| |
| import inspect |
| import logging |
| from contextlib import contextmanager |
| from pathlib import Path |
| from typing import Any, Generator, Iterator, Optional, Tuple, Union |
|
|
| from mmengine.logging import print_log |
| from mmengine.utils import is_filepath |
| from .backends import (BaseStorageBackend, HTTPBackend, LmdbBackend, |
| LocalBackend, MemcachedBackend, PetrelBackend) |
|
|
|
|
| class HardDiskBackend(LocalBackend): |
| """Raw hard disks storage backend.""" |
|
|
| def __init__(self) -> None: |
| print_log( |
| '"HardDiskBackend" is the alias of "LocalBackend" ' |
| 'and the former will be deprecated in future.', |
| logger='current', |
| level=logging.WARNING) |
|
|
| @property |
| def name(self): |
| return self.__class__.__name__ |
|
|
|
|
| class FileClient: |
| """A general file client to access files in different backends. |
| |
| The client loads a file or text in a specified backend from its path |
| and returns it as a binary or text file. There are two ways to choose a |
| backend, the name of backend and the prefix of path. Although both of them |
| can be used to choose a storage backend, ``backend`` has a higher priority |
| that is if they are all set, the storage backend will be chosen by the |
| backend argument. If they are all `None`, the disk backend will be chosen. |
| Note that It can also register other backend accessor with a given name, |
| prefixes, and backend class. In addition, We use the singleton pattern to |
| avoid repeated object creation. If the arguments are the same, the same |
| object will be returned. |
| |
| Warning: |
| `FileClient` will be deprecated in future. Please use io functions |
| in https://mmengine.readthedocs.io/en/latest/api/fileio.html#file-io |
| |
| Args: |
| backend (str, optional): The storage backend type. Options are "disk", |
| "memcached", "lmdb", "http" and "petrel". Defaults to None. |
| prefix (str, optional): The prefix of the registered storage backend. |
| Options are "s3", "http", "https". Defaults to None. |
| |
| Examples: |
| >>> # only set backend |
| >>> file_client = FileClient(backend='petrel') |
| >>> # only set prefix |
| >>> file_client = FileClient(prefix='s3') |
| >>> # set both backend and prefix but use backend to choose client |
| >>> file_client = FileClient(backend='petrel', prefix='s3') |
| >>> # if the arguments are the same, the same object is returned |
| >>> file_client1 = FileClient(backend='petrel') |
| >>> file_client1 is file_client |
| True |
| |
| Attributes: |
| client (:obj:`BaseStorageBackend`): The backend object. |
| """ |
|
|
| _backends = { |
| 'disk': HardDiskBackend, |
| 'memcached': MemcachedBackend, |
| 'lmdb': LmdbBackend, |
| 'petrel': PetrelBackend, |
| 'http': HTTPBackend, |
| } |
|
|
| _prefix_to_backends: dict = { |
| 's3': PetrelBackend, |
| 'petrel': PetrelBackend, |
| 'http': HTTPBackend, |
| 'https': HTTPBackend, |
| } |
|
|
| _instances: dict = {} |
|
|
| client: Any |
|
|
| def __new__(cls, backend=None, prefix=None, **kwargs): |
| print_log( |
| '"FileClient" will be deprecated in future. Please use io ' |
| 'functions in ' |
| 'https://mmengine.readthedocs.io/en/latest/api/fileio.html#file-io', |
| logger='current', |
| level=logging.WARNING) |
| if backend is None and prefix is None: |
| backend = 'disk' |
| if backend is not None and backend not in cls._backends: |
| raise ValueError( |
| f'Backend {backend} is not supported. Currently supported ones' |
| f' are {list(cls._backends.keys())}') |
| if prefix is not None and prefix not in cls._prefix_to_backends: |
| raise ValueError( |
