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](https://w3id.org/ai-atlas-nexus/Adapter)
[AdapterType](AdapterType.md) | The Adapter type, for example: LORA, ALORA, X-LORA | direct | | [isDefinedByVocabulary](isDefinedByVocabulary.md) | 0..1
[Vocabulary](Vocabulary.md) | A relationship where a term or a term group is defined by a vocabulary | direct | | [hasDocumentation](hasDocumentation.md) | \*
[Documentation](Documentation.md) | Indicates documentation associated with an entity | direct | | [hasLicense](hasLicense.md) | 0..1
[License](License.md) | Indicates licenses associated with a resource | direct | | [hasRelatedRisk](hasRelatedRisk.md) | \*
[Risk](Risk.md) | A relationship where an entity relates to a risk | direct | | [adaptsModel](adaptsModel.md) | \*
[LargeLanguageModel](LargeLanguageModel.md) | The LargeLanguageModel being adapted | direct | | [implementsCapability](implementsCapability.md) | \*
[Capability](Capability.md) | Indicates that this adapter implements a specific capability | direct | | [hasCapability](hasCapability.md) | \*
[Capability](Capability.md) | Indicates the technical capabilities this entry possesses | direct | | [requiresCapability](requiresCapability.md) | \*
[Any](Any.md) | Indicates that this entry requires a specific capability | direct | | [numParameters](numParameters.md) | 0..1
[Integer](Integer.md) | A property indicating the number of parameters in a LLM | [LargeLanguageModel](LargeLanguageModel.md) | | [numTrainingTokens](numTrainingTokens.md) | 0..1
[Integer](Integer.md) | The number of tokens a AI model was trained on | [LargeLanguageModel](LargeLanguageModel.md) | | [contextWindowSize](contextWindowSize.md) | 0..1
[Integer](Integer.md) | The total length, in bytes, of an AI model's context window | [LargeLanguageModel](LargeLanguageModel.md) | | [hasInputModality](hasInputModality.md) | \*
[Modality](Modality.md) | A relationship indicating the input modalities supported by an AI component | [LargeLanguageModel](LargeLanguageModel.md) | | [hasOutputModality](hasOutputModality.md) | \*
[Modality](Modality.md) | A relationship indicating the output modalities supported by an AI component | [LargeLanguageModel](LargeLanguageModel.md) | | [hasTrainingData](hasTrainingData.md) | \*
[Dataset](Dataset.md) | A relationship indicating the datasets an AI model was trained on | [LargeLanguageModel](LargeLanguageModel.md) | | [fine_tuning](fine_tuning.md) | 0..1
[String](String.md) | A description of the fine-tuning mechanism(s) applied to a model | [LargeLanguageModel](LargeLanguageModel.md) | | [supported_languages](supported_languages.md) | \*
[String](String.md) | A list of languages, expressed as ISO two letter codes | [LargeLanguageModel](LargeLanguageModel.md) | | [isPartOf](isPartOf.md) | 0..1
[LargeLanguageModelFamily](LargeLanguageModelFamily.md) | Annotation that a Large Language model is part of a family of models | [LargeLanguageModel](LargeLanguageModel.md), [Entry](Entry.md) | | [isDefinedByTaxonomy](isDefinedByTaxonomy.md) | 0..1
[Taxonomy](Taxonomy.md) | A relationship where a concept or a concept group is defined by a taxonomy | [Entry](Entry.md) | | [hasExternalReference](hasExternalReference.md) | \*
[Documentation](Documentation.md) | External references / additional resources related to this entity, such as ar... | [Entry](Entry.md) | | [requiredByTask](requiredByTask.md) | \*
[Any](Any.md) | Indicates that this entry is required to perform a specific AI task | [Entry](Entry.md) | | [implementedByAdapter](implementedByAdapter.md) | \*
[Any](Any.md) | Indicates that this capability is implemented by a specific adapter | [Entry](Entry.md) | | [hasRule](hasRule.md) | \*
[Rule](Rule.md) | Specifying applicability or inclusion of a rule within specified context | [Entry](Entry.md) | | [type](type.md) | 0..1
[String](String.md) | The entry type or class designation specifying what kind of entry this is | [Entry](Entry.md) | | [id](id.md) | 1
