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Class: Adapter

Adapter-based methods add extra trainable parameters after the attention and fully-connected layers of a frozen pretrained model to reduce memory-usage and speed up training. The adapters are typically small but demonstrate comparable performance to a fully finetuned model and enable training larger models with fewer resources. (https://huggingface.co/docs/peft/en/conceptual_guides/adapter)

URI: nexus:Adapter

 classDiagram
    class Adapter
    click Adapter href "../Adapter"
      Entity <|-- Adapter
        click Entity href "../Entity"

      Adapter : dateCreated

      Adapter : dateModified

      Adapter : description

      Adapter : id

      Adapter : name

      Adapter : url

Inheritance

Slots

Name Cardinality and Range Description Inheritance
id 1
String		 A unique identifier to this instance of the model element Entity
name 0..1
String		 A text name of this instance Entity
description 0..1
String		 The description of an entity Entity
url 0..1
Uri		 An optional URL associated with this instance Entity
dateCreated 0..1
Date		 The date on which the entity was created Entity
dateModified 0..1
Date		 The date on which the entity was most recently modified Entity

Usages

used by used in type used
Container adapters range Adapter

Identifier and Mapping Information

Schema Source

  • from schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology

Mappings

Mapping Type Mapped Value
self nexus:Adapter
native nexus:Adapter

LinkML Source

Direct

name: Adapter
description: Adapter-based methods add extra trainable parameters after the attention
  and fully-connected layers of a frozen pretrained model to reduce memory-usage and
  speed up training. The adapters are typically small but demonstrate comparable performance
  to a fully finetuned model and enable training larger models with fewer resources.
  (https://huggingface.co/docs/peft/en/conceptual_guides/adapter)
from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
is_a: Entity

Induced

name: Adapter
description: Adapter-based methods add extra trainable parameters after the attention
  and fully-connected layers of a frozen pretrained model to reduce memory-usage and
  speed up training. The adapters are typically small but demonstrate comparable performance
  to a fully finetuned model and enable training larger models with fewer resources.
  (https://huggingface.co/docs/peft/en/conceptual_guides/adapter)
from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
is_a: Entity
attributes:
  id:
    name: id
    description: A unique identifier to this instance of the model element. Example
      identifiers include UUID, URI, URN, etc.
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    alias: id
    owner: Adapter
    domain_of:
    - Entity
    range: string
    required: true
  name:
    name: name
    description: A text name of this instance.
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:name
    alias: name
    owner: Adapter
    domain_of:
    - Entity
    - BenchmarkMetadataCard
    range: string
  description:
    name: description
    description: The description of an entity
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:description
    alias: description
    owner: Adapter
    domain_of:
    - Entity
    range: string
  url:
    name: url
    description: An optional URL associated with this instance.
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:url
    alias: url
    owner: Adapter
    domain_of:
    - Entity
    range: uri
  dateCreated:
    name: dateCreated
    description: The date on which the entity was created.
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:dateCreated
    alias: dateCreated
    owner: Adapter
    domain_of:
    - Entity
    range: date
    required: false
  dateModified:
    name: dateModified
    description: The date on which the entity was most recently modified.
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:dateModified
    alias: dateModified
    owner: Adapter
    domain_of:
    - Entity
    range: date
    required: false