ssm.py

"""
AWS SSM Parameter retrieval and caching utility
"""
from __future__ import annotations

import os
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union, overload

import boto3
from botocore.config import Config

from aws_lambda_powertools.shared import constants
from aws_lambda_powertools.shared.functions import (
    resolve_max_age,
    resolve_truthy_env_var_choice,
    slice_dictionary,
)
from aws_lambda_powertools.shared.types import Literal

from .base import DEFAULT_MAX_AGE_SECS, DEFAULT_PROVIDERS, BaseProvider, transform_value
from .exceptions import GetParameterError
from .types import TransformOptions

if TYPE_CHECKING:
    from mypy_boto3_ssm import SSMClient
    from mypy_boto3_ssm.type_defs import GetParametersResultTypeDef


class SSMProvider(BaseProvider):
    """
    AWS Systems Manager Parameter Store Provider

    Parameters
    ----------
    config: botocore.config.Config, optional
        Botocore configuration to pass during client initialization
    boto3_session : boto3.session.Session, optional
            Boto3 session to create a boto3_client from
    boto3_client: SSMClient, optional
            Boto3 SSM Client to use, boto3_session will be ignored if both are provided

    Example
    -------
    **Retrieves a parameter value from Systems Manager Parameter Store**

        >>> from aws_lambda_powertools.utilities.parameters import SSMProvider
        >>> ssm_provider = SSMProvider()
        >>>
        >>> value = ssm_provider.get("/my/parameter")
        >>>
        >>> print(value)
        My parameter value

    **Retrieves a parameter value from Systems Manager Parameter Store in another AWS region**

        >>> from botocore.config import Config
        >>> from aws_lambda_powertools.utilities.parameters import SSMProvider
        >>>
        >>> config = Config(region_name="us-west-1")
        >>> ssm_provider = SSMProvider(config=config)
        >>>
        >>> value = ssm_provider.get("/my/parameter")
        >>>
        >>> print(value)
        My parameter value

    **Retrieves multiple parameter values from Systems Manager Parameter Store using a path prefix**

        >>> from aws_lambda_powertools.utilities.parameters import SSMProvider
        >>> ssm_provider = SSMProvider()
        >>>
        >>> values = ssm_provider.get_multiple("/my/path/prefix")
        >>>
        >>> for key, value in values.items():
        ...     print(key, value)
        /my/path/prefix/a   Parameter value a
        /my/path/prefix/b   Parameter value b
        /my/path/prefix/c   Parameter value c

    **Retrieves multiple parameter values from Systems Manager Parameter Store passing options to the SDK call**

        >>> from aws_lambda_powertools.utilities.parameters import SSMProvider
        >>> ssm_provider = SSMProvider()
        >>>
        >>> values = ssm_provider.get_multiple("/my/path/prefix", MaxResults=10)
        >>>
        >>> for key, value in values.items():
        ...     print(key, value)
        /my/path/prefix/a   Parameter value a
        /my/path/prefix/b   Parameter value b
        /my/path/prefix/c   Parameter value c
    """

    client: Any = None
    _MAX_GET_PARAMETERS_ITEM = 10
    _ERRORS_KEY = "_errors"

    def __init__(
        self,
        config: Optional[Config] = None,
        boto3_session: Optional[boto3.session.Session] = None,
        boto3_client: Optional["SSMClient"] = None,
    ):
        """
        Initialize the SSM Parameter Store client
        """

        super().__init__()

        self.client: "SSMClient" = self._build_boto3_client(
            service_name="ssm",
            client=boto3_client,
            session=boto3_session,
            config=config,
        )

    # We break Liskov substitution principle due to differences in signatures of this method and superclass get method
    # We ignore mypy error, as changes to the signature here or in a superclass is a breaking change to users
    def get(  # type: ignore[override]
        self,
        name: str,
        max_age: Optional[int] = None,
        transform: TransformOptions = None,
        decrypt: Optional[bool] = None,
        force_fetch: bool = False,
        **sdk_options,
    ) -> Optional[Union[str, dict, bytes]]:
        """
        Retrieve a parameter value or return the cached value

