flytekit.core.data_persistence

====================================== :mod:flytekit.core.data_persistence

.. currentmodule:: flytekit.core.data_persistence

The Data persistence module is used by core flytekit and most of the core TypeTransformers to manage data fetch & store, between the durable backend store and the runtime environment. This is designed to be a pluggable system, with a default simple implementation that ships with the core.

.. autosummary:: :toctree: generated/ :template: custom.rst :nosignatures:

FileAccessProvider

Directory

Classes

Errors

• FlyteAssertion
• FlyteDataNotFoundException
• FlyteDownloadDataException
• FlyteUploadDataException

flytekit.core.data_persistence.Any

Special type indicating an unconstrained type.

• Any is compatible with every type.
• Any assumed to have all methods.
• All values assumed to be instances of Any.

Note that all the above statements are true from the point of view of static type checkers. At runtime, Any should not be used with instance checks.

flytekit.core.data_persistence.AsyncFileSystem

Async file operations, default implementations

Passes bulk operations to asyncio.gather for concurrent operation.

Implementations that have concurrent batch operations and/or async methods should inherit from this class instead of AbstractFileSystem. Docstrings are copied from the un-underscored method in AbstractFileSystem, if not given.

def AsyncFileSystem(
    args,
    asynchronous,
    loop,
    batch_size,
    kwargs,
):

Create and configure file-system instance

Instances may be cachable, so if similar enough arguments are seen a new instance is not required. The token attribute exists to allow implementations to cache instances if they wish.

A reasonable default should be provided if there are no arguments.

Subclasses should call this method.

Parameters

use_listings_cache, listings_expiry_time, max_paths: passed to DirCache, if the implementation supports directory listing caching. Pass use_listings_cache=False to disable such caching. skip_instance_cache: bool If this is a cachable implementation, pass True here to force creating a new instance even if a matching instance exists, and prevent storing this instance. asynchronous: bool loop: asyncio-compatible IOLoop or None

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.

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.

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

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],
):

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,
):

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_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.

If the path ends with ‘/’, only folders are returned.

We support "**", "?" and "[..]". We do not support ^ for pattern negation.

The maxdepth option is applied on the first ** found in the path.

kwargs are passed to ls.

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(
    path,
    detail,
    kwargs,
):

List objects at path.

This should include subdirectories and files at that location. The difference between a file and a directory must be clear when details are requested.

The specific keys, or perhaps a FileInfo class, or similar, is TBD, but must be consistent across implementations. Must include:

• full path to the entry (without protocol)
• size of the entry, in bytes. If the value cannot be determined, will be None.
• type of entry, “file”, “directory” or other

Additional information may be present, appropriate to the file-system, e.g., generation, checksum, etc.

May use refresh=True|False to allow use of self._ls_from_cache to check for a saved listing and avoid calling the backend. This would be common where listing may be expensive.

Parameters

path: str detail: bool if True, gives a list of dictionaries, where each is the same as the result of info(path). If False, gives a list of paths (str). kwargs: may have additional backend-specific options, such as version information

Returns

List of strings if detail is False, or list of directory information dicts if detail is True.

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,
    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

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,
):

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,
):

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,
):

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(
    path,
):

Hash of file properties, to tell if it has changed

unstrip_protocol()

def unstrip_protocol(
    name: 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.

Properties

flytekit.core.data_persistence.DataConfig

Any data storage specific configuration. Please do not use this to store secrets, in S3 case, as it is used in Flyte sandbox environment we store the access key id and secret. All DataPersistence plugins are passed all DataConfig and the plugin should correctly use the right config

def DataConfig(
    s3: S3Config,
    gcs: GCSConfig,
    azure: AzureBlobStorageConfig,
    generic: GenericPersistenceConfig,
):

Methods

auto()

def auto(
    config_file: typing.Union[str, ConfigFile],
):

flytekit.core.data_persistence.FileAccessProvider

This is the class that is available through the FlyteContext and can be used for persisting data to the remote durable store.

def FileAccessProvider(
    local_sandbox_dir: typing.Union[str, os.PathLike],
    raw_output_prefix: str,
    data_config: typing.Optional[flytekit.configuration.DataConfig],
    execution_metadata: typing.Optional[dict],
):

