flytekit.remote.remote_fs

Directory

Classes

Methods

Variables

Methods

get_flyte_fs()

def get_flyte_fs(
    remote: FlyteRemote,
) -> typing.Type[FlyteFS]

flytekit.remote.remote_fs.FlyteFS

Want this to behave mostly just like the HTTP file system.

class FlyteFS(
    remote: FlyteRemote,
    asynchronous: bool,
    storage_options,
)

NB: if this is called async, you must await set_client

Parameters

block_size: int Blocks to read bytes; if 0, will default to raw requests file-like objects instead of HTTPFile instances simple_links: bool If True, will consider both HTML <a> tags and anything that looks like a URL; if False, will consider only the former. same_scheme: True When doing ls/glob, if this is True, only consider paths that have http/https matching the input URLs. size_policy: this argument is deprecated client_kwargs: dict Passed to aiohttp.ClientSession, see https://docs.aiohttp.org/en/stable/client_reference.html For example, {'auth': aiohttp.BasicAuth('user', 'pass')} get_client: Callable[…, aiohttp.ClientSession] A callable, which takes keyword arguments and constructs an aiohttp.ClientSession. Its state will be managed by the HTTPFileSystem class. storage_options: key-value Any other parameters passed on to requests cache_type, cache_options: defaults used in open()

Properties

Methods

cat()

def cat(
    path,
    recursive,
    on_error,
    kwargs,
)

Fetch (potentially multiple) paths’ contents

Parameters

recursive: bool If True, assume the path(s) are directories, and get all the contained files on_error : “raise”, “omit”, “return” If raise, an underlying exception will be raised (converted to KeyError if the type is in self.missing_exceptions); if omit, keys with exception will simply not be included in the output; if “return”, all keys are included in the output, but the value will be bytes or an exception instance. kwargs: passed to cat_file

Returns

dict of {path: contents} if there are multiple paths or the path has been otherwise expanded

cat_file()

def cat_file(
    path,
    start,
    end,
    kwargs,
)

Get the content of a file

Parameters

path: URL of file on this filesystems start, end: int Bytes limits of the read. If negative, backwards from end, like usual python slices. Either can be None for start or end of file, respectively kwargs: passed to open().

cat_ranges()

def cat_ranges(
    paths,
    starts,
    ends,
    max_gap,
    on_error,
    kwargs,
)

Get the contents of byte ranges from one or more files

Parameters

paths: list A list of of filepaths on this filesystems starts, ends: int or list Bytes limits of the read. If using a single int, the same value will be used to read all the specified files.

checksum()

def checksum(
    path,
)

Unique value for current version of file

If the checksum is the same from one moment to another, the contents are guaranteed to be the same. If the checksum changes, the contents might have changed.

This should normally be overridden; default will probably capture creation/modification timestamp (which would be good) or maybe access timestamp (which would be bad)

clear_instance_cache()

def clear_instance_cache()

Clear the cache of filesystem instances.

Notes

Unless overridden by setting the cachable class attribute to False, the filesystem class stores a reference to newly created instances. This prevents Python’s normal rules around garbage collection from working, since the instances refcount will not drop to zero until clear_instance_cache is called.

close_session()

def close_session(
    loop,
    session,
)

copy()

def copy(
    path1,
    path2,
    recursive,
    maxdepth,
    on_error,
    kwargs,
)

Copy within two locations in the filesystem

on_error : “raise”, “ignore” If raise, any not-found exceptions will be raised; if ignore any not-found exceptions will cause the path to be skipped; defaults to raise unless recursive is true, where the default is ignore

cp()

def cp(
    path1,
    path2,
    kwargs,
)

Alias of AbstractFileSystem.copy.

cp_file()

def cp_file(
    path1,
    path2,
    kwargs,
)

created()

def created(
    path,
)

Return the created timestamp of a file as a datetime.datetime

current()

def current()

Return the most recently instantiated FileSystem

If no instance has been created, then create one with defaults

delete()

def delete(
    path,
    recursive,
    maxdepth,
)

Alias of AbstractFileSystem.rm.

disk_usage()

def disk_usage(
    path,
    total,
    maxdepth,
    kwargs,
)

Alias of AbstractFileSystem.du.

download()

def download(
    rpath,
    lpath,
    recursive,
    kwargs,
)

Alias of AbstractFileSystem.get.

du()

def du(
    path,
    total,
    maxdepth,
    withdirs,
    kwargs,
)

Space used by files and optionally directories within a path

Directory size does not include the size of its contents.

