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Author SHA1 Message Date
Vadym Doroshenko
8f3a61b50d Fixing calculating loss on logits. 
PiperOrigin-RevId: 329966058
 2020-09-03 12:06:29 -07:00
Vadym Doroshenko
f4fc9b2623 Updating comments to run_attack() and making non-API functions to be private. 
PiperOrigin-RevId: 329951618
 2020-09-03 10:56:31 -07:00
A. Unique TensorFlower
2f0a078dd9 Adds Privacy Report metadata to AttackResults. 
PiperOrigin-RevId: 329871255
 2020-09-03 01:05:12 -07:00
Steve Chien
8d89ef0a4b Update version to 0.5.1, and add dependence on tensorflow-estimator. 
PiperOrigin-RevId: 329822203
 2020-09-02 17:31:32 -07:00
Liwei Song
0e1c1eeef3 add entropy tests 2020-09-02 11:37:12 -04:00
Liwei Song
9b2e6a55b6 add entropy feature 2020-08-31 16:17:19 -04:00
Liwei Song
e547a10eec fix softmax issue 2020-08-31 15:24:46 -04:00
A. Unique TensorFlower
f677c9c440 Adding contribution guidelines to TF Privacy 
PiperOrigin-RevId: 328740117
 2020-08-27 08:21:03 -07:00
Shuang Song
f90c78bd54 Update tf_estimator_evaluation and keras_evaluation to new API. 
PiperOrigin-RevId: 328195220
 2020-08-24 13:03:28 -07:00
A. Unique TensorFlower
7a77d5d92c Modify Colab to use the new membership inference API. 
PiperOrigin-RevId: 327805944
 2020-08-21 07:21:38 -07:00
Shuang Song
d23772e163 Returns attack results as a Pandas data frame. 
PiperOrigin-RevId: 327675978
 2020-08-20 12:27:43 -07:00
A. Unique TensorFlower
52c1f8fdfe Overrides default __str__ methods. 
PiperOrigin-RevId: 327423772
 2020-08-19 06:49:14 -07:00
Steve Chien
6dccd9b537 Fix bug in keras optimizers where tape was not being used with tensor (as opposed to callable) losses. 
PiperOrigin-RevId: 327276721
 2020-08-18 12:00:20 -07:00
A. Unique TensorFlower
193ac3b1c8 Adds more validation checks for AttackInputData. 
PiperOrigin-RevId: 327191245
 2020-08-18 02:34:58 -07:00
Steve Chien
a69b013390 Add head for multi-label estimators in TF estimator framework. 
PiperOrigin-RevId: 327048185
 2020-08-17 10:28:45 -07:00
Galen Andrew
d939b22463 Bump version number. 
PiperOrigin-RevId: 326927560
 2020-08-16 15:12:13 -07:00
Steve Chien
d72e3400b7 Add DP-enabled version of DNNClassifier. 
PiperOrigin-RevId: 326482309
 2020-08-13 11:03:46 -07:00
Steve Chien
3240a71965 Update Keras tutorial in light of recent changes to Keras Optimizer. 
PiperOrigin-RevId: 326346140
 2020-08-12 17:13:28 -07:00
A. Unique TensorFlower
f8515dfd71 Replaces predict with predict_proba. 
PiperOrigin-RevId: 326227257
 2020-08-12 07:24:29 -07:00
A. Unique TensorFlower
59192e6f5c Make validation that labels are integers. 
PiperOrigin-RevId: 326216555
 2020-08-12 06:00:31 -07:00
A. Unique TensorFlower
0fd06493cc Make sklearn classifiers in parallel. 
It's done only for those classifiers that run a significant amount of time.

PiperOrigin-RevId: 326215987
 2020-08-12 05:53:46 -07:00
Galen Andrew
37ff5d502e Add derive_metrics function to DPQuery. 
derive_metrics is a new function in the public API so customers can query aspects of the global state that change, such as the clip when using adaptive clipping.

PiperOrigin-RevId: 326174158
 2020-08-11 22:58:59 -07:00
A. Unique TensorFlower
06bb047525 Consistent string formatting. 
PiperOrigin-RevId: 326007570
 2020-08-11 06:17:36 -07:00
A. Unique TensorFlower
680aaa4499 Simple ROC curve plotting for membership inference attack results. 
PiperOrigin-RevId: 325982344
 2020-08-11 02:29:15 -07:00
Steve Chien
99afaed68e Refactor of common functions in binary and multiclass heads. 
PiperOrigin-RevId: 325957037
 2020-08-10 22:30:24 -07:00
Steve Chien
3a641e077e Add DP-enabled binary-class head and multi-class heads for Estimator. 
PiperOrigin-RevId: 325921076
 2020-08-10 17:19:54 -07:00
A. Unique TensorFlower
43a0e4be8a The new API for the membership inference attack. 
1. Colab and Keras/TF estimator integration still use the old API and will be updated in the subsequent CLs.
2. After dropping the old API in membership_inference_attack.py, membership_inference_attack_new.py will be renamed in membership_inference_attack.py.