        Parameters
        ----------
        name: str
            Parameter name
        max_age: int, optional
            Maximum age of the cached value
        transform: str
            Optional transformation of the parameter value. Supported values
            are "json" for JSON strings and "binary" for base 64 encoded
            values.
        decrypt: bool, optional
            If the parameter value should be decrypted
        force_fetch: bool, optional
            Force update even before a cached item has expired, defaults to False
        sdk_options: dict, optional
            Arguments that will be passed directly to the underlying API call

        Raises
        ------
        GetParameterError
            When the parameter provider fails to retrieve a parameter value for
            a given name.
        TransformParameterError
            When the parameter provider fails to transform a parameter value.
        """

        # If max_age is not set, resolve it from the environment variable, defaulting to DEFAULT_MAX_AGE_SECS
        max_age = resolve_max_age(env=os.getenv(constants.PARAMETERS_MAX_AGE_ENV, DEFAULT_MAX_AGE_SECS), choice=max_age)

        # If decrypt is not set, resolve it from the environment variable, defaulting to False
        decrypt = resolve_truthy_env_var_choice(
            env=os.getenv(constants.PARAMETERS_SSM_DECRYPT_ENV, "false"),
            choice=decrypt,
        )

        # Add to `decrypt` sdk_options to we can have an explicit option for this
        sdk_options["decrypt"] = decrypt

        return super().get(name, max_age, transform, force_fetch, **sdk_options)

    def _get(self, name: str, decrypt: bool = False, **sdk_options) -> str:
        """
        Retrieve a parameter value from AWS Systems Manager Parameter Store

        Parameters
        ----------
        name: str
            Parameter name
        decrypt: bool, optional
            If the parameter value should be decrypted
        sdk_options: dict, optional
            Dictionary of options that will be passed to the Parameter Store get_parameter API call
        """

        # Explicit arguments will take precedence over keyword arguments
        sdk_options["Name"] = name
        sdk_options["WithDecryption"] = decrypt

        return self.client.get_parameter(**sdk_options)["Parameter"]["Value"]

    def _get_multiple(self, path: str, decrypt: bool = False, recursive: bool = False, **sdk_options) -> Dict[str, str]:
        """
        Retrieve multiple parameter values from AWS Systems Manager Parameter Store

        Parameters
        ----------
        path: str
            Path to retrieve the parameters
        decrypt: bool, optional
            If the parameter values should be decrypted
        recursive: bool, optional
            If this should retrieve the parameter values recursively or not
        sdk_options: dict, optional
            Dictionary of options that will be passed to the Parameter Store get_parameters_by_path API call
        """

        # Explicit arguments will take precedence over keyword arguments
        sdk_options["Path"] = path
        sdk_options["WithDecryption"] = decrypt
        sdk_options["Recursive"] = recursive

        parameters = {}
        for page in self.client.get_paginator("get_parameters_by_path").paginate(**sdk_options):
            for parameter in page.get("Parameters", []):
                # Standardize the parameter name
                # The parameter name returned by SSM will contain the full path.
                # However, for readability, we should return only the part after
                # the path.
                name = parameter["Name"]
                if name.startswith(path):
                    name = name[len(path) :]
                name = name.lstrip("/")

                parameters[name] = parameter["Value"]

        return parameters

    # NOTE: When bandwidth permits, allocate a week to refactor to lower cognitive load
    def get_parameters_by_name(
        self,
        parameters: Dict[str, Dict],
        transform: TransformOptions = None,
        decrypt: Optional[bool] = None,
        max_age: Optional[int] = None,
        raise_on_error: bool = True,
    ) -> Dict[str, str] | Dict[str, bytes] | Dict[str, dict]:
        """
        Retrieve multiple parameter values by name from SSM or cache.

        Raise_on_error decides on error handling strategy:

        - A) Default to fail-fast. Raises GetParameterError upon any error
        - B) Gracefully aggregate all parameters that failed under "_errors" key

        It transparently uses GetParameter and/or GetParameters depending on decryption requirements.