Parameters

path: str total: bool Whether to sum all the file sizes maxdepth: int or None Maximum number of directory levels to descend, None for unlimited. withdirs: bool Whether to include directory paths in the output. kwargs: passed to find

Returns

Dict of {path: size} if total=False, or int otherwise, where numbers refer to bytes used.

encode_url()

def encode_url(
    url,
)

end_transaction()

def end_transaction()

Finish write transaction, non-context version

exists()

def exists(
    path,
    kwargs,
)

Is there a file at the given path

expand_path()

def expand_path(
    path,
    recursive,
    maxdepth,
    kwargs,
)

Turn one or more globs or directories into a list of all matching paths to files or directories.

kwargs are passed to glob or find, which may in turn call ls

extract_common()

def extract_common(
    native_urls: typing.List[str],
) -> str

This function that will take a list of strings and return the longest prefix that they all have in common. That is, if you have [‘s3://my-s3-bucket/flytesnacks/development/ABCYZWMPACZAJ2MABGMOZ6CCPY======/source/empty.md’, ‘s3://my-s3-bucket/flytesnacks/development/ABCXKL5ZZWXY3PDLM3OONUHHME======/source/nested/more.txt’, ‘s3://my-s3-bucket/flytesnacks/development/ABCXBAPBKONMADXVW5Q3J6YBWM======/source/original.txt’] this will return back ‘s3://my-s3-bucket/flytesnacks/development/’ Note that trailing characters after a separator that just happen to be the same will also be stripped.

find()

def find(
    path,
    maxdepth,
    withdirs,
    detail,
    kwargs,
)

List all files below path.

Like posix find command without conditions

Parameters

path : str maxdepth: int or None If not None, the maximum number of levels to descend withdirs: bool Whether to include directory paths in the output. This is True when used by glob, but users usually only want files. kwargs are passed to ls.

from_dict()

def from_dict(
    dct: dict[str, Any],
) -> AbstractFileSystem

Recreate a filesystem instance from dictionary representation.

See .to_dict() for the expected structure of the input.

Parameters

dct: Dict[str, Any]

Returns

file system instance, not necessarily of this particular class.

Warnings

This can import arbitrary modules (as determined by the cls key). Make sure you haven’t installed any modules that may execute malicious code at import time.

from_json()

def from_json(
    blob: str,
) -> AbstractFileSystem

Recreate a filesystem instance from JSON representation.

See .to_json() for the expected structure of the input.

Parameters

blob: str

Returns

file system instance, not necessarily of this particular class.

Warnings

This can import arbitrary modules (as determined by the cls key). Make sure you haven’t installed any modules that may execute malicious code at import time.

get()

def get(
    rpath,
    lpath,
    recursive,
    callback,
    maxdepth,
    kwargs,
)

Copy file(s) to local.

Copies a specific file or tree of files (if recursive=True). If lpath ends with a “/”, it will be assumed to be a directory, and target files will go within. Can submit a list of paths, which may be glob-patterns and will be expanded.

