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Class: KNNFewShot

KNN-selected few-shot optimizer (dspy.KNNFewShot).

URI: dspy:KNNFewShot

 classDiagram
    class KNNFewShot
    click KNNFewShot href "../KNNFewShot/"
      BootstrapFewShot <|-- KNNFewShot
        click BootstrapFewShot href "../BootstrapFewShot/"

      KNNFewShot : description

      KNNFewShot : embedder





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



      KNNFewShot : id

      KNNFewShot : k_nearest

      KNNFewShot : max_bootstrapped_demos

      KNNFewShot : max_errors

      KNNFewShot : max_labeled_demos

      KNNFewShot : max_rounds

      KNNFewShot : metric

      KNNFewShot : metric_threshold

      KNNFewShot : name

      KNNFewShot : teacher_settings





        KNNFewShot --> "0..1" Any : teacher_settings
        click Any href "../Any/"

Inheritance

Slots

Name Cardinality and Range Description Inheritance
k_nearest 0..1
Integer		 direct
embedder 0..1
Embedder		 direct
metric_threshold 0..1
Float		 BootstrapFewShot
teacher_settings 0..1
Any		 BootstrapFewShot
max_bootstrapped_demos 0..1
Integer		 BootstrapFewShot
max_labeled_demos 0..1
Integer		 BootstrapFewShot
max_rounds 0..1
Integer		 BootstrapFewShot
max_errors 0..1
Integer		 BootstrapFewShot
metric 0..1
String		 Dotted import path of the metric callable (or its name) Teleprompter
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

Identifier and Mapping Information

Annotations

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

Schema Source

Mappings

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

LinkML Source

Direct

name: KNNFewShot
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/teleprompt/knn_fewshot.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/teleprompt/knn_fewshot.py
description: KNN-selected few-shot optimizer (``dspy.KNNFewShot``).
in_subset:
- teleprompt
from_schema: https://w3id.org/lmodel/dspy
is_a: BootstrapFewShot
slots:
- k_nearest
- embedder

Induced

name: KNNFewShot
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/teleprompt/knn_fewshot.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/teleprompt/knn_fewshot.py
description: KNN-selected few-shot optimizer (``dspy.KNNFewShot``).
in_subset:
- teleprompt
from_schema: https://w3id.org/lmodel/dspy
is_a: BootstrapFewShot
attributes:
  k_nearest:
    name: k_nearest
    from_schema: https://w3id.org/lmodel/dspy
    aliases:
    - k
    rank: 1000
    owner: KNNFewShot
    domain_of:
    - KNN
    - KNNFewShot
    range: integer
    minimum_value: 1
  embedder:
    name: embedder
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: KNNFewShot
    domain_of:
    - KNN
    - KNNFewShot
    - Embeddings
    range: Embedder
    inlined: true
  metric_threshold:
    name: metric_threshold
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: KNNFewShot
    domain_of:
    - BestOfN
    - Refine
    - BootstrapFewShot
    - COPRO
    - MIPROv2
    range: float
  teacher_settings:
    name: teacher_settings
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: KNNFewShot
    domain_of:
    - BootstrapFewShot
    - MIPROv2
    - BootstrapFinetune
    range: Any
  max_bootstrapped_demos:
    name: max_bootstrapped_demos
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    ifabsent: int(4)
    owner: KNNFewShot
    domain_of:
    - BootstrapFewShot
    - MIPROv2
    - SIMBA
    - GEPA
    range: integer
    minimum_value: 0
  max_labeled_demos:
    name: max_labeled_demos
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    ifabsent: int(16)
    owner: KNNFewShot
    domain_of:
    - LabeledFewShot
    - BootstrapFewShot
    - MIPROv2
    - SIMBA
    - GEPA
    range: integer
    minimum_value: 0
  max_rounds:
    name: max_rounds
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    ifabsent: int(1)
    owner: KNNFewShot
    domain_of:
    - BootstrapFewShot
    range: integer
    minimum_value: 1
  max_errors:
    name: max_errors
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: KNNFewShot
    domain_of:
    - Parallel
    - BootstrapFewShot
    - Evaluate
    - Settings
    range: integer
    minimum_value: 0
  metric:
    name: metric
    description: Dotted import path of the metric callable (or its name).
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: KNNFewShot
    domain_of:
    - Teleprompter
    - Evaluate
    range: string
  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: KNNFewShot
    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: KNNFewShot
    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: KNNFewShot
    domain_of:
    - NamedThing
    - LMToolSpec
    range: string