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Author SHA1 Message Date
Steve Chien
a8aa0d5d96 Update main README.md with pip installation directions and TF 2 announcement. 
PiperOrigin-RevId: 336957862
 2020-10-13 14:36:36 -07:00
David Marn
1281d0c63e Adds an option to balance train and test AttackInputData and stratifies the train-test split. 
PiperOrigin-RevId: 336609893
 2020-10-12 00:43:16 -07:00
Steve Chien
d703168de2 Add TF1-compatible version of DP canned estimators, and some small cleanup.. 
PiperOrigin-RevId: 335954269
 2020-10-07 14:31:53 -07:00
David Marn
703cd413c6 Introduces an AttackResultsCollection class for the ML Privacy report. 
PiperOrigin-RevId: 335858822
 2020-10-07 06:59:26 -07:00
Peter Kairouz
e19c53a78c Add a function to compute RDP under heterogeneous applications of the subsampled Gaussian mechanism. 
PiperOrigin-RevId: 335706732
 2020-10-06 13:20:34 -07:00
David Marn
ab1090717c Internal change. 
PiperOrigin-RevId: 335385162
 2020-10-05 03:54:20 -07:00
Vadym Doroshenko
9a56402c0d Removing leftovers from the old API. 
PiperOrigin-RevId: 334792006
 2020-10-01 05:13:33 -07:00
A. Unique TensorFlower
a579cc4afc BUILD cleanups 
PiperOrigin-RevId: 334666492
 2020-09-30 13:27:37 -07:00
Shuang Song
20d0b884ba Move to new API. 
PiperOrigin-RevId: 334434385
 2020-09-29 12:16:06 -07:00
Shuang Song
bca2baae8d Remove old API. 
PiperOrigin-RevId: 334406920
 2020-09-29 10:19:37 -07:00
David Marn
78d30a0424 Refactors the pd_dataframe calculation to avoid hard-coded strings. 
PiperOrigin-RevId: 334334080
 2020-09-29 02:15:34 -07:00
David Marn
c30c3fcb7a Adds plots for multiple model labels to the ML Privacy Report. 
PiperOrigin-RevId: 334179759
 2020-09-28 09:59:37 -07:00
Steve Chien
837e014107 For DP Keras optimizers, add assertion that one of the DP-modified gradients methods has been called before apply_gradients(). In particular, this helps catch cases where the user has not yet upgraded to TF 2.4. 
PiperOrigin-RevId: 333620379
 2020-09-24 16:14:49 -07:00
Shuang Song
7c53757250 Option for plotting attack results in the same figure. 
PiperOrigin-RevId: 333225502
 2020-09-22 22:12:00 -07:00
Yurii Sushko
677b3d9e9a Quick docs fix. 
PiperOrigin-RevId: 332061086
 2020-09-16 12:21:44 -07:00
Yurii Sushko
78f76fac31 Add a note about API update to the docs. 
PiperOrigin-RevId: 332057406
 2020-09-16 12:04:27 -07:00
David Marn
942ad89da7 Adds the feedback from to the readme. 
PiperOrigin-RevId: 331956759
 2020-09-16 01:42:25 -07:00
David Marn
70f9585a24 Adds Privacy vs Utility charts to the Privacy Report for a single model. 
PiperOrigin-RevId: 331720083
 2020-09-15 01:30:21 -07:00
David Marn
fc38e3f733 Modifies Privacy Report metadata and adds an epoch chart. 
PiperOrigin-RevId: 331326000
 2020-09-12 09:11:45 -07:00
Vadym Doroshenko
f44b63eb78 Add probabilities to AttackInputData. 
PiperOrigin-RevId: 330723370
 2020-09-09 08:05:52 -07:00
A. Unique TensorFlower
6312a853d8 Merge pull request #119 from lwsong:master 
PiperOrigin-RevId: 330658958
 2020-09-08 22:44:06 -07:00
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