"""``EmailMessageDataSet`` loads/saves an email message from/to a file
using an underlying filesystem (e.g.: local, S3, GCS). It uses the
``email`` package in the standard library to manage email messages.
"""
from copy import deepcopy
from email.generator import Generator
from email.message import Message
from email.parser import Parser
from email.policy import default
from pathlib import PurePosixPath
from typing import Any, Dict
import fsspec
from kedro.io.core import (
AbstractVersionedDataSet,
DataSetError,
Version,
get_filepath_str,
get_protocol_and_path,
)
[docs]class EmailMessageDataSet(
AbstractVersionedDataSet
): # pylint: disable=too-many-instance-attributes
"""``EmailMessageDataSet`` loads/saves an email message from/to a file
using an underlying filesystem (e.g.: local, S3, GCS). It uses the
``email`` package in the standard library to manage email messages.
Note that ``EmailMessageDataSet`` doesn't handle sending email messages.
Example:
::
>>> from email.message import EmailMessage
>>>
>>> from kedro.extras.datasets.email import EmailMessageDataSet
>>>
>>> string_to_write = "what would you do if you were invisable for one day????"
>>>
>>> # Create a text/plain message
>>> msg = EmailMessage()
>>> msg.set_content(string_to_write)
>>> msg["Subject"] = "invisibility"
>>> msg["From"] = '"sin studly17"'
>>> msg["To"] = '"strong bad"'
>>>
>>> # data_set = EmailMessageDataSet(filepath="gcs://bucket/test")
>>> data_set = EmailMessageDataSet(filepath="test")
>>> data_set.save(msg)
>>> reloaded = data_set.load()
>>> assert msg.__dict__ == reloaded.__dict__
"""
DEFAULT_LOAD_ARGS = {} # type: Dict[str, Any]
DEFAULT_SAVE_ARGS = {} # type: Dict[str, Any]
# pylint: disable=too-many-arguments
[docs] def __init__(
self,
filepath: str,
load_args: Dict[str, Any] = None,
save_args: Dict[str, Any] = None,
version: Version = None,
credentials: Dict[str, Any] = None,
fs_args: Dict[str, Any] = None,
) -> None:
"""Creates a new instance of ``EmailMessageDataSet`` pointing to a concrete text file
on a specific filesystem.
Args:
filepath: Filepath in POSIX format to a text file prefixed with a protocol like `s3://`.
If prefix is not provided, `file` protocol (local filesystem) will be used.
The prefix should be any protocol supported by ``fsspec``.
Note: `http(s)` doesn't support versioning.
load_args: ``email`` options for parsing email messages (arguments passed
into ``email.parser.Parser.parse``). Here you can find all available arguments:
https://docs.python.org/3/library/email.parser.html#email.parser.Parser.parse
If you would like to specify options for the `Parser`,
you can include them under the "parser" key. Here you can
find all available arguments:
https://docs.python.org/3/library/email.parser.html#email.parser.Parser
All defaults are preserved, but "policy", which is set to ``email.policy.default``.
save_args: ``email`` options for generating MIME documents (arguments passed into
``email.generator.Generator.flatten``). Here you can find all available arguments:
https://docs.python.org/3/library/email.generator.html#email.generator.Generator.flatten
If you would like to specify options for the `Generator`,
you can include them under the "generator" key. Here you can
find all available arguments:
https://docs.python.org/3/library/email.generator.html#email.generator.Generator
All defaults are preserved.
version: If specified, should be an instance of
``kedro.io.core.Version``. If its ``load`` attribute is
None, the latest version will be loaded. If its ``save``
attribute is None, save version will be autogenerated.
credentials: Credentials required to get access to the underlying filesystem.
E.g. for ``GCSFileSystem`` it should look like `{"token": None}`.
fs_args: Extra arguments to pass into underlying filesystem class constructor
(e.g. `{"project": "my-project"}` for ``GCSFileSystem``), as well as
to pass to the filesystem's `open` method through nested keys
`open_args_load` and `open_args_save`.
Here you can find all available arguments for `open`:
https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.open
All defaults are preserved, except `mode`, which is set to `r` when loading
and to `w` when saving.
"""
_fs_args = deepcopy(fs_args) or {}
_fs_open_args_load = _fs_args.pop("open_args_load", {})
_fs_open_args_save = _fs_args.pop("open_args_save", {})
_credentials = deepcopy(credentials) or {}
protocol, path = get_protocol_and_path(filepath, version)
self._protocol = protocol
if protocol == "file":
_fs_args.setdefault("auto_mkdir", True)
self._fs = fsspec.filesystem(self._protocol, **_credentials, **_fs_args)
super().__init__(
filepath=PurePosixPath(path),
version=version,
exists_function=self._fs.exists,
glob_function=self._fs.glob,
)
# Handle default load arguments
self._load_args = deepcopy(self.DEFAULT_LOAD_ARGS)
if load_args is not None:
self._load_args.update(load_args)
self._parser_args = self._load_args.pop("parser", {"policy": default})
# Handle default save arguments
self._save_args = deepcopy(self.DEFAULT_SAVE_ARGS)
if save_args is not None:
self._save_args.update(save_args)
self._generator_args = self._save_args.pop("generator", {})
_fs_open_args_load.setdefault("mode", "r")
_fs_open_args_save.setdefault("mode", "w")
self._fs_open_args_load = _fs_open_args_load
self._fs_open_args_save = _fs_open_args_save
def _describe(self) -> Dict[str, Any]:
return dict(
filepath=self._filepath,
protocol=self._protocol,
load_args=self._load_args,
parser_args=self._parser_args,
save_args=self._save_args,
generator_args=self._generator_args,
version=self._version,
)
def _load(self) -> Message:
load_path = get_filepath_str(self._get_load_path(), self._protocol)
with self._fs.open(load_path, **self._fs_open_args_load) as fs_file:
return Parser(**self._parser_args).parse(fs_file, **self._load_args)
def _save(self, data: Message) -> None:
save_path = get_filepath_str(self._get_save_path(), self._protocol)
with self._fs.open(save_path, **self._fs_open_args_save) as fs_file:
Generator(fs_file, **self._generator_args).flatten(data, **self._save_args)
self._invalidate_cache()
def _exists(self) -> bool:
try:
load_path = get_filepath_str(self._get_load_path(), self._protocol)
except DataSetError:
return False
return self._fs.exists(load_path)
def _release(self) -> None:
super()._release()
self._invalidate_cache()
def _invalidate_cache(self) -> None:
"""Invalidate underlying filesystem caches."""
filepath = get_filepath_str(self._filepath, self._protocol)
self._fs.invalidate_cache(filepath)