[String](String.md) | A unique identifier to this instance of the model element | [Entity](Entity.md) | | [name](name.md) | 0..1
[String](String.md) | A text name of this instance | [Entity](Entity.md) | | [description](description.md) | 0..1
[String](String.md) | The description of an entity | [Entity](Entity.md) | | [url](url.md) | 0..1
[Uri](Uri.md) | An optional URL associated with this instance | [Entity](Entity.md) | | [dateCreated](dateCreated.md) | 0..1
[Date](Date.md) | The date on which the entity was created | [Entity](Entity.md) | | [dateModified](dateModified.md) | 0..1
[Date](Date.md) | The date on which the entity was most recently modified | [Entity](Entity.md) | | [exact_mappings](exact_mappings.md) | \*
[Any](Any.md) | The property is used to link two concepts, indicating a high degree of confid... | [Entity](Entity.md) | | [close_mappings](close_mappings.md) | \*
[Any](Any.md) | The property is used to link two concepts that are sufficiently similar that ... | [Entity](Entity.md) | | [related_mappings](related_mappings.md) | \*
[Any](Any.md) | The property skos:relatedMatch is used to state an associative mapping link b... | [Entity](Entity.md) | | [narrow_mappings](narrow_mappings.md) | \*
[Any](Any.md) | The property is used to state a hierarchical mapping link between two concept... | [Entity](Entity.md) | | [broad_mappings](broad_mappings.md) | \*
[Any](Any.md) | The property is used to state a hierarchical mapping link between two concept... | [Entity](Entity.md) | | [isCategorizedAs](isCategorizedAs.md) | \*
[Any](Any.md) | A relationship where an entity has been deemed to be categorized | [Entity](Entity.md) | | [hasLifecycleStatus](hasLifecycleStatus.md) | 0..1
[LifecycleStatus](LifecycleStatus.md) | The editorial / publication lifecycle state of this entity | [Entity](Entity.md) | | [notes](notes.md) | \*
[String](String.md) | Free-text editorial notes, source breadcrumbs, or build-time provenance that ... | [Entity](Entity.md) | | [hasEvaluation](hasEvaluation.md) | \*
[AiEvalResult](AiEvalResult.md) | A relationship indicating that an entity has an AI evaluation result | [AiModel](AiModel.md) | | [architecture](architecture.md) | 0..1
[String](String.md) | A description of the architecture of an AI such as 'Decoder-only' | [AiModel](AiModel.md) | | [gpu_hours](gpu_hours.md) | 0..1
[Integer](Integer.md) | GPU consumption in terms of hours | [AiModel](AiModel.md) | | [power_consumption_w](power_consumption_w.md) | 0..1
[Integer](Integer.md) | power consumption in Watts | [AiModel](AiModel.md) | | [carbon_emitted](carbon_emitted.md) | 0..1
[Float](Float.md) | The number of tons of carbon dioxide equivalent that are emitted during train... | [AiModel](AiModel.md) | | [hasRiskControl](hasRiskControl.md) | \*
[RiskControl](RiskControl.md) | Indicates the control measures associated with a system or component to modif... | [AiModel](AiModel.md) | | [isProducedBy](isProducedBy.md) | 0..1
[Organization](Organization.md) | A relationship to the Organization instance which produces this instance | [BaseAi](BaseAi.md) | | [hasModelCard](hasModelCard.md) | \*
[String](String.md) | A relationship to model card references | [BaseAi](BaseAi.md) | | [performsTask](performsTask.md) | \*
[AiTask](AiTask.md) | relationship indicating the AI tasks an AI model can perform | [BaseAi](BaseAi.md) | | [isProvidedBy](isProvidedBy.md) | 0..1
[Organization](Organization.md) | A relationship to the Organization instance that provides this instance | [BaseAi](BaseAi.md) | ## Usages | used by | used in | type | used | | ------------------------------- | ----------------------------------------------- | ------ | --------------------- | | [Container](Container.md) | [adapters](adapters.md) | range | [Adapter](Adapter.md) | | [Capability](Capability.md) | [implementedByAdapter](implementedByAdapter.md) | range | [Adapter](Adapter.md) | | [Adapter](Adapter.md) | [hasRelatedRisk](hasRelatedRisk.md) | domain | [Adapter](Adapter.md) | | [Adapter](Adapter.md) | [implementsCapability](implementsCapability.md) | domain | [Adapter](Adapter.md) | | [LLMIntrinsic](LLMIntrinsic.md) | [hasAdapter](hasAdapter.md) | range | [Adapter](Adapter.md) | ## Identifier and Mapping Information ### Schema Source - from schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology ## Mappings | Mapping Type | Mapped Value | | ------------ | ------------- | | self | nexus:Adapter | | native | nexus:Adapter | ## LinkML Source ### Direct
