craftbeerpi4-pione/venv3/lib/python3.7/site-packages/pandas/io/common.py
2021-03-03 23:49:41 +01:00

593 lines
18 KiB
Python

"""Common IO api utilities"""
import bz2
from collections import abc
import gzip
from io import BufferedIOBase, BytesIO, RawIOBase
import mmap
import os
import pathlib
from typing import (
IO,
TYPE_CHECKING,
Any,
AnyStr,
Dict,
List,
Mapping,
Optional,
Tuple,
Type,
Union,
)
from urllib.parse import (
urljoin,
urlparse as parse_url,
uses_netloc,
uses_params,
uses_relative,
)
import zipfile
from pandas._typing import FilePathOrBuffer
from pandas.compat import _get_lzma_file, _import_lzma
from pandas.compat._optional import import_optional_dependency
from pandas.core.dtypes.common import is_file_like
lzma = _import_lzma()
_VALID_URLS = set(uses_relative + uses_netloc + uses_params)
_VALID_URLS.discard("")
if TYPE_CHECKING:
from io import IOBase # noqa: F401
def is_url(url) -> bool:
"""
Check to see if a URL has a valid protocol.
Parameters
----------
url : str or unicode
Returns
-------
isurl : bool
If `url` has a valid protocol return True otherwise False.
"""
if not isinstance(url, str):
return False
return parse_url(url).scheme in _VALID_URLS
def _expand_user(
filepath_or_buffer: FilePathOrBuffer[AnyStr],
) -> FilePathOrBuffer[AnyStr]:
"""
Return the argument with an initial component of ~ or ~user
replaced by that user's home directory.
Parameters
----------
filepath_or_buffer : object to be converted if possible
Returns
-------
expanded_filepath_or_buffer : an expanded filepath or the
input if not expandable
"""
if isinstance(filepath_or_buffer, str):
return os.path.expanduser(filepath_or_buffer)
return filepath_or_buffer
def validate_header_arg(header) -> None:
if isinstance(header, bool):
raise TypeError(
"Passing a bool to header is invalid. Use header=None for no header or "
"header=int or list-like of ints to specify "
"the row(s) making up the column names"
)
def stringify_path(
filepath_or_buffer: FilePathOrBuffer[AnyStr],
) -> FilePathOrBuffer[AnyStr]:
"""
Attempt to convert a path-like object to a string.
Parameters
----------
filepath_or_buffer : object to be converted
Returns
-------
str_filepath_or_buffer : maybe a string version of the object
Notes
-----
Objects supporting the fspath protocol (python 3.6+) are coerced
according to its __fspath__ method.
For backwards compatibility with older pythons, pathlib.Path and
py.path objects are specially coerced.
Any other object is passed through unchanged, which includes bytes,
strings, buffers, or anything else that's not even path-like.
"""
if hasattr(filepath_or_buffer, "__fspath__"):
# https://github.com/python/mypy/issues/1424
return filepath_or_buffer.__fspath__() # type: ignore
elif isinstance(filepath_or_buffer, pathlib.Path):
return str(filepath_or_buffer)
return _expand_user(filepath_or_buffer)
def urlopen(*args, **kwargs):
"""
Lazy-import wrapper for stdlib urlopen, as that imports a big chunk of
the stdlib.
"""
import urllib.request
return urllib.request.urlopen(*args, **kwargs)
def is_fsspec_url(url: FilePathOrBuffer) -> bool:
"""
Returns true if the given URL looks like
something fsspec can handle
"""
return (
isinstance(url, str)
and "://" in url
and not url.startswith(("http://", "https://"))
)
def get_filepath_or_buffer(
filepath_or_buffer: FilePathOrBuffer,
encoding: Optional[str] = None,
compression: Optional[str] = None,
mode: Optional[str] = None,
storage_options: Optional[Dict[str, Any]] = None,
):
"""
If the filepath_or_buffer is a url, translate and return the buffer.
Otherwise passthrough.
