nip.code_validation.rollout_analysis.CodeValidationRolloutAnalyser

class nip.code_validation.rollout_analysis.CodeValidationRolloutAnalyser(hyper_params: HyperParameters, settings: ExperimentSettings, protocol_handler: ProtocolHandler, model_name: str, *, use_dummy_api: bool = False)

Base class for analysing code validation rollouts.

Methods Summary

__init__(hyper_params, settings, ...[, ...])
forward(rollouts[, use_tqdm])	Evaluate the rollouts.
relevant_agents_and_channels()	Return an iterator over agent names and channel names to be analysed.

Attributes

client	The OpenAI client to use for interacting with the OpenAI API.
system_prompt_template_filename	The filename of the system prompt template.
name

Methods

__init__(hyper_params: HyperParameters, settings: ExperimentSettings, protocol_handler: ProtocolHandler, model_name: str, *, use_dummy_api: bool = False)

abstract forward(rollouts: NestedArrayDict, use_tqdm: bool = False) → dict[tuple[str, str], MaskedArray]

Evaluate the rollouts.

Parameters:

• rollouts (NestedArrayDict) – The rollouts to evaluate.

• use_tqdm (bool) – Whether to use tqdm for progress bars.

Returns:

evaluations (dict[tuple[str, str], ma.MaskedArray]) – The evaluations. A dictionary indexed by agent name and channel name, where evaluations[agent_name, channel_name] is an array of evaluations of shape (…)

abstract relevant_agents_and_channels() → Iterator[tuple[str, str]]

Return an iterator over agent names and channel names to be analysed.

Yields:

• agent_name (str) – The name of the agent.

• channel_name (str) – The name of the channel.