Methods

async_get_data()

def async_get_data(
    remote_path: str,
    local_path: str,
    is_multipart: bool,
    kwargs,
):

async_put_data()

def async_put_data(
    local_path: typing.Union[str, os.PathLike],
    remote_path: str,
    is_multipart: bool,
    kwargs,
):

The implication here is that we’re always going to put data to the remote location, so we .remote to ensure we don’t use the true local proxy if the remote path is a file://

async_put_raw_data()

def async_put_raw_data(
    lpath: typing.Union[str, os.PathLike, pathlib.Path, bytes, _io.BufferedReader, _io.BytesIO, _io.StringIO],
    upload_prefix: typing.Optional[str],
    file_name: typing.Optional[str],
    read_chunk_size_bytes: int,
    encoding: str,
    skip_raw_data_prefix: bool,
    kwargs,
):

This is a more flexible version of put that accepts a file-like object or a string path. Writes to the raw output prefix only. If you want to write to another fs use put_data or get the fsspec file system directly. FYI: Currently the raw output prefix set by propeller is already unique per retry and looks like s3://my-s3-bucket/data/o4/feda4e266c748463a97d-n0-0

If lpath is a folder, then recursive will be set. If lpath is a streamable, then it can only be a single file.

Writes to: {raw output prefix}/{upload_prefix}/{file_name}

download()

def download(
    remote_path: str,
    local_path: str,
    kwargs,
):

Downloads from remote to local

download_directory()

def download_directory(
    remote_path: str,
    local_path: str,
    kwargs,
):

Downloads directory from given remote to local path

exists()

def exists(
    path: str,
):

generate_new_custom_path()

def generate_new_custom_path(
    fs: typing.Optional[fsspec.spec.AbstractFileSystem],
    alt: typing.Optional[str],
    stem: typing.Optional[str],
):

Generates a new path with the raw output prefix and a random string appended to it. Optionally, you can provide an alternate prefix and a stem. If stem is provided, it will be appended to the path instead of a random string. If alt is provided, it will replace the first part of the output prefix, e.g. the S3 or GCS bucket.

If wanting to write to a non-random prefix in a non-default S3 bucket, this can be called with alt=“my-alt-bucket” and stem=“my-stem” to generate a path like s3://my-alt-bucket/default-prefix-part/my-stem

get()

def get(
    from_path: str,
    to_path: str,
    recursive: bool,
    kwargs,
):

get_async_filesystem_for_path()

def get_async_filesystem_for_path(
    path: str,
    anonymous: bool,
    kwargs,
):

get_data()

def get_data(
    remote_path: str,
    local_path: str,
    is_multipart: bool,
    kwargs,
):

get_file_tail()

def get_file_tail(
    file_path_or_file_name: str,
):

get_filesystem()

def get_filesystem(
    protocol: typing.Optional[str],
    anonymous: bool,
    path: typing.Optional[str],
    kwargs,
):

get_filesystem_for_path()

def get_filesystem_for_path(
    path: str,
    anonymous: bool,
    kwargs,
):

get_random_local_directory()

def get_random_local_directory()

get_random_local_path()

def get_random_local_path(
    file_path_or_file_name: typing.Optional[str],
):

Use file_path_or_file_name, when you want a random directory, but want to preserve the leaf file name

get_random_remote_directory()

def get_random_remote_directory()

get_random_remote_path()

def get_random_remote_path(
    file_path_or_file_name: typing.Optional[str],
):

get_random_string()

def get_random_string()

is_remote()

def is_remote(
    path: typing.Union[str, os.PathLike],
):

Deprecated. Let’s find a replacement

join()

def join(
    args: `*args`,
    unstrip: bool,
    fs: typing.Optional[fsspec.spec.AbstractFileSystem],
):

put_data()

def put_data(
    local_path: typing.Union[str, os.PathLike],
    remote_path: str,
    is_multipart: bool,
    kwargs,
):

The implication here is that we’re always going to put data to the remote location, so we .remote to ensure we don’t use the true local proxy if the remote path is a file://

put_raw_data()

def put_raw_data(
    lpath: typing.Union[str, os.PathLike, pathlib.Path, bytes, _io.BufferedReader, _io.BytesIO, _io.StringIO],
    upload_prefix: typing.Optional[str],
    file_name: typing.Optional[str],
    read_chunk_size_bytes: int,
    encoding: str,
    skip_raw_data_prefix: bool,
    kwargs,
):

This is a more flexible version of put that accepts a file-like object or a string path. Writes to the raw output prefix only. If you want to write to another fs use put_data or get the fsspec file system directly. FYI: Currently the raw output prefix set by propeller is already unique per retry and looks like s3://my-s3-bucket/data/o4/feda4e266c748463a97d-n0-0

If lpath is a folder, then recursive will be set. If lpath is a streamable, then it can only be a single file.