Parameters
----------
filepath_or_buffer : a url, filepath (str, py.path.local or pathlib.Path),
or buffer
compression : {{'gzip', 'bz2', 'zip', 'xz', None}}, optional
encoding : the encoding to use to decode bytes, default is 'utf-8'
mode : str, optional
storage_options: dict, optional
passed on to fsspec, if using it; this is not yet accessed by the public API
Returns
-------
Tuple[FilePathOrBuffer, str, str, bool]
Tuple containing the filepath or buffer, the encoding, the compression
and should_close.
"""
filepath_or_buffer = stringify_path(filepath_or_buffer)
if isinstance(filepath_or_buffer, str) and is_url(filepath_or_buffer):
# TODO: fsspec can also handle HTTP via requests, but leaving this unchanged
req = urlopen(filepath_or_buffer)
content_encoding = req.headers.get("Content-Encoding", None)
if content_encoding == "gzip":
# Override compression based on Content-Encoding header
compression = "gzip"
reader = BytesIO(req.read())
req.close()
return reader, encoding, compression, True
if is_fsspec_url(filepath_or_buffer):
assert isinstance(
filepath_or_buffer, str
) # just to appease mypy for this branch
# two special-case s3-like protocols; these have special meaning in Hadoop,
# but are equivalent to just "s3" from fsspec's point of view
# cc #11071
if filepath_or_buffer.startswith("s3a://"):
filepath_or_buffer = filepath_or_buffer.replace("s3a://", "s3://")
if filepath_or_buffer.startswith("s3n://"):
filepath_or_buffer = filepath_or_buffer.replace("s3n://", "s3://")
fsspec = import_optional_dependency("fsspec")
# If botocore is installed we fallback to reading with anon=True
# to allow reads from public buckets
err_types_to_retry_with_anon: List[Any] = []
try:
import_optional_dependency("botocore")
from botocore.exceptions import ClientError, NoCredentialsError
err_types_to_retry_with_anon = [
ClientError,
NoCredentialsError,
PermissionError,
]
except ImportError:
pass
try:
file_obj = fsspec.open(
filepath_or_buffer, mode=mode or "rb", **(storage_options or {})
).open()
# GH 34626 Reads from Public Buckets without Credentials needs anon=True
except tuple(err_types_to_retry_with_anon):
if storage_options is None:
storage_options = {"anon": True}
else:
# don't mutate user input.
storage_options = dict(storage_options)
storage_options["anon"] = True
file_obj = fsspec.open(
filepath_or_buffer, mode=mode or "rb", **(storage_options or {})
).open()
return file_obj, encoding, compression, True
if isinstance(filepath_or_buffer, (str, bytes, mmap.mmap)):
return _expand_user(filepath_or_buffer), None, compression, False
if not is_file_like(filepath_or_buffer):
msg = f"Invalid file path or buffer object type: {type(filepath_or_buffer)}"
raise ValueError(msg)
return filepath_or_buffer, None, compression, False
def file_path_to_url(path: str) -> str:
"""
converts an absolute native path to a FILE URL.
Parameters
----------
path : a path in native format
Returns
-------
a valid FILE URL
"""
# lazify expensive import (~30ms)
from urllib.request import pathname2url
return urljoin("file:", pathname2url(path))
_compression_to_extension = {"gzip": ".gz", "bz2": ".bz2", "zip": ".zip", "xz": ".xz"}
def get_compression_method(
compression: Optional[Union[str, Mapping[str, str]]]
) -> Tuple[Optional[str], Dict[str, str]]:
"""
Simplifies a compression argument to a compression method string and
a mapping containing additional arguments.
Parameters
----------
compression : str or mapping
If string, specifies the compression method. If mapping, value at key
'method' specifies compression method.