Calls get_file for each source.

get_file()

def get_file(
    rpath,
    lpath,
    callback,
    outfile,
    kwargs,
)

Copy single remote file to local

get_filename_root()

def get_filename_root(
    file_info: HashStructure,
) -> str

Given a dictionary of file paths to hashes and content lengths, return a consistent filename root. This is done by hashing the sorted list of file paths and then base32 encoding the result. If the input is empty, then generate a random string

get_hashes_and_lengths()

def get_hashes_and_lengths(
    p: pathlib.Path,
) -> HashStructure

Returns a flat list of absolute file paths to their hashes and content lengths this output is used both for the file upload request, and to create consistently a filename root for uploaded folders. We’ll also use it for single files just for consistency. If a directory then all the files in the directory will be hashed. If a single file then just that file will be hashed. Skip symlinks

get_mapper()

def get_mapper(
    root,
    check,
    create,
    missing_exceptions,
)

Create key/value store based on this file-system

Makes a MutableMapping interface to the FS at the given root path. See fsspec.mapping.FSMap for further details.

glob()

def glob(
    path,
    maxdepth,
    kwargs,
)

Find files by glob-matching.

Pattern matching capabilities for finding files that match the given pattern.

Parameters

path: str The glob pattern to match against maxdepth: int or None Maximum depth for '**' patterns. Applied on the first '**' found. Must be at least 1 if provided. kwargs: Additional arguments passed to find (e.g., detail=True)

Returns

List of matched paths, or dict of paths and their info if detail=True

Notes

Supported patterns:

• ‘*’: Matches any sequence of characters within a single directory level
• '**': Matches any number of directory levels (must be an entire path component)
• ‘?’: Matches exactly one character
• ‘[abc]’: Matches any character in the set
• ‘[a-z]’: Matches any character in the range
• ‘[!abc]’: Matches any character NOT in the set

Special behaviors:

• If the path ends with ‘/’, only folders are returned
• Consecutive ‘’ characters are compressed into a single ‘’
• Empty brackets ‘[]’ never match anything
• Negated empty brackets ‘[!]’ match any single character
• Special characters in character classes are escaped properly

Limitations:

• '**' must be a complete path component (e.g., 'a/**/b', not 'a**b')
• No brace expansion (’{a,b}.txt’)
• No extended glob patterns (’+(pattern)’, ‘!(pattern)’)

head()

def head(
    path,
    size,
)

Get the first size bytes from file

info()

def info(
    path,
    kwargs,
)

Give details of entry at path

Returns a single dictionary, with exactly the same information as ls would with detail=True.

The default implementation calls ls and could be overridden by a shortcut. kwargs are passed on to ```ls()``.

Some file systems might not be able to measure the file’s size, in which case, the returned dict will include 'size': None.

Returns

dict with keys: name (full path in the FS), size (in bytes), type (file, directory, or something else) and other FS-specific keys.

invalidate_cache()

def invalidate_cache(
    path,
)

Discard any cached directory information

Parameters

path: string or None If None, clear all listings cached else listings at or under given path.

isdir()

def isdir(
    path,
)

Is this entry directory-like?

isfile()

def isfile(
    path,
)

Is this entry file-like?

lexists()

def lexists(
    path,
    kwargs,
)

If there is a file at the given path (including broken links)

listdir()

def listdir(
    path,
    detail,
    kwargs,
)

Alias of AbstractFileSystem.ls.

ls()

def ls(
    url,
    detail,
    kwargs,
)

makedir()

def makedir(
    path,
    create_parents,
    kwargs,
)

Alias of AbstractFileSystem.mkdir.

makedirs()

def makedirs(
    path,
    exist_ok,
)

Recursively make directories

Creates directory at path and any intervening required directories. Raises exception if, for instance, the path already exists but is a file.

Parameters

path: str leaf directory name exist_ok: bool (False) If False, will error if the target already exists

mkdir()

def mkdir(
    path,
    create_parents,
    kwargs,
)

Create directory entry at path

For systems that don’t have true directories, may create an for this instance only and not touch the real filesystem

Parameters

path: str location create_parents: bool if True, this is equivalent to makedirs kwargs: may be permissions, etc.

mkdirs()

def mkdirs(
    path,
    exist_ok,
)

Alias of AbstractFileSystem.makedirs.

modified()

def modified(
    path,
)

Return the modified timestamp of a file as a datetime.datetime

move()

def move(
    path1,
    path2,
    kwargs,
)

Alias of AbstractFileSystem.mv.

mv()

def mv(
    path1,
    path2,
    recursive,
    maxdepth,
    kwargs,
)

Move file(s) from one location to another

open()

def open(
    path,
    mode,
    block_size,
    cache_options,
    compression,
    kwargs,
)

Return a file-like object from the filesystem

The resultant instance must function correctly in a context with block.

