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Attributes

Description

Informational

Type

New

Industry Sector

Telco, Data Centers and Datawarehouse and Data Warehouses of Hospitals, Govs, Teleco and Schools

Business driver

For Example:

Emerging technologies such as 5G (vRAN, Core) and associated   Edge Services requires Cloud instance deployed at the edge of the   provider network to support latency need.

Without Edge Cloud, above said   services cannot be enabled

Differentially private data aggregation framework, pipelineDP, enables write fast, flexible pipelines that use modern techniques to aggregate user data in a privacy-preserving manner.

PipelineDP is a framework for applying differentially private aggregations to large datasets using batch processing systems such as Apache Spark, Apache Beam, and more.

To make differential privacy accessible to non-experts, PipelineDP:

• Provides a convenient API familiar to Spark or Beam developers.
• Encapsulates the complexities of differential privacy, such as:
  • protecting outliers and rare categories,
  • generating safe noise,
  • privacy budget accounting.
• Supports many standard computations, such as count, sum, and average.

Business use cases

1. Schools do machine learning on differentially private data aggregation infrastructure for confidential student information.
2. Hospitals do machine learning on differentially private data aggregation infrastructure for confidential patient information.
3. Gov do machine learning on differentially private data aggregation infrastructure for confidential wage information.
4. Telco do machine learning on differentially private data aggregation infrastructure for confidential consumer text msg and phone call records information.

Business use cases

For Example:

1.Edge Cloud deployable at Central offices with 7 servers in a single   rack should incur low operational costs per year.

2. In-place upgrade of the Edge cloud should be supported without   impacting the availability of the edge applications

3. Edge Solution should have role based access controls, Single Pane   of Glass control, administrative and User Based GUIs to manage all   deployments.

Business Cost - Initial Build Cost Target Objective

For Example:

Edge Cloud should be deployable at Central offices with 7 with more than 3 servers in   a single rack at a low cost.

Business Cost – Target Operational Objective

For Example:

1.Edge Cloud deployable at Central offices with 7 servers in a single   rack should incur low operational costs per year

1. execute this framework on top of disaggregated datasets in Data Centers and Data Warehouses requires little cost.

1. In-place upgrade of

1. the Data Centers and Data Warehouse should be supported without

1. impacting the availability of the edge applications

1. The automation should also support zero touch provisioning and

1. management tools to keep operational cost lower

Security need

For Example:

The solution should have   granular access control and should support periodic scanning.

RegulationsFor Example:

The Edge cloud solution should   meet all the industry regulations of   data privacy , and telco standards   (NEBS), etc.,

Other restrictionsFor Example:

Consider the power restrictions of   of  specific location in the design (example - Customer premise, where data are stored in School's internal servers)

Additional detailsFor Example:

The Edge Cloud Solution should be   deployable across the globe and should be able to support more than   10,000 locations.

 Use case submitters can include   files (PPT, DOC, etc…) that explain the use case in   more detailinclude  SQL queries get/set.

Case Attributes

Description

Informational

Type

New or Modification to an existing submission

Blueprint Family - Proposed   Name

Examples Only:

Network Cloud FamilyData Privacy Blueprint Family – PipelineDP

Use Case

Examples Only:

Network Cloud

Differentially private data aggregation

Blueprint proposed

Examples Only:

Central Office deployments
•  Unicycle
•  Tricycle
•  Cruzer

Customer Premise deployments
•  Rover

Name

PipelineDP

Initial POD Cost (capex)Examples Only:

•  Rover less than $20k
•  Unicycle less than $150k
•  Tricycle less than $300k
•  Cruzer less than $800k

Scale

Examples Only:
•  Rover - 1 server
•  Unicycle - 1 rack
•  Tricycle - 3 racks
•  Cruzer - 6 racks

Applications

Examples Only:

Any type of Edge Virtual Network   Functions

Power Restrictions

Example Only:
•  Cruzer - less than 50k watts

Preferred Infrastructure   orchestration

Examples Only:

OpenStack - VM orchestration

Docker/K8 - Container   Orchestration

OS - Linux

VNF Orchestration - ONAP

Under Cloud Orchestration – Airship

Additional Details

Submitter to provide additional use case   details

: 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: MAC/Linux

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

Case Attributes

Description

Informational

Type

New or Modification to an existing submission

Blueprint Family - Proposed   Name

Examples Only:

Network Cloud Family

Use Case

Examples Only:

Network Cloud

Blueprint proposed Name

Examples Only:

Unicycle A

Initial POD Cost (capex)

Examples Only:
•  Unicycle less than $150k

Scale & Type

Examples Only:
•  Up to 7 servers
•  x86/ARM server or deep edge class

Applications

Examples Only:

5G Core or vRAN (RIC)

Power Restrictions

Example Only:
•  Less than 10Kw

Infrastructure orchestration

Examples Only:

OpenStack Pike or above - VM   orchestration

Docker 1.13.1 or above / K8   1.10.2 or above- Container Orchestration

OS - Ubuntu 16.x

VNF Orchestration - ONAP   Beijing

Under Cloud Orchestration -   Airship v1.0

SDN

Examples Only:

SR-IOV & OVS-DPDK or VPP-DPDK

Workload Type

Examples Only:

VMs and Containers

Additional Details

Submitter to provide additional   use case details