Returns
-------
tuple of ({compression method}, Optional[str]
{compression arguments}, Dict[str, str])
Raises
------
ValueError on mapping missing 'method' key
"""
if isinstance(compression, Mapping):
compression_args = dict(compression)
try:
compression = compression_args.pop("method")
except KeyError as err:
raise ValueError("If mapping, compression must have key 'method'") from err
else:
compression_args = {}
return compression, compression_args
def infer_compression(
filepath_or_buffer: FilePathOrBuffer, compression: Optional[str]
) -> Optional[str]:
"""
Get the compression method for filepath_or_buffer. If compression='infer',
the inferred compression method is returned. Otherwise, the input
compression method is returned unchanged, unless it's invalid, in which
case an error is raised.
Parameters
----------
filepath_or_buffer : str or file handle
File path or object.
compression : {'infer', 'gzip', 'bz2', 'zip', 'xz', None}
If 'infer' and `filepath_or_buffer` is path-like, then detect
compression from the following extensions: '.gz', '.bz2', '.zip',
or '.xz' (otherwise no compression).
Returns
-------
string or None
Raises
------
ValueError on invalid compression specified.
"""
# No compression has been explicitly specified
if compression is None:
return None
# Infer compression
if compression == "infer":
# Convert all path types (e.g. pathlib.Path) to strings
filepath_or_buffer = stringify_path(filepath_or_buffer)
if not isinstance(filepath_or_buffer, str):
# Cannot infer compression of a buffer, assume no compression
return None
# Infer compression from the filename/URL extension
for compression, extension in _compression_to_extension.items():
if filepath_or_buffer.lower().endswith(extension):
return compression
return None
# Compression has been specified. Check that it's valid
if compression in _compression_to_extension:
return compression
msg = f"Unrecognized compression type: {compression}"
valid = ["infer", None] + sorted(_compression_to_extension)
msg += f"\nValid compression types are {valid}"
raise ValueError(msg)
def get_handle(
path_or_buf,
mode: str,
encoding=None,
compression: Optional[Union[str, Mapping[str, Any]]] = None,
memory_map: bool = False,
is_text: bool = True,
errors=None,
):
"""
Get file handle for given path/buffer and mode.
Parameters
----------
path_or_buf : str or file handle
File path or object.
mode : str
Mode to open path_or_buf with.
encoding : str or None
Encoding to use.
compression : str or dict, default None
If string, specifies compression mode. If dict, value at key 'method'
specifies compression mode. Compression mode must be one of {'infer',
'gzip', 'bz2', 'zip', 'xz', None}. If compression mode is 'infer'
and `filepath_or_buffer` is path-like, then detect compression from
the following extensions: '.gz', '.bz2', '.zip', or '.xz' (otherwise
no compression). If dict and compression mode is one of
{'zip', 'gzip', 'bz2'}, or inferred as one of the above,
other entries passed as additional compression options.
.. versionchanged:: 1.0.0
May now be a dict with key 'method' as compression mode
and other keys as compression options if compression
mode is 'zip'.
.. versionchanged:: 1.1.0
Passing compression options as keys in dict is now
supported for compression modes 'gzip' and 'bz2' as well as 'zip'.
memory_map : boolean, default False
See parsers._parser_params for more information.
is_text : boolean, default True
whether file/buffer is in text format (csv, json, etc.), or in binary
mode (pickle, etc.).
errors : str, default 'strict'
Specifies how encoding and decoding errors are to be handled.
See the errors argument for :func:`open` for a full list
of options.
.. versionadded:: 1.1.0
Returns
-------
f : file-like
A file-like object.
handles : list of file-like objects
A list of file-like object that were opened in this function.
"""
need_text_wrapping: Tuple[Type["IOBase"], ...]
try:
from s3fs import S3File
need_text_wrapping = (BufferedIOBase, RawIOBase, S3File)
except ImportError:
need_text_wrapping = (BufferedIOBase, RawIOBase)
handles: List[IO] = list()
f = path_or_buf
# Convert pathlib.Path/py.path.local or string
path_or_buf = stringify_path(path_or_buf)
is_path = isinstance(path_or_buf, str)
compression, compression_args = get_compression_method(compression)
if is_path:
compression = infer_compression(path_or_buf, compression)
if compression:
# GH33398 the type ignores here seem related to mypy issue #5382;
# it may be possible to remove them once that is resolved.
# GZ Compression
if compression == "gzip":
if is_path:
f = gzip.open(
path_or_buf, mode, **compression_args # type: ignore
)
else:
f = gzip.GzipFile(
fileobj=path_or_buf, **compression_args # type: ignore
)
# BZ Compression
elif compression == "bz2":
if is_path:
f = bz2.BZ2File(
path_or_buf, mode, **compression_args # type: ignore
)
else:
f = bz2.BZ2File(path_or_buf, **compression_args) # type: ignore
# ZIP Compression
elif compression == "zip":
zf = _BytesZipFile(path_or_buf, mode, **compression_args)
# Ensure the container is closed as well.
handles.append(zf)
if zf.mode == "w":
f = zf
elif zf.mode == "r":
zip_names = zf.namelist()
if len(zip_names) == 1:
f = zf.open(zip_names.pop())
elif len(zip_names) == 0:
raise ValueError(f"Zero files found in ZIP file {path_or_buf}")
else:
raise ValueError(
"Multiple files found in ZIP file. "
f"Only one file per ZIP: {zip_names}"
)
# XZ Compression
elif compression == "xz":
f = _get_lzma_file(lzma)(path_or_buf, mode)
# Unrecognized Compression
else:
msg = f"Unrecognized compression type: {compression}"
raise ValueError(msg)
handles.append(f)
elif is_path:
if encoding:
# Encoding
f = open(path_or_buf, mode, encoding=encoding, errors=errors, newline="")
elif is_text:
# No explicit encoding
f = open(path_or_buf, mode, errors="replace", newline="")
else:
# Binary mode
f = open(path_or_buf, mode)
handles.append(f)
# Convert BytesIO or file objects passed with an encoding
if is_text and (compression or isinstance(f, need_text_wrapping)):
from io import TextIOWrapper
g = TextIOWrapper(f, encoding=encoding, errors=errors, newline="")
if not isinstance(f, (BufferedIOBase, RawIOBase)):
handles.append(g)
f = g
if memory_map and hasattr(f, "fileno"):
try:
wrapped = _MMapWrapper(f)
f.close()
f = wrapped
except Exception:
# we catch any errors that may have occurred
# because that is consistent with the lower-level
# functionality of the C engine (pd.read_csv), so
# leave the file handler as is then
pass
return f, handles
class _BytesZipFile(zipfile.ZipFile, BytesIO): # type: ignore
"""
Wrapper for standard library class ZipFile and allow the returned file-like
handle to accept byte strings via `write` method.
BytesIO provides attributes of file-like object and ZipFile.writestr writes
bytes strings into a member of the archive.
"""
# GH 17778
def __init__(
self,
file: FilePathOrBuffer,
mode: str,
archive_name: Optional[str] = None,
**kwargs,
):
if mode in ["wb", "rb"]:
mode = mode.replace("b", "")
self.archive_name = archive_name
super().__init__(file, mode, zipfile.ZIP_DEFLATED, **kwargs)
def write(self, data):
archive_name = self.filename
if self.archive_name is not None:
archive_name = self.archive_name
super().writestr(archive_name, data)
@property
def closed(self):
return self.fp is None
class _MMapWrapper(abc.Iterator):
"""
Wrapper for the Python's mmap class so that it can be properly read in
by Python's csv.reader class.
Parameters
----------
f : file object
File object to be mapped onto memory. Must support the 'fileno'
method or have an equivalent attribute
"""
def __init__(self, f: IO):
self.mmap = mmap.mmap(f.fileno(), 0, access=mmap.ACCESS_READ)
def __getattr__(self, name: str):
return getattr(self.mmap, name)
def __iter__(self) -> "_MMapWrapper":
return self
def __next__(self) -> str:
newbytes = self.mmap.readline()
# readline returns bytes, not str, but Python's CSV reader
# expects str, so convert the output to str before continuing
newline = newbytes.decode("utf-8")
# mmap doesn't raise if reading past the allocated
# data but instead returns an empty string, so raise
# if that is returned
if newline == "":
raise StopIteration
return newline