Parameters

path: str Target file mode: str like ‘rb’, ‘w’ See builtin open() Mode “x” (exclusive write) may be implemented by the backend. Even if it is, whether it is checked up front or on commit, and whether it is atomic is implementation-dependent. block_size: int Some indication of buffering - this is a value in bytes cache_options : dict, optional Extra arguments to pass through to the cache. compression: string or None If given, open file using compression codec. Can either be a compression name (a key in fsspec.compression.compr) or “infer” to guess the compression from the filename suffix. encoding, errors, newline: passed on to TextIOWrapper for text mode

open_async()

def open_async(
    path,
    mode,
    size,
    kwargs,
)

pipe()

def pipe(
    path,
    value,
    kwargs,
)

Put value into path

(counterpart to cat)

Parameters

path: string or dict(str, bytes) If a string, a single remote location to put value bytes; if a dict, a mapping of {path: bytesvalue}. value: bytes, optional If using a single path, these are the bytes to put there. Ignored if path is a dict

pipe_file()

def pipe_file(
    path,
    value,
    mode,
    kwargs,
)

Set the bytes of given file

put()

def put(
    lpath,
    rpath,
    recursive,
    callback,
    maxdepth,
    kwargs,
)

Copy file(s) from local.

Copies a specific file or tree of files (if recursive=True). If rpath ends with a “/”, it will be assumed to be a directory, and target files will go within.

Calls put_file for each source.

put_file()

def put_file(
    lpath,
    rpath,
    callback,
    mode,
    kwargs,
)

Copy single file to remote

read_block()

def read_block(
    fn,
    offset,
    length,
    delimiter,
)

Read a block of bytes from

Starting at offset of the file, read length bytes. If delimiter is set then we ensure that the read starts and stops at delimiter boundaries that follow the locations offset and ``offset

• length. If offset`` is zero then we start at zero. The bytestring returned WILL include the end delimiter string.

If offset+length is beyond the eof, reads to eof.

Parameters

fn: string Path to filename offset: int Byte offset to start read length: int Number of bytes to read. If None, read to end. delimiter: bytes (optional) Ensure reading starts and stops at delimiter bytestring

Examples

fs.read_block(‘data/file.csv’, 0, 13) # doctest: +SKIP b’Alice, 100\nBo’ fs.read_block(‘data/file.csv’, 0, 13, delimiter=b’\n’) # doctest: +SKIP b’Alice, 100\nBob, 200\n’

Use length=None to read to the end of the file.

fs.read_block(‘data/file.csv’, 0, None, delimiter=b’\n’) # doctest: +SKIP b’Alice, 100\nBob, 200\nCharlie, 300’

See Also

:func:fsspec.utils.read_block

read_bytes()

def read_bytes(
    path,
    start,
    end,
    kwargs,
)

Alias of AbstractFileSystem.cat_file.

read_text()

def read_text(
    path,
    encoding,
    errors,
    newline,
    kwargs,
)

Get the contents of the file as a string.

Parameters

path: str URL of file on this filesystems encoding, errors, newline: same as open.

rename()

def rename(
    path1,
    path2,
    kwargs,
)

Alias of AbstractFileSystem.mv.

rm()

def rm(
    path,
    recursive,
    maxdepth,
)

Delete files.

Parameters

path: str or list of str File(s) to delete. recursive: bool If file(s) are directories, recursively delete contents and then also remove the directory maxdepth: int or None Depth to pass to walk for finding files to delete, if recursive. If None, there will be no limit and infinite recursion may be possible.

rm_file()

def rm_file(
    path,
)

Delete a file

rmdir()

def rmdir(
    path,
)

Remove a directory, if empty

set_session()

def set_session()

sign()

def sign(
    path,
    expiration,
    kwargs,
)

Create a signed URL representing the given path

Some implementations allow temporary URLs to be generated, as a way of delegating credentials.