classDiagram
class Adapter
click Adapter href "../Adapter/"
LargeLanguageModel <|-- Adapter
click LargeLanguageModel href "../LargeLanguageModel/"
Entry <|-- Adapter
click Entry href "../Entry/"
Adapter : adaptsModel
Adapter --> "*" LargeLanguageModel : adaptsModel
click LargeLanguageModel href "../LargeLanguageModel/"
Adapter : architecture
Adapter : broad_mappings
Adapter --> "*" Any : broad_mappings
click Any href "../Any/"
Adapter : carbon_emitted
Adapter : close_mappings
Adapter --> "*" Any : close_mappings
click Any href "../Any/"
Adapter : contextWindowSize
Adapter : dateCreated
Adapter : dateModified
Adapter : description
Adapter : exact_mappings
Adapter --> "*" Any : exact_mappings
click Any href "../Any/"
Adapter : fine_tuning
Adapter : gpu_hours
Adapter : hasAdapterType
Adapter --> "*" AdapterType : hasAdapterType
click AdapterType href "../AdapterType/"
Adapter : hasCapability
Adapter --> "*" Capability : hasCapability
click Capability href "../Capability/"
Adapter : hasDocumentation
Adapter --> "*" Documentation : hasDocumentation
click Documentation href "../Documentation/"
Adapter : hasEvaluation
Adapter --> "*" AiEvalResult : hasEvaluation
click AiEvalResult href "../AiEvalResult/"
Adapter : hasExternalReference
Adapter --> "*" Documentation : hasExternalReference
click Documentation href "../Documentation/"
Adapter : hasInputModality
Adapter --> "*" Modality : hasInputModality
click Modality href "../Modality/"
Adapter : hasLicense
Adapter --> "0..1" License : hasLicense
click License href "../License/"
Adapter : hasLifecycleStatus
Adapter --> "0..1" LifecycleStatus : hasLifecycleStatus
click LifecycleStatus href "../LifecycleStatus/"
Adapter : hasModelCard
Adapter : hasOutputModality
Adapter --> "*" Modality : hasOutputModality
click Modality href "../Modality/"
Adapter : hasRelatedRisk
Adapter --> "*" Risk : hasRelatedRisk
click Risk href "../Risk/"
Adapter : hasRiskControl
Adapter --> "*" RiskControl : hasRiskControl
click RiskControl href "../RiskControl/"
Adapter : hasRule
Adapter --> "*" Rule : hasRule
click Rule href "../Rule/"
Adapter : hasTrainingData
Adapter --> "*" Dataset : hasTrainingData
click Dataset href "../Dataset/"
Adapter : id
Adapter : implementedByAdapter
Adapter --> "*" Any : implementedByAdapter
click Any href "../Any/"
Adapter : implementsCapability
Adapter --> "*" Capability : implementsCapability
click Capability href "../Capability/"
Adapter : isCategorizedAs
Adapter --> "*" Any : isCategorizedAs
click Any href "../Any/"
Adapter : isDefinedByTaxonomy
Adapter --> "0..1" Taxonomy : isDefinedByTaxonomy
click Taxonomy href "../Taxonomy/"
Adapter : isDefinedByVocabulary
Adapter --> "0..1" Vocabulary : isDefinedByVocabulary
click Vocabulary href "../Vocabulary/"
Adapter : isPartOf
Adapter --> "0..1" LargeLanguageModelFamily : isPartOf
click LargeLanguageModelFamily href "../LargeLanguageModelFamily/"
Adapter : isProducedBy
Adapter --> "0..1" Organization : isProducedBy
click Organization href "../Organization/"
Adapter : isProvidedBy
Adapter --> "0..1" Organization : isProvidedBy
click Organization href "../Organization/"
Adapter : name
Adapter : narrow_mappings
Adapter --> "*" Any : narrow_mappings
click Any href "../Any/"
Adapter : notes
Adapter : numParameters
Adapter : numTrainingTokens
Adapter : performsTask
Adapter --> "*" AiTask : performsTask
click AiTask href "../AiTask/"
Adapter : power_consumption_w
Adapter : related_mappings
Adapter --> "*" Any : related_mappings
click Any href "../Any/"
Adapter : requiredByTask
Adapter --> "*" Any : requiredByTask
click Any href "../Any/"
Adapter : requiresCapability
