Class: MIPROv2

Multi-prompt instruction-program optimizer v2 (dspy.MIPROv2).

 classDiagram
    class MIPROv2
    click MIPROv2 href "../MIPROv2/"
      Teleprompter <|-- MIPROv2
        click Teleprompter href "../Teleprompter/"

      MIPROv2 : auto

      MIPROv2 : description

      MIPROv2 : id

      MIPROv2 : init_temperature

      MIPROv2 : log_dir

      MIPROv2 : max_bootstrapped_demos

      MIPROv2 : max_labeled_demos

      MIPROv2 : metric

      MIPROv2 : metric_threshold

      MIPROv2 : name

      MIPROv2 : num_candidates

      MIPROv2 : num_trials

      MIPROv2 : prompt_model





        MIPROv2 --> "0..1" BaseLM : prompt_model
        click BaseLM href "../BaseLM/"



      MIPROv2 : task_model





        MIPROv2 --> "0..1" BaseLM : task_model
        click BaseLM href "../BaseLM/"



      MIPROv2 : teacher_settings





        MIPROv2 --> "0..1" Any : teacher_settings
        click Any href "../Any/"



      MIPROv2 : track_stats

Inheritance

NamedThing
- Teleprompter
  - MIPROv2

Slots

Name	Cardinality and Range	Description	Inheritance
auto	0..1 String	MIPROv2 auto mode (light / medium / heavy)	direct
num_candidates	0..1 Integer	Number of candidate prompts / programs to evaluate per trial	direct
num_trials	0..1 Integer		direct
init_temperature	0..1 Float		direct
max_bootstrapped_demos	0..1 Integer		direct
max_labeled_demos	0..1 Integer		direct
track_stats	0..1 Boolean		direct
log_dir	0..1 String		direct
prompt_model	0..1 BaseLM		direct
task_model	0..1 BaseLM		direct
metric_threshold	0..1 Float		direct
teacher_settings	0..1 Any		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/mipro_optimizer_v2.py']
dspy_source_urls	['https://github.com/stanfordnlp/dspy/blob/main/dspy/teleprompt/mipro_optimizer_v2.py']

Schema Source

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

Mappings

Mapping Type	Mapped Value
self	dspy:MIPROv2
native	dspy:MIPROv2

LinkML Source

Direct

name: MIPROv2
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/teleprompt/mipro_optimizer_v2.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/teleprompt/mipro_optimizer_v2.py
description: Multi-prompt instruction-program optimizer v2 (``dspy.MIPROv2``).
in_subset:
- teleprompt
from_schema: https://w3id.org/lmodel/dspy
is_a: Teleprompter
slots:
- auto
- num_candidates
- num_trials
- init_temperature
- max_bootstrapped_demos
- max_labeled_demos
- track_stats
- log_dir
- prompt_model
- task_model
- metric_threshold
- teacher_settings

Induced

name: MIPROv2
annotations:
  dspy_source_paths:
    tag: dspy_source_paths
    value:
    - dspy/teleprompt/mipro_optimizer_v2.py
  dspy_source_urls:
    tag: dspy_source_urls
    value:
    - https://github.com/stanfordnlp/dspy/blob/main/dspy/teleprompt/mipro_optimizer_v2.py
description: Multi-prompt instruction-program optimizer v2 (``dspy.MIPROv2``).
in_subset:
- teleprompt
from_schema: https://w3id.org/lmodel/dspy
is_a: Teleprompter
attributes:
  auto:
    name: auto
    description: MIPROv2 auto mode (light / medium / heavy).
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - MIPROv2
    range: string
  num_candidates:
    name: num_candidates
    description: Number of candidate prompts / programs to evaluate per trial.
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - MIPROv2
    range: integer
    minimum_value: 1
  num_trials:
    name: num_trials
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - BootstrapFewShotWithOptuna
    - MIPROv2
    range: integer
    minimum_value: 1
  init_temperature:
    name: init_temperature
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - COPRO
    - MIPROv2
    range: float
  max_bootstrapped_demos:
    name: max_bootstrapped_demos
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    ifabsent: int(4)
    owner: MIPROv2
    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: MIPROv2
    domain_of:
    - LabeledFewShot
    - BootstrapFewShot
    - MIPROv2
    - SIMBA
    - GEPA
    range: integer
    minimum_value: 0
  track_stats:
    name: track_stats
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    ifabsent: boolean(False)
    owner: MIPROv2
    domain_of:
    - COPRO
    - MIPROv2
    range: boolean
  log_dir:
    name: log_dir
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - MIPROv2
    range: string
  prompt_model:
    name: prompt_model
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - COPRO
    - MIPROv2
    range: BaseLM
    inlined: true
  task_model:
    name: task_model
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - MIPROv2
    range: BaseLM
    inlined: true
  metric_threshold:
    name: metric_threshold
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - BestOfN
    - Refine
    - BootstrapFewShot
    - COPRO
    - MIPROv2
    range: float
  teacher_settings:
    name: teacher_settings
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    domain_of:
    - BootstrapFewShot
    - MIPROv2
    - BootstrapFinetune
    range: Any
  metric:
    name: metric
    description: Dotted import path of the metric callable (or its name).
    from_schema: https://w3id.org/lmodel/dspy
    rank: 1000
    owner: MIPROv2
    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: MIPROv2
    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: MIPROv2
    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: MIPROv2
    domain_of:
    - NamedThing
    - LMToolSpec
    range: string