Class: SIMBA

Stochastic Introspective Mini-Batch Ascent optimizer (dspy.SIMBA).

 classDiagram
    class SIMBA
    click SIMBA href "../SIMBA/"
      Teleprompter <|-- SIMBA
        click Teleprompter href "../Teleprompter/"

      SIMBA : bsize

      SIMBA : description

      SIMBA : id

      SIMBA : max_bootstrapped_demos

      SIMBA : max_labeled_demos

      SIMBA : metric

      SIMBA : name

      SIMBA : num_candidate_programs

      SIMBA : num_iters

Inheritance

NamedThing
- Teleprompter
  - SIMBA

Slots

Name	Cardinality and Range	Description	Inheritance
bsize	0..1 Integer		direct
num_candidate_programs	0..1 Integer		direct
num_iters	0..1 Integer		direct
max_bootstrapped_demos	0..1 Integer		direct
max_labeled_demos	0..1 Integer		direct
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

Teleprompt

Identifier and Mapping Information

Annotations

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

Schema Source

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

Mappings

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

LinkML Source

Direct

name: SIMBA
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/teleprompt/simba.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/teleprompt/simba.py
description: Stochastic Introspective Mini-Batch Ascent optimizer (``dspy.SIMBA``).
in_subset:
- teleprompt
from_schema: https://w3id.org/lmodel/dspy
is_a: Teleprompter
slots:
- bsize
- num_candidate_programs
- num_iters
- max_bootstrapped_demos
- max_labeled_demos

Induced

name: SIMBA
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/teleprompt/simba.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/teleprompt/simba.py
description: Stochastic Introspective Mini-Batch Ascent optimizer (``dspy.SIMBA``).
in_subset:
- teleprompt
from_schema: https://w3id.org/lmodel/dspy
is_a: Teleprompter
attributes:
  bsize:
    name: bsize
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: SIMBA
    domain_of:
    - SIMBA
    range: integer
    minimum_value: 1
  num_candidate_programs:
    name: num_candidate_programs
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: SIMBA
    domain_of:
    - BootstrapFewShotWithRandomSearch
    - BootstrapFewShotWithOptuna
    - SIMBA
    range: integer
    minimum_value: 1
  num_iters:
    name: num_iters
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: SIMBA
    domain_of:
    - SIMBA
    range: integer
    minimum_value: 1
  max_bootstrapped_demos:
    name: max_bootstrapped_demos
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    ifabsent: int(4)
    owner: SIMBA
    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: SIMBA
    domain_of:
    - LabeledFewShot
    - BootstrapFewShot
    - MIPROv2
    - SIMBA
    - GEPA
    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: SIMBA
    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: SIMBA
    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: SIMBA
    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: SIMBA
    domain_of:
    - NamedThing
    - LMToolSpec
    range: string