Adapter --> "*" Any : requiresCapability
click Any href "../Any/"
Adapter : supported_languages
Adapter : type
Adapter : url
[AdapterType](AdapterType.md) | The Adapter type, for example: LORA, ALORA, X-LORA | direct | | [isDefinedByVocabulary](isDefinedByVocabulary.md) | 0..1
[Vocabulary](Vocabulary.md) | A relationship where a term or a term group is defined by a vocabulary | direct | | [hasDocumentation](hasDocumentation.md) | \*
[Documentation](Documentation.md) | Indicates documentation associated with an entity | direct | | [hasLicense](hasLicense.md) | 0..1
[License](License.md) | Indicates licenses associated with a resource | direct | | [hasRelatedRisk](hasRelatedRisk.md) | \*
[Risk](Risk.md) | A relationship where an entity relates to a risk | direct | | [adaptsModel](adaptsModel.md) | \*
[LargeLanguageModel](LargeLanguageModel.md) | The LargeLanguageModel being adapted | direct | | [implementsCapability](implementsCapability.md) | \*
[Capability](Capability.md) | Indicates that this adapter implements a specific capability | direct | | [hasCapability](hasCapability.md) | \*
[Capability](Capability.md) | Indicates the technical capabilities this entry possesses | direct | | [requiresCapability](requiresCapability.md) | \*
[Any](Any.md) | Indicates that this entry requires a specific capability | direct | | [numParameters](numParameters.md) | 0..1
[Integer](Integer.md) | A property indicating the number of parameters in a LLM | [LargeLanguageModel](LargeLanguageModel.md) | | [numTrainingTokens](numTrainingTokens.md) | 0..1
[Integer](Integer.md) | The number of tokens a AI model was trained on | [LargeLanguageModel](LargeLanguageModel.md) | | [contextWindowSize](contextWindowSize.md) | 0..1
[Integer](Integer.md) | The total length, in bytes, of an AI model's context window | [LargeLanguageModel](LargeLanguageModel.md) | | [hasInputModality](hasInputModality.md) | \*
[Modality](Modality.md) | A relationship indicating the input modalities supported by an AI component | [LargeLanguageModel](LargeLanguageModel.md) | | [hasOutputModality](hasOutputModality.md) | \*
[Modality](Modality.md) | A relationship indicating the output modalities supported by an AI component | [LargeLanguageModel](LargeLanguageModel.md) | | [hasTrainingData](hasTrainingData.md) | \*
[Dataset](Dataset.md) | A relationship indicating the datasets an AI model was trained on | [LargeLanguageModel](LargeLanguageModel.md) | | [fine_tuning](fine_tuning.md) | 0..1
[String](String.md) | A description of the fine-tuning mechanism(s) applied to a model | [LargeLanguageModel](LargeLanguageModel.md) | | [supported_languages](supported_languages.md) | \*
[String](String.md) | A list of languages, expressed as ISO two letter codes | [LargeLanguageModel](LargeLanguageModel.md) | | [isPartOf](isPartOf.md) | 0..1
[LargeLanguageModelFamily](LargeLanguageModelFamily.md) | Annotation that a Large Language model is part of a family of models | [LargeLanguageModel](LargeLanguageModel.md), [Entry](Entry.md) | | [isDefinedByTaxonomy](isDefinedByTaxonomy.md) | 0..1
[Taxonomy](Taxonomy.md) | A relationship where a concept or a concept group is defined by a taxonomy | [Entry](Entry.md) | | [hasExternalReference](hasExternalReference.md) | \*
[Documentation](Documentation.md) | External references / additional resources related to this entity, such as ar... | [Entry](Entry.md) | | [requiredByTask](requiredByTask.md) | \*
[Any](Any.md) | Indicates that this entry is required to perform a specific AI task | [Entry](Entry.md) | | [implementedByAdapter](implementedByAdapter.md) | \*
[Any](Any.md) | Indicates that this capability is implemented by a specific adapter | [Entry](Entry.md) | | [hasRule](hasRule.md) | \*
[Rule](Rule.md) | Specifying applicability or inclusion of a rule within specified context | [Entry](Entry.md) | | [type](type.md) | 0..1
[String](String.md) | The entry type or class designation specifying what kind of entry this is | [Entry](Entry.md) | | [id](id.md) | 1
