multiml.agent.GridSearchAgent

class multiml.agent.GridSearchAgent(**kwargs)

Agent scanning all possible subtasks and hyper parameters.

__init__(**kwargs)

Initialize grid scan agent.

Parameters:

kwargs (dict) – arbitrary kwargs passed to RandomSearchAgent class.

Methods

__init__(**kwargs)

Initialize grid scan agent.

execute()

Execute grid scan agent.

execute_differentiable(subtasktuples, counter)

Execute connection model.

execute_finalize()

Execute and finalize base agent.

execute_jobs(ctx, queue, args)

(expert method) Execute multiprocessing jobs.

execute_pipeline(subtasktuples, counter[, trial])

Execute pipeline.

execute_pool_jobs(ctx, queue, args)

(expert method) Execute multiprocessing pool jobs.

execute_subtasktuples(subtasktuples, counter)

Execute given subtasktuples.

execute_wrapper(queue, subtasktuples, ...)

(expert method) Wrapper method to execute multiprocessing pipeline.

finalize()

Finalize grid scan agent.

Attributes

history

Return history of execution.

metric

Return metric of base agent.

result

Return result of execution.

saver

Return saver of base agent.

storegate

Return storegate of base agent.

task_scheduler

Return task_scheduler of base agent.

__init__(**kwargs)

Initialize grid scan agent.

Parameters:

kwargs (dict) – arbitrary kwargs passed to RandomSearchAgent class.