270/1000 [=======>......................] - ETA: 1s 295/1000 [=======>......................] - ETA: 1s 320/1000 [========>.....................] - ETA: 1s 345/1000 [=========>....................] - 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ETA: 0s - loss: 0.7280 - accuracy: 0.7468 Running privacy report for epoch: 12 1/1000 [..............................] - ETA: 31s 25/1000 [..............................] - ETA: 2s 50/1000 [>.............................] - ETA: 1s 75/1000 [=>............................] - ETA: 1s 100/1000 [==>...........................] - ETA: 1s 125/1000 [==>...........................] - ETA: 1s 150/1000 [===>..........................] - ETA: 1s 176/1000 [====>.........................] - ETA: 1s 201/1000 [=====>........................] - ETA: 1s 226/1000 [=====>........................] - ETA: 1s 251/1000 [======>.......................] - ETA: 1s 276/1000 [=======>......................] - ETA: 1s 301/1000 [========>.....................] - ETA: 1s 326/1000 [========>.....................] - ETA: 1s 351/1000 [=========>....................] - ETA: 1s 376/1000 [==========>...................] - ETA: 1s 401/1000 [===========>..................] - ETA: 1s 426/1000 [===========>..................] - 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ETA: 30s 26/1000 [..............................] - ETA: 1s 51/1000 [>.............................] - ETA: 1s 77/1000 [=>............................] - ETA: 1s 103/1000 [==>...........................] - ETA: 1s 129/1000 [==>...........................] - ETA: 1s 155/1000 [===>..........................] - ETA: 1s 181/1000 [====>.........................] - ETA: 1s 206/1000 [=====>........................] - ETA: 1s 231/1000 [=====>........................] - ETA: 1s 257/1000 [======>.......................] - ETA: 1s 283/1000 [=======>......................] - ETA: 1s 308/1000 [========>.....................] - ETA: 1s 334/1000 [=========>....................] - ETA: 1s 359/1000 [=========>....................] - ETA: 1s 385/1000 [==========>...................] - ETA: 1s 411/1000 [===========>..................] - ETA: 1s 436/1000 [============>.................] - ETA: 1s 461/1000 [============>.................] - ETA: 1s 486/1000 [=============>................] - ETA: 1s 511/1000 [==============>...............] - 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2s 2ms/step 1/200 [..............................] - ETA: 5s 25/200 [==>...........................] - ETA: 0s 50/200 [======>.......................] - ETA: 0s 74/200 [==========>...................] - ETA: 0s 98/200 [=============>................] - ETA: 0s 123/200 [=================>............] - ETA: 0s 148/200 [=====================>........] - ETA: 0s 173/200 [========================>.....] - ETA: 0s 198/200 [============================>.] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.6826 - accuracy: 0.7613 - val_loss: 0.9246 - val_accuracy: 0.6932 Epoch 15/50 1/1000 [..............................] - ETA: 10s - loss: 0.5030 - accuracy: 0.8400 7/1000 [..............................] - ETA: 9s - loss: 0.6255 - accuracy: 0.7771 19/1000 [..............................] - ETA: 5s - loss: 0.6324 - accuracy: 0.7726 32/1000 [..............................] - ETA: 4s - loss: 0.6412 - accuracy: 0.7706 45/1000 [>.............................] - 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ETA: 0s - loss: 0.6601 - accuracy: 0.7692 997/1000 [============================>.] - ETA: 0s - loss: 0.6601 - accuracy: 0.7695 1000/1000 [==============================] - 4s 4ms/step - loss: 0.6600 - accuracy: 0.7696 - val_loss: 0.9641 - val_accuracy: 0.6936 Epoch 16/50 1/1000 [..............................] - ETA: 5s - loss: 0.4818 - accuracy: 0.8600 14/1000 [..............................] - ETA: 3s - loss: 0.6392 - accuracy: 0.7843 27/1000 [..............................] - ETA: 3s - loss: 0.6201 - accuracy: 0.7859 40/1000 [>.............................] - ETA: 3s - loss: 0.6034 - accuracy: 0.7870 53/1000 [>.............................] - ETA: 3s - loss: 0.6244 - accuracy: 0.7785 66/1000 [>.............................] - ETA: 3s - loss: 0.6191 - accuracy: 0.7848 79/1000 [=>............................] - ETA: 3s - loss: 0.6195 - accuracy: 0.7838 92/1000 [=>............................] - ETA: 3s - loss: 0.6185 - accuracy: 0.7828 105/1000 [==>...........................] - ETA: 3s - 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ETA: 0s - loss: 0.6437 - accuracy: 0.7767 900/1000 [==========================>...] - ETA: 0s - loss: 0.6440 - accuracy: 0.7768 913/1000 [==========================>...] - ETA: 0s - loss: 0.6440 - accuracy: 0.7768 926/1000 [==========================>...] - ETA: 0s - loss: 0.6441 - accuracy: 0.7769 939/1000 [===========================>..] - ETA: 0s - loss: 0.6442 - accuracy: 0.7768 952/1000 [===========================>..] - ETA: 0s - loss: 0.6443 - accuracy: 0.7767 965/1000 [===========================>..] - ETA: 0s - loss: 0.6445 - accuracy: 0.7764 978/1000 [============================>.] - ETA: 0s - loss: 0.6442 - accuracy: 0.7764 991/1000 [============================>.] - ETA: 0s - loss: 0.6447 - accuracy: 0.7763 Running privacy report for epoch: 16 1/1000 [..............................] - ETA: 32s 26/1000 [..............................] - ETA: 2s 51/1000 [>.............................] - ETA: 1s 77/1000 [=>............................] - ETA: 1s 103/1000 [==>...........................] - 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ETA: 0s 101/200 [==============>...............] - ETA: 0s 126/200 [=================>............] - ETA: 0s 152/200 [=====================>........] - ETA: 0s 177/200 [=========================>....] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.6447 - accuracy: 0.7760 - val_loss: 0.9312 - val_accuracy: 0.7003 Epoch 17/50 1/1000 [..............................] - ETA: 13s - loss: 0.5209 - accuracy: 0.8600 7/1000 [..............................] - ETA: 9s - loss: 0.5412 - accuracy: 0.8229 20/1000 [..............................] - ETA: 5s - loss: 0.5978 - accuracy: 0.7860 33/1000 [..............................] - ETA: 4s - loss: 0.5859 - accuracy: 0.7867 46/1000 [>.............................] - ETA: 4s - loss: 0.5926 - accuracy: 0.7861 59/1000 [>.............................] - ETA: 4s - loss: 0.5894 - accuracy: 0.7871 72/1000 [=>............................] - ETA: 4s - loss: 0.5854 - accuracy: 0.7894 85/1000 [=>............................] - ETA: 3s - loss: 0.5856 - accuracy: 0.7922 98/1000 [=>............................] - ETA: 3s - loss: 0.5857 - accuracy: 0.7933 111/1000 [==>...........................] - ETA: 3s - loss: 0.5780 - accuracy: 0.7959 124/1000 [==>...........................] - ETA: 3s - loss: 0.5826 - accuracy: 0.7935 137/1000 [===>..........................] - ETA: 3s - loss: 0.5875 - accuracy: 0.7927 150/1000 [===>..........................] - ETA: 3s - loss: 0.5859 - accuracy: 0.7929 163/1000 [===>..........................] - ETA: 3s - loss: 0.5862 - accuracy: 0.7944 176/1000 [====>.........................] - ETA: 3s - loss: 0.5879 - accuracy: 0.7942 189/1000 [====>.........................] - ETA: 3s - loss: 0.5898 - accuracy: 0.7938 202/1000 [=====>........................] - ETA: 3s - loss: 0.5880 - accuracy: 0.7931 215/1000 [=====>........................] - ETA: 3s - loss: 0.5907 - accuracy: 0.7938 228/1000 [=====>........................] - ETA: 3s - loss: 0.5908 - accuracy: 0.7936 241/1000 [======>.......................] - 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val_accuracy: 0.6950 Epoch 18/50 1/1000 [..............................] - ETA: 5s - loss: 0.6220 - accuracy: 0.7200 14/1000 [..............................] - ETA: 4s - loss: 0.5678 - accuracy: 0.8043 27/1000 [..............................] - ETA: 3s - loss: 0.5450 - accuracy: 0.7985 40/1000 [>.............................] - ETA: 3s - loss: 0.5482 - accuracy: 0.8030 53/1000 [>.............................] - ETA: 3s - loss: 0.5457 - accuracy: 0.8068 66/1000 [>.............................] - ETA: 3s - loss: 0.5535 - accuracy: 0.8018 79/1000 [=>............................] - ETA: 3s - loss: 0.5645 - accuracy: 0.7962 92/1000 [=>............................] - ETA: 3s - loss: 0.5662 - accuracy: 0.7972 105/1000 [==>...........................] - ETA: 3s - loss: 0.5688 - accuracy: 0.7960 118/1000 [==>...........................] - ETA: 3s - loss: 0.5701 - accuracy: 0.7936 131/1000 [==>...........................] - ETA: 3s - loss: 0.5712 - accuracy: 0.7924 143/1000 [===>..........................] - 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ETA: 0s - loss: 0.6082 - accuracy: 0.7872 937/1000 [===========================>..] - ETA: 0s - loss: 0.6085 - accuracy: 0.7870 950/1000 [===========================>..] - ETA: 0s - loss: 0.6078 - accuracy: 0.7872 963/1000 [===========================>..] - ETA: 0s - loss: 0.6080 - accuracy: 0.7871 976/1000 [============================>.] - ETA: 0s - loss: 0.6084 - accuracy: 0.7869 989/1000 [============================>.] - ETA: 0s - loss: 0.6086 - accuracy: 0.7869 Running privacy report for epoch: 18 1/1000 [..............................] - ETA: 31s 26/1000 [..............................] - ETA: 1s 51/1000 [>.............................] - ETA: 1s 76/1000 [=>............................] - ETA: 1s 101/1000 [==>...........................] - ETA: 1s 127/1000 [==>...........................] - ETA: 1s 153/1000 [===>..........................] - ETA: 1s 178/1000 [====>.........................] - ETA: 1s 203/1000 [=====>........................] - ETA: 1s 228/1000 [=====>........................] - 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0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.6082 - accuracy: 0.7868 - val_loss: 0.9419 - val_accuracy: 0.7011 Epoch 19/50 1/1000 [..............................] - ETA: 10s - loss: 0.7065 - accuracy: 0.7400 7/1000 [..............................] - ETA: 8s - loss: 0.5128 - accuracy: 0.8086 19/1000 [..............................] - ETA: 5s - loss: 0.5271 - accuracy: 0.8095 32/1000 [..............................] - ETA: 4s - loss: 0.5559 - accuracy: 0.8006 45/1000 [>.............................] - ETA: 4s - loss: 0.5847 - accuracy: 0.7938 57/1000 [>.............................] - ETA: 4s - loss: 0.5815 - accuracy: 0.7968 70/1000 [=>............................] - ETA: 4s - loss: 0.5794 - accuracy: 0.7954 83/1000 [=>............................] - ETA: 4s - loss: 0.5813 - accuracy: 0.7945 96/1000 [=>............................] - ETA: 3s - loss: 0.5795 - accuracy: 0.7960 109/1000 [==>...........................] - ETA: 3s - loss: 0.5827 - accuracy: 0.7934 122/1000 [==>...........................] - 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2s 2ms/step 1/200 [..............................] - ETA: 6s 26/200 [==>...........................] - ETA: 0s 50/200 [======>.......................] - ETA: 0s 75/200 [==========>...................] - ETA: 0s 100/200 [==============>...............] - ETA: 0s 125/200 [=================>............] - ETA: 0s 150/200 [=====================>........] - ETA: 0s 175/200 [=========================>....] - ETA: 0s 200/200 [==============================] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.5457 - accuracy: 0.8093 - val_loss: 0.9815 - val_accuracy: 0.6956 Epoch 23/50 1/1000 [..............................] - ETA: 10s - loss: 0.5626 - accuracy: 0.7400 7/1000 [..............................] - ETA: 8s - loss: 0.5147 - accuracy: 0.8229 19/1000 [..............................] - ETA: 5s - loss: 0.4803 - accuracy: 0.8305 32/1000 [..............................] - ETA: 4s - loss: 0.4687 - accuracy: 0.8381 45/1000 [>.............................] - 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ETA: 0s 103/200 [==============>...............] - ETA: 0s 129/200 [==================>...........] - ETA: 0s 155/200 [======================>.......] - ETA: 0s 181/200 [==========================>...] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.5219 - accuracy: 0.8162 - val_loss: 1.0300 - val_accuracy: 0.6919 Epoch 25/50 1/1000 [..............................] - ETA: 13s - loss: 0.4517 - accuracy: 0.8400 7/1000 [..............................] - ETA: 8s - loss: 0.5584 - accuracy: 0.8029 19/1000 [..............................] - ETA: 5s - loss: 0.5285 - accuracy: 0.8147 32/1000 [..............................] - ETA: 4s - loss: 0.4907 - accuracy: 0.8338 45/1000 [>.............................] - ETA: 4s - loss: 0.4722 - accuracy: 0.8387 58/1000 [>.............................] - ETA: 4s - loss: 0.4818 - accuracy: 0.8372 71/1000 [=>............................] - ETA: 4s - loss: 0.4665 - accuracy: 0.8389 84/1000 [=>............................] - 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val_accuracy: 0.6950 Epoch 26/50 1/1000 [..............................] - ETA: 5s - loss: 0.4716 - accuracy: 0.8200 14/1000 [..............................] - ETA: 3s - loss: 0.4549 - accuracy: 0.8500 27/1000 [..............................] - ETA: 3s - loss: 0.4117 - accuracy: 0.8622 40/1000 [>.............................] - ETA: 3s - loss: 0.4319 - accuracy: 0.8530 53/1000 [>.............................] - ETA: 3s - loss: 0.4565 - accuracy: 0.8449 66/1000 [>.............................] - ETA: 3s - loss: 0.4580 - accuracy: 0.8430 79/1000 [=>............................] - ETA: 3s - loss: 0.4558 - accuracy: 0.8443 92/1000 [=>............................] - ETA: 3s - loss: 0.4577 - accuracy: 0.8435 105/1000 [==>...........................] - ETA: 3s - loss: 0.4532 - accuracy: 0.8459 118/1000 [==>...........................] - ETA: 3s - loss: 0.4581 - accuracy: 0.8429 131/1000 [==>...........................] - ETA: 3s - loss: 0.4604 - accuracy: 0.8431 144/1000 [===>..........................] - 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ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.5001 - accuracy: 0.8234 - val_loss: 1.0387 - val_accuracy: 0.6934 Epoch 27/50 1/1000 [..............................] - ETA: 10s - loss: 0.6233 - accuracy: 0.7800 7/1000 [..............................] - ETA: 8s - loss: 0.5057 - accuracy: 0.8114 18/1000 [..............................] - ETA: 5s - loss: 0.4732 - accuracy: 0.8289 31/1000 [..............................] - ETA: 4s - loss: 0.4920 - accuracy: 0.8168 44/1000 [>.............................] - ETA: 4s - loss: 0.4815 - accuracy: 0.8268 57/1000 [>.............................] - ETA: 4s - loss: 0.4673 - accuracy: 0.8319 70/1000 [=>............................] - ETA: 4s - loss: 0.4607 - accuracy: 0.8357 83/1000 [=>............................] - ETA: 4s - loss: 0.4660 - accuracy: 0.8328 96/1000 [=>............................] - ETA: 3s - loss: 0.4563 - accuracy: 0.8367 109/1000 [==>...........................] - 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ETA: 0s - loss: 0.4851 - accuracy: 0.8285 901/1000 [==========================>...] - ETA: 0s - loss: 0.4864 - accuracy: 0.8283 914/1000 [==========================>...] - ETA: 0s - loss: 0.4863 - accuracy: 0.8283 927/1000 [==========================>...] - ETA: 0s - loss: 0.4864 - accuracy: 0.8281 940/1000 [===========================>..] - ETA: 0s - loss: 0.4857 - accuracy: 0.8282 953/1000 [===========================>..] - ETA: 0s - loss: 0.4857 - accuracy: 0.8280 966/1000 [===========================>..] - ETA: 0s - loss: 0.4861 - accuracy: 0.8280 979/1000 [============================>.] - ETA: 0s - loss: 0.4859 - accuracy: 0.8282 992/1000 [============================>.] - ETA: 0s - loss: 0.4869 - accuracy: 0.8276 1000/1000 [==============================] - 5s 5ms/step - loss: 0.4877 - accuracy: 0.8275 - val_loss: 1.0503 - val_accuracy: 0.6883 Epoch 28/50 1/1000 [..............................] - ETA: 5s - loss: 0.6079 - accuracy: 0.8000 14/1000 [..............................] - ETA: 3s - loss: 0.4327 - accuracy: 0.8586 27/1000 [..............................] - ETA: 3s - loss: 0.4571 - accuracy: 0.8489 40/1000 [>.............................] - ETA: 3s - loss: 0.4601 - accuracy: 0.8440 53/1000 [>.............................] - ETA: 3s - loss: 0.4496 - accuracy: 0.8449 66/1000 [>.............................] - ETA: 3s - loss: 0.4444 - accuracy: 0.8479 79/1000 [=>............................] - ETA: 3s - loss: 0.4372 - accuracy: 0.8519 92/1000 [=>............................] - ETA: 3s - loss: 0.4344 - accuracy: 0.8507 105/1000 [==>...........................] - ETA: 3s - loss: 0.4388 - accuracy: 0.8505 118/1000 [==>...........................] - ETA: 3s - loss: 0.4468 - accuracy: 0.8468 131/1000 [==>...........................] - ETA: 3s - loss: 0.4478 - accuracy: 0.8461 144/1000 [===>..........................] - ETA: 3s - loss: 0.4492 - accuracy: 0.8453 157/1000 [===>..........................] - ETA: 3s - loss: 0.4474 - accuracy: 0.8451 170/1000 [====>.........................] - 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ETA: 0s - loss: 0.4763 - accuracy: 0.8326 963/1000 [===========================>..] - ETA: 0s - loss: 0.4772 - accuracy: 0.8322 976/1000 [============================>.] - ETA: 0s - loss: 0.4765 - accuracy: 0.8326 989/1000 [============================>.] - ETA: 0s - loss: 0.4764 - accuracy: 0.8327 Running privacy report for epoch: 28 1/1000 [..............................] - ETA: 30s 25/1000 [..............................] - ETA: 2s 50/1000 [>.............................] - ETA: 1s 75/1000 [=>............................] - ETA: 1s 100/1000 [==>...........................] - ETA: 1s 124/1000 [==>...........................] - ETA: 1s 149/1000 [===>..........................] - ETA: 1s 174/1000 [====>.........................] - ETA: 1s 199/1000 [====>.........................] - ETA: 1s 224/1000 [=====>........................] - ETA: 1s 248/1000 [======>.......................] - ETA: 1s 273/1000 [=======>......................] - ETA: 1s 297/1000 [=======>......................] - 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loss: 0.4768 - accuracy: 0.8326 - val_loss: 1.0804 - val_accuracy: 0.6926 Epoch 29/50 1/1000 [..............................] - ETA: 10s - loss: 0.2391 - accuracy: 0.9400 7/1000 [..............................] - ETA: 8s - loss: 0.3790 - accuracy: 0.8686 18/1000 [..............................] - ETA: 5s - loss: 0.3998 - accuracy: 0.8689 31/1000 [..............................] - ETA: 4s - loss: 0.4209 - accuracy: 0.8587 44/1000 [>.............................] - ETA: 4s - loss: 0.4370 - accuracy: 0.8527 57/1000 [>.............................] - ETA: 4s - loss: 0.4378 - accuracy: 0.8495 70/1000 [=>............................] - ETA: 4s - loss: 0.4297 - accuracy: 0.8534 83/1000 [=>............................] - ETA: 4s - loss: 0.4345 - accuracy: 0.8518 96/1000 [=>............................] - ETA: 3s - loss: 0.4303 - accuracy: 0.8517 109/1000 [==>...........................] - ETA: 3s - loss: 0.4305 - accuracy: 0.8523 122/1000 [==>...........................] - ETA: 3s - loss: 0.4281 - 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ETA: 0s - loss: 0.4542 - accuracy: 0.8408 915/1000 [==========================>...] - ETA: 0s - loss: 0.4544 - accuracy: 0.8408 928/1000 [==========================>...] - ETA: 0s - loss: 0.4541 - accuracy: 0.8407 941/1000 [===========================>..] - ETA: 0s - loss: 0.4540 - accuracy: 0.8405 954/1000 [===========================>..] - ETA: 0s - loss: 0.4542 - accuracy: 0.8405 967/1000 [============================>.] - ETA: 0s - loss: 0.4549 - accuracy: 0.8403 980/1000 [============================>.] - ETA: 0s - loss: 0.4558 - accuracy: 0.8401 993/1000 [============================>.] - ETA: 0s - loss: 0.4558 - accuracy: 0.8402 1000/1000 [==============================] - 4s 4ms/step - loss: 0.4560 - accuracy: 0.8401 - val_loss: 1.1016 - val_accuracy: 0.6916 Epoch 30/50 1/1000 [..............................] - ETA: 5s - loss: 0.3610 - accuracy: 0.8600 14/1000 [..............................] - ETA: 3s - loss: 0.4569 - accuracy: 0.8371 27/1000 [..............................] - 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ETA: 9s - loss: 0.4270 - accuracy: 0.8457 19/1000 [..............................] - ETA: 5s - loss: 0.4007 - accuracy: 0.8579 32/1000 [..............................] - ETA: 4s - loss: 0.3845 - accuracy: 0.8675 45/1000 [>.............................] - ETA: 4s - loss: 0.3885 - accuracy: 0.8636 58/1000 [>.............................] - ETA: 4s - loss: 0.3983 - accuracy: 0.8593 72/1000 [=>............................] - ETA: 4s - loss: 0.4100 - accuracy: 0.8550 85/1000 [=>............................] - ETA: 3s - loss: 0.4065 - accuracy: 0.8553 98/1000 [=>............................] - ETA: 3s - loss: 0.4053 - accuracy: 0.8559 111/1000 [==>...........................] - ETA: 3s - loss: 0.4024 - accuracy: 0.8573 124/1000 [==>...........................] - ETA: 3s - loss: 0.4041 - accuracy: 0.8555 137/1000 [===>..........................] - ETA: 3s - loss: 0.4080 - accuracy: 0.8546 150/1000 [===>..........................] - ETA: 3s - loss: 0.4061 - accuracy: 0.8560 163/1000 [===>..........................] - 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ETA: 30s 25/1000 [..............................] - ETA: 2s 50/1000 [>.............................] - ETA: 1s 75/1000 [=>............................] - ETA: 1s 100/1000 [==>...........................] - ETA: 1s 125/1000 [==>...........................] - ETA: 1s 149/1000 [===>..........................] - ETA: 1s 174/1000 [====>.........................] - ETA: 1s 199/1000 [====>.........................] - ETA: 1s 224/1000 [=====>........................] - ETA: 1s 249/1000 [======>.......................] - ETA: 1s 274/1000 [=======>......................] - ETA: 1s 299/1000 [=======>......................] - ETA: 1s 324/1000 [========>.....................] - ETA: 1s 348/1000 [=========>....................] - ETA: 1s 372/1000 [==========>...................] - ETA: 1s 397/1000 [==========>...................] - ETA: 1s 422/1000 [===========>..................] - ETA: 1s 447/1000 [============>.................] - ETA: 1s 472/1000 [=============>................] - ETA: 1s 496/1000 [=============>................] - 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ETA: 0s 1000/1000 [==============================] - 2s 2ms/step 1/200 [..............................] - ETA: 6s 26/200 [==>...........................] - ETA: 0s 51/200 [======>.......................] - ETA: 0s 76/200 [==========>...................] - ETA: 0s 101/200 [==============>...............] - ETA: 0s 126/200 [=================>............] - ETA: 0s 151/200 [=====================>........] - ETA: 0s 177/200 [=========================>....] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.4346 - accuracy: 0.8446 - val_loss: 1.1789 - val_accuracy: 0.6828 Epoch 33/50 1/1000 [..............................] - ETA: 11s - loss: 0.2128 - accuracy: 0.8800 8/1000 [..............................] - ETA: 7s - loss: 0.3419 - accuracy: 0.8750 20/1000 [..............................] - ETA: 5s - loss: 0.3844 - accuracy: 0.8690 33/1000 [..............................] - ETA: 4s - loss: 0.3953 - accuracy: 0.8570 46/1000 [>.............................] - 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ETA: 0s - loss: 0.4196 - accuracy: 0.8495 994/1000 [============================>.] - ETA: 0s - loss: 0.4199 - accuracy: 0.8494 1000/1000 [==============================] - 4s 4ms/step - loss: 0.4200 - accuracy: 0.8493 - val_loss: 1.1821 - val_accuracy: 0.6839 Epoch 34/50 1/1000 [..............................] - ETA: 5s - loss: 0.3815 - accuracy: 0.8600 14/1000 [..............................] - ETA: 4s - loss: 0.3630 - accuracy: 0.8800 27/1000 [..............................] - ETA: 3s - loss: 0.3516 - accuracy: 0.8859 40/1000 [>.............................] - ETA: 3s - loss: 0.3527 - accuracy: 0.8800 53/1000 [>.............................] - ETA: 3s - loss: 0.3532 - accuracy: 0.8819 66/1000 [>.............................] - ETA: 3s - loss: 0.3590 - accuracy: 0.8797 79/1000 [=>............................] - ETA: 3s - loss: 0.3586 - accuracy: 0.8782 92/1000 [=>............................] - ETA: 3s - loss: 0.3634 - accuracy: 0.8778 105/1000 [==>...........................] - ETA: 3s - 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ETA: 0s 74/200 [==========>...................] - ETA: 0s 99/200 [=============>................] - ETA: 0s 124/200 [=================>............] - ETA: 0s 149/200 [=====================>........] - ETA: 0s 174/200 [=========================>....] - ETA: 0s 199/200 [============================>.] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.4103 - accuracy: 0.8532 - val_loss: 1.1683 - val_accuracy: 0.6915 Epoch 35/50 1/1000 [..............................] - ETA: 10s - loss: 0.4197 - accuracy: 0.8600 7/1000 [..............................] - ETA: 8s - loss: 0.3071 - accuracy: 0.8943 18/1000 [..............................] - ETA: 5s - loss: 0.3666 - accuracy: 0.8811 31/1000 [..............................] - ETA: 5s - loss: 0.3489 - accuracy: 0.8755 44/1000 [>.............................] - ETA: 4s - loss: 0.3506 - accuracy: 0.8668 57/1000 [>.............................] - ETA: 4s - loss: 0.3549 - 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ETA: 0s - loss: 0.3986 - accuracy: 0.8584 1000/1000 [==============================] - 5s 5ms/step - loss: 0.3989 - accuracy: 0.8582 - val_loss: 1.2722 - val_accuracy: 0.6754 Epoch 36/50 1/1000 [..............................] - ETA: 4s - loss: 0.3002 - accuracy: 0.8800 14/1000 [..............................] - ETA: 3s - loss: 0.4076 - accuracy: 0.8486 27/1000 [..............................] - ETA: 3s - loss: 0.3701 - accuracy: 0.8607 40/1000 [>.............................] - ETA: 3s - loss: 0.3501 - accuracy: 0.8660 53/1000 [>.............................] - ETA: 3s - loss: 0.3416 - accuracy: 0.8736 66/1000 [>.............................] - ETA: 3s - loss: 0.3407 - accuracy: 0.8730 79/1000 [=>............................] - ETA: 3s - loss: 0.3424 - accuracy: 0.8732 92/1000 [=>............................] - ETA: 3s - loss: 0.3458 - accuracy: 0.8741 105/1000 [==>...........................] - ETA: 3s - loss: 0.3474 - accuracy: 0.8739 118/1000 [==>...........................] - ETA: 3s - 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ETA: 0s - loss: 0.3729 - accuracy: 0.8657 944/1000 [===========================>..] - ETA: 0s - loss: 0.3727 - accuracy: 0.8659 957/1000 [===========================>..] - ETA: 0s - loss: 0.3733 - accuracy: 0.8656 970/1000 [============================>.] - ETA: 0s - loss: 0.3726 - accuracy: 0.8660 983/1000 [============================>.] - ETA: 0s - loss: 0.3734 - accuracy: 0.8656 996/1000 [============================>.] - ETA: 0s - loss: 0.3741 - accuracy: 0.8655 Running privacy report for epoch: 38 1/1000 [..............................] - ETA: 31s 25/1000 [..............................] - ETA: 2s 50/1000 [>.............................] - ETA: 1s 75/1000 [=>............................] - ETA: 1s 100/1000 [==>...........................] - ETA: 1s 126/1000 [==>...........................] - ETA: 1s 151/1000 [===>..........................] - ETA: 1s 176/1000 [====>.........................] - ETA: 1s 201/1000 [=====>........................] - ETA: 1s 226/1000 [=====>........................] - 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0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.3742 - accuracy: 0.8655 - val_loss: 1.2690 - val_accuracy: 0.6831 Epoch 39/50 1/1000 [..............................] - ETA: 14s - loss: 0.2682 - accuracy: 0.9200 6/1000 [..............................] - ETA: 10s - loss: 0.3300 - accuracy: 0.8767 18/1000 [..............................] - ETA: 5s - loss: 0.3296 - accuracy: 0.8789 31/1000 [..............................] - ETA: 4s - loss: 0.3499 - accuracy: 0.8729 44/1000 [>.............................] - ETA: 4s - loss: 0.3386 - accuracy: 0.8786 57/1000 [>.............................] - ETA: 4s - loss: 0.3391 - accuracy: 0.8789 70/1000 [=>............................] - ETA: 4s - loss: 0.3334 - accuracy: 0.8791 83/1000 [=>............................] - ETA: 4s - loss: 0.3299 - accuracy: 0.8788 97/1000 [=>............................] - ETA: 3s - loss: 0.3301 - accuracy: 0.8796 110/1000 [==>...........................] - ETA: 3s - loss: 0.3305 - accuracy: 0.8805 123/1000 [==>...........................] - 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ETA: 0s - loss: 0.3594 - accuracy: 0.8725 927/1000 [==========================>...] - ETA: 0s - loss: 0.3594 - accuracy: 0.8724 940/1000 [===========================>..] - ETA: 0s - loss: 0.3602 - accuracy: 0.8720 953/1000 [===========================>..] - ETA: 0s - loss: 0.3604 - accuracy: 0.8719 966/1000 [===========================>..] - ETA: 0s - loss: 0.3611 - accuracy: 0.8717 979/1000 [============================>.] - ETA: 0s - loss: 0.3617 - accuracy: 0.8716 992/1000 [============================>.] - ETA: 0s - loss: 0.3618 - accuracy: 0.8714 1000/1000 [==============================] - 4s 4ms/step - loss: 0.3626 - accuracy: 0.8710 - val_loss: 1.3669 - val_accuracy: 0.6685 Epoch 40/50 1/1000 [..............................] - ETA: 5s - loss: 0.3414 - accuracy: 0.8600 14/1000 [..............................] - ETA: 4s - loss: 0.3506 - accuracy: 0.8643 27/1000 [..............................] - ETA: 3s - loss: 0.3456 - accuracy: 0.8696 40/1000 [>.............................] - 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ETA: 0s - loss: 0.3547 - accuracy: 0.8717 989/1000 [============================>.] - ETA: 0s - loss: 0.3553 - accuracy: 0.8716 Running privacy report for epoch: 40 1/1000 [..............................] - ETA: 31s 26/1000 [..............................] - ETA: 1s 51/1000 [>.............................] - ETA: 1s 75/1000 [=>............................] - ETA: 1s 100/1000 [==>...........................] - ETA: 1s 125/1000 [==>...........................] - ETA: 1s 150/1000 [===>..........................] - ETA: 1s 175/1000 [====>.........................] - ETA: 1s 200/1000 [=====>........................] - ETA: 1s 225/1000 [=====>........................] - ETA: 1s 251/1000 [======>.......................] - ETA: 1s 276/1000 [=======>......................] - ETA: 1s 301/1000 [========>.....................] - ETA: 1s 326/1000 [========>.....................] - ETA: 1s 351/1000 [=========>....................] - ETA: 1s 376/1000 [==========>...................] - ETA: 1s 401/1000 [===========>..................] - 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ETA: 0s 943/1000 [===========================>..] - ETA: 0s 969/1000 [============================>.] - ETA: 0s 995/1000 [============================>.] - ETA: 0s 1000/1000 [==============================] - 2s 2ms/step 1/200 [..............................] - ETA: 6s 23/200 [==>...........................] - ETA: 0s 48/200 [======>.......................] - ETA: 0s 73/200 [=========>....................] - ETA: 0s 98/200 [=============>................] - ETA: 0s 123/200 [=================>............] - ETA: 0s 148/200 [=====================>........] - ETA: 0s 173/200 [========================>.....] - ETA: 0s 199/200 [============================>.] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.3559 - accuracy: 0.8714 - val_loss: 1.3724 - val_accuracy: 0.6762 Epoch 41/50 1/1000 [..............................] - ETA: 10s - loss: 0.3451 - accuracy: 0.8600 7/1000 [..............................] - ETA: 8s - loss: 0.3238 - accuracy: 0.8914 18/1000 [..............................] - ETA: 5s - loss: 0.3403 - accuracy: 0.8767 31/1000 [..............................] - ETA: 4s - loss: 0.3311 - accuracy: 0.8800 44/1000 [>.............................] - ETA: 4s - loss: 0.3213 - accuracy: 0.8832 57/1000 [>.............................] - ETA: 4s - loss: 0.3214 - accuracy: 0.8870 70/1000 [=>............................] - ETA: 4s - loss: 0.3164 - accuracy: 0.8906 83/1000 [=>............................] - ETA: 3s - loss: 0.3160 - accuracy: 0.8901 96/1000 [=>............................] - ETA: 3s - loss: 0.3158 - accuracy: 0.8900 109/1000 [==>...........................] - ETA: 3s - loss: 0.3127 - accuracy: 0.8903 122/1000 [==>...........................] - ETA: 3s - loss: 0.3082 - accuracy: 0.8918 136/1000 [===>..........................] - ETA: 3s - loss: 0.3040 - accuracy: 0.8931 149/1000 [===>..........................] - ETA: 3s - loss: 0.3040 - accuracy: 0.8930 162/1000 [===>..........................] - 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ETA: 32s 26/1000 [..............................] - ETA: 2s 51/1000 [>.............................] - ETA: 1s 76/1000 [=>............................] - ETA: 1s 101/1000 [==>...........................] - ETA: 1s 126/1000 [==>...........................] - ETA: 1s 152/1000 [===>..........................] - ETA: 1s 178/1000 [====>.........................] - ETA: 1s 204/1000 [=====>........................] - ETA: 1s 230/1000 [=====>........................] - ETA: 1s 256/1000 [======>.......................] - ETA: 1s 282/1000 [=======>......................] - ETA: 1s 308/1000 [========>.....................] - ETA: 1s 334/1000 [=========>....................] - ETA: 1s 360/1000 [=========>....................] - ETA: 1s 386/1000 [==========>...................] - ETA: 1s 412/1000 [===========>..................] - ETA: 1s 438/1000 [============>.................] - ETA: 1s 463/1000 [============>.................] - ETA: 1s 489/1000 [=============>................] - ETA: 1s 515/1000 [==============>...............] - 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2s 2ms/step 1/200 [..............................] - ETA: 6s 27/200 [===>..........................] - ETA: 0s 53/200 [======>.......................] - ETA: 0s 79/200 [==========>...................] - ETA: 0s 105/200 [==============>...............] - ETA: 0s 130/200 [==================>...........] - ETA: 0s 156/200 [======================>.......] - ETA: 0s 182/200 [==========================>...] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.3326 - accuracy: 0.8808 - val_loss: 1.4031 - val_accuracy: 0.6827 Epoch 43/50 1/1000 [..............................] - ETA: 10s - loss: 0.4864 - accuracy: 0.7800 7/1000 [..............................] - ETA: 8s - loss: 0.3242 - accuracy: 0.8629 19/1000 [..............................] - ETA: 5s - loss: 0.3022 - accuracy: 0.8821 32/1000 [..............................] - ETA: 4s - loss: 0.2849 - accuracy: 0.8950 45/1000 [>.............................] - ETA: 4s - 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val_accuracy: 0.6738 Epoch 46/50 1/1000 [..............................] - ETA: 7s - loss: 0.2005 - accuracy: 0.9400 14/1000 [..............................] - ETA: 3s - loss: 0.2947 - accuracy: 0.8957 27/1000 [..............................] - ETA: 3s - loss: 0.2664 - accuracy: 0.9104 40/1000 [>.............................] - ETA: 3s - loss: 0.2695 - accuracy: 0.9100 53/1000 [>.............................] - ETA: 3s - loss: 0.2793 - accuracy: 0.9034 66/1000 [>.............................] - ETA: 3s - loss: 0.2805 - accuracy: 0.9021 79/1000 [=>............................] - ETA: 3s - loss: 0.2787 - accuracy: 0.9025 92/1000 [=>............................] - ETA: 3s - loss: 0.2756 - accuracy: 0.9037 105/1000 [==>...........................] - ETA: 3s - loss: 0.2776 - accuracy: 0.9030 118/1000 [==>...........................] - ETA: 3s - loss: 0.2763 - accuracy: 0.9034 131/1000 [==>...........................] - ETA: 3s - loss: 0.2733 - accuracy: 0.9034 144/1000 [===>..........................] - 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ETA: 0s - loss: 0.3076 - accuracy: 0.8905 936/1000 [===========================>..] - ETA: 0s - loss: 0.3077 - accuracy: 0.8906 949/1000 [===========================>..] - ETA: 0s - loss: 0.3080 - accuracy: 0.8905 962/1000 [===========================>..] - ETA: 0s - loss: 0.3078 - accuracy: 0.8905 975/1000 [============================>.] - ETA: 0s - loss: 0.3082 - accuracy: 0.8905 988/1000 [============================>.] - ETA: 0s - loss: 0.3098 - accuracy: 0.8901 Running privacy report for epoch: 46 1/1000 [..............................] - ETA: 31s 26/1000 [..............................] - ETA: 1s 51/1000 [>.............................] - ETA: 1s 76/1000 [=>............................] - ETA: 1s 101/1000 [==>...........................] - ETA: 1s 127/1000 [==>...........................] - ETA: 1s 152/1000 [===>..........................] - ETA: 1s 178/1000 [====>.........................] - ETA: 1s 203/1000 [=====>........................] - ETA: 1s 228/1000 [=====>........................] - 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0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.3104 - accuracy: 0.8899 - val_loss: 1.4881 - val_accuracy: 0.6705 Epoch 47/50 1/1000 [..............................] - ETA: 10s - loss: 0.4432 - accuracy: 0.8400 8/1000 [..............................] - ETA: 8s - loss: 0.3163 - accuracy: 0.8875 20/1000 [..............................] - ETA: 5s - loss: 0.2769 - accuracy: 0.9070 33/1000 [..............................] - ETA: 4s - loss: 0.2590 - accuracy: 0.9085 46/1000 [>.............................] - ETA: 4s - loss: 0.2537 - accuracy: 0.9113 59/1000 [>.............................] - ETA: 4s - loss: 0.2577 - accuracy: 0.9112 72/1000 [=>............................] - ETA: 4s - loss: 0.2606 - accuracy: 0.9083 85/1000 [=>............................] - ETA: 4s - loss: 0.2627 - accuracy: 0.9071 98/1000 [=>............................] - ETA: 3s - loss: 0.2609 - accuracy: 0.9078 111/1000 [==>...........................] - ETA: 3s - loss: 0.2626 - accuracy: 0.9056 124/1000 [==>...........................] - 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ETA: 0s - loss: 0.2986 - accuracy: 0.8923 917/1000 [==========================>...] - ETA: 0s - loss: 0.2990 - accuracy: 0.8921 930/1000 [==========================>...] - ETA: 0s - loss: 0.2991 - accuracy: 0.8922 943/1000 [===========================>..] - ETA: 0s - loss: 0.3001 - accuracy: 0.8919 956/1000 [===========================>..] - ETA: 0s - loss: 0.3001 - accuracy: 0.8918 969/1000 [============================>.] - ETA: 0s - loss: 0.3000 - accuracy: 0.8917 982/1000 [============================>.] - ETA: 0s - loss: 0.3006 - accuracy: 0.8914 995/1000 [============================>.] - ETA: 0s - loss: 0.3006 - accuracy: 0.8913 1000/1000 [==============================] - 5s 5ms/step - loss: 0.3008 - accuracy: 0.8912 - val_loss: 1.5639 - val_accuracy: 0.6753 Epoch 48/50 1/1000 [..............................] - ETA: 5s - loss: 0.2252 - accuracy: 0.9600 14/1000 [..............................] - ETA: 4s - loss: 0.2533 - accuracy: 0.9157 27/1000 [..............................] - 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ETA: 10s - loss: 0.2728 - accuracy: 0.9400 7/1000 [..............................] - ETA: 9s - loss: 0.2871 - accuracy: 0.8971 19/1000 [..............................] - ETA: 5s - loss: 0.2544 - accuracy: 0.9074 32/1000 [..............................] - ETA: 4s - loss: 0.2550 - accuracy: 0.9075 45/1000 [>.............................] - ETA: 4s - loss: 0.2456 - accuracy: 0.9093 58/1000 [>.............................] - ETA: 4s - loss: 0.2333 - accuracy: 0.9145 71/1000 [=>............................] - ETA: 4s - loss: 0.2334 - accuracy: 0.9158 84/1000 [=>............................] - ETA: 3s - loss: 0.2417 - accuracy: 0.9133 97/1000 [=>............................] - ETA: 3s - loss: 0.2415 - accuracy: 0.9128 110/1000 [==>...........................] - ETA: 3s - loss: 0.2444 - accuracy: 0.9109 123/1000 [==>...........................] - ETA: 3s - loss: 0.2475 - accuracy: 0.9101 136/1000 [===>..........................] - ETA: 3s - loss: 0.2488 - accuracy: 0.9097 149/1000 [===>..........................] - 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ETA: 2s - loss: 0.2643 - accuracy: 0.9045 481/1000 [=============>................] - ETA: 2s - loss: 0.2660 - accuracy: 0.9037 494/1000 [=============>................] - ETA: 2s - loss: 0.2660 - accuracy: 0.9039 508/1000 [==============>...............] - ETA: 1s - loss: 0.2676 - accuracy: 0.9035 522/1000 [==============>...............] - ETA: 1s - loss: 0.2698 - accuracy: 0.9025 536/1000 [===============>..............] - ETA: 1s - loss: 0.2706 - accuracy: 0.9021 549/1000 [===============>..............] - ETA: 1s - loss: 0.2702 - accuracy: 0.9020 562/1000 [===============>..............] - ETA: 1s - loss: 0.2699 - accuracy: 0.9019 575/1000 [================>.............] - ETA: 1s - loss: 0.2709 - accuracy: 0.9015 589/1000 [================>.............] - ETA: 1s - loss: 0.2718 - accuracy: 0.9015 602/1000 [=================>............] - ETA: 1s - loss: 0.2727 - accuracy: 0.9012 616/1000 [=================>............] - ETA: 1s - loss: 0.2736 - accuracy: 0.9008 629/1000 [=================>............] - ETA: 1s - loss: 0.2741 - accuracy: 0.9007 642/1000 [==================>...........] - ETA: 1s - loss: 0.2739 - accuracy: 0.9009 656/1000 [==================>...........] - ETA: 1s - loss: 0.2752 - accuracy: 0.9002 670/1000 [===================>..........] - ETA: 1s - loss: 0.2772 - accuracy: 0.8993 683/1000 [===================>..........] - ETA: 1s - loss: 0.2791 - accuracy: 0.8984 697/1000 [===================>..........] - ETA: 1s - loss: 0.2811 - accuracy: 0.8976 710/1000 [====================>.........] - ETA: 1s - loss: 0.2829 - accuracy: 0.8972 724/1000 [====================>.........] - ETA: 1s - loss: 0.2840 - accuracy: 0.8966 738/1000 [=====================>........] - ETA: 1s - loss: 0.2843 - accuracy: 0.8964 751/1000 [=====================>........] - ETA: 0s - loss: 0.2859 - accuracy: 0.8959 764/1000 [=====================>........] - ETA: 0s - loss: 0.2863 - accuracy: 0.8955 777/1000 [======================>.......] - ETA: 0s - loss: 0.2867 - accuracy: 0.8955 790/1000 [======================>.......] - ETA: 0s - loss: 0.2870 - accuracy: 0.8952 803/1000 [=======================>......] - ETA: 0s - loss: 0.2875 - accuracy: 0.8950 816/1000 [=======================>......] - ETA: 0s - loss: 0.2882 - accuracy: 0.8949 829/1000 [=======================>......] - ETA: 0s - loss: 0.2882 - accuracy: 0.8948 842/1000 [========================>.....] - ETA: 0s - loss: 0.2891 - accuracy: 0.8944 855/1000 [========================>.....] - ETA: 0s - loss: 0.2897 - accuracy: 0.8941 868/1000 [=========================>....] - ETA: 0s - loss: 0.2899 - accuracy: 0.8939 881/1000 [=========================>....] - ETA: 0s - loss: 0.2899 - accuracy: 0.8938 894/1000 [=========================>....] - ETA: 0s - loss: 0.2905 - accuracy: 0.8936 907/1000 [==========================>...] - ETA: 0s - loss: 0.2915 - accuracy: 0.8933 920/1000 [==========================>...] - ETA: 0s - loss: 0.2915 - accuracy: 0.8932 933/1000 [==========================>...] - ETA: 0s - loss: 0.2921 - accuracy: 0.8930 946/1000 [===========================>..] - ETA: 0s - loss: 0.2929 - accuracy: 0.8927 959/1000 [===========================>..] - ETA: 0s - loss: 0.2932 - accuracy: 0.8927 972/1000 [============================>.] - ETA: 0s - loss: 0.2939 - accuracy: 0.8924 985/1000 [============================>.] - ETA: 0s - loss: 0.2942 - accuracy: 0.8922 998/1000 [============================>.] - ETA: 0s - loss: 0.2944 - accuracy: 0.8923 1000/1000 [==============================] - 4s 4ms/step - loss: 0.2943 - accuracy: 0.8924 - val_loss: 1.6487 - val_accuracy: 0.6646 Epoch 50/50 1/1000 [..............................] - ETA: 5s - loss: 0.2967 - accuracy: 0.8600 14/1000 [..............................] - ETA: 3s - loss: 0.2676 - accuracy: 0.9057 27/1000 [..............................] - ETA: 3s - loss: 0.2545 - accuracy: 0.9156 40/1000 [>.............................] - ETA: 3s - loss: 0.2446 - accuracy: 0.9180 53/1000 [>.............................] - ETA: 3s - loss: 0.2539 - accuracy: 0.9079 66/1000 [>.............................] - ETA: 3s - loss: 0.2519 - accuracy: 0.9100 79/1000 [=>............................] - ETA: 3s - loss: 0.2555 - accuracy: 0.9101 92/1000 [=>............................] - ETA: 3s - loss: 0.2583 - accuracy: 0.9087 105/1000 [==>...........................] - ETA: 3s - loss: 0.2578 - accuracy: 0.9086 118/1000 [==>...........................] - ETA: 3s - loss: 0.2620 - accuracy: 0.9066 131/1000 [==>...........................] - ETA: 3s - loss: 0.2638 - accuracy: 0.9046 144/1000 [===>..........................] - ETA: 3s - loss: 0.2637 - accuracy: 0.9046 157/1000 [===>..........................] - ETA: 3s - loss: 0.2622 - accuracy: 0.9042 170/1000 [====>.........................] - ETA: 3s - loss: 0.2618 - accuracy: 0.9047 183/1000 [====>.........................] - ETA: 3s - loss: 0.2638 - accuracy: 0.9045 196/1000 [====>.........................] - ETA: 3s - loss: 0.2626 - accuracy: 0.9047 209/1000 [=====>........................] - ETA: 3s - loss: 0.2629 - accuracy: 0.9050 222/1000 [=====>........................] - ETA: 3s - loss: 0.2639 - accuracy: 0.9046 235/1000 [======>.......................] - ETA: 3s - loss: 0.2665 - accuracy: 0.9041 248/1000 [======>.......................] - ETA: 3s - loss: 0.2644 - accuracy: 0.9044 261/1000 [======>.......................] - ETA: 2s - loss: 0.2654 - accuracy: 0.9041 274/1000 [=======>......................] - ETA: 2s - loss: 0.2642 - accuracy: 0.9042 287/1000 [=======>......................] - ETA: 2s - loss: 0.2633 - accuracy: 0.9047 300/1000 [========>.....................] - ETA: 2s - loss: 0.2640 - accuracy: 0.9044 313/1000 [========>.....................] - ETA: 2s - loss: 0.2637 - accuracy: 0.9045 326/1000 [========>.....................] - ETA: 2s - loss: 0.2652 - accuracy: 0.9039 339/1000 [=========>....................] - ETA: 2s - loss: 0.2661 - accuracy: 0.9038 352/1000 [=========>....................] - ETA: 2s - loss: 0.2660 - accuracy: 0.9035 365/1000 [=========>....................] - ETA: 2s - loss: 0.2663 - accuracy: 0.9038 378/1000 [==========>...................] - ETA: 2s - loss: 0.2660 - accuracy: 0.9040 391/1000 [==========>...................] - ETA: 2s - loss: 0.2660 - accuracy: 0.9042 404/1000 [===========>..................] - ETA: 2s - loss: 0.2653 - accuracy: 0.9043 417/1000 [===========>..................] - ETA: 2s - loss: 0.2653 - accuracy: 0.9043 430/1000 [===========>..................] - ETA: 2s - loss: 0.2663 - accuracy: 0.9039 443/1000 [============>.................] - ETA: 2s - loss: 0.2662 - accuracy: 0.9040 456/1000 [============>.................] - ETA: 2s - loss: 0.2665 - accuracy: 0.9039 469/1000 [=============>................] - ETA: 2s - loss: 0.2646 - accuracy: 0.9045 482/1000 [=============>................] - ETA: 2s - loss: 0.2650 - accuracy: 0.9043 495/1000 [=============>................] - ETA: 2s - loss: 0.2649 - accuracy: 0.9044 508/1000 [==============>...............] - ETA: 1s - loss: 0.2660 - accuracy: 0.9042 521/1000 [==============>...............] - ETA: 1s - loss: 0.2654 - accuracy: 0.9042 534/1000 [===============>..............] - ETA: 1s - loss: 0.2655 - accuracy: 0.9040 547/1000 [===============>..............] - ETA: 1s - loss: 0.2653 - accuracy: 0.9038 560/1000 [===============>..............] - ETA: 1s - loss: 0.2652 - accuracy: 0.9036 573/1000 [================>.............] - ETA: 1s - loss: 0.2647 - accuracy: 0.9036 586/1000 [================>.............] - ETA: 1s - loss: 0.2649 - accuracy: 0.9037 599/1000 [================>.............] - ETA: 1s - loss: 0.2655 - accuracy: 0.9033 612/1000 [=================>............] - ETA: 1s - loss: 0.2667 - accuracy: 0.9029 625/1000 [=================>............] - ETA: 1s - loss: 0.2664 - accuracy: 0.9030 638/1000 [==================>...........] - ETA: 1s - loss: 0.2670 - accuracy: 0.9028 651/1000 [==================>...........] - ETA: 1s - loss: 0.2670 - accuracy: 0.9030 664/1000 [==================>...........] - ETA: 1s - loss: 0.2684 - accuracy: 0.9025 677/1000 [===================>..........] - ETA: 1s - loss: 0.2669 - accuracy: 0.9030 690/1000 [===================>..........] - ETA: 1s - loss: 0.2672 - accuracy: 0.9031 703/1000 [====================>.........] - ETA: 1s - loss: 0.2671 - accuracy: 0.9032 716/1000 [====================>.........] - ETA: 1s - loss: 0.2679 - accuracy: 0.9029 729/1000 [====================>.........] - ETA: 1s - loss: 0.2679 - accuracy: 0.9028 742/1000 [=====================>........] - ETA: 1s - loss: 0.2684 - accuracy: 0.9025 755/1000 [=====================>........] - ETA: 0s - loss: 0.2691 - accuracy: 0.9021 768/1000 [======================>.......] - ETA: 0s - loss: 0.2698 - accuracy: 0.9018 781/1000 [======================>.......] - ETA: 0s - loss: 0.2705 - accuracy: 0.9017 794/1000 [======================>.......] - ETA: 0s - loss: 0.2722 - accuracy: 0.9012 807/1000 [=======================>......] - ETA: 0s - loss: 0.2726 - accuracy: 0.9010 820/1000 [=======================>......] - ETA: 0s - loss: 0.2730 - accuracy: 0.9009 833/1000 [=======================>......] - ETA: 0s - loss: 0.2740 - accuracy: 0.9006 846/1000 [========================>.....] - ETA: 0s - loss: 0.2741 - accuracy: 0.9004 859/1000 [========================>.....] - ETA: 0s - loss: 0.2740 - accuracy: 0.9005 872/1000 [=========================>....] - ETA: 0s - loss: 0.2744 - accuracy: 0.9003 885/1000 [=========================>....] - ETA: 0s - loss: 0.2745 - accuracy: 0.9003 898/1000 [=========================>....] - ETA: 0s - loss: 0.2749 - accuracy: 0.9002 911/1000 [==========================>...] - ETA: 0s - loss: 0.2760 - accuracy: 0.8997 924/1000 [==========================>...] - ETA: 0s - loss: 0.2773 - accuracy: 0.8993 937/1000 [===========================>..] - ETA: 0s - loss: 0.2782 - accuracy: 0.8989 950/1000 [===========================>..] - ETA: 0s - loss: 0.2787 - accuracy: 0.8986 963/1000 [===========================>..] - ETA: 0s - loss: 0.2796 - accuracy: 0.8984 976/1000 [============================>.] - ETA: 0s - loss: 0.2797 - accuracy: 0.8983 989/1000 [============================>.] - ETA: 0s - loss: 0.2796 - accuracy: 0.8982 Running privacy report for epoch: 50 1/1000 [..............................] - ETA: 30s 26/1000 [..............................] - ETA: 2s 51/1000 [>.............................] - ETA: 1s 77/1000 [=>............................] - ETA: 1s 103/1000 [==>...........................] - ETA: 1s 128/1000 [==>...........................] - ETA: 1s 153/1000 [===>..........................] - ETA: 1s 178/1000 [====>.........................] - ETA: 1s 203/1000 [=====>........................] - ETA: 1s 228/1000 [=====>........................] - ETA: 1s 254/1000 [======>.......................] - ETA: 1s 279/1000 [=======>......................] - ETA: 1s 304/1000 [========>.....................] - ETA: 1s 329/1000 [========>.....................] - ETA: 1s 355/1000 [=========>....................] - ETA: 1s 380/1000 [==========>...................] - ETA: 1s 405/1000 [===========>..................] - ETA: 1s 430/1000 [===========>..................] - ETA: 1s 456/1000 [============>.................] - ETA: 1s 482/1000 [=============>................] - ETA: 1s 508/1000 [==============>...............] - ETA: 0s 534/1000 [===============>..............] - ETA: 0s 560/1000 [===============>..............] - ETA: 0s 587/1000 [================>.............] - ETA: 0s 613/1000 [=================>............] - ETA: 0s 639/1000 [==================>...........] - ETA: 0s 665/1000 [==================>...........] - ETA: 0s 691/1000 [===================>..........] - ETA: 0s 717/1000 [====================>.........] - ETA: 0s 743/1000 [=====================>........] - ETA: 0s 769/1000 [======================>.......] - ETA: 0s 795/1000 [======================>.......] - ETA: 0s 821/1000 [=======================>......] - ETA: 0s 847/1000 [========================>.....] - ETA: 0s 872/1000 [=========================>....] - ETA: 0s 898/1000 [=========================>....] - ETA: 0s 924/1000 [==========================>...] - ETA: 0s 950/1000 [===========================>..] - ETA: 0s 976/1000 [============================>.] - ETA: 0s 1000/1000 [==============================] - 2s 2ms/step 1/200 [..............................] - ETA: 6s 26/200 [==>...........................] - ETA: 0s 52/200 [======>.......................] - ETA: 0s 77/200 [==========>...................] - ETA: 0s 102/200 [==============>...............] - ETA: 0s 128/200 [==================>...........] - ETA: 0s 154/200 [======================>.......] - ETA: 0s 180/200 [==========================>...] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.2795 - accuracy: 0.8981 - val_loss: 1.6146 - val_accuracy: 0.6679
callback = PrivacyMetrics(epochs_per_report, "3 Layers")
history = model_3layers.fit(
