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The Terms used in this standard whose first letter is capital and are not already included in Table 1 are defined in Table 16.

Table 16MPAI-wide Terms

Term Definition
Access Static or slowly changing data that are required by an application such as domain knowledge data, data models, etc.
AI Framework (AIF) The environment where AIWs are executed.
AI Module (AIM) A processing element receiving AIM-specific Inputs and producing AIM-specific Outputs according to according to its Function. An AIM may be an aggregation of AIMs.
AI Workflow (AIW) A structured aggregation of AIMs implementing a Use Case receiving AIM-specific inputs and producing AIM-specific inputs according to its Function.
AIF Metadata The data set describing the capabilities of an AIF set by the AIF Implem­enter.
AIM Metadata The data set describing the capabilities of an AIM set by the AIM Implem­enter.
Application Programming Interface (API) A software interface that allows two applications to talk to each other
Application Standard An MPAI Standard specifying AIWs, AIMs, Topologies and Formats suitable for a particular application domain.
Channel A physical or logical connection between an output Port of an AIM and an input Port of an AIM. The term “connection” is also used as a synonym.
Communication The infrastructure that implements message passing between AIMs.
Component One of the 9 AIF elements: Access, AI Module, AI Workflow, Commun­ication, Controller, Internal Storage, Global Storage, MPAI Store, and User Agent.
Conformance The attribute of an Implementation of being a correct technical Implem­entation of a Technical Specification.
Conformance Tester An entity authorised by MPAI to Test the Conformance of an Implem­entation.
Conformance Testing The normative document specifying the Means to Test the Conformance of an Implem­entation.
Conformance Testing Means Procedures, tools, data sets and/or data set characteristics to Test the Conformance of an Implem­en­tation.
Connection A channel connecting an output port of an AIM and an input port of an AIM.
Controller A Component that manages and controls the AIMs in the AIF, so that they execute in the correct order and at the time when they are needed.
Data Information in digital form.
Data Format The standard digital representation of Data.
Data Semantics The meaning of Data.
Device A hardware and/or software entity running at least one instance of an AIF.
Ecosystem The ensemble of the following actors: MPAI, MPAI Store, Implementers, Conformance Testers, Performance Testers and Users of MPAI-AIF Im­plem­en­tations as needed to enable an Interoperability Level.
Event An occurrence acted on by an Implementation.
Explainability The ability to trace the output of an Implementation back to the inputs that have produced it.
Fairness The attribute of an Implementation whose extent of applicability can be assessed by making the training set and/or network open to testing for bias and unanticipated results.
Function The operations effected by an AIW or an AIM on input data.
Global Storage A Component to store data shared by AIMs.
Identifier A name that uniquely identifies an Implementation.
Implementation
  1. An embodiment of the MPAI-AIF Technical Specification, or
  2. An AIW or AIM of a particular Level (1-2-3).
Internal Storage A Component to store data of the individual AIMs.
Interoperability The ability to functionally replace an AIM/AIW with another AIM/AIW having the same Interoperability Level
Interoperability Level The attribute of an AIW and its AIMs to be executable in an AIF Implem­en­tati­on and to be:

  1. Implementer-specific and satisfying the MPAI-AIF Standard (Level 1).
  2. Specified by an MPAI Application Standard (Level 2).
  3. Specified by an MPAI Application Standard and certified by a Performance Assessor (Level 3).
Knowledge Base Structured and/or unstructured information made accessible to AIMs via MPAI-specified interfaces
Message A sequence of Records.
Normativity The set of attributes of a technology or a set of technologies specified by the applicable parts of an MPAI standard.
Performance The attribute of an Implementation of being Reliable, Robust, Fair and Replicable.
Performance Assessment The normative document specifying the procedures, the tools, the data sets and/or the data set characteristics to Assess the Grade of Performance of an Implementation.
Performance Assessment Means Procedures, tools, data sets and/or data set characteristics to Assess the Performance of an Implem­en­tation.
Performance Assessor An entity authorised by MPAI to Assess the Performance of an Implementation in a given Application domain
Port A physical or logical communication interface of an AIM.
Profile A particular subset of the technologies used in MPAI-AIF or an AIW of an Application Standard and, where applicable, the classes, other subsets, options and parameters relevant to that subset.
Record Data with a specified structure.
Reference Model The AIMs and theirs Connections in an AIW.
Reference Software A technically correct software implementation of a Technical Specific­ation containing source code, or source and compiled code.
Reliability The attribute of an Implementation that performs as specified by the Application Standard, profile and version the Implementation refers to, e.g., within the application scope, stated limitations, and for the period of time specified by the Implementer.
Replicability The attribute of an Implementation whose Performance, as Assessed by a Performance Assessor, can be replicated, within an agreed level, by another Performance Assessor.
Robustness The attribute of an Implementation that copes with data outside of the stated application scope with an estimated degree of confidence.
Scope The domain of applicability of an MPAI Application Standard
Service Provider An entrepreneur who offers an Implementation as a service (e.g., a recommendation service) to Users.
Specification A collection of normative clauses.
Standard The ensemble of Technical Specification, Reference Software, Confor­man­ce Testing and Performance Assessment of an MPAI application Standard.
Technical Specification (Framework) the normative specification of the AIF.

(Application) the normative specification of the set of AIWs belon­ging to an application domain along with the AIMs required to Im­plem­ent the AIWs that includes:

  1. The formats of the Input/Output data of the AIWs implementing the AIWs.
  2. The Connections of the AIMs of the AIW.
  3. The formats of the Input/Output data of the AIMs belonging to the AIW.
Testing Laboratory A laboratory accredited by MPAI to Assess the Grade of  Performance of Implementations.
Time Base The protocol specifying how Components can access timing information
Topology The set of AIM Connections of an AIW.
Use Case A particular instance of the Application domain target of an Application Standard.
User A user of an Implementation.
User Agent The Component interfacing the user with an AIF through the Controller
Version A revision or extension of a Standard or of one of its elements.
Zero Trust A cybersecurity model primarily focused on data and service protection that assumes no implicit trust.

 

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