Class: EmbeddingsWithScores

Embeddings retriever that also returns similarity scores (dspy.EmbeddingsWithScores).

 classDiagram
    class EmbeddingsWithScores
    click EmbeddingsWithScores href "../EmbeddingsWithScores/"
      Embeddings <|-- EmbeddingsWithScores
        click Embeddings href "../Embeddings/"

      EmbeddingsWithScores : callbacks

      EmbeddingsWithScores : compiled

      EmbeddingsWithScores : corpus

      EmbeddingsWithScores : description

      EmbeddingsWithScores : embedder





        EmbeddingsWithScores --> "0..1" Embedder : embedder
        click Embedder href "../Embedder/"



      EmbeddingsWithScores : history





        EmbeddingsWithScores --> "*" LMHistoryEntry : history
        click LMHistoryEntry href "../LMHistoryEntry/"



      EmbeddingsWithScores : id

      EmbeddingsWithScores : k

      EmbeddingsWithScores : name

      EmbeddingsWithScores : predictors





        EmbeddingsWithScores --> "*" Predictor : predictors
        click Predictor href "../Predictor/"



      EmbeddingsWithScores : scores

      EmbeddingsWithScores : sub_modules





        EmbeddingsWithScores --> "*" Module : sub_modules
        click Module href "../Module/"

Inheritance

NamedThing
- Module
  - Retriever
    - Embeddings
      - EmbeddingsWithScores

Slots

Name	Cardinality and Range	Description	Inheritance
scores	* Float		direct
embedder	0..1 Embedder		Embeddings
corpus	* String	In-memory document corpus	Embeddings
k	0..1 Integer	Top-k retrieval depth	Retriever
compiled	0..1 Boolean	Whether the module has been compiled by a teleprompter	Module
callbacks	* String	Dotted import paths of callbacks registered on the module	Module
history	* LMHistoryEntry	Per-module call history of LM requests / responses	Module
predictors	* Predictor	Predictor children of a composite Module (named_predictors())	Module
sub_modules	* Module	Nested Module children of a composite Module	Module
id	1 Identifier	Stable opaque identifier for an instance	NamedThing
name	0..1 String	Short human-readable name	NamedThing
description	0..1 String	Free-form description	NamedThing

In Subsets

Retrievers

Identifier and Mapping Information

Annotations

property	value
dspy_source_paths	['dspy/retrievers/embeddings.py']
dspy_source_urls	['https://github.com/stanfordnlp/dspy/blob/main/dspy/retrievers/embeddings.py']

Schema Source

from schema: https://w3id.org/lmodel/dspy

Mappings

Mapping Type	Mapped Value
self	dspy:EmbeddingsWithScores
native	dspy:EmbeddingsWithScores

LinkML Source

Direct

name: EmbeddingsWithScores
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/retrievers/embeddings.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/retrievers/embeddings.py
description: Embeddings retriever that also returns similarity scores (``dspy.EmbeddingsWithScores``).
in_subset:
- retrievers
from_schema: https://w3id.org/lmodel/dspy
is_a: Embeddings
slots:
- scores

Induced

name: EmbeddingsWithScores
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/retrievers/embeddings.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/retrievers/embeddings.py
description: Embeddings retriever that also returns similarity scores (``dspy.EmbeddingsWithScores``).
in_subset:
- retrievers
from_schema: https://w3id.org/lmodel/dspy
is_a: Embeddings
attributes:
  scores:
    name: scores
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - EmbeddingsWithScores
    range: float
    multivalued: true
  embedder:
    name: embedder
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - KNN
    - KNNFewShot
    - Embeddings
    range: Embedder
    inlined: true
  corpus:
    name: corpus
    description: In-memory document corpus.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - Embeddings
    range: string
    multivalued: true
  k:
    name: k
    description: Top-k retrieval depth.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - Retriever
    range: integer
    minimum_value: 1
  compiled:
    name: compiled
    description: Whether the module has been compiled by a teleprompter.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    ifabsent: boolean(False)
    owner: EmbeddingsWithScores
    domain_of:
    - Module
    range: boolean
  callbacks:
    name: callbacks
    description: Dotted import paths of callbacks registered on the module.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - BaseLM
    - Adapter
    - Module
    - Settings
    range: string
    multivalued: true
  history:
    name: history
    description: Per-module call history of LM requests / responses.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - BaseLM
    - Module
    range: LMHistoryEntry
    multivalued: true
    inlined: true
    inlined_as_list: true
  predictors:
    name: predictors
    description: Predictor children of a composite Module (named_predictors()).
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - Module
    range: Predictor
    multivalued: true
    inlined: true
    inlined_as_list: true
  sub_modules:
    name: sub_modules
    description: Nested Module children of a composite Module.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: EmbeddingsWithScores
    domain_of:
    - Module
    range: Module
    multivalued: true
    inlined: true
    inlined_as_list: true
  id:
    name: id
    description: Stable opaque identifier for an instance.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    owner: EmbeddingsWithScores
    domain_of:
    - NamedThing
    range: Identifier
    required: true
  name:
    name: name
    description: Short human-readable name.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    slot_uri: rdfs:label
    owner: EmbeddingsWithScores
    domain_of:
    - NamedThing
    - LMToolCallPart
    - LMMessage
    - LMToolSpec
    range: string
  description:
    name: description
    description: Free-form description.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    slot_uri: dct:description
    owner: EmbeddingsWithScores
    domain_of:
    - NamedThing
    - LMToolSpec
    range: string