| f'prefix {prefix} is not supported. Currently supported ones ' |
| f'are {list(cls._prefix_to_backends.keys())}') |
|
|
| |
| |
| arg_key = f'{backend}:{prefix}' |
| for key, value in kwargs.items(): |
| arg_key += f':{key}:{value}' |
|
|
| |
| if arg_key in cls._instances: |
| _instance = cls._instances[arg_key] |
| else: |
| |
| _instance = super().__new__(cls) |
| if backend is not None: |
| _instance.client = cls._backends[backend](**kwargs) |
| else: |
| _instance.client = cls._prefix_to_backends[prefix](**kwargs) |
|
|
| cls._instances[arg_key] = _instance |
|
|
| return _instance |
|
|
| @property |
| def name(self): |
| return self.client.name |
|
|
| @property |
| def allow_symlink(self): |
| return self.client.allow_symlink |
|
|
| @staticmethod |
| def parse_uri_prefix(uri: Union[str, Path]) -> Optional[str]: |
| """Parse the prefix of a uri. |
| |
| Args: |
| uri (str | Path): Uri to be parsed that contains the file prefix. |
| |
| Examples: |
| >>> FileClient.parse_uri_prefix('s3://path/of/your/file') |
| 's3' |
| |
| Returns: |
| str | None: Return the prefix of uri if the uri contains '://' else |
| ``None``. |
| """ |
| assert is_filepath(uri) |
| uri = str(uri) |
| if '://' not in uri: |
| return None |
| else: |
| prefix, _ = uri.split('://') |
| |
| |
| if ':' in prefix: |
| _, prefix = prefix.split(':') |
| return prefix |
|
|
| @classmethod |
| def infer_client(cls, |
| file_client_args: Optional[dict] = None, |
| uri: Optional[Union[str, Path]] = None) -> 'FileClient': |
| """Infer a suitable file client based on the URI and arguments. |
| |
| Args: |
| file_client_args (dict, optional): Arguments to instantiate a |
| FileClient. Defaults to None. |
| uri (str | Path, optional): Uri to be parsed that contains the file |
| prefix. Defaults to None. |
| |
| Examples: |
| >>> uri = 's3://path/of/your/file' |
| >>> file_client = FileClient.infer_client(uri=uri) |
| >>> file_client_args = {'backend': 'petrel'} |
| >>> file_client = FileClient.infer_client(file_client_args) |
| |
| Returns: |
| FileClient: Instantiated FileClient object. |
| """ |
| assert file_client_args is not None or uri is not None |
| if file_client_args is None: |
| file_prefix = cls.parse_uri_prefix(uri) |
| return cls(prefix=file_prefix) |
| else: |
| return cls(**file_client_args) |
|
|
| @classmethod |
| def _register_backend(cls, name, backend, force=False, prefixes=None): |
| if not isinstance(name, str): |
| raise TypeError('the backend name should be a string, ' |
| f'but got {type(name)}') |
| if not inspect.isclass(backend): |
| raise TypeError( |
| f'backend should be a class but got {type(backend)}') |
| if not issubclass(backend, BaseStorageBackend): |
| raise TypeError( |
| f'backend {backend} is not a subclass of BaseStorageBackend') |
| if not force and name in cls._backends: |
| raise KeyError( |
| f'{name} is already registered as a storage backend, ' |
| 'add "force=True" if you want to override it') |
|
|
| if name in cls._backends and force: |
| for arg_key, instance in list(cls._instances.items()): |
| if isinstance(instance.client, cls._backends[name]): |
| cls._instances.pop(arg_key) |
| cls._backends[name] = backend |
|
|
| if prefixes is not None: |
| if isinstance(prefixes, str): |
| prefixes = [prefixes] |
| else: |
| assert isinstance(prefixes, (list, tuple)) |
| for prefix in prefixes: |
| if prefix not in cls._prefix_to_backends: |
| cls._prefix_to_backends[prefix] = backend |
| elif (prefix in cls._prefix_to_backends) and force: |
| overridden_backend = cls._prefix_to_backends[prefix] |
| for arg_key, instance in list(cls._instances.items()): |
