OpenMined/PipelineDP
PipelineDP is a Python framework for applying differentially private aggregations to large datasets using batch processing systems such as Apache Spark, Apache Beam, and more.
PythonApache-2.0
Issues
- 3
Spark Connect Support
#513 opened by wchau - 4
Create code examples for different tasks
#282 opened by dvadym - 0
Contribution bounding with Group By privacy unit
#488 opened by dvadym - 1
Remove deprecated features
#433 opened by dvadym - 3
Introduce per partition contribution bounding for sum
#275 opened by dvadym - 1
Add information for explain calculation reports
#114 opened by dvadym - 10
- 0
Combiner for PyDP algoritms
#257 opened by dvadym - 2
Auto-tunning contribution bounding parameters
#261 opened by dvadym - 2
Create a guideline how to run PipelineDP on AWS
#393 opened by dvadym - 0
Create a guideline how to run PipelineDP on GCP
#392 opened by dvadym - 5
Laplace/Gaussian partition selection strategies.
#281 opened by dvadym - 2
DataFrame style API
#256 opened by dvadym - 4
Advance composition in PipelineDP
#259 opened by dvadym - 1
Move parameter validation testing to proper place
#292 opened by dvadym - 0
- 2
- 6
Absolute budget per aggregation
#265 opened by dvadym - 1
Broken examples/restaraunt_visits/run_without_frameworks.py due to deprecated API
#294 opened by parikhanupk - 0
Investigate possibility of PipelineDP API for Beam SQL
#289 opened by dvadym - 0
- 2
Public partitions as a cartesian product of dimensions
#277 opened by dvadym - 7
Vector summation DP aggregation
#264 opened by dvadym - 2
Extract public_partitions from AggregateParams
#262 opened by dvadym - 2
Computing DP variance
#255 opened by dvadym - 3
Extend API of BudgetAccountants
#78 opened by dvadym - 0
DP Percentiles
#80 opened by dvadym - 0
- 6
Linux Support on pip
#243 opened by wenhuizhang - 3
sklearn `Pipeline` support and examples
#231 opened by mjbommar - 2
make dev fail ERROR: Package 'dp-accounting' requires a different Python: 2.7.13 not in '>=3.6'
#244 opened by wenhuizhang - 0
Support Dockerfile for Env Dependencies
#245 opened by wenhuizhang - 3
- 2
Spark 2.X.X support?
#234 opened by SemyonSinchenko - 3
Beam public API
#69 opened by dvadym - 2
Implement select_partition API function
#122 opened by dvadym - 1
Accumulator for computing Count, Sum, Mean
#112 opened by dvadym - 0
Ensure unique stage labels in BeamOperations
#124 opened by dvadym - 0
Github Actions are failing
#81 opened by chinmayshah99 - 0
Add parameter checking to DPEngine
#138 opened by miracvbasaran - 0
Adding missing public partitions
#110 opened by dvadym - 3
Spark public API
#70 opened by dvadym - 3
DP Count Accumulator
#53 opened by dvadym - 8
Vector Summation accumulator
#43 opened by dvadym - 4
- 2
DP Sum Accumulator
#61 opened by dvadym - 2
Using accumulators in LocalOperations
#42 opened by dvadym - 5
Implement filter_by_key in SparkRDDOperations
#50 opened by dvadym - 4
- 6
Using accumulators in SparkOperations
#41 opened by dvadym