Unverified Commit 5b5b47fc authored by Zaida Zhou's avatar Zaida Zhou Committed by GitHub
Browse files

[Feature] Loading objects from different backends and dumping objects to different backends (#1330)

* [Feature] Choose storage backend by the prefix of filepath

* refactor FileClient and add unittest

* support loading from different backends

* polish docstring

* fix unittet

* rename attribute str_like_obj to is_str_like_obj

* add infer_client method

* add check_exist method

* rename var client to file_client

* polish docstring

* add join_paths method

* remove join_paths and add _format_path

* enhance unittest

* refactor unittest

* singleton pattern

* fix test_clientio.py

* deprecate CephBackend

* enhance docstring

* refactor unittest for petrel

* refactor unittest for disk backend

* update io.md

* add concat_paths method

* improve docstring

* improve docstring

* add isdir and copyfile for file backend

* delete copyfile and add get_local_path

* remove isdir method of petrel

* fix typo

* add comment and polish docstring

* polish docstring

* rename _path_mapping to _map_path

* polish docstring and fix typo

* refactor get_local_path

* add list_dir_or_file for FileClient

* add list_dir_or_file for PetrelBackend

* fix windows ci

* Add return docstring

* polish docstring

* fix typo

* fix typo

* deprecate the conversion from Path to str

* add docs for loading checkpoints with FileClient

* refactor map_path

* add _ensure_methods to ensure methods have been implemented

* fix list_dir_or_file

* rename _ensure_method_implemented to has_method
parent 2d73eafe
......@@ -2,11 +2,17 @@
This module provides two universal API to load and dump files of different formats.
```{note}
Since v1.3.16, the IO modules support loading (dumping) data from (to) different backends, respectively. More details are in PR [#1330](https://github.com/open-mmlab/mmcv/pull/1330).
```
### Load and dump data
`mmcv` provides a universal api for loading and dumping data, currently
supported formats are json, yaml and pickle.
#### Load from disk or dump to disk
```python
import mmcv
......@@ -29,6 +35,20 @@ with open('test.yaml', 'w') as f:
data = mmcv.dump(data, f, file_format='yaml')
```
#### Load from other backends or dump to other backends
```python
import mmcv
# load data from a file
data = mmcv.load('s3://bucket-name/test.json')
data = mmcv.load('s3://bucket-name/test.yaml')
data = mmcv.load('s3://bucket-name/test.pkl')
# dump data to a file with a filename (infer format from file extension)
mmcv.dump(data, 's3://bucket-name/out.pkl')
```
It is also very convenient to extend the api to support more file formats.
All you need to do is to write a file handler inherited from `BaseFileHandler`
and register it with one or several file formats.
......@@ -92,7 +112,9 @@ d
e
```
Then use `list_from_file` to load the list from a.txt.
#### Load from disk
Use `list_from_file` to load the list from a.txt.
```python
>>> mmcv.list_from_file('a.txt')
......@@ -113,7 +135,7 @@ For example `b.txt` is a text file with 3 lines.
3 panda
```
Then use `dict_from_file` to load the dict from `b.txt` .
Then use `dict_from_file` to load the dict from `b.txt`.
```python
>>> mmcv.dict_from_file('b.txt')
......@@ -121,3 +143,105 @@ Then use `dict_from_file` to load the dict from `b.txt` .
>>> mmcv.dict_from_file('b.txt', key_type=int)
{1: 'cat', 2: ['dog', 'cow'], 3: 'panda'}
```
#### Load from other backends
Use `list_from_file` to load the list from `s3://bucket-name/a.txt`.