| if isinstance(instance.client, overridden_backend): |
| cls._instances.pop(arg_key) |
| else: |
| raise KeyError( |
| f'{prefix} is already registered as a storage backend,' |
| ' add "force=True" if you want to override it') |
|
|
| @classmethod |
| def register_backend(cls, name, backend=None, force=False, prefixes=None): |
| """Register a backend to FileClient. |
| |
| This method can be used as a normal class method or a decorator. |
| |
| .. code-block:: python |
| |
| class NewBackend(BaseStorageBackend): |
| |
| def get(self, filepath): |
| return filepath |
| |
| def get_text(self, filepath): |
| return filepath |
| |
| FileClient.register_backend('new', NewBackend) |
| |
| or |
| |
| .. code-block:: python |
| |
| @FileClient.register_backend('new') |
| class NewBackend(BaseStorageBackend): |
| |
| def get(self, filepath): |
| return filepath |
| |
| def get_text(self, filepath): |
| return filepath |
| |
| Args: |
| name (str): The name of the registered backend. |
| backend (class, optional): The backend class to be registered, |
| which must be a subclass of :class:`BaseStorageBackend`. |
| When this method is used as a decorator, backend is None. |
| Defaults to None. |
| force (bool, optional): Whether to override the backend if the name |
| has already been registered. Defaults to False. |
| prefixes (str or list[str] or tuple[str], optional): The prefixes |
| of the registered storage backend. Defaults to None. |
| `New in version 1.3.15.` |
| """ |
| if backend is not None: |
| cls._register_backend( |
| name, backend, force=force, prefixes=prefixes) |
| return |
|
|
| def _register(backend_cls): |
| cls._register_backend( |
| name, backend_cls, force=force, prefixes=prefixes) |
| return backend_cls |
|
|
| return _register |
|
|
| def get(self, filepath: Union[str, Path]) -> Union[bytes, memoryview]: |
| """Read data from a given ``filepath`` with 'rb' mode. |
| |
| Note: |
| There are two types of return values for ``get``, one is ``bytes`` |
| and the other is ``memoryview``. The advantage of using memoryview |
| is that you can avoid copying, and if you want to convert it to |
| ``bytes``, you can use ``.tobytes()``. |
| |
| Args: |
| filepath (str or Path): Path to read data. |
| |
| Returns: |
| bytes | memoryview: Expected bytes object or a memory view of the |
| bytes object. |
| """ |
| return self.client.get(filepath) |
|
|
| def get_text(self, filepath: Union[str, Path], encoding='utf-8') -> str: |
| """Read data from a given ``filepath`` with 'r' mode. |
| |
| Args: |
| filepath (str or Path): Path to read data. |
| encoding (str): The encoding format used to open the ``filepath``. |
| Defaults to 'utf-8'. |
| |
| Returns: |
| str: Expected text reading from ``filepath``. |
| """ |
| return self.client.get_text(filepath, encoding) |
|
|
| def put(self, obj: bytes, filepath: Union[str, Path]) -> None: |
| """Write data to a given ``filepath`` with 'wb' mode. |
| |
| Note: |
| ``put`` should create a directory if the directory of ``filepath`` |
| does not exist. |
| |
| Args: |
| obj (bytes): Data to be written. |
| filepath (str or Path): Path to write data. |
| """ |
| self.client.put(obj, filepath) |
|
|
| def put_text(self, obj: str, filepath: Union[str, Path]) -> None: |
| """Write data to a given ``filepath`` with 'w' mode. |
| |
| Note: |
| ``put_text`` should create a directory if the directory of |
| ``filepath`` does not exist. |
| |
| Args: |
| obj (str): Data to be written. |
| filepath (str or Path): Path to write data. |
| encoding (str, optional): The encoding format used to open the |
| `filepath`. Defaults to 'utf-8'. |
| """ |