PiperOrigin-RevId: 325823046
 2020-08-10 09:44:21 -07:00
A. Unique TensorFlower
68651eeddc Internal change. 
PiperOrigin-RevId: 325768017
 2020-08-10 02:51:11 -07:00
A. Unique TensorFlower
40419b56a3 Internal change. 
PiperOrigin-RevId: 325423652
 2020-08-07 06:12:18 -07:00
Steve Chien
5ad8676d38 Automated rollback of commit 5433436b86 
PiperOrigin-RevId: 325308999
 2020-08-06 14:19:46 -07:00
Steve Chien
5433436b86 Change GaussianSumQuery to not convert hyperparameters from Python numbers to Tensors. 
PiperOrigin-RevId: 325251302
 2020-08-06 09:56:40 -07:00
A. Unique TensorFlower
efca03b593 Internal change. 
PiperOrigin-RevId: 325249654
 2020-08-06 09:48:25 -07:00
A. Unique TensorFlower
08f960a1af Internal change. 
PiperOrigin-RevId: 325210305
 2020-08-06 05:25:58 -07:00
Steve Chien
e91c820b2a Adds a Keras optimizer version of DP-SGD. New optimizers are subclasses of tf.keras.optimizers.Optimizer and override both _compute_gradients and get_gradients. 
PiperOrigin-RevId: 325124698
 2020-08-05 21:20:59 -07:00
A. Unique TensorFlower
191f2461c5 [tfds] Fix tfds.as_numpy which now returns a reusable iterable. 
`next(ds)` -> `next(iter(ds))`

Context: https://github.com/tensorflow/datasets/issues/2270
PiperOrigin-RevId: 324951455
 2020-08-04 22:06:20 -07:00
A. Unique TensorFlower
29651216cd Internal change. 
PiperOrigin-RevId: 324591262
 2020-08-03 12:08:41 -07:00
A. Unique TensorFlower
0a1cbb5b7b Internal change. 
PiperOrigin-RevId: 324574332
 2020-08-03 12:08:33 -07:00
Thomas O'Malley
d5e34b77c8 Allow loss to be passed as a Tensor to Optimizer.minimize 
PiperOrigin-RevId: 323895500
 2020-07-29 22:24:02 -07:00
Shuang Song
cea9e01670 A callback and a function to be called in the end of training for keras to perform membership inference attack. 
PiperOrigin-RevId: 323805663
 2020-07-29 22:23:53 -07:00
A. Unique TensorFlower
dcbfaa3f5e Internal change. 
PiperOrigin-RevId: 323529635
 2020-07-29 22:23:38 -07:00
A. Unique TensorFlower
f318fbb140 Internal change. 
PiperOrigin-RevId: 322996754
 2020-07-24 08:03:51 -07:00
Shuang Song
267ea7f90d A separate tensorboard function. 
PiperOrigin-RevId: 322820408
 2020-07-23 10:55:49 -07:00
A. Unique TensorFlower
2ec0f36d1e Added support for Keras optimizers and serialization. 
PiperOrigin-RevId: 322603030
 2020-07-22 10:29:03 -07:00
Steve Chien
87c01eb2f5 Enable optimizers to handle variables whose gradients are None. 
PiperOrigin-RevId: 322193798
 2020-07-20 11:59:20 -07:00
Steve Chien
1a959eec34 Fix import of tutorials common module. 
PiperOrigin-RevId: 321789833
 2020-07-17 09:07:30 -07:00
A. Unique TensorFlower
8ec709e3d7 Internal change. 
PiperOrigin-RevId: 321768596
 2020-07-17 06:37:46 -07:00
A. Unique TensorFlower
3549d23da3 Internal change. 
PiperOrigin-RevId: 321765113
 2020-07-17 06:07:53 -07:00
A. Unique TensorFlower
510dd207d5 Internal change. 
PiperOrigin-RevId: 321742857
 2020-07-17 02:43:53 -07:00
Shuang Song
a0e1b72838 A training hook and a function to be called in the end of training for tf estimator to perform membership inference attack. 
PiperOrigin-RevId: 321648371
 2020-07-16 14:39:09 -07:00
Galen Andrew
51eb7c3712 Add SumAggregationDPQuery to top-level symbols. 
PiperOrigin-RevId: 321185486
 2020-07-14 10:31:25 -07:00