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/"
LargeLanguageModel <|-- Adapter
click LargeLanguageModel href "../LargeLanguageModel/"
Entry <|-- Adapter
click Entry href "../Entry/"
Adapter : adaptsModel
Adapter --> "0..1" 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 --> "0..1" 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 : hasInputModality
Adapter --> "*" Modality : hasInputModality
click Modality href "../Modality/"
Adapter : hasLicense
Adapter --> "0..1" License : hasLicense
click License href "../License/"
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 : hasTrainingData
Adapter --> "*" Dataset : hasTrainingData
click Dataset href "../Dataset/"
Adapter : id
Adapter : implementedByAdapter
Adapter --> "*" Adapter : implementedByAdapter
click Adapter href "../Adapter/"
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 : isProvidedBy
Adapter --> "0..1" AiProvider : isProvidedBy
click AiProvider href "../AiProvider/"
Adapter : name
Adapter : narrow_mappings
Adapter --> "*" Any : narrow_mappings
click Any href "../Any/"
Adapter : numParameters
Adapter : numTrainingTokens
Adapter : performsTask
Adapter --> "*" AiTask : performsTask
click AiTask href "../AiTask/"
Adapter : power_consumption_w
Adapter : producer
Adapter --> "0..1" Organization : producer
click Organization href "../Organization/"
Adapter : related_mappings
Adapter --> "*" Any : related_mappings
click Any href "../Any/"
Adapter : requiredByTask
Adapter --> "*" AiTask : requiredByTask
click AiTask href "../AiTask/"
Adapter : requiresCapability
Adapter --> "*" Capability : requiresCapability
click Capability href "../Capability/"
Adapter : supported_languages
Adapter : type
Adapter : url
Inheritance
- Entity
- Entry
- Adapter [ LargeLanguageModel]
Slots
| Name | Cardinality and Range | Description | Inheritance |
|---|---|---|---|
| hasAdapterType | 0..1 AdapterType |
The Adapter type, for example: LORA, ALORA, X-LORA | direct |
| isDefinedByVocabulary | 0..1 Vocabulary |
A relationship where a term or a term group is defined by a vocabulary | direct |
| hasDocumentation | * Documentation |
Indicates documentation associated with an entity | direct |
| hasLicense | 0..1 License |
Indicates licenses associated with a resource | direct |
| hasRelatedRisk | * Risk or RiskConcept or Term |
A relationship where an entity relates to a risk | direct |
| adaptsModel | 0..1 LargeLanguageModel |
The LargeLanguageModel being adapted | direct |
| implementsCapability | * Capability |
Indicates that this adapter implements a specific capability | direct |
| hasCapability | * Capability |
Indicates the technical capabilities this entry possesses | direct |
| requiresCapability | * Capability |
Indicates that this entry requires a specific capability | direct |
| numParameters | 0..1 Integer |
A property indicating the number of parameters in a LLM | LargeLanguageModel |
| numTrainingTokens | 0..1 Integer |
The number of tokens a AI model was trained on | LargeLanguageModel |
| contextWindowSize | 0..1 Integer |
The total length, in bytes, of an AI model's context window | LargeLanguageModel |
| hasInputModality | * Modality |
A relationship indicating the input modalities supported by an AI component | LargeLanguageModel |
| hasOutputModality | * Modality |
A relationship indicating the output modalities supported by an AI component | LargeLanguageModel |
| hasTrainingData | * Dataset |
A relationship indicating the datasets an AI model was trained on | LargeLanguageModel |
| fine_tuning | 0..1 String |
A description of the fine-tuning mechanism(s) applied to a model | LargeLanguageModel |
| supported_languages | * String |
A list of languages, expressed as ISO two letter codes | LargeLanguageModel |
| isPartOf | 0..1 LargeLanguageModelFamily |
Annotation that a Large Language model is part of a family of models | Entry, LargeLanguageModel |
| isDefinedByTaxonomy | 0..1 Taxonomy |
A relationship where a concept or a concept group is defined by a taxonomy | Entry |
| requiredByTask | * AiTask |
Indicates that this entry is required to perform a specific AI task | Entry |
| implementedByAdapter | * Adapter |
Indicates that this capability is implemented by a specific adapter | Entry |
| type | 0..1 String |