[String](String.md) | A unique identifier to this instance of the model element | [Entity](Entity.md) | | [name](name.md) | 0..1
[String](String.md) | A text name of this instance | [Entity](Entity.md) | | [description](description.md) | 0..1
[String](String.md) | The description of an entity | [Entity](Entity.md) | | [url](url.md) | 0..1
[Uri](Uri.md) | An optional URL associated with this instance | [Entity](Entity.md) | | [dateCreated](dateCreated.md) | 0..1
[Date](Date.md) | The date on which the entity was created | [Entity](Entity.md) | | [dateModified](dateModified.md) | 0..1
[Date](Date.md) | The date on which the entity was most recently modified | [Entity](Entity.md) | | [exact_mappings](exact_mappings.md) | \*
[Any](Any.md) | The property is used to link two concepts, indicating a high degree of confid... | [Entity](Entity.md) | | [close_mappings](close_mappings.md) | \*
[Any](Any.md) | The property is used to link two concepts that are sufficiently similar that ... | [Entity](Entity.md) | | [related_mappings](related_mappings.md) | \*
[Any](Any.md) | The property skos:relatedMatch is used to state an associative mapping link b... | [Entity](Entity.md) | | [narrow_mappings](narrow_mappings.md) | \*
[Any](Any.md) | The property is used to state a hierarchical mapping link between two concept... | [Entity](Entity.md) | | [broad_mappings](broad_mappings.md) | \*
[Any](Any.md) | The property is used to state a hierarchical mapping link between two concept... | [Entity](Entity.md) | | [isCategorizedAs](isCategorizedAs.md) | \*
[Any](Any.md) | A relationship where an entity has been deemed to be categorized | [Entity](Entity.md) | | [hasLifecycleStatus](hasLifecycleStatus.md) | 0..1
[LifecycleStatus](LifecycleStatus.md) | The editorial / publication lifecycle state of this entity | [Entity](Entity.md) | | [notes](notes.md) | \*
[String](String.md) | Free-text editorial notes, source breadcrumbs, or build-time provenance that ... | [Entity](Entity.md) | | [hasEvaluation](hasEvaluation.md) | \*
[AiEvalResult](AiEvalResult.md) | A relationship indicating that an entity has an AI evaluation result | [AiModel](AiModel.md) | | [architecture](architecture.md) | 0..1
[String](String.md) | A description of the architecture of an AI such as 'Decoder-only' | [AiModel](AiModel.md) | | [gpu_hours](gpu_hours.md) | 0..1
[Integer](Integer.md) | GPU consumption in terms of hours | [AiModel](AiModel.md) | | [power_consumption_w](power_consumption_w.md) | 0..1
[Integer](Integer.md) | power consumption in Watts | [AiModel](AiModel.md) | | [carbon_emitted](carbon_emitted.md) | 0..1
[Float](Float.md) | The number of tons of carbon dioxide equivalent that are emitted during train... | [AiModel](AiModel.md) | | [hasRiskControl](hasRiskControl.md) | \*
[RiskControl](RiskControl.md) | Indicates the control measures associated with a system or component to modif... | [AiModel](AiModel.md) | | [isProducedBy](isProducedBy.md) | 0..1
[Organization](Organization.md) | A relationship to the Organization instance which produces this instance | [BaseAi](BaseAi.md) | | [hasModelCard](hasModelCard.md) | \*
[String](String.md) | A relationship to model card references | [BaseAi](BaseAi.md) | | [performsTask](performsTask.md) | \*
[AiTask](AiTask.md) | relationship indicating the AI tasks an AI model can perform | [BaseAi](BaseAi.md) | | [isProvidedBy](isProvidedBy.md) | 0..1
[Organization](Organization.md) | A relationship to the Organization instance that provides this instance | [BaseAi](BaseAi.md) | ## Usages | used by | used in | type | used | | ------------------------------- | ----------------------------------------------- | ------ | --------------------- | | [Container](Container.md) | [adapters](adapters.md) | range | [Adapter](Adapter.md) | | [Capability](Capability.md) | [implementedByAdapter](implementedByAdapter.md) | range | [Adapter](Adapter.md) | | [Adapter](Adapter.md) | [hasRelatedRisk](hasRelatedRisk.md) | domain | [Adapter](Adapter.md) | | [Adapter](Adapter.md) | [implementsCapability](implementsCapability.md) | domain | [Adapter](Adapter.md) | | [LLMIntrinsic](LLMIntrinsic.md) | [hasAdapter](hasAdapter.md) | range | [Adapter](Adapter.md) | ## Identifier and Mapping Information ### Schema Source - from schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology ## Mappings | Mapping Type | Mapped Value | | ------------ | ------------- | | self | nexus:Adapter | | native | nexus:Adapter | ## LinkML Source ### Direct