                                    ┌────────────────────────┐
                                ┌───▶  Decrypt entire batch  │─────┐
                                │   └────────────────────────┘     │     ┌────────────────────┐
                                │                                  ├─────▶ GetParameters API  │
        ┌──────────────────┐    │   ┌────────────────────────┐     │     └────────────────────┘
        │   Split batch    │─── ┼──▶│ No decryption required │─────┘
        └──────────────────┘    │   └────────────────────────┘
                                │                                        ┌────────────────────┐
                                │   ┌────────────────────────┐           │  GetParameter API  │
                                └──▶│Decrypt some but not all│───────────▶────────────────────┤
                                    └────────────────────────┘           │ GetParameters API  │
                                                                         └────────────────────┘

        Parameters
        ----------
        parameters: List[Dict[str, Dict]]
            List of parameter names, and any optional overrides
        transform: str, optional
            Transforms the content from a JSON object ('json') or base64 binary string ('binary')
        decrypt: bool, optional
            If the parameter values should be decrypted
        max_age: int, optional
            Maximum age of the cached value
        raise_on_error: bool
            Whether to fail-fast or fail gracefully by including "_errors" key in the response, by default True

        Raises
        ------
        GetParameterError
            When the parameter provider fails to retrieve a parameter value for a given name.

            When "_errors" reserved key is in parameters to be fetched from SSM.
        """

        # If max_age is not set, resolve it from the environment variable, defaulting to DEFAULT_MAX_AGE_SECS
        max_age = resolve_max_age(env=os.getenv(constants.PARAMETERS_MAX_AGE_ENV, DEFAULT_MAX_AGE_SECS), choice=max_age)

        # If decrypt is not set, resolve it from the environment variable, defaulting to False
        decrypt = resolve_truthy_env_var_choice(
            env=os.getenv(constants.PARAMETERS_SSM_DECRYPT_ENV, "false"),
            choice=decrypt,
        )

        # Init potential batch/decrypt batch responses and errors
        batch_ret: Dict[str, Any] = {}
        decrypt_ret: Dict[str, Any] = {}
        batch_err: List[str] = []
        decrypt_err: List[str] = []
        response: Dict[str, Any] = {}

        # NOTE: We fail early to avoid unintended graceful errors being replaced with their '_errors' param values
        self._raise_if_errors_key_is_present(parameters, self._ERRORS_KEY, raise_on_error)

        batch_params, decrypt_params = self._split_batch_and_decrypt_parameters(parameters, transform, max_age, decrypt)

        # NOTE: We need to find out whether all parameters must be decrypted or not to know which API to use
        ## Logic:
        ##
        ## GetParameters API -> When decrypt is used for all parameters in the the batch
        ## GetParameter  API -> When decrypt is used for one or more in the batch

        if len(decrypt_params) != len(parameters):
            decrypt_ret, decrypt_err = self._get_parameters_by_name_with_decrypt_option(decrypt_params, raise_on_error)
            batch_ret, batch_err = self._get_parameters_batch_by_name(batch_params, raise_on_error, decrypt=False)
        else:
            batch_ret, batch_err = self._get_parameters_batch_by_name(decrypt_params, raise_on_error, decrypt=True)

        # Fail-fast disabled, let's aggregate errors under "_errors" key so they can handle gracefully
        if not raise_on_error:
            response[self._ERRORS_KEY] = [*decrypt_err, *batch_err]

        return {**response, **batch_ret, **decrypt_ret}

    def _get_parameters_by_name_with_decrypt_option(
        self,
        batch: Dict[str, Dict],
        raise_on_error: bool,
    ) -> Tuple[Dict, List]:
        response: Dict[str, Any] = {}
        errors: List[str] = []

        # Decided for single-thread as it outperforms in 128M and 1G + reduce timeout risk
        # see: https://github.com/aws-powertools/powertools-lambda-python/issues/1040#issuecomment-1299954613
        for parameter, options in batch.items():
            try:
                response[parameter] = self.get(parameter, options["max_age"], options["transform"], options["decrypt"])
            except GetParameterError:
                if raise_on_error:
                    raise
                errors.append(parameter)
                continue

        return response, errors

    def _get_parameters_batch_by_name(
        self,
        batch: Dict[str, Dict],
        raise_on_error: bool = True,
        decrypt: bool = False,
    ) -> Tuple[Dict, List]:
        """Slice batch and fetch parameters using GetParameters by max permitted"""
        errors: List[str] = []