The entry type | Entry |
| 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 |
| exact_mappings | * Any |
The property is used to link two concepts, indicating a high degree of confid... | Entity |
| close_mappings | * Any |
The property is used to link two concepts that are sufficiently similar that ... | Entity |
| related_mappings | * Any |
The property skos:relatedMatch is used to state an associative mapping link b... | Entity |
| narrow_mappings | * Any |
The property is used to state a hierarchical mapping link between two concept... | Entity |
| broad_mappings | * Any |
The property is used to state a hierarchical mapping link between two concept... | Entity |
| isCategorizedAs | * Any |
A relationship where an entity has been deemed to be categorized | Entity |
| hasEvaluation | * AiEvalResult |
A relationship indicating that an entity has an AI evaluation result | AiModel |
| architecture | 0..1 String |
A description of the architecture of an AI such as 'Decoder-only' | AiModel |
| gpu_hours | 0..1 Integer |
GPU consumption in terms of hours | AiModel |
| power_consumption_w | 0..1 Integer |
power consumption in Watts | AiModel |
| carbon_emitted | 0..1 Float |
The number of tons of carbon dioxide equivalent that are emitted during train... | AiModel |
| hasRiskControl | * RiskControl |
Indicates the control measures associated with a system or component to modif... | AiModel |
| producer | 0..1 Organization |
A relationship to the Organization instance which produces this instance | BaseAi |
| hasModelCard | * String |
A relationship to model card references | BaseAi |
| performsTask | * AiTask |
relationship indicating the AI tasks an AI model can perform | BaseAi |
| isProvidedBy | 0..1 AiProvider |
Indicates provider of an AI system or component | BaseAi |
Usages
| used by | used in | type | used |
|---|---|---|---|
| Container | adapters | range | Adapter |
| Entry | implementedByAdapter | range | Adapter |
| Term | implementedByAdapter | range | Adapter |
| Principle | implementedByAdapter | range | Adapter |
| Certification | implementedByAdapter | range | Adapter |
| Risk | implementedByAdapter | range | Adapter |
| AiSystem | implementedByAdapter | range | Adapter |
| AiAgent | implementedByAdapter | range | Adapter |
| AiTask | implementedByAdapter | range | Adapter |
| Capability | implementedByAdapter | range | Adapter |
| Adapter | implementedByAdapter | range | Adapter |
| LLMIntrinsic | hasAdapter | range | Adapter |
| LLMIntrinsic | implementedByAdapter | range | Adapter |
Identifier and Mapping Information
Schema Source
- from schema: https://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
is_a: Entry
mixins:
- LargeLanguageModel
slots:
- hasAdapterType
- isDefinedByVocabulary
- hasDocumentation
- hasLicense
- hasRelatedRisk
- adaptsModel
- implementsCapability
- hasCapability
- requiresCapability
````
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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
is_a: Entry
mixins:
- LargeLanguageModel
attributes:
hasAdapterType:
name: hasAdapterType
description: 'The Adapter type, for example: LORA, ALORA, X-LORA'
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
alias: hasAdapterType
owner: Adapter
domain_of:
- Adapter
range: AdapterType
isDefinedByVocabulary:
name: isDefinedByVocabulary
description: A relationship where a term or a term group is defined by a vocabulary
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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
- AiEval
- BenchmarkMetadataCard
- Adapter
- LLMIntrinsic
range: Documentation
multivalued: true
inlined: false
hasLicense:
name: hasLicense
description: Indicates licenses associated with a resource
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
slot_uri: airo:hasLicense
alias: hasLicense
owner: Adapter
domain_of:
- Dataset
- Documentation
- Vocabulary
- Taxonomy
- RiskTaxonomy
- RiskControlGroupTaxonomy
- BaseAi
- AiEval
- BenchmarkMetadataCard
- Adapter
range: License
hasRelatedRisk:
name: hasRelatedRisk
description: A relationship where an entity relates to a risk
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
domain: Any
alias: hasRelatedRisk
owner: Adapter
domain_of:
- Term
- LLMQuestionPolicy
- Action
