path	# lines of code	number of updates	days since first update	days since last update	first updated	last updated	
tensorflow_privacy/__init__.py	53	27	844	7	2019-10-14	2022-01-28
tensorflow_privacy/privacy/keras_models/dp_keras_model.py	58	7	395	7	2021-01-05	2022-01-28
tensorflow_privacy/privacy/keras_models/__init__.py	1	3	395	8	2021-01-05	2022-01-27
tensorflow_privacy/privacy/dp_query/tree_range_query.py	124	6	164	7	2021-08-24	2022-01-28
tensorflow_privacy/privacy/dp_query/quantile_estimator_query.py	111	13	606	2	2020-06-08	2022-02-02
tensorflow_privacy/privacy/dp_query/nested_query.py	55	16	850	2	2019-10-08	2022-02-02
tensorflow_privacy/privacy/dp_query/tree_aggregation.py	224	9	247	7	2021-06-02	2022-01-28
tensorflow_privacy/privacy/dp_query/quantile_adaptive_clip_sum_query.py	70	17	850	2	2019-10-08	2022-02-02
tensorflow_privacy/privacy/dp_query/distributed_discrete_gaussian_query.py	49	6	191	30	2021-07-28	2022-01-05
tensorflow_privacy/privacy/dp_query/__init__.py	1	3	850	8	2019-10-08	2022-01-27
tensorflow_privacy/privacy/dp_query/discrete_gaussian_utils.py	51	1	191	191	2021-07-28	2021-07-28
tensorflow_privacy/privacy/dp_query/discrete_gaussian_query.py	41	5	180	30	2021-08-08	2022-01-05
tensorflow_privacy/privacy/dp_query/no_privacy_query.py	20	13	850	2	2019-10-08	2022-02-02
tensorflow_privacy/privacy/dp_query/normalized_query.py	30	11	850	2	2019-10-08	2022-02-02
tensorflow_privacy/privacy/dp_query/gaussian_query.py	40	16	850	2	2019-10-08	2022-02-02
tensorflow_privacy/privacy/dp_query/dp_query.py	46	14	850	2	2019-10-08	2022-02-02
tensorflow_privacy/privacy/dp_query/restart_query.py	85	5	157	2	2021-08-31	2022-02-02
tensorflow_privacy/privacy/dp_query/tree_aggregation_query.py	177	19	247	2	2021-06-02	2022-02-02
tensorflow_privacy/privacy/analysis/dp_event_builder.py	39	2	163	135	2021-08-25	2021-09-22
tensorflow_privacy/privacy/analysis/privacy_accountant.py	33	3	163	136	2021-08-25	2021-09-21
tensorflow_privacy/privacy/analysis/compute_noise_from_budget.py	21	7	441	7	2020-11-20	2022-01-28
tensorflow_privacy/privacy/analysis/compute_dp_sgd_privacy.py	20	7	850	8	2019-10-08	2022-01-27
tensorflow_privacy/privacy/analysis/tensor_buffer.py	72	7	850	7	2019-10-08	2022-01-28
tensorflow_privacy/privacy/analysis/dp_event.py	33	6	163	7	2021-08-25	2022-01-28
tensorflow_privacy/privacy/analysis/__init__.py	1	3	850	8	2019-10-08	2022-01-27
tensorflow_privacy/privacy/analysis/compute_dp_sgd_privacy_lib.py	26	6	638	7	2020-05-07	2022-01-28
tensorflow_privacy/privacy/analysis/tree_aggregation_accountant.py	136	4	59	2	2021-12-07	2022-02-02
tensorflow_privacy/privacy/analysis/rdp_privacy_accountant.py	310	5	136	7	2021-09-21	2022-01-28
tensorflow_privacy/privacy/analysis/gdp_accountant.py	26	6	747	8	2020-01-19	2022-01-27
tensorflow_privacy/privacy/analysis/rdp_accountant.py	258	18	850	8	2019-10-08	2022-01-27
tensorflow_privacy/privacy/analysis/compute_noise_from_budget_lib.py	37	6	441	8	2020-11-20	2022-01-27
tensorflow_privacy/privacy/membership_inference_attack/seq2seq_mia.py	1	8	437	9	2020-11-24	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/keras_evaluation.py	1	8	555	9	2020-07-29	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/plotting.py	1	4	591	9	2020-06-23	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/data_structures.py	1	36	543	9	2020-08-10	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/__init__.py	7	2	591	242	2020-06-23	2021-06-07