Writes to: {raw output prefix}/{upload_prefix}/{file_name}

recursive_paths()

def recursive_paths(
    f: str,
    t: str,
):

sep()

def sep(
    file_system: typing.Optional[fsspec.spec.AbstractFileSystem],
):

strip_file_header()

def strip_file_header(
    path: str,
    trim_trailing_sep: bool,
):

Drops file:// if it exists from the file

upload()

def upload(
    file_path: str,
    to_path: str,
    kwargs,
):

upload_directory()

def upload_directory(
    local_path: str,
    remote_path: str,
    kwargs,
):

Properties

flytekit.core.data_persistence.FlyteAssertion

Assertion failed.

def FlyteAssertion(
    args,
    timestamp: typing.Optional[float],
):

Properties

flytekit.core.data_persistence.FlyteDataNotFoundException

Inappropriate argument value (of correct type).

def FlyteDataNotFoundException(
    path: str,
):

Properties

flytekit.core.data_persistence.FlyteDownloadDataException

Common base class for all non-exit exceptions.

def FlyteDownloadDataException(
    args,
    timestamp: typing.Optional[float],
):

Properties

flytekit.core.data_persistence.FlyteLocalFileSystem

This class doesn’t do anything except override the separator so that it works on windows

def FlyteLocalFileSystem(
    auto_mkdir,
    kwargs,
):

Create and configure file-system instance

Instances may be cachable, so if similar enough arguments are seen a new instance is not required. The token attribute exists to allow implementations to cache instances if they wish.

A reasonable default should be provided if there are no arguments.

Subclasses should call this method.

Parameters

use_listings_cache, listings_expiry_time, max_paths: passed to DirCache, if the implementation supports directory listing caching. Pass use_listings_cache=False to disable such caching. skip_instance_cache: bool If this is a cachable implementation, pass True here to force creating a new instance even if a matching instance exists, and prevent storing this instance. asynchronous: bool loop: asyncio-compatible IOLoop or None

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)

chmod()

def chmod(
    path,
    mode,
):

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.

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.

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

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],
):

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,
):

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(
    path1,
    path2,
    callback,
    kwargs,
):

Copy single remote file to local

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.

If the path ends with ‘/’, only folders are returned.

We support "**", "?" and "[..]". We do not support ^ for pattern negation.

The maxdepth option is applied on the first ** found in the path.

kwargs are passed to ls.

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?

islink()

def islink(
    path,
):

lexists()

def lexists(
    path,
    kwargs,
):

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

link()

def link(
    src,
    dst,
    kwargs,
):

listdir()

def listdir(
    path,
    detail,
    kwargs,
):

Alias of AbstractFileSystem.ls.

ls()

def ls(
    path,
    detail,
    kwargs,
):

List objects at path.

This should include subdirectories and files at that location. The difference between a file and a directory must be clear when details are requested.

The specific keys, or perhaps a FileInfo class, or similar, is TBD, but must be consistent across implementations. Must include:

• full path to the entry (without protocol)
• size of the entry, in bytes. If the value cannot be determined, will be None.
• type of entry, “file”, “directory” or other

Additional information may be present, appropriate to the file-system, e.g., generation, checksum, etc.

May use refresh=True|False to allow use of self._ls_from_cache to check for a saved listing and avoid calling the backend. This would be common where listing may be expensive.

Parameters

path: str detail: bool if True, gives a list of dictionaries, where each is the same as the result of info(path). If False, gives a list of paths (str). kwargs: may have additional backend-specific options, such as version information

Returns

List of strings if detail is False, or list of directory information dicts if detail is True.

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,
    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

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(
    path1,
    path2,
    callback,
    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

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.

symlink()

def symlink(
    src,
    dst,
    kwargs,
):

tail()

def tail(
    path,
    size,
):

Get the last size bytes from file

to_dict()

def to_dict(
    include_password: bool,
):

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,
):

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,
):

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(
    path,
):