- AiSystem
- AiEval
- BenchmarkMetadataCard
- Adapter
- LLMIntrinsic
range: Risk
multivalued: true
inlined: false
any_of:
- range: RiskConcept
- range: Term
adaptsModel:
name: adaptsModel
description: The LargeLanguageModel being adapted
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
alias: adaptsModel
owner: Adapter
domain_of:
- Adapter
range: LargeLanguageModel
implementsCapability:
name: implementsCapability
description: Indicates that this adapter implements a specific capability
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
domain: Any
alias: implementsCapability
owner: Adapter
domain_of:
- Adapter
inverse: implementedByAdapter
range: Capability
multivalued: true
inlined: false
hasCapability:
name: hasCapability
description: 'Indicates the technical capabilities this entry possesses.
'
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
domain: Any
alias: requiresCapability
owner: Adapter
domain_of:
- Entry
- LargeLanguageModel
- AiTask
- Adapter
inverse: requiredByTask
range: Capability
multivalued: true
inlined: false
numParameters:
name: numParameters
description: A property indicating the number of parameters in a LLM.
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
slot_uri: schema:isPartOf
alias: isPartOf
owner: Adapter
domain_of:
- Entry
- Risk
- LargeLanguageModel
- Stakeholder
- CapabilityGroup
range: LargeLanguageModelFamily
isDefinedByTaxonomy:
name: isDefinedByTaxonomy
description: A relationship where a concept or a concept group is defined by a
taxonomy
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/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
- Stakeholder
- StakeholderGroup
- CapabilityGroup
- Requirement
range: Taxonomy
requiredByTask:
name: requiredByTask
description: Indicates that this entry is required to perform a specific AI task.
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
alias: requiredByTask
owner: Adapter
domain_of:
- Entry
- Capability
inverse: requiresCapability
range: AiTask
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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
domain: Any
alias: implementedByAdapter
owner: Adapter
domain_of:
- Entry
- Capability
inverse: implementsCapability
range: Adapter
multivalued: true
inlined: false
type:
name: type
description: The entry type.
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/common
designates_type: true
alias: type
owner: Adapter
domain_of:
- Vocabulary
- Taxonomy
- Concept
- Control
- Group
- Entry
- Policy
- Rule
- Permission
- Prohibition
- Obligation
- Recommendation
- Certification
- 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://ibm.github.io/ai-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/ai-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/ai-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/ai-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/ai-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/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
slot_uri: nexus:isCategorizedAs
alias: isCategorizedAs
owner: Adapter
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
hasEvaluation:
name: hasEvaluation
description: A relationship indicating that an entity has an AI evaluation result.
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
slot_uri: airo:hasRiskControl
alias: hasRiskControl
owner: Adapter
domain_of:
- AiModel
range: RiskControl
multivalued: true
producer:
name: producer
description: A relationship to the Organization instance which produces this instance.
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
alias: producer
owner: Adapter
domain_of:
- BaseAi
range: Organization
hasModelCard:
name: hasModelCard
description: A relationship to model card references.
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/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://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
alias: performsTask
owner: Adapter
domain_of:
- BaseAi
range: AiTask
multivalued: true
inlined: false
isProvidedBy:
name: isProvidedBy
description: Indicates provider of an AI system or component.
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
slot_uri: airo:isProvidedBy
alias: isProvidedBy
owner: Adapter
domain_of:
- BaseAi
range: AiProvider
````