```yaml
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://w3id.org/ai-atlas-nexus/ai-risk-ontology
is_a: Entry
mixins:
- LargeLanguageModel
slots:
- hasAdapterType
- isDefinedByVocabulary
- hasDocumentation
- hasLicense
- hasRelatedRisk
- adaptsModel
- implementsCapability
- hasCapability
- requiresCapability
slot_usage:
implementsCapability:
name: implementsCapability
description: Indicates that this adapter implements a specific capability
domain: Adapter
inverse: implementedByAdapter
range: Capability
hasRelatedRisk:
name: hasRelatedRisk
domain: Adapter
range: Risk
````
### Induced
```yaml
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://w3id.org/ai-atlas-nexus/ai-risk-ontology
is_a: Entry
mixins:
- LargeLanguageModel
slot_usage:
implementsCapability:
name: implementsCapability
description: Indicates that this adapter implements a specific capability
domain: Adapter
inverse: implementedByAdapter
range: Capability
hasRelatedRisk:
name: hasRelatedRisk
domain: Adapter
range: Risk
attributes:
hasAdapterType:
name: hasAdapterType
description: 'The Adapter type, for example: LORA, ALORA, X-LORA'
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: hasAdapterType
owner: Adapter
domain_of:
- Adapter
range: AdapterType
multivalued: true
isDefinedByVocabulary:
name: isDefinedByVocabulary
description: A relationship where a term or a term group is defined by a vocabulary
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: schema:isPartOf
alias: isDefinedByVocabulary
owner: Adapter
domain_of:
- Entry
- Term
- Adapter
- LLMIntrinsic
range: Vocabulary
hasDocumentation:
name: hasDocumentation
description: Indicates documentation associated with an entity.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: airo:hasDocumentation
alias: hasDocumentation
owner: Adapter
domain_of:
- Dataset
- Vocabulary
- Taxonomy
- Concept
- Group
- Entry
- Term
- Principle
- RiskTaxonomy
- RiskControlGroupTaxonomy
- Action
- BaseAi
- LargeLanguageModelFamily
- AiTaskTaxonomy
- AiEval
- EveryEvalAIResult
- BenchmarkMetadataCard
- Adapter
- LLMIntrinsic
range: Documentation
multivalued: true
inlined: false
hasLicense:
name: hasLicense
description: Indicates licenses associated with a resource
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: airo:hasLicense
alias: hasLicense
owner: Adapter
domain_of:
- Dataset
- Documentation
- Vocabulary
- Taxonomy
- RiskTaxonomy
- RiskControlGroupTaxonomy
- BaseAi
- AiTaskTaxonomy
- AiEval
- BenchmarkMetadataCard
- Adapter
range: License
hasRelatedRisk:
name: hasRelatedRisk
description: A relationship where an entity relates to a risk
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
domain: Adapter
alias: hasRelatedRisk
owner: Adapter
domain_of:
- Term
- LLMQuestionPolicy
- Action
- AiSystem
- AiEval
- EveryEvalAIResult
- BenchmarkMetadataCard
- Adapter
- LLMIntrinsic
range: Risk
multivalued: true
inlined: false
adaptsModel:
name: adaptsModel
description: The LargeLanguageModel being adapted
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: adaptsModel
owner: Adapter
domain_of:
- Adapter
range: LargeLanguageModel
multivalued: true
implementsCapability:
name: implementsCapability
description: Indicates that this adapter implements a specific capability
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
domain: Adapter
alias: implementsCapability
owner: Adapter
domain_of:
- Adapter
- LLMIntrinsic
inverse: implementedByAdapter
range: Capability
multivalued: true
inlined: false
hasCapability:
name: hasCapability
description: 'Indicates the technical capabilities this entry possesses.
