Commit graph

14 commits

Author SHA1 Message Date
Galen Andrew
9106a04e2c Use PrivacyLedger for privacy accounting.
Prior to this change the PrivacyLedger is running to keep a log of private queries, but the ledger is not actually used to compute the (epsilon, delta) guarantees. This CL adds a function to compute the RDP directly from the ledger.

Note I did verify that the tutorial builds and runs with the changes and for the first few iterations prints the same epsilon values as before the change.

PiperOrigin-RevId: 241063532
2019-03-29 15:31:32 -07:00
Galen Andrew
6231d0802d Cleanup directory structure, add top-level imports and add normalized_query.
Moved query classes from dir optimizers into new dir dp_query. Added NormalizedQuery class for queries that divide the output of another query by a constant like GaussianAverageQuery.

PiperOrigin-RevId: 240167115
2019-03-25 10:21:04 -07:00
Nicolas Papernot
0ebd134d99 Closes #33
PiperOrigin-RevId: 239129202
2019-03-18 22:42:01 -07:00
Nicolas Papernot
0c691085e1 missing reduce_mean
PiperOrigin-RevId: 235858614
2019-02-26 22:56:29 -08:00
Nicolas Papernot
c2d4b17881 Add support for the Eager mode
PiperOrigin-RevId: 235733975
2019-02-26 09:20:28 -08:00
Steve Chien
f37c9d1ea1 Use mean loss within each microbatch.
PiperOrigin-RevId: 233832864
2019-02-13 14:42:12 -08:00
Steve Chien
d75f1b80ba Fix copybara to limit some transformations to the beginning of the line.
PiperOrigin-RevId: 233151293
2019-02-08 16:55:57 -08:00
A. Unique TensorFlower
4d0ab48c35 Add privacy ledger.
The privacy ledger keeps a record of all sampling and query events for analysis post hoc by the privacy accountant.

PiperOrigin-RevId: 233094012
2019-02-08 11:21:43 -08:00
A. Unique TensorFlower
36d9959c19 internal change
PiperOrigin-RevId: 233093203
2019-02-08 11:17:09 -08:00
Galen Andrew
c8cb3c6b70 General cleanup.
1. Rename PrivateQuery to DPQuery.
2. Move construction of DPQuery to outside of optimizer.
3. Remove PrivateAverageQuery and PrivateSumQuery, and rename DPQuery's 'get_query_result' method to 'get_noised_result'. Rename private_queries.py to dp_query.py.
4. Remove thrice-replicated run_query function from the test classes and replace with a single function in new test_utils.py.
5. Add functions gaussian_sum_query_from_noise_multplier and gaussian_average_query_from_noise_multplier.

PiperOrigin-RevId: 230595991
2019-01-23 14:41:44 -08:00
Alex Pine
6c5c39c4f2 Created the optional unroll_microbatches parameter for the DpOptimizerClass as a workaround for b/122613513.
PiperOrigin-RevId: 229955297
2019-01-18 11:51:44 -08:00
Nicolas Papernot
398d1d052f Closes #4
PiperOrigin-RevId: 229212766
2019-01-14 10:55:15 -08:00
A. Unique TensorFlower
b4188446e0 Project import generated by Copybara.
PiperOrigin-RevId: 226345615
2018-12-20 09:17:59 -08:00
Steve Chien
1595ed3cd1 Project import generated by Copybara.
PiperOrigin-RevId: 226056146
2018-12-18 15:44:04 -08:00