Parameters

path : str The path on the filesystem expiration : int Number of seconds to enable the URL for (if supported)

Returns

URL : str The signed URL

Raises

NotImplementedError : if method is not implemented for a filesystem

size()

def size(
    path,
)

Size in bytes of file

sizes()

def sizes(
    paths,
)

Size in bytes of each file in a list of paths

start_transaction()

def start_transaction()

Begin write transaction for deferring files, non-context version

stat()

def stat(
    path,
    kwargs,
)

Alias of AbstractFileSystem.info.

tail()

def tail(
    path,
    size,
)

Get the last size bytes from file

to_dict()

def to_dict(
    include_password: bool,
) -> dict[str, Any]

JSON-serializable dictionary representation of this filesystem instance.

Parameters

include_password: bool, default True Whether to include the password (if any) in the output.

Returns

Dictionary with keys cls (the python location of this class), protocol (text name of this class’s protocol, first one in case of multiple), args (positional args, usually empty), and all other keyword arguments as their own keys.

Warnings

Serialized filesystems may contain sensitive information which have been passed to the constructor, such as passwords and tokens. Make sure you store and send them in a secure environment!

to_json()

def to_json(
    include_password: bool,
) -> str

JSON representation of this filesystem instance.

Parameters

include_password: bool, default True Whether to include the password (if any) in the output.

Returns

JSON string with keys cls (the python location of this class), protocol (text name of this class’s protocol, first one in case of multiple), args (positional args, usually empty), and all other keyword arguments as their own keys.

Warnings

Serialized filesystems may contain sensitive information which have been passed to the constructor, such as passwords and tokens. Make sure you store and send them in a secure environment!

touch()

def touch(
    path,
    truncate,
    kwargs,
)

Create empty file, or update timestamp

Parameters

path: str file location truncate: bool If True, always set file size to 0; if False, update timestamp and leave file unchanged, if backend allows this

tree()

def tree(
    path: str,
    recursion_limit: int,
    max_display: int,
    display_size: bool,
    prefix: str,
    is_last: bool,
    first: bool,
    indent_size: int,
) -> str

Return a tree-like structure of the filesystem starting from the given path as a string.

Parameters

path: Root path to start traversal from
recursion_limit: Maximum depth of directory traversal
max_display: Maximum number of items to display per directory
display_size: Whether to display file sizes
prefix: Current line prefix for visual tree structure
is_last: Whether current item is last in its level
first: Whether this is the first call (displays root path)
indent_size: Number of spaces by indent

Returns

str: A string representing the tree structure.

Example

>>> from fsspec import filesystem

>>> fs = filesystem('ftp', host='test.rebex.net', user='demo', password='password')
>>> tree = fs.tree(display_size=True, recursion_limit=3, indent_size=8, max_display=10)
>>> print(tree)

ukey()

def ukey(
    url,
)

Unique identifier; assume HTTP files are static, unchanging

unstrip_protocol()

def unstrip_protocol(
    name: str,
) -> str

Format FS-specific path to generic, including protocol

upload()

def upload(
    lpath,
    rpath,
    recursive,
    kwargs,
)

Alias of AbstractFileSystem.put.

walk()

def walk(
    path,
    maxdepth,
    topdown,
    on_error,
    kwargs,
)

Return all files under the given path.

List all files, recursing into subdirectories; output is iterator-style, like os.walk(). For a simple list of files, find() is available.

When topdown is True, the caller can modify the dirnames list in-place (perhaps using del or slice assignment), and walk() will only recurse into the subdirectories whose names remain in dirnames; this can be used to prune the search, impose a specific order of visiting, or even to inform walk() about directories the caller creates or renames before it resumes walk() again. Modifying dirnames when topdown is False has no effect. (see os.walk)

Note that the “files” outputted will include anything that is not a directory, such as links.