x_train,
y_train,
batch_size=batch_size,
epochs=total_epochs,
validation_data=(x_test, y_test),
callbacks=[callback],
shuffle=True)
all_reports.extend(callback.attack_results)
Epoch 1/50 1/1000 [..............................] - ETA: 30:01 - loss: 2.3153 - accuracy: 0.1000 11/1000 [..............................] - ETA: 5s - loss: 2.3032 - accuracy: 0.1109 22/1000 [..............................] - ETA: 4s - loss: 2.2984 - accuracy: 0.1300 33/1000 [..............................] - ETA: 4s - loss: 2.2890 - accuracy: 0.1394 44/1000 [>.............................] - ETA: 4s - loss: 2.2723 - accuracy: 0.1559 55/1000 [>.............................] - ETA: 4s - loss: 2.2439 - accuracy: 0.1673 66/1000 [>.............................] - ETA: 4s - loss: 2.2202 - accuracy: 0.1764 78/1000 [=>............................] - ETA: 4s - loss: 2.1903 - accuracy: 0.1895 90/1000 [=>............................] - ETA: 4s - loss: 2.1627 - accuracy: 0.2011 102/1000 [==>...........................] - ETA: 4s - loss: 2.1401 - accuracy: 0.2092 113/1000 [==>...........................] - ETA: 4s - loss: 2.1175 - accuracy: 0.2177 124/1000 [==>...........................] - ETA: 4s - loss: 2.1006 - accuracy: 0.2239 135/1000 [===>..........................] - ETA: 4s - loss: 2.0826 - accuracy: 0.2298 147/1000 [===>..........................] - ETA: 3s - loss: 2.0588 - accuracy: 0.2366 159/1000 [===>..........................] - ETA: 3s - loss: 2.0404 - accuracy: 0.2445 171/1000 [====>.........................] - ETA: 3s - loss: 2.0242 - accuracy: 0.2501 183/1000 [====>.........................] - ETA: 3s - loss: 2.0059 - accuracy: 0.2573 195/1000 [====>.........................] - ETA: 3s - loss: 1.9972 - accuracy: 0.2611 207/1000 [=====>........................] - ETA: 3s - loss: 1.9852 - accuracy: 0.2648 219/1000 [=====>........................] - ETA: 3s - loss: 1.9732 - accuracy: 0.2702 230/1000 [=====>........................] - ETA: 3s - loss: 1.9624 - accuracy: 0.2746 241/1000 [======>.......................] - ETA: 3s - loss: 1.9514 - accuracy: 0.2793 252/1000 [======>.......................] - ETA: 3s - loss: 1.9423 - accuracy: 0.2833 263/1000 [======>.......................] - ETA: 3s - loss: 1.9298 - accuracy: 0.2878 274/1000 [=======>......................] - ETA: 3s - loss: 1.9203 - accuracy: 0.2912 285/1000 [=======>......................] - ETA: 3s - loss: 1.9144 - accuracy: 0.2928 296/1000 [=======>......................] - ETA: 3s - loss: 1.9070 - accuracy: 0.2957 307/1000 [========>.....................] - ETA: 3s - loss: 1.8982 - accuracy: 0.2992 318/1000 [========>.....................] - ETA: 3s - loss: 1.8892 - accuracy: 0.3037 329/1000 [========>.....................] - ETA: 3s - loss: 1.8821 - accuracy: 0.3059 340/1000 [=========>....................] - ETA: 3s - loss: 1.8741 - accuracy: 0.3091 351/1000 [=========>....................] - ETA: 2s - loss: 1.8684 - accuracy: 0.3113 362/1000 [=========>....................] - ETA: 2s - loss: 1.8640 - accuracy: 0.3137 373/1000 [==========>...................] - ETA: 2s - loss: 1.8597 - accuracy: 0.3154 384/1000 [==========>...................] - ETA: 2s - loss: 1.8525 - accuracy: 0.3179 395/1000 [==========>...................] - ETA: 2s - loss: 1.8469 - accuracy: 0.3208 406/1000 [===========>..................] - ETA: 2s - loss: 1.8403 - accuracy: 0.3231 417/1000 [===========>..................] - ETA: 2s - loss: 1.8335 - accuracy: 0.3254 428/1000 [===========>..................] - ETA: 2s - loss: 1.8281 - accuracy: 0.3269 439/1000 [============>.................] - ETA: 2s - loss: 1.8226 - accuracy: 0.3285 450/1000 [============>.................] - ETA: 2s - loss: 1.8187 - accuracy: 0.3294 461/1000 [============>.................] - ETA: 2s - loss: 1.8124 - accuracy: 0.3320 472/1000 [=============>................] - ETA: 2s - loss: 1.8085 - accuracy: 0.3336 483/1000 [=============>................] - ETA: 2s - loss: 1.8043 - accuracy: 0.3354 494/1000 [=============>................] - ETA: 2s - loss: 1.7990 - accuracy: 0.3374 505/1000 [==============>...............] - ETA: 2s - loss: 1.7947 - accuracy: 0.3392 516/1000 [==============>...............] - ETA: 2s - loss: 1.7901 - accuracy: 0.3414 527/1000 [==============>...............] - ETA: 2s - loss: 1.7875 - accuracy: 0.3428 538/1000 [===============>..............] - ETA: 2s - loss: 1.7838 - accuracy: 0.3443 549/1000 [===============>..............] - ETA: 2s - loss: 1.7791 - accuracy: 0.3458 560/1000 [===============>..............] - ETA: 2s - loss: 1.7741 - accuracy: 0.3474 571/1000 [================>.............] - ETA: 1s - loss: 1.7693 - accuracy: 0.3500 582/1000 [================>.............] - ETA: 1s - loss: 1.7658 - accuracy: 0.3514 593/1000 [================>.............] - ETA: 1s - loss: 1.7634 - accuracy: 0.3523 604/1000 [=================>............] - ETA: 1s - loss: 1.7589 - accuracy: 0.3539 615/1000 [=================>............] - ETA: 1s - loss: 1.7553 - accuracy: 0.3552 626/1000 [=================>............] - ETA: 1s - loss: 1.7510 - accuracy: 0.3569 637/1000 [==================>...........] - ETA: 1s - loss: 1.7487 - accuracy: 0.3583 648/1000 [==================>...........] - ETA: 1s - loss: 1.7453 - accuracy: 0.3599 659/1000 [==================>...........] - ETA: 1s - loss: 1.7429 - accuracy: 0.3607 670/1000 [===================>..........] - ETA: 1s - loss: 1.7400 - accuracy: 0.3618 681/1000 [===================>..........] - ETA: 1s - loss: 1.7374 - accuracy: 0.3630 692/1000 [===================>..........] - ETA: 1s - loss: 1.7339 - accuracy: 0.3642 703/1000 [====================>.........] - ETA: 1s - loss: 1.7300 - accuracy: 0.3656 714/1000 [====================>.........] - ETA: 1s - loss: 1.7267 - accuracy: 0.3670 726/1000 [====================>.........] - ETA: 1s - loss: 1.7234 - accuracy: 0.3684 737/1000 [=====================>........] - ETA: 1s - loss: 1.7199 - accuracy: 0.3696 749/1000 [=====================>........] - ETA: 1s - loss: 1.7164 - accuracy: 0.3709 760/1000 [=====================>........] - ETA: 1s - loss: 1.7144 - accuracy: 0.3717 771/1000 [======================>.......] - ETA: 1s - loss: 1.7106 - accuracy: 0.3731 782/1000 [======================>.......] - ETA: 1s - loss: 1.7060 - accuracy: 0.3749 793/1000 [======================>.......] - 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20s 20ms/step - loss: 1.3302 - accuracy: 0.5236 - val_loss: 1.2646 - val_accuracy: 0.5475 Epoch 3/50 1/1000 [..............................] - ETA: 12s - loss: 1.1786 - accuracy: 0.6400 6/1000 [..............................] - ETA: 10s - loss: 1.1942 - accuracy: 0.5800 17/1000 [..............................] - ETA: 6s - loss: 1.2348 - accuracy: 0.5612 29/1000 [..............................] - ETA: 5s - loss: 1.2389 - accuracy: 0.5538 41/1000 [>.............................] - ETA: 5s - loss: 1.2280 - accuracy: 0.5659 52/1000 [>.............................] - ETA: 4s - loss: 1.2320 - accuracy: 0.5654 63/1000 [>.............................] - ETA: 4s - loss: 1.2345 - accuracy: 0.5559 74/1000 [=>............................] - ETA: 4s - loss: 1.2324 - accuracy: 0.5562 86/1000 [=>............................] - ETA: 4s - loss: 1.2297 - accuracy: 0.5593 97/1000 [=>............................] - ETA: 4s - loss: 1.2276 - accuracy: 0.5619 108/1000 [==>...........................] - ETA: 4s - 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ETA: 0s - loss: 1.1272 - accuracy: 0.6005 981/1000 [============================>.] - ETA: 0s - loss: 1.1277 - accuracy: 0.6006 992/1000 [============================>.] - ETA: 0s - loss: 1.1274 - accuracy: 0.6006 Running privacy report for epoch: 4 1/1000 [..............................] - ETA: 29s 24/1000 [..............................] - ETA: 2s 48/1000 [>.............................] - ETA: 2s 71/1000 [=>............................] - ETA: 2s 95/1000 [=>............................] - ETA: 1s 119/1000 [==>...........................] - ETA: 1s 143/1000 [===>..........................] - ETA: 1s 167/1000 [====>.........................] - ETA: 1s 190/1000 [====>.........................] - ETA: 1s 213/1000 [=====>........................] - ETA: 1s 236/1000 [======>.......................] - ETA: 1s 258/1000 [======>.......................] - ETA: 1s 281/1000 [=======>......................] - ETA: 1s 304/1000 [========>.....................] - ETA: 1s 327/1000 [========>.....................] - 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20s 20ms/step - loss: 1.1279 - accuracy: 0.6006 - val_loss: 1.1270 - val_accuracy: 0.6036 Epoch 5/50 1/1000 [..............................] - ETA: 12s - loss: 0.9592 - accuracy: 0.7000 6/1000 [..............................] - ETA: 10s - loss: 0.9649 - accuracy: 0.7067 16/1000 [..............................] - ETA: 6s - loss: 1.0197 - accuracy: 0.6650 27/1000 [..............................] - ETA: 5s - loss: 1.0279 - accuracy: 0.6415 38/1000 [>.............................] - ETA: 5s - loss: 1.0646 - accuracy: 0.6311 49/1000 [>.............................] - ETA: 5s - loss: 1.0692 - accuracy: 0.6253 60/1000 [>.............................] - ETA: 4s - loss: 1.0765 - accuracy: 0.6203 71/1000 [=>............................] - ETA: 4s - loss: 1.0833 - accuracy: 0.6180 82/1000 [=>............................] - ETA: 4s - loss: 1.0847 - accuracy: 0.6163 93/1000 [=>............................] - ETA: 4s - loss: 1.0900 - accuracy: 0.6129 104/1000 [==>...........................] - ETA: 4s - 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ETA: 0s - loss: 1.0597 - accuracy: 0.6266 798/1000 [======================>.......] - ETA: 0s - loss: 1.0595 - accuracy: 0.6271 809/1000 [=======================>......] - ETA: 0s - loss: 1.0588 - accuracy: 0.6276 820/1000 [=======================>......] - ETA: 0s - loss: 1.0594 - accuracy: 0.6273 831/1000 [=======================>......] - ETA: 0s - loss: 1.0598 - accuracy: 0.6274 843/1000 [========================>.....] - ETA: 0s - loss: 1.0589 - accuracy: 0.6278 854/1000 [========================>.....] - ETA: 0s - loss: 1.0582 - accuracy: 0.6281 865/1000 [========================>.....] - ETA: 0s - loss: 1.0571 - accuracy: 0.6286 877/1000 [=========================>....] - ETA: 0s - loss: 1.0569 - accuracy: 0.6285 888/1000 [=========================>....] - ETA: 0s - loss: 1.0568 - accuracy: 0.6285 899/1000 [=========================>....] - ETA: 0s - loss: 1.0575 - accuracy: 0.6285 910/1000 [==========================>...] - ETA: 0s - loss: 1.0573 - accuracy: 0.6285 921/1000 [==========================>...] - ETA: 0s - loss: 1.0569 - accuracy: 0.6290 932/1000 [==========================>...] - ETA: 0s - loss: 1.0573 - accuracy: 0.6290 943/1000 [===========================>..] - ETA: 0s - loss: 1.0584 - accuracy: 0.6285 954/1000 [===========================>..] - ETA: 0s - loss: 1.0587 - accuracy: 0.6286 965/1000 [===========================>..] - ETA: 0s - loss: 1.0584 - accuracy: 0.6287 976/1000 [============================>.] - ETA: 0s - loss: 1.0589 - accuracy: 0.6287 987/1000 [============================>.] - ETA: 0s - loss: 1.0591 - accuracy: 0.6286 998/1000 [============================>.] - ETA: 0s - loss: 1.0593 - accuracy: 0.6287 1000/1000 [==============================] - 5s 5ms/step - loss: 1.0594 - accuracy: 0.6287 - val_loss: 1.0538 - val_accuracy: 0.6290 Epoch 6/50 1/1000 [..............................] - ETA: 6s - loss: 0.9249 - accuracy: 0.6200 12/1000 [..............................] - ETA: 4s - loss: 0.9335 - accuracy: 0.6700 23/1000 [..............................] - 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20s 20ms/step - loss: 1.0090 - accuracy: 0.6466 - val_loss: 1.0629 - val_accuracy: 0.6370 Epoch 7/50 1/1000 [..............................] - ETA: 13s - loss: 0.8386 - accuracy: 0.7400 6/1000 [..............................] - ETA: 10s - loss: 1.0129 - accuracy: 0.6467 16/1000 [..............................] - ETA: 6s - loss: 1.0258 - accuracy: 0.6438 27/1000 [..............................] - ETA: 5s - loss: 1.0118 - accuracy: 0.6444 38/1000 [>.............................] - ETA: 5s - loss: 0.9907 - accuracy: 0.6547 49/1000 [>.............................] - ETA: 5s - loss: 0.9877 - accuracy: 0.6518 60/1000 [>.............................] - ETA: 4s - loss: 0.9828 - accuracy: 0.6513 71/1000 [=>............................] - ETA: 4s - loss: 0.9926 - accuracy: 0.6521 83/1000 [=>............................] - ETA: 4s - loss: 0.9971 - accuracy: 0.6516 94/1000 [=>............................] - ETA: 4s - loss: 0.9883 - accuracy: 0.6545 106/1000 [==>...........................] - ETA: 4s - 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ETA: 0s - loss: 0.9040 - accuracy: 0.6828 1000/1000 [==============================] - 5s 5ms/step - loss: 0.9035 - accuracy: 0.6831 - val_loss: 1.0037 - val_accuracy: 0.6497 Epoch 10/50 1/1000 [..............................] - ETA: 6s - loss: 0.9172 - accuracy: 0.7000 13/1000 [..............................] - ETA: 4s - loss: 0.7943 - accuracy: 0.7323 25/1000 [..............................] - ETA: 4s - loss: 0.8583 - accuracy: 0.7112 37/1000 [>.............................] - ETA: 4s - loss: 0.8468 - accuracy: 0.7141 48/1000 [>.............................] - ETA: 