forked from 626_privacy/tensorflow_privacy
Updates to the membership inference codelab.
PiperOrigin-RevId: 318049409
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1 changed files with 3 additions and 4 deletions
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@ -101,7 +101,6 @@
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" pass\n",
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"\n",
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"import numpy as np\n",
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"from colabtools import adhoc_import\n",
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"from typing import Tuple, Text\n",
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"from scipy import special\n",
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"\n",
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@ -132,7 +131,7 @@
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},
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"outputs": [],
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"source": [
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"!pip install tensorflow_privacy\n",
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"!pip3 install git+https://github.com/tensorflow/privacy\n",
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"\n",
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"from tensorflow_privacy.privacy.membership_inference_attack import membership_inference_attack as mia"
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]
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@ -252,8 +251,8 @@
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"cce = tf.keras.backend.categorical_crossentropy\n",
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"constant = tf.keras.backend.constant\n",
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"\n",
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"loss_train = cce(constant(y_train), prob_train, from_logits=False).numpy()\n",
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"loss_test = cce(constant(y_test), prob_test, from_logits=False).numpy()"
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"loss_train = cce(constant(y_train), constant(prob_train), from_logits=False).numpy()\n",
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"loss_test = cce(constant(y_test), constant(prob_test), from_logits=False).numpy()"
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]
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},
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{
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