Module topicnet.cooking_machine.cubes.strategy

Classes

class BaseStrategy

Allows to visit nodes of parameters' grid in a particular order.

Initialize stage. Checks params and update internal attributes.

Expand source code

class BaseStrategy():
    """
    Allows to visit nodes of parameters' grid in a particular order.

    """
    def __init__(self):
        """
        Initialize stage. Checks params and update internal attributes.

        """
        self.score = []
        self.grid = []
        self.grid_len = None

    def _set_parameters(self, parameters):
        """

        Parameters
        ----------
        parameters : dict or list of dict

        """
        if isinstance(parameters, dict):
            parameters = [parameters]
        for entry in parameters:
            if any(key not in entry.keys() for key in ["field", "object", "values"]):
                raise ValueError(entry)
        self.parameters = parameters

    def _get_strategy_parameters(self, saveable_only=False):
        """
        """
        strategy_parameters = {
            "score": self.score,
            "grid_len": self.grid_len
        }

        if not saveable_only:
            strategy_parameters["grid"] = self.grid
            if hasattr(self, "parameters"):
                strategy_parameters["parameters"] = self.parameters

        return strategy_parameters

    def _set_strategy_parameters(self, strategy_parameters):
        """
        """
        if not isinstance(strategy_parameters, dict):
            raise ValueError("Input parameters must be dict.")

        for parameter_name in strategy_parameters.keys():
            setattr(self, parameter_name, strategy_parameters[parameter_name])

    def prepare_grid(self, other_parameters, reg_search):
        """
        Creates grid for the search. Inplace.

        Parameters
        ----------
        other_parameters : dict or list of dict
        reg_search : str
            "grid" or "pair" (and "add" or "mul" for perplexity)

        """
        self._set_parameters(other_parameters)
        all_coeffs_grid = [
            [[params["object"], params["field"], one_value] for one_value in params["values"]]
            for params in self.parameters
        ]

        if reg_search == "grid":
            self.grid = product(*all_coeffs_grid)
            self.grid_len = reduce(mul, map(len, all_coeffs_grid), 1)
        elif reg_search == "pair":
            self.grid = zip(*all_coeffs_grid)
            self.grid_len = len(all_coeffs_grid[0])

    def grid_visit_generator(self, other_parameters, reg_search):
        """

        Parameters
        ----------
        other_parameters : dict or list of dict
        reg_search : str

        Yields
        ------
        list or tuple
            one parameters set for model

        """
        for one_model_values in self.grid:
            yield one_model_values

    def update_scores(self, new_value):
        """

        Parameters
        ----------
        new_value : float

        """
        self.score.append(new_value)

Subclasses

• GreedyStrategy
• PerplexityStrategy

Methods

def grid_visit_generator(self, other_parameters, reg_search)

Parameters

other_parameters : dict or list of dict

 

reg_search : str

 

Yields

list or tuple

one parameters set for model

Expand source code

def grid_visit_generator(self, other_parameters, reg_search):
    """

    Parameters
    ----------
    other_parameters : dict or list of dict
    reg_search : str

    Yields
    ------
    list or tuple
        one parameters set for model

    """
    for one_model_values in self.grid:
        yield one_model_values

def prepare_grid(self, other_parameters, reg_search)

Creates grid for the search. Inplace.

Parameters

other_parameters : dict or list of dict

 

reg_search : str

"grid" or "pair" (and "add" or "mul" for perplexity)

Expand source code

def prepare_grid(self, other_parameters, reg_search):
    """
    Creates grid for the search. Inplace.

    Parameters
    ----------
    other_parameters : dict or list of dict
    reg_search : str
        "grid" or "pair" (and "add" or "mul" for perplexity)

    """
    self._set_parameters(other_parameters)
    all_coeffs_grid = [
        [[params["object"], params["field"], one_value] for one_value in params["values"]]
        for params in self.parameters
    ]

    if reg_search == "grid":
        self.grid = product(*all_coeffs_grid)
        self.grid_len = reduce(mul, map(len, all_coeffs_grid), 1)
    elif reg_search == "pair":
        self.grid = zip(*all_coeffs_grid)
        self.grid_len = len(all_coeffs_grid[0])

def update_scores(self, new_value)

Parameters

new_value : float

 

Expand source code

def update_scores(self, new_value):
    """

    Parameters
    ----------
    new_value : float

    """
    self.score.append(new_value)