4s - loss: 0.8644 - accuracy: 0.7075 59/1000 [>.............................] - ETA: 4s - loss: 0.8648 - accuracy: 0.7081 70/1000 [=>............................] - ETA: 4s - loss: 0.8685 - accuracy: 0.7049 81/1000 [=>............................] - ETA: 4s - loss: 0.8713 - accuracy: 0.6978 93/1000 [=>............................] - ETA: 4s - loss: 0.8703 - accuracy: 0.6989 104/1000 [==>...........................] - ETA: 4s - 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ETA: 0s - loss: 0.7508 - accuracy: 0.7375 999/1000 [============================>.] - ETA: 0s - loss: 0.7505 - accuracy: 0.7377 Running privacy report for epoch: 16 1/1000 [..............................] - ETA: 33s 24/1000 [..............................] - ETA: 2s 48/1000 [>.............................] - ETA: 2s 71/1000 [=>............................] - ETA: 2s 95/1000 [=>............................] - ETA: 1s 119/1000 [==>...........................] - ETA: 1s 143/1000 [===>..........................] - ETA: 1s 167/1000 [====>.........................] - ETA: 1s 191/1000 [====>.........................] - ETA: 1s 214/1000 [=====>........................] - ETA: 1s 237/1000 [======>.......................] - ETA: 1s 260/1000 [======>.......................] - ETA: 1s 283/1000 [=======>......................] - ETA: 1s 306/1000 [========>.....................] - ETA: 1s 329/1000 [========>.....................] - ETA: 1s 352/1000 [=========>....................] - ETA: 1s 375/1000 [==========>...................] - 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accuracy: 0.7377 - val_loss: 0.8779 - val_accuracy: 0.7059 Epoch 17/50 1/1000 [..............................] - ETA: 15s - loss: 0.5458 - accuracy: 0.8400 6/1000 [..............................] - ETA: 11s - loss: 0.5950 - accuracy: 0.8067 17/1000 [..............................] - ETA: 6s - loss: 0.6279 - accuracy: 0.7847 29/1000 [..............................] - ETA: 5s - loss: 0.6721 - accuracy: 0.7766 40/1000 [>.............................] - ETA: 5s - loss: 0.6902 - accuracy: 0.7720 52/1000 [>.............................] - ETA: 4s - loss: 0.6903 - accuracy: 0.7696 64/1000 [>.............................] - ETA: 4s - loss: 0.6959 - accuracy: 0.7616 76/1000 [=>............................] - ETA: 4s - loss: 0.6948 - accuracy: 0.7587 88/1000 [=>............................] - ETA: 4s - loss: 0.6941 - accuracy: 0.7580 100/1000 [==>...........................] - ETA: 4s - loss: 0.6958 - accuracy: 0.7564 111/1000 [==>...........................] - ETA: 4s - loss: 0.6970 - accuracy: 0.7562 123/1000 [==>...........................] - 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ETA: 0s - loss: 0.7330 - accuracy: 0.7437 949/1000 [===========================>..] - ETA: 0s - loss: 0.7330 - accuracy: 0.7438 961/1000 [===========================>..] - ETA: 0s - loss: 0.7328 - accuracy: 0.7440 972/1000 [============================>.] - ETA: 0s - loss: 0.7337 - accuracy: 0.7439 984/1000 [============================>.] - ETA: 0s - loss: 0.7352 - accuracy: 0.7434 996/1000 [============================>.] - ETA: 0s - loss: 0.7356 - accuracy: 0.7433 1000/1000 [==============================] - 5s 5ms/step - loss: 0.7352 - accuracy: 0.7434 - val_loss: 0.8919 - val_accuracy: 0.6940 Epoch 18/50 1/1000 [..............................] - ETA: 6s - loss: 0.5146 - accuracy: 0.7800 12/1000 [..............................] - ETA: 4s - loss: 0.7256 - accuracy: 0.7433 23/1000 [..............................] - ETA: 4s - loss: 0.7128 - accuracy: 0.7435 34/1000 [>.............................] - ETA: 4s - loss: 0.6902 - accuracy: 0.7535 45/1000 [>.............................] - ETA: 4s - 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ETA: 0s - loss: 0.7200 - accuracy: 0.7466 897/1000 [=========================>....] - ETA: 0s - loss: 0.7195 - accuracy: 0.7467 908/1000 [==========================>...] - ETA: 0s - loss: 0.7195 - accuracy: 0.7469 920/1000 [==========================>...] - ETA: 0s - loss: 0.7198 - accuracy: 0.7468 932/1000 [==========================>...] - ETA: 0s - loss: 0.7217 - accuracy: 0.7461 943/1000 [===========================>..] - ETA: 0s - loss: 0.7229 - accuracy: 0.7457 955/1000 [===========================>..] - ETA: 0s - loss: 0.7236 - accuracy: 0.7455 967/1000 [============================>.] - ETA: 0s - loss: 0.7246 - accuracy: 0.7452 979/1000 [============================>.] - ETA: 0s - loss: 0.7243 - accuracy: 0.7455 991/1000 [============================>.] - ETA: 0s - loss: 0.7246 - accuracy: 0.7456 Running privacy report for epoch: 18 1/1000 [..............................] - ETA: 33s 24/1000 [..............................] - ETA: 2s 48/1000 [>.............................] - ETA: 2s 72/1000 [=>............................] - ETA: 2s 96/1000 [=>............................] - ETA: 1s 120/1000 [==>...........................] - ETA: 1s 144/1000 [===>..........................] - ETA: 1s 168/1000 [====>.........................] - ETA: 1s 192/1000 [====>.........................] - ETA: 1s 216/1000 [=====>........................] - ETA: 1s 240/1000 [======>.......................] - ETA: 1s 263/1000 [======>.......................] - ETA: 1s 287/1000 [=======>......................] - ETA: 1s 312/1000 [========>.....................] - ETA: 1s 336/1000 [=========>....................] - ETA: 1s 360/1000 [=========>....................] - ETA: 1s 384/1000 [==========>...................] - ETA: 1s 408/1000 [===========>..................] - ETA: 1s 432/1000 [===========>..................] - ETA: 1s 456/1000 [============>.................] - ETA: 1s 480/1000 [=============>................] - ETA: 1s 504/1000 [==============>...............] - ETA: 1s 528/1000 [==============>...............] - ETA: 1s 552/1000 [===============>..............] - 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ETA: 6s 24/200 [==>...........................] - ETA: 0s 47/200 [======>.......................] - ETA: 0s 71/200 [=========>....................] - ETA: 0s 95/200 [=============>................] - ETA: 0s 118/200 [================>.............] - ETA: 0s 142/200 [====================>.........] - ETA: 0s 166/200 [=======================>......] - ETA: 0s 189/200 [===========================>..] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 19s 19ms/step - loss: 0.7237 - accuracy: 0.7459 - val_loss: 0.8733 - val_accuracy: 0.7102 Epoch 19/50 1/1000 [..............................] - ETA: 12s - loss: 0.4551 - accuracy: 0.8400 7/1000 [..............................] - ETA: 9s - loss: 0.7119 - accuracy: 0.7743 18/1000 [..............................] - ETA: 6s - loss: 0.7376 - accuracy: 0.7567 30/1000 [..............................] - ETA: 5s - loss: 0.6962 - accuracy: 0.7713 42/1000 [>.............................] - ETA: 5s - loss: 0.7010 - accuracy: 0.7662 54/1000 [>.............................] - ETA: 4s - loss: 0.7064 - accuracy: 0.7607 65/1000 [>.............................] - ETA: 4s - loss: 0.6970 - accuracy: 0.7643 76/1000 [=>............................] - ETA: 4s - loss: 0.6904 - accuracy: 0.7621 87/1000 [=>............................] - ETA: 4s - loss: 0.6857 - accuracy: 0.7623 98/1000 [=>............................] - ETA: 4s - loss: 0.6929 - accuracy: 0.7612 109/1000 [==>...........................] - ETA: 4s - loss: 0.7004 - accuracy: 0.7571 120/1000 [==>...........................] - ETA: 4s - loss: 0.6940 - accuracy: 0.7578 131/1000 [==>...........................] - ETA: 4s - loss: 0.6964 - accuracy: 0.7557 142/1000 [===>..........................] - ETA: 4s - loss: 0.6952 - accuracy: 0.7562 153/1000 [===>..........................] - ETA: 4s - loss: 0.6968 - accuracy: 0.7549 164/1000 [===>..........................] - ETA: 4s - loss: 0.6968 - accuracy: 0.7554 175/1000 [====>.........................] - ETA: 3s - loss: 0.7002 - accuracy: 0.7546 186/1000 [====>.........................] - ETA: 3s - loss: 0.7018 - accuracy: 0.7540 197/1000 [====>.........................] - ETA: 3s - loss: 0.7026 - accuracy: 0.7533 208/1000 [=====>........................] - ETA: 3s - loss: 0.7027 - accuracy: 0.7538 219/1000 [=====>........................] - ETA: 3s - loss: 0.6981 - accuracy: 0.7549 230/1000 [=====>........................] - ETA: 3s - loss: 0.7008 - accuracy: 0.7539 241/1000 [======>.......................] - ETA: 3s - loss: 0.6982 - accuracy: 0.7545 252/1000 [======>.......................] - ETA: 3s - loss: 0.6981 - accuracy: 0.7544 264/1000 [======>.......................] - ETA: 3s - loss: 0.6976 - accuracy: 0.7538 276/1000 [=======>......................] - ETA: 3s - loss: 0.6951 - accuracy: 0.7541 288/1000 [=======>......................] - ETA: 3s - loss: 0.6968 - accuracy: 0.7535 300/1000 [========>.....................] - ETA: 3s - loss: 0.6959 - accuracy: 0.7541 311/1000 [========>.....................] - 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ETA: 0s - loss: 0.7058 - accuracy: 0.7509 1000/1000 [==============================] - 5s 5ms/step - loss: 0.7058 - accuracy: 0.7508 - val_loss: 0.8981 - val_accuracy: 0.6971 Epoch 20/50 1/1000 [..............................] - ETA: 6s - loss: 0.8472 - accuracy: 0.7200 12/1000 [..............................] - ETA: 4s - loss: 0.7371 - accuracy: 0.7450 23/1000 [..............................] - ETA: 4s - loss: 0.6823 - accuracy: 0.7617 34/1000 [>.............................] - ETA: 4s - loss: 0.6815 - accuracy: 0.7576 45/1000 [>.............................] - ETA: 4s - loss: 0.6860 - accuracy: 0.7533 56/1000 [>.............................] - ETA: 4s - loss: 0.6790 - accuracy: 0.7532 67/1000 [=>............................] - ETA: 4s - loss: 0.6780 - accuracy: 0.7564 78/1000 [=>............................] - ETA: 4s - loss: 0.6722 - accuracy: 0.7618 90/1000 [=>............................] - ETA: 4s - loss: 0.6682 - accuracy: 0.7618 102/1000 [==>...........................] - ETA: 4s - 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ETA: 0s - loss: 0.6954 - accuracy: 0.7546 915/1000 [==========================>...] - ETA: 0s - loss: 0.6951 - accuracy: 0.7548 926/1000 [==========================>...] - ETA: 0s - loss: 0.6952 - accuracy: 0.7551 937/1000 [===========================>..] - ETA: 0s - loss: 0.6965 - accuracy: 0.7547 948/1000 [===========================>..] - ETA: 0s - loss: 0.6970 - accuracy: 0.7542 959/1000 [===========================>..] - ETA: 0s - loss: 0.6966 - accuracy: 0.7543 970/1000 [============================>.] - ETA: 0s - loss: 0.6964 - accuracy: 0.7544 981/1000 [============================>.] - ETA: 0s - loss: 0.6968 - accuracy: 0.7542 992/1000 [============================>.] - ETA: 0s - loss: 0.6964 - accuracy: 0.7544 Running privacy report for epoch: 20 1/1000 [..............................] - ETA: 34s 24/1000 [..............................] - ETA: 2s 47/1000 [>.............................] - ETA: 2s 71/1000 [=>............................] - ETA: 2s 95/1000 [=>............................] - 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5s 5ms/step - loss: 0.6821 - accuracy: 0.7609 - val_loss: 0.9203 - val_accuracy: 0.6953 Epoch 22/50 1/1000 [..............................] - ETA: 6s - loss: 0.7044 - accuracy: 0.7000 13/1000 [..............................] - ETA: 4s - loss: 0.6017 - accuracy: 0.7754 24/1000 [..............................] - ETA: 4s - loss: 0.6548 - accuracy: 0.7642 36/1000 [>.............................] - ETA: 4s - loss: 0.6630 - accuracy: 0.7656 47/1000 [>.............................] - ETA: 4s - loss: 0.6618 - accuracy: 0.7736 59/1000 [>.............................] - ETA: 4s - loss: 0.6469 - accuracy: 0.7793 70/1000 [=>............................] - ETA: 4s - loss: 0.6444 - accuracy: 0.7797 81/1000 [=>............................] - ETA: 4s - loss: 0.6400 - accuracy: 0.7788 92/1000 [=>............................] - ETA: 4s - loss: 0.6504 - accuracy: 0.7746 103/1000 [==>...........................] - ETA: 4s - loss: 0.6513 - accuracy: 0.7730 114/1000 [==>...........................] - ETA: 4s - 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ETA: 0s - loss: 0.6342 - accuracy: 0.7775 894/1000 [=========================>....] - ETA: 0s - loss: 0.6346 - accuracy: 0.7775 906/1000 [==========================>...] - ETA: 0s - loss: 0.6362 - accuracy: 0.7769 918/1000 [==========================>...] - ETA: 0s - loss: 0.6365 - accuracy: 0.7766 930/1000 [==========================>...] - ETA: 0s - loss: 0.6374 - accuracy: 0.7762 942/1000 [===========================>..] - ETA: 0s - loss: 0.6379 - accuracy: 0.7760 954/1000 [===========================>..] - ETA: 0s - loss: 0.6373 - accuracy: 0.7761 966/1000 [===========================>..] - ETA: 0s - loss: 0.6376 - accuracy: 0.7762 978/1000 [============================>.] - ETA: 0s - loss: 0.6384 - accuracy: 0.7758 990/1000 [============================>.] - ETA: 0s - loss: 0.6385 - accuracy: 0.7758 1000/1000 [==============================] - 5s 5ms/step - loss: 0.6384 - accuracy: 0.7756 - val_loss: 0.9388 - val_accuracy: 0.6930 Epoch 26/50 1/1000 [..............................] - 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ETA: 0s - loss: 0.6323 - accuracy: 0.7778 989/1000 [============================>.] - ETA: 0s - loss: 