        # Fetch each possible batch param from cache and return if entire batch is cached
        cached_params = self._get_parameters_by_name_from_cache(batch)
        if len(cached_params) == len(batch):
            return cached_params, errors

        # Slice batch by max permitted GetParameters call
        batch_ret, errors = self._get_parameters_by_name_in_chunks(batch, cached_params, raise_on_error, decrypt)

        return {**cached_params, **batch_ret}, errors

    def _get_parameters_by_name_from_cache(self, batch: Dict[str, Dict]) -> Dict[str, Any]:
        """Fetch each parameter from batch that hasn't been expired"""
        cache = {}
        for name, options in batch.items():
            cache_key = (name, options["transform"])
            if self.has_not_expired_in_cache(cache_key):
                cache[name] = self.store[cache_key].value

        return cache

    def _get_parameters_by_name_in_chunks(
        self,
        batch: Dict[str, Dict],
        cache: Dict[str, Any],
        raise_on_error: bool,
        decrypt: bool = False,
    ) -> Tuple[Dict, List]:
        """Take out differences from cache and batch, slice it and fetch from SSM"""
        response: Dict[str, Any] = {}
        errors: List[str] = []

        diff = {key: value for key, value in batch.items() if key not in cache}

        for chunk in slice_dictionary(data=diff, chunk_size=self._MAX_GET_PARAMETERS_ITEM):
            response, possible_errors = self._get_parameters_by_name(
                parameters=chunk,
                raise_on_error=raise_on_error,
                decrypt=decrypt,
            )
            response.update(response)
            errors.extend(possible_errors)

        return response, errors

    def _get_parameters_by_name(
        self,
        parameters: Dict[str, Dict],
        raise_on_error: bool = True,
        decrypt: bool = False,
    ) -> Tuple[Dict[str, Any], List[str]]:
        """Use SSM GetParameters to fetch parameters, hydrate cache, and handle partial failure

        Parameters
        ----------
        parameters : Dict[str, Dict]
            Parameters to fetch
        raise_on_error : bool, optional
            Whether to fail-fast or fail gracefully by including "_errors" key in the response, by default True

        Returns
        -------
        Dict[str, Any]
            Retrieved parameters as key names and their values

        Raises
        ------
        GetParameterError
            When one or more parameters failed on fetching, and raise_on_error is enabled
        """
        ret: Dict[str, Any] = {}
        batch_errors: List[str] = []
        parameter_names = list(parameters.keys())

        # All params in the batch must be decrypted
        # we return early if we hit an unrecoverable exception like InvalidKeyId/InternalServerError
        # everything else should technically be recoverable as GetParameters is non-atomic
        try:
            if decrypt:
                response = self.client.get_parameters(Names=parameter_names, WithDecryption=True)
            else:
                response = self.client.get_parameters(Names=parameter_names)
        except (self.client.exceptions.InvalidKeyId, self.client.exceptions.InternalServerError):
            return ret, parameter_names

        batch_errors = self._handle_any_invalid_get_parameter_errors(response, raise_on_error)
        transformed_params = self._transform_and_cache_get_parameters_response(response, parameters, raise_on_error)

        return transformed_params, batch_errors

    def _transform_and_cache_get_parameters_response(
        self,
        api_response: GetParametersResultTypeDef,
        parameters: Dict[str, Any],
        raise_on_error: bool = True,
    ) -> Dict[str, Any]:
        response: Dict[str, Any] = {}

        for parameter in api_response["Parameters"]:
            name = parameter["Name"]
            value = parameter["Value"]
            options = parameters[name]
            transform = options.get("transform")

            # NOTE: If transform is set, we do it before caching to reduce number of operations
            if transform:
                value = transform_value(name, value, transform, raise_on_error)  # type: ignore

