Page Comparison

Case Attributes

Description

Type

New

Blueprint Family - Proposed Name

Differentially private data aggregation framework – OpenMined PipelineDP

Use Case

Differentially private data aggregation

Blueprint proposed Name

Differentially private data aggregation framework: OpenMined PipelineDP

Initial POD Cost (capex)

Unicycle less than $150k: 3 Arm bare metal machines, 1 10G switch

Scale & Type

For the smallest deployment, this requires 2 Arm bare metal machines. For large deployments, this could span to large number of bare metal machines.

Applications

Differentially private data aggregation for large scale online education, telemedicine, Hospitals, Govs, Teleco and Schools.

Power Restrictions

N/A

Infrastructure orchestration

Host:

•Orchestrator: Kubernetes

•Bare Metal Provisioning：Ansible

•Kubernetes Provisioning：KuD

•OS: Ubuntu

•GPU Driver: AMD,NVIDIA:

•Network: OVS

•GPU Driver (AMD, NVIDIA)MAC

SDN

N/A

Workload Type

•Data Center SQL databases

Here are some examples of how to use PipelineDP:

• Apache Spark example
• Apache Beam example
• Framework-free example
• Example with all frameworks

Additional Details

N/A