| self.client.put_text(obj, filepath) |
|
|
| def remove(self, filepath: Union[str, Path]) -> None: |
| """Remove a file. |
| |
| Args: |
| filepath (str, Path): Path to be removed. |
| """ |
| self.client.remove(filepath) |
|
|
| def exists(self, filepath: Union[str, Path]) -> bool: |
| """Check whether a file path exists. |
| |
| Args: |
| filepath (str or Path): Path to be checked whether exists. |
| |
| Returns: |
| bool: Return ``True`` if ``filepath`` exists, ``False`` otherwise. |
| """ |
| return self.client.exists(filepath) |
|
|
| def isdir(self, filepath: Union[str, Path]) -> bool: |
| """Check whether a file path is a directory. |
| |
| Args: |
| filepath (str or Path): Path to be checked whether it is a |
| directory. |
| |
| Returns: |
| bool: Return ``True`` if ``filepath`` points to a directory, |
| ``False`` otherwise. |
| """ |
| return self.client.isdir(filepath) |
|
|
| def isfile(self, filepath: Union[str, Path]) -> bool: |
| """Check whether a file path is a file. |
| |
| Args: |
| filepath (str or Path): Path to be checked whether it is a file. |
| |
| Returns: |
| bool: Return ``True`` if ``filepath`` points to a file, ``False`` |
| otherwise. |
| """ |
| return self.client.isfile(filepath) |
|
|
| def join_path(self, filepath: Union[str, Path], |
| *filepaths: Union[str, Path]) -> str: |
| r"""Concatenate all file paths. |
| |
| Join one or more filepath components intelligently. The return value |
| is the concatenation of filepath and any members of \*filepaths. |
| |
| Args: |
| filepath (str or Path): Path to be concatenated. |
| |
| Returns: |
| str: The result of concatenation. |
| """ |
| return self.client.join_path(filepath, *filepaths) |
|
|
| @contextmanager |
| def get_local_path( |
| self, |
| filepath: Union[str, |
| Path]) -> Generator[Union[str, Path], None, None]: |
| """Download data from ``filepath`` and write the data to local path. |
| |
| ``get_local_path`` is decorated by :meth:`contxtlib.contextmanager`. It |
| can be called with ``with`` statement, and when exists from the |
| ``with`` statement, the temporary path will be released. |
| |
| Note: |
| If the ``filepath`` is a local path, just return itself. |
| |
| .. warning:: |
| ``get_local_path`` is an experimental interface that may change in |
| the future. |
| |
| Args: |
| filepath (str or Path): Path to be read data. |
| |
| Examples: |
| >>> file_client = FileClient(prefix='s3') |
| >>> with file_client.get_local_path('s3://bucket/abc.jpg') as path: |
| ... # do something here |
| |
| Yields: |
| Iterable[str]: Only yield one path. |
| """ |
| with self.client.get_local_path(str(filepath)) as local_path: |
| yield local_path |
|
|
| def list_dir_or_file(self, |
| dir_path: Union[str, Path], |
| list_dir: bool = True, |
| list_file: bool = True, |
| suffix: Optional[Union[str, Tuple[str]]] = None, |
| recursive: bool = False) -> Iterator[str]: |
| """Scan a directory to find the interested directories or files in |
| arbitrary order. |
| |
| Note: |
| :meth:`list_dir_or_file` returns the path relative to ``dir_path``. |
| |
| Args: |
| dir_path (str | Path): Path of the directory. |
| list_dir (bool): List the directories. Defaults to True. |
| list_file (bool): List the path of files. Defaults to True. |
| suffix (str or tuple[str], optional): File suffix |
| that we are interested in. Defaults to None. |
| recursive (bool): If set to True, recursively scan the |
| directory. Defaults to False. |
| |
| Yields: |
| Iterable[str]: A relative path to ``dir_path``. |
| """ |
| yield from self.client.list_dir_or_file(dir_path, list_dir, list_file, |
| suffix, recursive) |
|
|