0.6324 - accuracy: 0.7778 1000/1000 [==============================] - ETA: 0s - loss: 0.6330 - accuracy: 0.7776 Running privacy report for epoch: 26 1/1000 [..............................] - ETA: 35s 23/1000 [..............................] - ETA: 2s 46/1000 [>.............................] - ETA: 2s 70/1000 [=>............................] - ETA: 2s 94/1000 [=>............................] - ETA: 1s 118/1000 [==>...........................] - ETA: 1s 142/1000 [===>..........................] - ETA: 1s 165/1000 [===>..........................] - ETA: 1s 189/1000 [====>.........................] - ETA: 1s 213/1000 [=====>........................] - ETA: 1s 237/1000 [======>.......................] - ETA: 1s 261/1000 [======>.......................] - ETA: 1s 284/1000 [=======>......................] - ETA: 1s 307/1000 [========>.....................] - ETA: 1s 331/1000 [========>.....................] - 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accuracy: 0.7776 - val_loss: 0.9033 - val_accuracy: 0.7001 Epoch 27/50 1/1000 [..............................] - ETA: 12s - loss: 0.7175 - accuracy: 0.7200 6/1000 [..............................] - ETA: 9s - loss: 0.5254 - accuracy: 0.8133 16/1000 [..............................] - ETA: 6s - loss: 0.6071 - accuracy: 0.7800 27/1000 [..............................] - ETA: 5s - loss: 0.5904 - accuracy: 0.7948 38/1000 [>.............................] - ETA: 5s - loss: 0.5757 - accuracy: 0.8037 49/1000 [>.............................] - ETA: 5s - loss: 0.5931 - accuracy: 0.7976 61/1000 [>.............................] - ETA: 4s - loss: 0.5951 - accuracy: 0.7951 73/1000 [=>............................] - ETA: 4s - loss: 0.5971 - accuracy: 0.7929 84/1000 [=>............................] - ETA: 4s - loss: 0.5913 - accuracy: 0.7940 95/1000 [=>............................] - ETA: 4s - loss: 0.5881 - accuracy: 0.7958 106/1000 [==>...........................] - ETA: 4s - loss: 0.5866 - accuracy: 0.7966 118/1000 [==>...........................] - 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ETA: 0s - loss: 0.6237 - accuracy: 0.7803 952/1000 [===========================>..] - ETA: 0s - loss: 0.6235 - accuracy: 0.7806 963/1000 [===========================>..] - ETA: 0s - loss: 0.6233 - accuracy: 0.7809 974/1000 [============================>.] - ETA: 0s - loss: 0.6228 - accuracy: 0.7812 985/1000 [============================>.] - ETA: 0s - loss: 0.6234 - accuracy: 0.7810 996/1000 [============================>.] - ETA: 0s - loss: 0.6237 - accuracy: 0.7810 1000/1000 [==============================] - 5s 5ms/step - loss: 0.6236 - accuracy: 0.7811 - val_loss: 0.8921 - val_accuracy: 0.7045 Epoch 28/50 1/1000 [..............................] - ETA: 5s - loss: 0.5798 - accuracy: 0.7800 12/1000 [..............................] - ETA: 4s - loss: 0.5694 - accuracy: 0.7967 24/1000 [..............................] - ETA: 4s - loss: 0.5489 - accuracy: 0.8075 35/1000 [>.............................] - ETA: 4s - loss: 0.5467 - accuracy: 0.8029 46/1000 [>.............................] - ETA: 4s - 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ETA: 34s 24/1000 [..............................] - ETA: 2s 47/1000 [>.............................] - ETA: 2s 71/1000 [=>............................] - ETA: 2s 95/1000 [=>............................] - ETA: 1s 119/1000 [==>...........................] - ETA: 1s 143/1000 [===>..........................] - ETA: 1s 166/1000 [===>..........................] - ETA: 1s 189/1000 [====>.........................] - ETA: 1s 212/1000 [=====>........................] - ETA: 1s 236/1000 [======>.......................] - ETA: 1s 260/1000 [======>.......................] - ETA: 1s 283/1000 [=======>......................] - ETA: 1s 306/1000 [========>.....................] - ETA: 1s 329/1000 [========>.....................] - ETA: 1s 352/1000 [=========>....................] - ETA: 1s 375/1000 [==========>...................] - ETA: 1s 398/1000 [==========>...................] - ETA: 1s 421/1000 [===========>..................] - ETA: 1s 445/1000 [============>.................] - ETA: 1s 468/1000 [=============>................] - 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ETA: 0s 966/1000 [===========================>..] - ETA: 0s 991/1000 [============================>.] - ETA: 0s 1000/1000 [==============================] - 2s 2ms/step 1/200 [..............................] - ETA: 6s 25/200 [==>...........................] - ETA: 0s 49/200 [======>.......................] - ETA: 0s 73/200 [=========>....................] - ETA: 0s 98/200 [=============>................] - ETA: 0s 122/200 [=================>............] - ETA: 0s 146/200 [====================>.........] - ETA: 0s 171/200 [========================>.....] - ETA: 0s 196/200 [============================>.] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.6132 - accuracy: 0.7844 - val_loss: 0.9148 - val_accuracy: 0.7010 Epoch 29/50 1/1000 [..............................] - ETA: 16s - loss: 0.3096 - accuracy: 0.9400 6/1000 [..............................] - ETA: 10s - loss: 0.5761 - accuracy: 0.7833 17/1000 [..............................] - 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val_accuracy: 0.6993 Epoch 30/50 1/1000 [..............................] - ETA: 6s - loss: 0.6629 - accuracy: 0.7400 12/1000 [..............................] - ETA: 4s - loss: 0.5446 - accuracy: 0.8133 23/1000 [..............................] - ETA: 4s - loss: 0.5401 - accuracy: 0.8165 34/1000 [>.............................] - ETA: 4s - loss: 0.5314 - accuracy: 0.8206 45/1000 [>.............................] - ETA: 4s - loss: 0.5538 - accuracy: 0.8138 56/1000 [>.............................] - ETA: 4s - loss: 0.5597 - accuracy: 0.8071 67/1000 [=>............................] - ETA: 4s - loss: 0.5548 - accuracy: 0.8107 78/1000 [=>............................] - ETA: 4s - loss: 0.5620 - accuracy: 0.8087 89/1000 [=>............................] - ETA: 4s - loss: 0.5621 - accuracy: 0.8072 100/1000 [==>...........................] - ETA: 4s - loss: 0.5702 - accuracy: 0.8028 112/1000 [==>...........................] - ETA: 4s - loss: 0.5776 - accuracy: 0.7973 123/1000 [==>...........................] - 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5s 5ms/step - loss: 0.5872 - accuracy: 0.7920 - val_loss: 0.9272 - val_accuracy: 0.7102 Epoch 32/50 1/1000 [..............................] - ETA: 6s - loss: 0.3754 - accuracy: 0.8800 12/1000 [..............................] - ETA: 4s - loss: 0.4977 - accuracy: 0.8317 23/1000 [..............................] - ETA: 4s - loss: 0.5516 - accuracy: 0.8148 35/1000 [>.............................] - ETA: 4s - loss: 0.5350 - accuracy: 0.8126 47/1000 [>.............................] - ETA: 4s - loss: 0.5428 - accuracy: 0.8077 59/1000 [>.............................] - ETA: 4s - loss: 0.5491 - accuracy: 0.8058 71/1000 [=>............................] - ETA: 4s - loss: 0.5553 - accuracy: 0.8045 83/1000 [=>............................] - ETA: 4s - loss: 0.5523 - accuracy: 0.8041 95/1000 [=>............................] - ETA: 4s - loss: 0.5480 - accuracy: 0.8059 107/1000 [==>...........................] - ETA: 4s - loss: 0.5397 - accuracy: 0.8105 119/1000 [==>...........................] - ETA: 3s - 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ETA: 0s - loss: 0.5795 - accuracy: 0.7939 944/1000 [===========================>..] - ETA: 0s - loss: 0.5795 - accuracy: 0.7941 956/1000 [===========================>..] - ETA: 0s - loss: 0.5791 - accuracy: 0.7942 967/1000 [============================>.] - ETA: 0s - loss: 0.5792 - accuracy: 0.7941 978/1000 [============================>.] - ETA: 0s - loss: 0.5797 - accuracy: 0.7939 989/1000 [============================>.] - ETA: 0s - loss: 0.5803 - accuracy: 0.7940 Running privacy report for epoch: 32 1/1000 [..............................] - ETA: 33s 24/1000 [..............................] - ETA: 2s 48/1000 [>.............................] - ETA: 2s 72/1000 [=>............................] - ETA: 2s 96/1000 [=>............................] - ETA: 1s 120/1000 [==>...........................] - ETA: 1s 144/1000 [===>..........................] - ETA: 1s 167/1000 [====>.........................] - ETA: 1s 191/1000 [====>.........................] - ETA: 1s 215/1000 [=====>........................] - 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ETA: 0s 166/200 [=======================>......] - ETA: 0s 190/200 [===========================>..] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.5798 - accuracy: 0.7943 - val_loss: 0.9030 - val_accuracy: 0.7069 Epoch 33/50 1/1000 [..............................] - ETA: 15s - loss: 0.5327 - accuracy: 0.8200 6/1000 [..............................] - ETA: 10s - loss: 0.4918 - accuracy: 0.8367 17/1000 [..............................] - ETA: 6s - loss: 0.5146 - accuracy: 0.8176 29/1000 [..............................] - ETA: 5s - loss: 0.5388 - accuracy: 0.8103 41/1000 [>.............................] - ETA: 5s - loss: 0.5318 - accuracy: 0.8112 53/1000 [>.............................] - ETA: 4s - loss: 0.5373 - accuracy: 0.8121 64/1000 [>.............................] - ETA: 4s - loss: 0.5557 - accuracy: 0.8066 75/1000 [=>............................] - ETA: 4s - loss: 0.5476 - accuracy: 0.8085 87/1000 [=>............................] - 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0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.5647 - accuracy: 0.8006 - val_loss: 0.9156 - val_accuracy: 0.7129 Epoch 35/50 1/1000 [..............................] - ETA: 12s - loss: 0.5168 - accuracy: 0.7800 6/1000 [..............................] - ETA: 10s - loss: 0.5870 - accuracy: 0.7733 16/1000 [..............................] - ETA: 6s - loss: 0.5642 - accuracy: 0.8087 27/1000 [..............................] - ETA: 5s - loss: 0.5840 - accuracy: 0.7963 38/1000 [>.............................] - ETA: 5s - loss: 0.5632 - accuracy: 0.8037 49/1000 [>.............................] - ETA: 5s - loss: 0.5545 - accuracy: 0.8057 61/1000 [>.............................] - ETA: 4s - loss: 0.5487 - accuracy: 0.8079 73/1000 [=>............................] - ETA: 4s - loss: 0.5532 - accuracy: 0.8074 85/1000 [=>............................] - ETA: 4s - loss: 0.5451 - accuracy: 0.8085 96/1000 [=>............................] - ETA: 4s - loss: 0.5458 - accuracy: 0.8077 107/1000 [==>...........................] - 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ETA: 0s 186/200 [==========================>...] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.5592 - accuracy: 0.8023 - val_loss: 0.9431 - val_accuracy: 0.7045 Epoch 37/50 1/1000 [..............................] - ETA: 20s - loss: 0.3182 - accuracy: 0.9000 6/1000 [..............................] - ETA: 10s - loss: 0.5232 - accuracy: 0.8033 17/1000 [..............................] - ETA: 6s - loss: 0.5323 - accuracy: 0.8047 28/1000 [..............................] - ETA: 5s - loss: 0.5291 - accuracy: 0.8114 39/1000 [>.............................] - ETA: 5s - loss: 0.5342 - accuracy: 0.8077 50/1000 [>.............................] - ETA: 5s - loss: 0.5237 - accuracy: 0.8108 61/1000 [>.............................] - ETA: 4s - loss: 0.5235 - accuracy: 0.8089 72/1000 [=>............................] - ETA: 4s - loss: 0.5215 - accuracy: 0.8114 83/1000 [=>............................] - ETA: 4s - loss: 0.5235 - 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5s 5ms/step - loss: 0.5490 - accuracy: 0.8067 - val_loss: 0.9823 - val_accuracy: 0.6963 Epoch 38/50 1/1000 [..............................] - ETA: 6s - loss: 0.6085 - accuracy: 0.7800 12/1000 [..............................] - ETA: 4s - loss: 0.5250 - accuracy: 0.8167 23/1000 [..............................] - ETA: 4s - loss: 0.5436 - accuracy: 0.8139 34/1000 [>.............................] - ETA: 4s - loss: 0.5371 - accuracy: 0.8129 45/1000 [>.............................] - ETA: 4s - loss: 0.5419 - accuracy: 0.8138 56/1000 [>.............................] - ETA: 4s - loss: 0.5255 - accuracy: 0.8189 67/1000 [=>............................] - ETA: 4s - loss: 0.5322 - accuracy: 0.8167 78/1000 [=>............................] - ETA: 4s - loss: 0.5286 - accuracy: 0.8151 89/1000 [=>............................] - ETA: 4s - loss: 0.5229 - accuracy: 0.8153 100/1000 [==>...........................] - ETA: 4s - loss: 0.5120 - accuracy: 0.8202 111/1000 [==>...........................] - ETA: 4s - 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ETA: 0s - loss: 0.5313 - accuracy: 0.8134 Running privacy report for epoch: 40 1/1000 [..............................] - ETA: 34s 24/1000 [..............................] - ETA: 2s 48/1000 [>.............................] - ETA: 2s 72/1000 [=>............................] - ETA: 2s 96/1000 [=>............................] - ETA: 1s 120/1000 [==>...........................] - ETA: 1s 143/1000 [===>..........................] - ETA: 1s 167/1000 [====>.........................] - ETA: 1s 191/1000 [====>.........................] - ETA: 1s 215/1000 [=====>........................] - ETA: 1s 239/1000 [======>.......................] - ETA: 1s 262/1000 [======>.......................] - ETA: 1s 286/1000 [=======>......................] - ETA: 