            _cache_key = (name, options["transform"])
            self.add_to_cache(key=_cache_key, value=value, max_age=options["max_age"])

            response[name] = value

        return response

    @staticmethod
    def _handle_any_invalid_get_parameter_errors(
        api_response: GetParametersResultTypeDef,
        raise_on_error: bool = True,
    ) -> List[str]:
        """GetParameters is non-atomic. Failures don't always reflect in exceptions so we need to collect."""
        failed_parameters = api_response["InvalidParameters"]
        if failed_parameters:
            if raise_on_error:
                raise GetParameterError(f"Failed to fetch parameters: {failed_parameters}")

            return failed_parameters

        return []

    @staticmethod
    def _split_batch_and_decrypt_parameters(
        parameters: Dict[str, Dict],
        transform: TransformOptions,
        max_age: int,
        decrypt: bool,
    ) -> Tuple[Dict[str, Dict], Dict[str, Dict]]:
        """Split parameters that can be fetched by GetParameters vs GetParameter

        Parameters
        ----------
        parameters : Dict[str, Dict]
            Parameters containing names as key and optional config override as value
        transform : TransformOptions
            Transform configuration
        max_age : int
            How long to cache a parameter for
        decrypt : bool
            Whether to use KMS to decrypt a parameter

        Returns
        -------
        Tuple[Dict[str, Dict], Dict[str, Dict]]
            GetParameters and GetParameter parameters dict along with their overrides/globals merged
        """
        batch_parameters: Dict[str, Dict] = {}
        decrypt_parameters: Dict[str, Any] = {}

        for parameter, options in parameters.items():
            # NOTE: TypeDict later
            _overrides = options or {}
            _overrides["transform"] = _overrides.get("transform") or transform

            # These values can be falsy (False, 0)
            if "decrypt" not in _overrides:
                _overrides["decrypt"] = decrypt

            if "max_age" not in _overrides:
                _overrides["max_age"] = max_age

            # NOTE: Split parameters who have decrypt OR have it global
            if _overrides["decrypt"]:
                decrypt_parameters[parameter] = _overrides
            else:
                batch_parameters[parameter] = _overrides

        return batch_parameters, decrypt_parameters

    @staticmethod
    def _raise_if_errors_key_is_present(parameters: Dict, reserved_parameter: str, raise_on_error: bool):
        """Raise GetParameterError if fail-fast is disabled and '_errors' key is in parameters batch"""
        if not raise_on_error and reserved_parameter in parameters:
            raise GetParameterError(
                f"You cannot fetch a parameter named '{reserved_parameter}' in graceful error mode.",
            )


def get_parameter(
    name: str,
    transform: Optional[str] = None,
    decrypt: Optional[bool] = None,
    force_fetch: bool = False,
    max_age: Optional[int] = None,
    **sdk_options,
) -> Union[str, dict, bytes]:
    """
    Retrieve a parameter value from AWS Systems Manager (SSM) Parameter Store

    Parameters
    ----------
    name: str
        Name of the parameter
    transform: str, optional
        Transforms the content from a JSON object ('json') or base64 binary string ('binary')
    decrypt: bool, optional
        If the parameter values should be decrypted
    force_fetch: bool, optional
        Force update even before a cached item has expired, defaults to False
    max_age: int, optional
        Maximum age of the cached value
    sdk_options: dict, optional
        Dictionary of options that will be passed to the Parameter Store get_parameter API call

    Raises
    ------
    GetParameterError
        When the parameter provider fails to retrieve a parameter value for
        a given name.
    TransformParameterError
        When the parameter provider fails to transform a parameter value.