tensorflow_privacy/privacy/membership_inference_attack/models.py	1	14	543	9	2020-08-10	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/membership_inference_attack.py	1	22	591	9	2020-06-23	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/dataset_slicing.py	1	8	543	9	2020-08-10	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/privacy_report.py	1	11	510	9	2020-09-12	2022-01-26
tensorflow_privacy/privacy/membership_inference_attack/tf_estimator_evaluation.py	1	8	568	9	2020-07-16	2022-01-26
tensorflow_privacy/privacy/__init__.py	1	2	850	844	2019-10-08	2019-10-14
tensorflow_privacy/privacy/optimizers/__init__.py	1	3	850	8	2019-10-08	2022-01-27
tensorflow_privacy/privacy/optimizers/dp_optimizer.py	184	22	850	7	2019-10-08	2022-01-28
tensorflow_privacy/privacy/optimizers/dp_optimizer_keras_vectorized.py	121	10	409	7	2020-12-22	2022-01-28
tensorflow_privacy/privacy/optimizers/dp_optimizer_keras.py	167	16	548	7	2020-08-05	2022-01-28
tensorflow_privacy/privacy/optimizers/dp_optimizer_vectorized.py	92	12	850	7	2019-10-08	2022-01-28
tensorflow_privacy/privacy/logistic_regression/datasets.py	39	2	221	7	2021-06-28	2022-01-28
tensorflow_privacy/privacy/logistic_regression/single_layer_softmax.py	30	2	221	7	2021-06-28	2022-01-28
tensorflow_privacy/privacy/logistic_regression/multinomial_logistic.py	95	2	221	7	2021-06-28	2022-01-28
tensorflow_privacy/privacy/privacy_tests/secret_sharer/exposures.py	29	4	220	4	2021-06-29	2022-01-31
tensorflow_privacy/privacy/privacy_tests/secret_sharer/generate_secrets.py	71	2	220	7	2021-06-29	2022-01-28
tensorflow_privacy/privacy/privacy_tests/secret_sharer/__init__.py	1	2	50	8	2021-12-16	2022-01-27
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/tf_estimator_evaluation_example.py	104	4	242	3	2021-06-07	2022-02-01
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/utils_tensorboard.py	35	4	242	2	2021-06-07	2022-02-02
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/seq2seq_mia.py	194	5	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/keras_evaluation.py	89	4	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/keras_evaluation_example.py	76	4	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/plotting.py	39	4	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/example.py	153	4	242	4	2021-06-07	2022-01-31
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/data_structures.py	487	5	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/utils.py	6	4	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/__init__.py	1	1	242	242	2021-06-07	2021-06-07
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/models.py	105	3	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/membership_inference_attack.py	196	3	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/dataset_slicing.py	92	3	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/privacy_report.py	79	3	242	7	2021-06-07	2022-01-28
tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/tf_estimator_evaluation.py	107	4	242	2	2021-06-07	2022-02-02
tensorflow_privacy/privacy/privacy_tests/__init__.py	1	2	219	8	2021-06-30	2022-01-27
tensorflow_privacy/privacy/estimators/binary_class_head.py	114	3	542	7	2020-08-11	2022-01-28
tensorflow_privacy/privacy/estimators/multi_label_head.py	119	3	536	7	2020-08-17	2022-01-28
tensorflow_privacy/privacy/estimators/__init__.py	1	2	297	8	2021-04-13	2022-01-27
tensorflow_privacy/privacy/estimators/head_utils.py	16	2	542	8	2020-08-11	2022-01-27
tensorflow_privacy/privacy/estimators/multi_class_head.py	113	3	542	7	2020-08-11	2022-01-28