Parameters

path: str Root to recurse into maxdepth: int Maximum recursion depth. None means limitless, but not recommended on link-based file-systems. topdown: bool (True) Whether to walk the directory tree from the top downwards or from the bottom upwards. on_error: “omit”, “raise”, a callable if omit (default), path with exception will simply be empty; If raise, an underlying exception will be raised; if callable, it will be called with a single OSError instance as argument kwargs: passed to ls

write_bytes()

def write_bytes(
    path,
    value,
    kwargs,
)

Alias of AbstractFileSystem.pipe_file.

write_text()

def write_text(
    path,
    value,
    encoding,
    errors,
    newline,
    kwargs,
)

Write the text to the given file.

An existing file will be overwritten.

Parameters

path: str URL of file on this filesystems value: str Text to write. encoding, errors, newline: same as open.

flytekit.remote.remote_fs.FlytePathResolver

Methods

add_mapping()

def add_mapping(
    flyte_uri: str,
    remote_path: str,
)

Thread safe method to dd a mapping from a flyte uri to a remote path

resolve_remote_path()

def resolve_remote_path(
    flyte_uri: str,
) -> typing.Optional[str]

Given a flyte uri, return the remote path if it exists or was created in current session, otherwise return None

flytekit.remote.remote_fs.HttpFileWriter

class HttpFileWriter(
    remote: FlyteRemote,
    filename: str,
    kwargs,
)

Template for files with buffered reading and writing

Parameters

fs: instance of FileSystem path: str location in file-system mode: str Normal file modes. Currently only ‘wb’, ‘ab’ or ‘rb’. Some file systems may be read-only, and some may not support append. block_size: int Buffer size for reading or writing, ‘default’ for class default autocommit: bool Whether to write to final destination; may only impact what happens when file is being closed. cache_type: {“readahead”, “none”, “mmap”, “bytes”}, default “readahead” Caching policy in read mode. See the definitions in core. cache_options : dict Additional options passed to the constructor for the cache specified by cache_type. size: int If given and in read mode, suppressed having to look up the file size kwargs: Gets stored as self.kwargs

Properties

Methods

close()

def close()

Close file

Finalizes writes, discards cache

commit()

def commit()

Move from temp to final destination

discard()

def discard()

Throw away temporary file

flush()

def flush(
    force,
)

Write buffered data to backend store.

Writes the current buffer, if it is larger than the block-size, or if the file is being closed.

Parameters

force: bool When closing, write the last block even if it is smaller than blocks are allowed to be. Disallows further writing to this file.

info()

def info()

File information about this path

read()

def read(
    length,
)

Return data from cache, or fetch pieces as necessary

Parameters

length: int (-1) Number of bytes to read; if <0, all remaining bytes.

readable()

def readable()

Whether opened for reading

readinto()

def readinto(
    b,
)

mirrors builtin file’s readinto method

https://docs.python.org/3/library/io.html#io.RawIOBase.readinto

readinto1()

def readinto1(
    b,
)

readline()

def readline()

Read until and including the first occurrence of newline character

Note that, because of character encoding, this is not necessarily a true line ending.

readlines()

def readlines()

Return all data, split by the newline character, including the newline character

readuntil()

def readuntil(
    char,
    blocks,
)

Return data between current position and first occurrence of char

char is included in the output, except if the end of the tile is encountered first.

Parameters

char: bytes Thing to find blocks: None or int How much to read in each go. Defaults to file blocksize - which may mean a new read on every call.

seek()

def seek(
    loc,
    whence,
)

Set current file location

Parameters

loc: int byte location whence: {0, 1, 2} from start of file, current location or end of file, resp.

seekable()

def seekable()

Whether is seekable (only in read mode)

tell()

def tell()

Current file location

writable()

def writable()

Whether opened for writing

write()

def write(
    data,
)

Write data to buffer.

Buffer only sent on flush() or if buffer is greater than or equal to blocksize.

Parameters

data: bytes Set of bytes to be written.