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RequirementsMixin

RequirementsMixin

具有 requirements 属性的类的 Mixin。

用于向 Step 和 Pipeline 添加 requirements。

源代码位于 src/distilabel/mixins/requirements.py 
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class RequirementsMixin:
    """Mixin for classes that have `requirements` attribute.

    Used to add requirements to a `Step` and a `Pipeline`.
    """

    _requirements: Union[List[Requirement], None] = []

    def _gather_requirements(self) -> List[str]:
        """This method will be overwritten in the `BasePipeline` class to gather the requirements
        from each step.
        """
        return []

    @property
    def requirements(self) -> List[str]:
        """Return a list of requirements that must be installed to run the `Pipeline`.

        The requirements in a Pipeline will include the requirements from all the steps (if any).

        Returns:
            List of requirements that must be installed to run the `Pipeline`, sorted alphabetically.
        """
        self.requirements = self._gather_requirements()

        return [str(r) for r in self._requirements]

    @requirements.setter
    def requirements(self, _requirements: List[str]) -> None:
        requirements = []
        if not isinstance(_requirements, list):
            _requirements = [_requirements]

        for r in _requirements:
            try:
                requirements.append(Requirement(r))
            except InvalidRequirement:
                self._logger.warning(f"Invalid requirement: `{r}`")

        self._requirements = sorted(
            set(self._requirements).union(set(requirements)), key=lambda x: str(x)
        )

    def requirements_to_install(self) -> List[str]:
        """Check if the requirements are installed in the current environment, and returns the ones that aren't.

        Returns:
            List of requirements required to run the pipeline that are not installed in the current environment.
        """

        to_install = []
        for req in self.requirements:
            requirement = Requirement(req)
            if importlib.util.find_spec(requirement.name):
                if (str(requirement.specifier) != "") and (
                    version(requirement.name) != str(requirement.specifier)
                ):
                    to_install.append(req)
            else:
                to_install.append(req)
        return to_install

requirements property writable

返回运行 Pipeline 必须安装的 requirements 列表。

Pipeline 中的 requirements 将包含所有步骤的 requirements（如果有）。

返回

类型 描述
List[str]

运行 Pipeline 必须安装的 requirements 列表，按字母顺序排序。

requirements_to_install()

检查 requirements 是否已安装在当前环境中，并返回未安装的 requirements。

返回

类型 描述
List[str]

运行 pipeline 所需但未安装在当前环境中的 requirements 列表。
源代码位于 src/distilabel/mixins/requirements.py 
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def requirements_to_install(self) -> List[str]:
    """Check if the requirements are installed in the current environment, and returns the ones that aren't.

    Returns:
        List of requirements required to run the pipeline that are not installed in the current environment.
    """

    to_install = []
    for req in self.requirements:
        requirement = Requirement(req)
        if importlib.util.find_spec(requirement.name):
            if (str(requirement.specifier) != "") and (
                version(requirement.name) != str(requirement.specifier)
            ):
                to_install.append(req)
        else:
            to_install.append(req)
    return to_install