tensorflow_privacy/privacy/estimators/v1/head.py	314	3	485	7	2020-10-07	2022-01-28
tensorflow_privacy/privacy/estimators/v1/__init__.py	1	2	297	8	2021-04-13	2022-01-27
tensorflow_privacy/privacy/estimators/v1/dnn.py	44	4	485	7	2020-10-07	2022-01-28
tensorflow_privacy/privacy/estimators/dnn.py	45	5	540	7	2020-08-13	2022-01-28
tensorflow_privacy/privacy/bolt_on/optimizers.py	186	5	850	7	2019-10-08	2022-01-28
tensorflow_privacy/privacy/bolt_on/__init__.py	15	4	850	7	2019-10-08	2022-01-28
tensorflow_privacy/privacy/bolt_on/models.py	158	5	850	7	2019-10-08	2022-01-28
tensorflow_privacy/privacy/bolt_on/losses.py	120	6	850	7	2019-10-08	2022-01-28
tensorflow_privacy/version.py	1	12	573	150	2020-07-11	2021-09-07
tensorflow_privacy/v1/__init__.py	19	3	212	8	2021-07-07	2022-01-27
g3doc/guide/_toc.yaml	7	2	275	156	2021-05-05	2021-09-01
g3doc/guide/_index.yaml	86	5	275	147	2021-05-05	2021-09-10
g3doc/build_docs.py	54	7	273	7	2021-05-07	2022-01-28
g3doc/tutorials/_toc.yaml	5	2	275	156	2021-05-05	2021-09-01
setup.py	24	24	1135	7	2018-12-27	2022-01-28
research/GDP_2019/imdb_tutorial.py	109	3	714	654	2020-02-21	2020-04-21
research/GDP_2019/adult_tutorial.py	108	3	714	654	2020-02-21	2020-04-21
research/pate_2017/aggregation.py	39	1	1117	1117	2019-01-14	2019-01-14
research/pate_2017/utils.py	8	1	1117	1117	2019-01-14	2019-01-14
research/pate_2017/analysis.py	139	3	1117	710	2019-01-14	2020-02-25
research/pate_2017/input.py	197	3	1117	710	2019-01-14	2020-02-25
research/pate_2017/train_student.py	90	3	1117	710	2019-01-14	2020-02-25
research/pate_2017/metrics.py	14	1	1117	1117	2019-01-14	2019-01-14
research/pate_2017/train_teachers.py	49	3	1117	710	2019-01-14	2020-02-25
research/pate_2017/deep_cnn.py	321	3	1117	710	2019-01-14	2020-02-25
research/pate_2018/core.py	123	1	1117	1117	2019-01-14	2019-01-14
research/pate_2018/smooth_sensitivity.py	209	3	1117	1115	2019-01-14	2019-01-16
research/pate_2018/ICLR2018/plots_for_slides.py	184	1	1117	1117	2019-01-14	2019-01-14
research/pate_2018/ICLR2018/plot_partition.py	271	1	1117	1117	2019-01-14	2019-01-14
research/pate_2018/ICLR2018/smooth_sensitivity_table.py	229	1	1117	1117	2019-01-14	2019-01-14
research/pate_2018/ICLR2018/plot_ls_q.py	57	1	1117	1117	2019-01-14	2019-01-14
research/pate_2018/ICLR2018/utility_queries_answered.py	57	1	1117	1117	2019-01-14	2019-01-14
research/pate_2018/ICLR2018/rdp_bucketized.py	163	2	1117	1064	2019-01-14	2019-03-08
research/pate_2018/ICLR2018/rdp_cumulative.py	255	1	1117	1117	2019-01-14	2019-01-14
research/pate_2018/ICLR2018/download.py	20	1	1117	1117	2019-01-14	2019-01-14
tutorials/mnist_dpsgd_tutorial.py	80	30	1144	7	2018-12-18	2022-01-28
tutorials/mnist_dpsgd_tutorial_vectorized.py	116	11	911	3	2019-08-08	2022-02-01
tutorials/mnist_dpsgd_tutorial_eager.py	96	14	1074	7	2019-02-26	2022-01-28
tutorials/bolton_tutorial.py	93	14	934	7	2019-07-16	2022-01-28
tutorials/mnist_dpsgd_tutorial_tpu.py	100	4	638	7	2020-05-07	2022-01-28
tutorials/mnist_lr_tutorial.py	142	8	956	3	2019-06-24	2022-02-01
tutorials/mnist_dpsgd_tutorial_common.py	35	4	638	2	2020-05-07	2022-02-02
tutorials/lm_dpsgd_tutorial.py	138	12	1065	3	2019-03-07	2022-02-01
tutorials/walkthrough/mnist_scratch.py	72	5	1046	3	2019-03-26	2022-02-01
tutorials/movielens_tutorial.py	143	8	764	7	2020-01-02	2022-01-28
tutorials/mnist_dpsgd_tutorial_keras.py	96	17	1072	7	2019-02-28	2022-01-28
tutorials/mnist_dpsgd_tutorial_keras_model.py	94	3	395	8	2021-01-05	2022-01-27