'
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: tech:hasCapability
alias: hasCapability
owner: Adapter
domain_of:
- AiSystem
- Adapter
- LLMIntrinsic
range: Capability
multivalued: true
inlined: false
requiresCapability:
name: requiresCapability
description: Indicates that this entry requires a specific capability
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
domain: Any
alias: requiresCapability
owner: Adapter
domain_of:
- Entry
- LargeLanguageModel
- AiTask
- Adapter
inverse: requiredByTask
range: Any
multivalued: true
inlined: false
numParameters:
name: numParameters
description: A property indicating the number of parameters in a LLM.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: numParameters
owner: Adapter
domain_of:
- LargeLanguageModel
range: integer
minimum_value: 0
numTrainingTokens:
name: numTrainingTokens
description: The number of tokens a AI model was trained on.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: numTrainingTokens
owner: Adapter
domain_of:
- LargeLanguageModel
range: integer
minimum_value: 0
contextWindowSize:
name: contextWindowSize
description: The total length, in bytes, of an AI model's context window.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: contextWindowSize
owner: Adapter
domain_of:
- LargeLanguageModel
range: integer
minimum_value: 0
hasInputModality:
name: hasInputModality
description: A relationship indicating the input modalities supported by an AI
component. Examples include text, image, video.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: hasInputModality
owner: Adapter
domain_of:
- LargeLanguageModel
range: Modality
multivalued: true
inlined: false
hasOutputModality:
name: hasOutputModality
description: A relationship indicating the output modalities supported by an AI
component. Examples include text, image, video.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: hasOutputModality
owner: Adapter
domain_of:
- LargeLanguageModel
range: Modality
multivalued: true
inlined: false
hasTrainingData:
name: hasTrainingData
description: A relationship indicating the datasets an AI model was trained on.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: airo:hasTrainingData
alias: hasTrainingData
owner: Adapter
domain_of:
- LargeLanguageModel
range: Dataset
multivalued: true
inlined: false
fine_tuning:
name: fine_tuning
description: A description of the fine-tuning mechanism(s) applied to a model.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: fine_tuning
owner: Adapter
domain_of:
- LargeLanguageModel
range: string
supported_languages:
name: supported_languages
description: A list of languages, expressed as ISO two letter codes. For example,
'jp, fr, en, de'
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: supported_languages
owner: Adapter
domain_of:
- LargeLanguageModel
range: string
multivalued: true
inlined: true
inlined_as_list: true
isPartOf:
name: isPartOf
description: Annotation that a Large Language model is part of a family of models
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: schema:isPartOf
alias: isPartOf
owner: Adapter
domain_of:
- Entry
- Risk
- CapabilityGroup
- LargeLanguageModel
- AiTaskGroup
- Stakeholder
range: LargeLanguageModelFamily
isDefinedByTaxonomy:
name: isDefinedByTaxonomy
description: A relationship where a concept or a concept group is defined by a
taxonomy
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: schema:isPartOf
alias: isDefinedByTaxonomy
owner: Adapter
domain_of:
- Concept
- Control
- Group
- Entry
- Policy
- Rule
- RiskControlGroup
- RiskGroup
- Risk
- RiskControl
- Action
- RiskIncident
- CapabilityGroup
- AiTaskDomain
- AiTaskGroup
- Stakeholder
- StakeholderGroup
- Requirement
range: Taxonomy
hasExternalReference:
name: hasExternalReference
description: External references / additional resources related to this entity,
such as articles, tools, or datasets. Distinct from hasDocumentation, which
documents the entity itself. External references are not necessarily curated
or vetted, and quality will vary.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
aliases:
- additional resources
- external_links
close_mappings:
- rdfs:seeAlso
rank: 1000
slot_uri: nexus:hasExternalReference
alias: hasExternalReference
owner: Adapter
domain_of:
- Control
- Entry
range: Documentation
multivalued: true
inlined: false
requiredByTask:
name: requiredByTask
description: Indicates that this entry is required to perform a specific AI task.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
domain: Entry
alias: requiredByTask
owner: Adapter
domain_of:
- Entry
- Capability
inverse: requiresCapability
range: Any
multivalued: true
inlined: false
implementedByAdapter:
name: implementedByAdapter
description: Indicates that this capability is implemented by a specific adapter.
This relationship distinguishes the abstract capability (what can be done) from
the technical implementation mechanism (how it is added/extended via adapters).
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
domain: Any
alias: implementedByAdapter
owner: Adapter
domain_of:
- Entry
- Capability
inverse: implementsCapability
range: Any
multivalued: true
inlined: false
hasRule:
name: hasRule
description: Specifying applicability or inclusion of a rule within specified
context.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: dpv:hasRule
alias: hasRule
owner: Adapter
domain_of:
- Entry
- LLMQuestionPolicy
- Rule
- Requirement
range: Rule
multivalued: true
inlined: false
type:
name: type
description: The entry type or class designation specifying what kind of entry
this is.
from_schema: https://w3id.org/ai-atlas-nexus/common
designates_type: true
alias: type
owner: Adapter
domain_of:
- Vocabulary
- Taxonomy
- Concept
- Control
- Group
- Entry
- Policy
- Rule
- Permission
- Prohibition
- Obligation
- Recommendation
- Certification
- BenchmarkMetadataCard
- ControlActivity
- ControlActivityPermission
- ControlActivityProhibition
- ControlActivityObligation
- ControlActivityRecommendation
- Requirement
range: string
id:
name: id
description: A unique identifier to this instance of the model element. Example
identifiers include UUID, URI, URN, etc.
