AgentOptimizationCandidate Class

Aggregated evaluation result for a single candidate agent configuration across all tasks.

Constructor

AgentOptimizationCandidate(*args: Any, **kwargs: Any)

Variables

Name Description
candidate_id
str

Server-assigned candidate identifier. Use with GET /candidates/{id} sub-endpoints.

name
str

Display name of the candidate (e.g., 'baseline', 'instruction-v2'). Required.

mutations

What was mutated from the baseline (e.g., {system_prompt: 'new prompt'}).

avg_score

Average composite score across all tasks. Required.

avg_tokens

Average token usage across all tasks. Required.

eval_id
str

Foundry evaluation identifier used to score this candidate.

eval_run_id
str

Foundry evaluation run identifier for this candidate's scoring run.

promotion

Promotion metadata. Null if the candidate has not been promoted.

Methods

as_dict

Return a dict that can be turned into json using json.dump.

clear

Remove all items from the dictionary.

copy
get

Get the value for key if key is in the dictionary, else default. :param str key: The key to look up. :param any default: The value to return if key is not in the dictionary. Defaults to None :returns: The value for key if key is in the dictionary, else default. :rtype: any

items
keys
pop

Removes specified key and return the corresponding value. :param str key: The key to pop. :param any default: The value to return if key is not in the dictionary :returns: The value corresponding to the key. :rtype: any :raises KeyError: If key is not found and default is not given.

popitem

Removes and returns some (key, value) pair :returns: The (key, value) pair. :rtype: tuple :raises KeyError: if the dictionary is empty.

setdefault

Return the value for key if key is in the dictionary; otherwise set the key to default and return default. :param str key: The key to look up. :param any default: The value to set if key is not in the dictionary :returns: The value for key if key is in the dictionary, else default. :rtype: any

update

Update the dictionary from a mapping or an iterable of key-value pairs. :param any args: Either a mapping object or an iterable of key-value pairs.

values

as_dict

Return a dict that can be turned into json using json.dump.

as_dict(*, exclude_readonly: bool = False) -> dict[str, Any]

Keyword-Only Parameters

Name Description
exclude_readonly

Whether to remove the readonly properties.

Default value: False

Returns

Type Description

A dict JSON compatible object

clear

Remove all items from the dictionary.

clear() -> None

copy

copy() -> Model

get

Get the value for key if key is in the dictionary, else default. :param str key: The key to look up. :param any default: The value to return if key is not in the dictionary. Defaults to None :returns: The value for key if key is in the dictionary, else default. :rtype: any

get(key: str, default: Any = None) -> Any

Parameters

Name Description
key
Required
default
Default value: None

items

items() -> ItemsView[str, Any]

Returns

Type Description

a set-like object providing a view on the mapping's items

keys

keys() -> KeysView[str]

Returns

Type Description

a set-like object providing a view on the mapping's keys

pop

Removes specified key and return the corresponding value. :param str key: The key to pop. :param any default: The value to return if key is not in the dictionary :returns: The value corresponding to the key. :rtype: any :raises KeyError: If key is not found and default is not given.

pop(key: str, default: ~typing.Any = <object object>) -> Any

Parameters

Name Description
key
Required
default

popitem

Removes and returns some (key, value) pair :returns: The (key, value) pair. :rtype: tuple :raises KeyError: if the dictionary is empty.

popitem() -> tuple[str, Any]

setdefault

Return the value for key if key is in the dictionary; otherwise set the key to default and return default. :param str key: The key to look up. :param any default: The value to set if key is not in the dictionary :returns: The value for key if key is in the dictionary, else default. :rtype: any

setdefault(key: str, default: ~typing.Any = <object object>) -> Any

Parameters

Name Description
key
Required
default

update

Update the dictionary from a mapping or an iterable of key-value pairs. :param any args: Either a mapping object or an iterable of key-value pairs.

update(*args: Any, **kwargs: Any) -> None

values

values() -> ValuesView[Any]

Returns

Type Description

an object providing a view on the mapping's values

Attributes

avg_score

Average composite score across all tasks. Required.

avg_score: float

avg_tokens

Average token usage across all tasks. Required.

avg_tokens: float

candidate_id

Server-assigned candidate identifier. Use with GET /candidates/{id} sub-endpoints.

candidate_id: str | None

eval_id

Foundry evaluation identifier used to score this candidate.

eval_id: str | None

eval_run_id

Foundry evaluation run identifier for this candidate's scoring run.

eval_run_id: str | None

mutations

'new prompt'}).

mutations: dict[str, Any] | None

name

Display name of the candidate (e.g., 'baseline', 'instruction-v2'). Required.

name: str

promotion

Promotion metadata. Null if the candidate has not been promoted.

promotion: _models.PromotionInfo | None