    Example
    -------
    **Retrieves a parameter value from Systems Manager Parameter Store**

        >>> from aws_lambda_powertools.utilities.parameters import get_parameter
        >>>
        >>> value = get_parameter("/my/parameter")
        >>>
        >>> print(value)
        My parameter value

    **Retrieves a parameter value and decodes it using a Base64 decoder**

        >>> from aws_lambda_powertools.utilities.parameters import get_parameter
        >>>
        >>> value = get_parameter("/my/parameter", transform='binary')
        >>>
        >>> print(value)
        My parameter value
    """

    # Only create the provider if this function is called at least once
    if "ssm" not in DEFAULT_PROVIDERS:
        DEFAULT_PROVIDERS["ssm"] = SSMProvider()

    # If max_age is not set, resolve it from the environment variable, defaulting to DEFAULT_MAX_AGE_SECS
    max_age = resolve_max_age(env=os.getenv(constants.PARAMETERS_MAX_AGE_ENV, DEFAULT_MAX_AGE_SECS), choice=max_age)

    # If decrypt is not set, resolve it from the environment variable, defaulting to False
    decrypt = resolve_truthy_env_var_choice(
        env=os.getenv(constants.PARAMETERS_SSM_DECRYPT_ENV, "false"),
        choice=decrypt,
    )

    # Add to `decrypt` sdk_options to we can have an explicit option for this
    sdk_options["decrypt"] = decrypt

    return DEFAULT_PROVIDERS["ssm"].get(
        name,
        max_age=max_age,
        transform=transform,
        force_fetch=force_fetch,
        **sdk_options,
    )


def get_parameters(
    path: str,
    transform: Optional[str] = None,
    recursive: bool = True,
    decrypt: Optional[bool] = None,
    force_fetch: bool = False,
    max_age: Optional[int] = None,
    raise_on_transform_error: bool = False,
    **sdk_options,
) -> Union[Dict[str, str], Dict[str, dict], Dict[str, bytes]]:
    """
    Retrieve multiple parameter values from AWS Systems Manager (SSM) Parameter Store

    For readability, we strip the path prefix name in the response.

    Parameters
    ----------
    path: str
        Path to retrieve the parameters
    transform: str, optional
        Transforms the content from a JSON object ('json') or base64 binary string ('binary')
    recursive: bool, optional
        If this should retrieve the parameter values recursively or not, defaults to True
    decrypt: bool, optional
        If the parameter values should be decrypted
    force_fetch: bool, optional
        Force update even before a cached item has expired, defaults to False
    max_age: int, optional
        Maximum age of the cached value
    raise_on_transform_error: bool, optional
        Raises an exception if any transform fails, otherwise this will
        return a None value for each transform that failed
    sdk_options: dict, optional
        Dictionary of options that will be passed to the Parameter Store get_parameters_by_path API call

    Raises
    ------
    GetParameterError
        When the parameter provider fails to retrieve parameter values for
        a given path.
    TransformParameterError
        When the parameter provider fails to transform a parameter value.

    Example
    -------
    **Retrieves parameter values from Systems Manager Parameter Store**

        >>> from aws_lambda_powertools.utilities.parameters import get_parameter
        >>>
        >>> values = get_parameters("/my/path/prefix")
        >>>
        >>> for key, value in values.items():
        ...     print(key, value)
        config              Parameter value (/my/path/prefix/config)
        webhook/config      Parameter value (/my/path/prefix/webhook/config)

    **Retrieves parameter values and decodes them using a Base64 decoder**

        >>> from aws_lambda_powertools.utilities.parameters import get_parameter
        >>>
        >>> values = get_parameters("/my/path/prefix", transform='binary')
    """

    # Only create the provider if this function is called at least once
    if "ssm" not in DEFAULT_PROVIDERS:
        DEFAULT_PROVIDERS["ssm"] = SSMProvider()

    # If max_age is not set, resolve it from the environment variable, defaulting to DEFAULT_MAX_AGE_SECS
    max_age = resolve_max_age(env=os.getenv(constants.PARAMETERS_MAX_AGE_ENV, DEFAULT_MAX_AGE_SECS), choice=max_age)

    # If decrypt is not set, resolve it from the environment variable, defaulting to False
    decrypt = resolve_truthy_env_var_choice(
        env=os.getenv(constants.PARAMETERS_SSM_DECRYPT_ENV, "false"),
        choice=decrypt,
    )

    sdk_options["recursive"] = recursive
    sdk_options["decrypt"] = decrypt

    return DEFAULT_PROVIDERS["ssm"].get_multiple(
        path,
        max_age=max_age,
        transform=transform,
        raise_on_transform_error=raise_on_transform_error,
        force_fetch=force_fetch,
        **sdk_options,
    )


@overload
def get_parameters_by_name(
    parameters: Dict[str, Dict],
    transform: None = None,
    decrypt: Optional[bool] = None,
    max_age: Optional[int] = None,
    raise_on_error: bool = True,
) -> Dict[str, str]:
    ...