from_schema: https://w3id.org/ai-atlas-nexus/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://w3id.org/ai-atlas-nexus/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://w3id.org/ai-atlas-nexus/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://w3id.org/ai-atlas-nexus/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://w3id.org/ai-atlas-nexus/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://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: schema:dateModified
alias: dateModified
owner: Adapter
domain_of:
- Entity
range: date
required: false
exact_mappings:
name: exact_mappings
description: The property is used to link two concepts, indicating a high degree
of confidence that the concepts can be used interchangeably across a wide range
of information retrieval applications
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: skos:exactMatch
alias: exact_mappings
owner: Adapter
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
close_mappings:
name: close_mappings
description: The property is used to link two concepts that are sufficiently similar
that they can be used interchangeably in some information retrieval applications.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: skos:closeMatch
alias: close_mappings
owner: Adapter
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
related_mappings:
name: related_mappings
description: The property skos:relatedMatch is used to state an associative mapping
link between two concepts.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: skos:relatedMatch
alias: related_mappings
owner: Adapter
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
narrow_mappings:
name: narrow_mappings
description: The property is used to state a hierarchical mapping link between
two concepts, indicating that the concept linked to, is a narrower concept than
the originating concept.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: skos:narrowMatch
alias: narrow_mappings
owner: Adapter
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
broad_mappings:
name: broad_mappings
description: The property is used to state a hierarchical mapping link between
two concepts, indicating that the concept linked to, is a broader concept than
the originating concept.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: skos:broadMatch
alias: broad_mappings
owner: Adapter
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
isCategorizedAs:
name: isCategorizedAs
description: A relationship where an entity has been deemed to be categorized
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: nexus:isCategorizedAs
alias: isCategorizedAs
owner: Adapter
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
hasLifecycleStatus:
name: hasLifecycleStatus
description: The editorial / publication lifecycle state of this entity. Distinct
from AiLifecyclePhase, which describes an AI system's runtime evolution rather
than the editorial workflow of a catalogued entry.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
aliases:
- lifecycle_status
- doc_status
rank: 1000
slot_uri: adms:status
alias: hasLifecycleStatus
owner: Adapter
domain_of:
- Entity
range: LifecycleStatus
notes:
name: notes
description: Free-text editorial notes, source breadcrumbs, or build-time provenance
that do not belong in the user-facing description. Opaque to consumers.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: skos:note
alias: notes
owner: Adapter
domain_of:
- Entity
range: string
recommended: false
multivalued: true
hasEvaluation:
name: hasEvaluation
description: A relationship indicating that an entity has an AI evaluation result.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: dqv:hasQualityMeasurement
alias: hasEvaluation
owner: Adapter
domain_of:
- AiModel
range: AiEvalResult
multivalued: true
architecture:
name: architecture
description: A description of the architecture of an AI such as 'Decoder-only'.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: architecture
owner: Adapter
domain_of:
- AiModel
range: string
gpu_hours:
name: gpu_hours
description: GPU consumption in terms of hours
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: gpu_hours
owner: Adapter
domain_of:
- AiModel
range: integer
minimum_value: 0
power_consumption_w:
name: power_consumption_w
description: power consumption in Watts
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: power_consumption_w
owner: Adapter
domain_of:
- AiModel
range: integer
minimum_value: 0
carbon_emitted:
name: carbon_emitted
description: The number of tons of carbon dioxide equivalent that are emitted
during training
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: carbon_emitted
owner: Adapter
domain_of:
- AiModel
range: float
minimum_value: 0
unit:
symbol: t CO2-eq
descriptive_name: tons of CO2 equivalent
hasRiskControl:
name: hasRiskControl
description: Indicates the control measures associated with a system or component
to modify risks.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: airo:hasRiskControl
alias: hasRiskControl
owner: Adapter
domain_of:
- AiModel
range: RiskControl
multivalued: true
isProducedBy:
name: isProducedBy
description: A relationship to the Organization instance which produces this instance.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: isProducedBy
owner: Adapter
domain_of:
- BaseAi
range: Organization
hasModelCard:
name: hasModelCard
description: A relationship to model card references.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: hasModelCard
owner: Adapter
domain_of:
- BaseAi
range: string
multivalued: true
inlined: true
inlined_as_list: true
performsTask:
name: performsTask
description: relationship indicating the AI tasks an AI model can perform.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
alias: performsTask
owner: Adapter
domain_of:
- BaseAi
range: AiTask
multivalued: true
inlined: false
isProvidedBy:
name: isProvidedBy
description: A relationship to the Organization instance that provides this instance.
from_schema: https://w3id.org/ai-atlas-nexus/ai-risk-ontology
rank: 1000
slot_uri: schema:provider
alias: isProvidedBy
owner: Adapter
domain_of:
- Dataset
- BaseAi
range: Organization
````