Commit graph

150 commits

Author SHA1 Message Date
abigailt
7d22423ac3 Reduce runtime of dataset assessment tests
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 14:54:16 +03:00
abigailt
7f0fef9ed5 Update incompatible scipy version
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 14:53:54 +03:00
abigailt
7403a0e93a Formatting
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 14:09:41 +03:00
abigailt
30725b33b7 Fix test
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 14:07:52 +03:00
abigailt
87b9a8c2ea Removed redundant transforming of data
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 12:54:26 +03:00
abigailt
ec6fd56a6b Fix computing generalizations from transformed data + add some tests
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 12:54:03 +03:00
abigailt
90f6b56ecc All tests pass, still need to review TODOs
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 12:51:20 +03:00
abigailt
1279f1d7a5 Many fixes, some tests pass
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 12:51:08 +03:00
abigailt
66f1ef08a7 generalize_using_transform=False supported
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 12:50:51 +03:00
abigailt
fdfeaf2f03 Initial commit. Tests not yet passing.
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 12:50:20 +03:00
abigailt
49de29dc1f Update requirements
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-31 12:44:01 +03:00
andersonm-ibm
e9a225501f
Limit scikit-learn version because of API changes (#81)
* Limit scikit-learn versions between 0.22.2 and 1.1.3, remove deprecated load_boston().

* Set pytest configuration option to show test progress in detail.

* Change np.int to int according to DeprecationWarning

Signed-off-by: Maya Anderson <mayaa@il.ibm.com>
2023-05-14 08:52:06 +03:00
abigailgold
be7d248c33
Update README.md (#78)
Add openssf badge.

Signed-off-by: Abigail Goldsteen <abigailt@il.ibm.com>
2023-05-11 12:30:13 +03:00
andersonm-ibm
3885ab9d9d
Change back flake8 warnings to errors. Fix tests not to fail it. (#76)
Signed-off-by: Maya Anderson <mayaa@il.ibm.com>
2023-05-11 11:33:50 +03:00
abigailgold
f2f8ddc877
Fix rtd docs (#75)
* Fix issue building docs with new urllib3
* Try to fix rtd build

Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-09 13:30:28 +03:00
abigailgold
8a9ef80146
Increase version to 0.2.0 (#74)
* Remove tensorflow dependency if not using keras model
* Remove xgboost dependency if not using xgboost model
* Documentation updates

Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-05-08 12:50:55 +03:00
andersonm-ibm
782edabd58
Add dataset privacy risk assessment example notebook. (#73)
* Add dataset assessment notebook and reference to module from project README

Signed-off-by: Maya Anderson <mayaa@il.ibm.com>
2023-05-04 12:21:42 +03:00
Maya Anderson
dbb958f791 Merge pull request #71 from IBM/dataset_assessment
Add AI privacy Dataset assessment module with two attack implementations.

Signed-off-by: Maya Anderson <mayaa@il.ibm.com>
2023-03-20 14:21:29 +02:00
abigailgold
c153635e4d
Welcome contributions in readme (#69)
Signed-off-by: abigailt <abigailt@il.ibm.com>
2023-01-11 19:10:43 +02:00
abigailgold
d52fcd0041
Formatting (#68)
Fix most flake/lint errors and ignore a few others

Signed-off-by: abigailt <abigailt@il.ibm.com>
2022-12-25 15:13:57 +02:00
andersonm-ibm
b47ba24906 Create CI test workflow using GitHub Actions
Run Lint and PyTest on Python 3.8

Signed-off-by: Maya Anderson <mayaa@il.ibm.com>
2022-12-21 11:42:08 +02:00
abigailt
a76c3d2714 Fix random state to make tests pass
Signed-off-by: abigailt <abigailt@il.ibm.com>
2022-12-21 09:51:49 +02:00
abigailt
ba88bc09ba Add option for non-stratified split in minimizer
Signed-off-by: abigailt <abigailt@il.ibm.com>
2022-12-21 09:23:19 +02:00
Maya Anderson
89bdcfc00e Prepare project for CI: cleanup dependencies, fix test data location, cleanup assert.
Signed-off-by: Maya Anderson <mayaa@il.ibm.com>
2022-12-20 16:00:36 +02:00
abigailt
805a489201 Add method to get predict function from blackbox classifier, add loss and optimizer params for pytorch models to generate shadow models
Signed-off-by: abigailt <abigailt@il.ibm.com>
2022-11-09 14:42:55 +02:00
abigailt
44d012857f Add loss and optimizer as properties
Signed-off-by: abigailt <abigailt@il.ibm.com>
2022-10-19 17:29:40 +03:00
abigailgold
1385f31dcf
Merge pull request #58 from IBM/pytorch_wrapper
Wrapper for Pytorch models
2022-08-02 17:23:46 +03:00
abigailt
64038f76f9 Merge with main 2022-08-01 18:12:03 +03:00
abigailt
dc5cc793ee Merge with main 2022-08-01 18:11:34 +03:00
abigailt
a9e2a35e18 Add support for xgboost XGBClassifier (#53) 2022-07-28 17:21:24 +03:00
olasaadi
74ce92acc4 fix 2022-07-26 18:37:44 +03:00
abigailt
a13415ad67 Externalize BlackboxClassifier dataset (x and predictions) 2022-07-25 16:31:45 +03:00
abigailt
fb534f7a0f BlackboxClassifier based on predictions to work with DatasetWithPredictions 2022-07-25 16:31:45 +03:00
abigailt
77a6e08c8e Keras regression support 2022-07-24 18:45:50 +03:00
Ron Shmelkin
521a2ccda9
add art to requirements.txt 2022-07-24 15:34:04 +03:00
Ron Shmelkin
15d7008224
remove self from array2numpy and array2torch_tensor functions 2022-07-24 15:32:09 +03:00
Ron Shmelkin
c77e34e373
update pytorch wrapper to use torch loaders
fix tests
and dataset style
2022-07-24 14:31:47 +03:00
olasaadi
fdc6005fce add validation set 2022-07-22 01:01:45 +03:00
olasaadi
65388da605 fix docstring 2022-07-20 18:39:53 +03:00
olasaadi
c2c7a01078 fix bug 2022-07-20 18:36:58 +03:00
olasaadi
6f69f5557b fix bug 2022-07-20 18:29:48 +03:00
olasaadi
3bf26b67d2 fix 2022-07-20 17:36:00 +03:00
abigailt
a7d156660e Wrap predict method in BlackBoxClassifierPredictMethod to avoid exception in ART when supplied method returns scalars 2022-07-20 13:33:19 +03:00
abigailt
1cc73b3da1 Check for mismatch between model output type and actual output 2022-07-20 13:33:19 +03:00
abigailt
bc7ab0cc7f Add model type to blackbox classifier (#49) 2022-07-20 13:33:19 +03:00
olasaadi
4973fbebc6 fix 2022-07-19 21:16:39 +03:00
abigailt
bc28f7f26a Return None where no predictions are available 2022-07-12 09:47:32 +03:00
abigailgold
00f9c16863
Support additional use cases for data (#46)
* Make ART black box classifier not apply preprocessing to data
* Add option to store predictions (in addition to x,y) in Dataset and Data classes
2022-07-11 14:28:09 +03:00
Shlomit Shachor
e25e58b253
enhance calculation of nb classes + tests (#45)
* update get_nb_classes method to handle 1-hot and scalar input
2022-07-05 11:32:17 +03:00
olasaadi
07e64b1f86 fix 2022-07-04 12:58:35 +03:00