@overload
def get_parameters_by_name(
    parameters: Dict[str, Dict],
    transform: Literal["binary"],
    decrypt: Optional[bool] = None,
    max_age: Optional[int] = None,
    raise_on_error: bool = True,
) -> Dict[str, bytes]:
    ...


@overload
def get_parameters_by_name(
    parameters: Dict[str, Dict],
    transform: Literal["json"],
    decrypt: Optional[bool] = None,
    max_age: Optional[int] = None,
    raise_on_error: bool = True,
) -> Dict[str, Dict[str, Any]]:
    ...


@overload
def get_parameters_by_name(
    parameters: Dict[str, Dict],
    transform: Literal["auto"],
    decrypt: Optional[bool] = None,
    max_age: Optional[int] = None,
    raise_on_error: bool = True,
) -> Union[Dict[str, str], Dict[str, dict]]:
    ...


def get_parameters_by_name(
    parameters: Dict[str, Any],
    transform: TransformOptions = None,
    decrypt: Optional[bool] = None,
    max_age: Optional[int] = None,
    raise_on_error: bool = True,
) -> Union[Dict[str, str], Dict[str, bytes], Dict[str, dict]]:
    """
    Retrieve multiple parameter values by name from AWS Systems Manager (SSM) Parameter Store

    Parameters
    ----------
    parameters: List[Dict[str, Dict]]
        List of parameter names, and any optional overrides
    transform: str, optional
        Transforms the content from a JSON object ('json') or base64 binary string ('binary')
    decrypt: bool, optional
        If the parameter values should be decrypted
    max_age: int, optional
        Maximum age of the cached value
    raise_on_error: bool, optional
        Whether to fail-fast or fail gracefully by including "_errors" key in the response, by default True

    Example
    -------

    **Retrieves multiple parameters from distinct paths from Systems Manager Parameter Store**

        from aws_lambda_powertools.utilities.parameters import get_parameters_by_name

        params = {
            "/param": {},
            "/json": {"transform": "json"},
            "/binary": {"transform": "binary"},
            "/no_cache": {"max_age": 0},
            "/api_key": {"decrypt": True},
        }

        values = get_parameters_by_name(parameters=params)
        for param_name, value in values.items():
            print(f"{param_name}: {value}")

        # "/param": value
        # "/json": value
        # "/binary": value
        # "/no_cache": value
        # "/api_key": value

    Raises
    ------
    GetParameterError
        When the parameter provider fails to retrieve a parameter value for
        a given name.
    """

    # NOTE: Decided against using multi-thread due to single-thread outperforming in 128M and 1G + timeout risk
    # see: https://github.com/aws-powertools/powertools-lambda-python/issues/1040#issuecomment-1299954613

    # If max_age is not set, resolve it from the environment variable, defaulting to DEFAULT_MAX_AGE_SECS
    max_age = resolve_max_age(env=os.getenv(constants.PARAMETERS_MAX_AGE_ENV, DEFAULT_MAX_AGE_SECS), choice=max_age)

    # If decrypt is not set, resolve it from the environment variable, defaulting to False
    decrypt = resolve_truthy_env_var_choice(
        env=os.getenv(constants.PARAMETERS_SSM_DECRYPT_ENV, "false"),
        choice=decrypt,
    )

    # Only create the provider if this function is called at least once
    if "ssm" not in DEFAULT_PROVIDERS:
        DEFAULT_PROVIDERS["ssm"] = SSMProvider()

    return DEFAULT_PROVIDERS["ssm"].get_parameters_by_name(
        parameters=parameters,
        max_age=max_age,
        transform=transform,
        decrypt=decrypt,
        raise_on_error=raise_on_error,
    )