1s 310/1000 [========>.....................] - ETA: 1s 334/1000 [=========>....................] - ETA: 1s 358/1000 [=========>....................] - ETA: 1s 382/1000 [==========>...................] - ETA: 1s 406/1000 [===========>..................] - 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ETA: 12s - loss: 0.4562 - accuracy: 0.7800 6/1000 [..............................] - ETA: 10s - loss: 0.4814 - accuracy: 0.8233 16/1000 [..............................] - ETA: 6s - loss: 0.4941 - accuracy: 0.8188 27/1000 [..............................] - ETA: 5s - loss: 0.5057 - accuracy: 0.8200 38/1000 [>.............................] - ETA: 5s - loss: 0.4968 - accuracy: 0.8232 49/1000 [>.............................] - ETA: 5s - loss: 0.4920 - accuracy: 0.8245 60/1000 [>.............................] - ETA: 4s - loss: 0.4847 - accuracy: 0.8277 71/1000 [=>............................] - ETA: 4s - loss: 0.4993 - accuracy: 0.8228 83/1000 [=>............................] - ETA: 4s - loss: 0.5042 - accuracy: 0.8224 94/1000 [=>............................] - ETA: 4s - loss: 0.5064 - accuracy: 0.8189 106/1000 [==>...........................] - ETA: 4s - loss: 0.5079 - accuracy: 0.8200 117/1000 [==>...........................] - ETA: 4s - loss: 0.5080 - accuracy: 0.8212 128/1000 [==>...........................] - 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ETA: 0s - loss: 0.5215 - accuracy: 0.8148 910/1000 [==========================>...] - ETA: 0s - loss: 0.5217 - accuracy: 0.8148 922/1000 [==========================>...] - ETA: 0s - loss: 0.5214 - accuracy: 0.8146 934/1000 [===========================>..] - ETA: 0s - loss: 0.5213 - accuracy: 0.8146 946/1000 [===========================>..] - ETA: 0s - loss: 0.5221 - accuracy: 0.8143 958/1000 [===========================>..] - ETA: 0s - loss: 0.5230 - accuracy: 0.8142 970/1000 [============================>.] - ETA: 0s - loss: 0.5234 - accuracy: 0.8141 981/1000 [============================>.] - ETA: 0s - loss: 0.5230 - accuracy: 0.8139 992/1000 [============================>.] - ETA: 0s - loss: 0.5230 - accuracy: 0.8140 Running privacy report for epoch: 42 1/1000 [..............................] - ETA: 33s 24/1000 [..............................] - ETA: 2s 47/1000 [>.............................] - ETA: 2s 71/1000 [=>............................] - ETA: 2s 95/1000 [=>............................] - 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ETA: 6s 24/200 [==>...........................] - ETA: 0s 48/200 [======>.......................] - ETA: 0s 72/200 [=========>....................] - ETA: 0s 96/200 [=============>................] - ETA: 0s 120/200 [=================>............] - ETA: 0s 144/200 [====================>.........] - ETA: 0s 167/200 [========================>.....] - ETA: 0s 192/200 [===========================>..] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.5232 - accuracy: 0.8140 - val_loss: 0.9999 - val_accuracy: 0.7019 Epoch 43/50 1/1000 [..............................] - ETA: 12s - loss: 0.7358 - accuracy: 0.7200 6/1000 [..............................] - ETA: 10s - loss: 0.4710 - accuracy: 0.8500 16/1000 [..............................] - ETA: 6s - loss: 0.4931 - accuracy: 0.8338 28/1000 [..............................] - ETA: 5s - loss: 0.5017 - accuracy: 0.8279 40/1000 [>.............................] - ETA: 5s - 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val_accuracy: 0.7089 Epoch 44/50 1/1000 [..............................] - ETA: 5s - loss: 0.5756 - accuracy: 0.8000 12/1000 [..............................] - ETA: 4s - loss: 0.5025 - accuracy: 0.8083 23/1000 [..............................] - ETA: 4s - loss: 0.4928 - accuracy: 0.8200 34/1000 [>.............................] - ETA: 4s - loss: 0.5018 - accuracy: 0.8241 45/1000 [>.............................] - ETA: 4s - loss: 0.4853 - accuracy: 0.8298 56/1000 [>.............................] - ETA: 4s - loss: 0.4872 - accuracy: 0.8286 68/1000 [=>............................] - ETA: 4s - loss: 0.4767 - accuracy: 0.8341 79/1000 [=>............................] - ETA: 4s - loss: 0.4798 - accuracy: 0.8319 91/1000 [=>............................] - ETA: 4s - loss: 0.4756 - accuracy: 0.8338 102/1000 [==>...........................] - ETA: 4s - loss: 0.4700 - accuracy: 0.8359 114/1000 [==>...........................] - ETA: 4s - loss: 0.4786 - accuracy: 0.8326 125/1000 [==>...........................] - 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ETA: 0s - loss: 0.5083 - accuracy: 0.8199 961/1000 [===========================>..] - ETA: 0s - loss: 0.5083 - accuracy: 0.8198 972/1000 [============================>.] - ETA: 0s - loss: 0.5082 - accuracy: 0.8198 983/1000 [============================>.] - ETA: 0s - loss: 0.5084 - accuracy: 0.8195 995/1000 [============================>.] - ETA: 0s - loss: 0.5082 - accuracy: 0.8195 Running privacy report for epoch: 44 1/1000 [..............................] - ETA: 34s 24/1000 [..............................] - ETA: 2s 46/1000 [>.............................] - ETA: 2s 70/1000 [=>............................] - ETA: 2s 94/1000 [=>............................] - ETA: 1s 117/1000 [==>...........................] - ETA: 1s 140/1000 [===>..........................] - ETA: 1s 163/1000 [===>..........................] - ETA: 1s 186/1000 [====>.........................] - ETA: 1s 210/1000 [=====>........................] - ETA: 1s 234/1000 [======>.......................] - ETA: 1s 257/1000 [======>.......................] - 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ETA: 0s 194/200 [============================>.] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.5086 - accuracy: 0.8194 - val_loss: 1.0347 - val_accuracy: 0.6967 Epoch 45/50 1/1000 [..............................] - ETA: 13s - loss: 0.4715 - accuracy: 0.7800 6/1000 [..............................] - ETA: 10s - loss: 0.4584 - accuracy: 0.8067 16/1000 [..............................] - ETA: 6s - loss: 0.4880 - accuracy: 0.8188 27/1000 [..............................] - ETA: 5s - loss: 0.4865 - accuracy: 0.8215 38/1000 [>.............................] - ETA: 5s - loss: 0.4578 - accuracy: 0.8337 49/1000 [>.............................] - ETA: 5s - loss: 0.4753 - accuracy: 0.8273 61/1000 [>.............................] - ETA: 4s - loss: 0.4650 - accuracy: 0.8321 73/1000 [=>............................] - ETA: 4s - loss: 0.4621 - accuracy: 0.8329 84/1000 [=>............................] - ETA: 4s - loss: 0.4644 - 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ETA: 6s - loss: 0.3097 - accuracy: 0.9600 12/1000 [..............................] - ETA: 4s - loss: 0.4608 - accuracy: 0.8433 23/1000 [..............................] - ETA: 4s - loss: 0.4800 - accuracy: 0.8357 34/1000 [>.............................] - ETA: 4s - loss: 0.4831 - accuracy: 0.8341 45/1000 [>.............................] - ETA: 4s - loss: 0.4879 - accuracy: 0.8284 57/1000 [>.............................] - ETA: 4s - loss: 0.4919 - accuracy: 0.8225 69/1000 [=>............................] - ETA: 4s - loss: 0.4857 - accuracy: 0.8261 80/1000 [=>............................] - ETA: 4s - loss: 0.4900 - accuracy: 0.8232 91/1000 [=>............................] - ETA: 4s - loss: 0.4840 - accuracy: 0.8257 102/1000 [==>...........................] - ETA: 4s - loss: 0.4791 - accuracy: 0.8282 113/1000 [==>...........................] - ETA: 4s - loss: 0.4828 - accuracy: 0.8257 124/1000 [==>...........................] - ETA: 4s - loss: 0.4762 - accuracy: 0.8279 135/1000 [===>..........................] - 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val_accuracy: 0.7011 Epoch 48/50 1/1000 [..............................] - ETA: 5s - loss: 0.6126 - accuracy: 0.8000 12/1000 [..............................] - ETA: 4s - loss: 0.5176 - accuracy: 0.8350 24/1000 [..............................] - ETA: 4s - loss: 0.4754 - accuracy: 0.8350 35/1000 [>.............................] - ETA: 4s - loss: 0.4796 - accuracy: 0.8291 47/1000 [>.............................] - ETA: 4s - loss: 0.4733 - accuracy: 0.8319 58/1000 [>.............................] - ETA: 4s - loss: 0.4729 - accuracy: 0.8331 69/1000 [=>............................] - ETA: 4s - loss: 0.4641 - accuracy: 0.8348 81/1000 [=>............................] - ETA: 4s - loss: 0.4585 - accuracy: 0.8351 92/1000 [=>............................] - ETA: 4s - loss: 0.4597 - accuracy: 0.8357 103/1000 [==>...........................] - ETA: 4s - loss: 0.4604 - accuracy: 0.8369 114/1000 [==>...........................] - ETA: 4s - loss: 0.4628 - accuracy: 0.8349 125/1000 [==>...........................] - 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ETA: 0s - loss: 0.4880 - accuracy: 0.8264 953/1000 [===========================>..] - ETA: 0s - loss: 0.4889 - accuracy: 0.8260 964/1000 [===========================>..] - ETA: 0s - loss: 0.4896 - accuracy: 0.8257 975/1000 [============================>.] - ETA: 0s - loss: 0.4902 - accuracy: 0.8255 986/1000 [============================>.] - ETA: 0s - loss: 0.4904 - accuracy: 0.8257 997/1000 [============================>.] - ETA: 0s - loss: 0.4910 - accuracy: 0.8253 Running privacy report for epoch: 48 1/1000 [..............................] - ETA: 34s 24/1000 [..............................] - ETA: 2s 47/1000 [>.............................] - ETA: 2s 70/1000 [=>............................] - ETA: 2s 93/1000 [=>............................] - ETA: 2s 117/1000 [==>...........................] - ETA: 1s 142/1000 [===>..........................] - ETA: 1s 166/1000 [===>..........................] - ETA: 1s 190/1000 [====>.........................] - ETA: 1s 214/1000 [=====>........................] - 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ETA: 0s 169/200 [========================>.....] - ETA: 0s 194/200 [============================>.] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 21s 21ms/step - loss: 0.4911 - accuracy: 0.8253 - val_loss: 1.0298 - val_accuracy: 0.6963 Epoch 49/50 1/1000 [..............................] - ETA: 12s - loss: 0.1857 - accuracy: 0.9200 7/1000 [..............................] - ETA: 9s - loss: 0.4405 - accuracy: 0.8400 18/1000 [..............................] - ETA: 6s - loss: 0.4598 - accuracy: 0.8311 29/1000 [..............................] - ETA: 5s - loss: 0.4541 - accuracy: 0.8372 40/1000 [>.............................] - ETA: 5s - loss: 0.4481 - accuracy: 0.8390 51/1000 [>.............................] - ETA: 5s - loss: 0.4513 - accuracy: 0.8365 62/1000 [>.............................] - ETA: 4s - loss: 0.4457 - accuracy: 0.8381 74/1000 [=>............................] - ETA: 4s - loss: 0.4443 - accuracy: 0.8384 85/1000 [=>............................] - 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ETA: 0s 1000/1000 [==============================] - 2s 2ms/step 1/200 [..............................] - ETA: 6s 24/200 [==>...........................] - ETA: 0s 48/200 [======>.......................] - ETA: 0s 72/200 [=========>....................] - ETA: 0s 96/200 [=============>................] - ETA: 0s 120/200 [=================>............] - ETA: 0s 144/200 [====================>.........] - ETA: 0s 168/200 [========================>.....] - ETA: 0s 193/200 [===========================>..] - ETA: 0s 200/200 [==============================] - 0s 2ms/step 1000/1000 [==============================] - 20s 20ms/step - loss: 0.4857 - accuracy: 0.8268 - val_loss: 1.0268 - val_accuracy: 0.7100
Epoch Plots
You can visualize how privacy risks happen as you train models by probing the model periodically (e.g. every 5 epochs), you can pick the point in time with the best performance / privacy trade-off.
Use the TF Privacy Membership Inference Attack module to generate AttackResults. These AttackResults get combined into an AttackResultsCollection. The TF Privacy Report is designed to analyze the provided AttackResultsCollection.
results = AttackResultsCollection(all_reports)
privacy_metrics = (PrivacyMetric.AUC, PrivacyMetric.ATTACKER_ADVANTAGE)
epoch_plot = privacy_report.plot_by_epochs(
results, privacy_metrics=privacy_metrics)
See that as a rule, privacy vulnerability tends to increase as the number of epochs goes up. This is true across model variants as well as different attacker types.
Two layer models (with fewer convolutional layers) are generally more vulnerable than their three layer model counterparts.
Now let's see how model performance changes with respect to privacy risk.
Privacy vs Utility
privacy_metrics = (PrivacyMetric.AUC, PrivacyMetric.ATTACKER_ADVANTAGE)
utility_privacy_plot = privacy_report.plot_privacy_vs_accuracy(
results, privacy_metrics=privacy_metrics)
for axis in utility_privacy_plot.axes:
axis.set_xlabel('Validation accuracy')
Three layer models (perhaps due to too many parameters) only achieve a train accuracy of 0.85. The two layer models achieve roughly equal performance for that level of privacy risk but they continue to get better accuracy.
You can also see how the line for two layer models gets steeper. This means that additional marginal gains in train accuracy come at an expense of vast privacy vulnerabilities.
This is the end of the tutorial. Feel free to analyze your own results.