<filename>pyieoe/base.py
# Copyright (c) 2021 Sony Group Corporation and Hanjuku-kaso Co., Ltd. All Rights Reserved.
#
# This software is released under the MIT License.
# http://opensource.org/licenses/mit-license.php

from abc import ABCMeta, abstractmethod


class BaseOPEEvaluator(metaclass=ABCMeta):
    @abstractmethod
    def estimate_policy_value(self) -> None:
        """Estimate policy values."""
        raise NotImplementedError

    @abstractmethod
    def calculate_squared_error(self) -> None:
        """Calculate squared errors."""
        raise NotImplementedError

    @abstractmethod
    def visualize_cdf(self) -> None:
        """Create graph of cumulative distribution function of an estimator."""
        raise NotImplementedError

    @abstractmethod
    def visualize_cdf_aggregate(self) -> None:
        """Create graph of cumulative distribution function of all estimators."""
        raise NotImplementedError

    @abstractmethod
    def save_policy_value(self) -> None:
        """Save estimate policy values to csv file."""
        raise NotImplementedError

    @abstractmethod
    def save_squared_error(self) -> None:
        """Save squared errors to csv file."""
        raise NotImplementedError

    @abstractmethod
    def calculate_au_cdf_score(self) -> None:
        """Calculate AU-CDF score."""
        raise NotImplementedError

    @abstractmethod
    def calculate_cvar_score(self) -> None:
        """Calculate CVaR score."""
        raise NotImplementedError

<filename>pyieoe/base.py
# Copyright (c) 2021 Sony Group Corporation and Hanjuku-kaso Co., Ltd. All Rights Reserved.
#
# This software is released under the MIT License.
# http://opensource.org/licenses/mit-license.php

from abc import ABCMeta, abstractmethod


class BaseOPEEvaluator(metaclass=ABCMeta):
    @abstractmethod
    def estimate_policy_value(self) -> None:
        """Estimate policy values."""
        raise NotImplementedError

    @abstractmethod
    def calculate_squared_error(self) -> None:
        """Calculate squared errors."""
        raise NotImplementedError

    @abstractmethod
    def visualize_cdf(self) -> None:
        """Create graph of cumulative distribution function of an estimator."""
        raise NotImplementedError

    @abstractmethod
    def visualize_cdf_aggregate(self) -> None:
        """Create graph of cumulative distribution function of all estimators."""
        raise NotImplementedError

    @abstractmethod
    def save_policy_value(self) -> None:
        """Save estimate policy values to csv file."""
        raise NotImplementedError

    @abstractmethod
    def save_squared_error(self) -> None:
        """Save squared errors to csv file."""
        raise NotImplementedError

    @abstractmethod
    def calculate_au_cdf_score(self) -> None:
        """Calculate AU-CDF score."""
        raise NotImplementedError

    @abstractmethod
    def calculate_cvar_score(self) -> None:
        """Calculate CVaR score."""
        raise NotImplementedError

# Copyright (c) 2021 Sony Group Corporation and Hanjuku-kaso Co., Ltd. All Rights Reserved. # # This software is released under the MIT License. # http://opensource.org/licenses/mit-license.php Estimate policy values. Calculate squared errors. Create graph of cumulative distribution function of an estimator. Create graph of cumulative distribution function of all estimators. Save estimate policy values to csv file. Save squared errors to csv file. Calculate AU-CDF score. Calculate CVaR score.