```python
>>> mmcv.list_from_file('s3://bucket-name/a.txt')
['a', 'b', 'c', 'd', 'e']
>>> mmcv.list_from_file('s3://bucket-name/a.txt', offset=2)
['c', 'd', 'e']
>>> mmcv.list_from_file('s3://bucket-name/a.txt', max_num=2)
['a', 'b']
>>> mmcv.list_from_file('s3://bucket-name/a.txt', prefix='/mnt/')
['/mnt/a', '/mnt/b', '/mnt/c', '/mnt/d', '/mnt/e']
```
Use `dict_from_file` to load the dict from `s3://bucket-name/b.txt`.
```python
>>> mmcv.dict_from_file('s3://bucket-name/b.txt')
{'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
>>> mmcv.dict_from_file('s3://bucket-name/b.txt', key_type=int)
{1: 'cat', 2: ['dog', 'cow'], 3: 'panda'}
```
### Load and dump checkpoints
#### Load checkpoints from disk or save to disk
We can read the checkpoints from disk or save to disk in the following way.
```python
import torch
filepath1 = '/path/of/your/checkpoint1.pth'
filepath2 = '/path/of/your/checkpoint2.pth'
# read from filepath1
checkpoint = torch.load(filepath1)
# save to filepath2
torch.save(checkpoint, filepath2)
```
MMCV provides many backends. `HardDiskBackend` is one of them and we can use it to read or save checkpoints.
```python
import io
from mmcv.fileio.file_client import HardDiskBackend
disk_backend = HardDiskBackend()
with io.BytesIO(disk_backend.get(filepath1)) as buffer:
checkpoint = torch.load(buffer)
with io.BytesIO() as buffer:
torch.save(checkpoint, f)
disk_backend.put(f.getvalue(), filepath2)
```
If we want to implement an interface which automatically select the corresponding
backend based on the file path, we can use the `FileClient`.
For example, we want to implement two methods for reading checkpoints as well as saving checkpoints,
which need to support different types of file paths, either disk paths, network paths or other paths.
```python
from mmcv.fileio.file_client import FileClient
def load_checkpoint(path):
file_client = FileClient.infer(uri=path)
with io.BytesIO(file_client.get(path)) as buffer:
checkpoint = torch.load(buffer)
return checkpoint
def save_checkpoint(checkpoint, path):
with io.BytesIO() as buffer:
torch.save(checkpoint, buffer)
file_client.put(buffer.getvalue(), path)
file_client = FileClient.infer_client(uri=filepath1)
checkpoint = load_checkpoint(filepath1)
save_checkpoint(checkpoint, filepath2)
```
#### Load checkpoints from the Internet
```{note}
Currently, it only supports reading checkpoints from the Internet, and does not support saving checkpoints to the Internet.
```
```python
import io
import torch
from mmcv.fileio.file_client import HTTPBackend, FileClient
filepath = 'http://path/of/your/checkpoint.pth'
checkpoint = torch.utils.model_zoo.load_url(filepath)
http_backend = HTTPBackend()
with io.BytesIO(http_backend.get(filepath)) as buffer:
checkpoint = torch.load(buffer)
file_client = FileClient.infer_client(uri=filepath)
with io.BytesIO(file_client.get(filepath)) as buffer:
checkpoint = torch.load(buffer)
```
......@@ -2,10 +2,16 @@
文件输入输出模块提供了两个通用的 API 接口用于读取和保存不同格式的文件。
```{note}
在 v1.3.16 及之后的版本中,IO 模块支持从不同后端读取数据并支持将数据至不同后端。更多细节请访问 PR [#1330](https://github.com/open-mmlab/mmcv/pull/1330)。
```
### 读取和保存数据
`mmcv` 提供了一个通用的 api 用于读取和保存数据,目前支持的格式有 json、yaml 和 pickle。
#### 从硬盘读取数据或者将数据保存至硬盘
```python
import mmcv
......@@ -28,6 +34,20 @@ with open('test.yaml', 'w') as f:
data = mmcv.dump(data, f, file_format='yaml')
```
#### 从其他后端加载或者保存至其他后端
```python
import mmcv
# 从 s3 文件读取数据
data = mmcv.load('s3://bucket-name/test.json')
data = mmcv.load('s3://bucket-name/test.yaml')
data = mmcv.load('s3://bucket-name/test.pkl')
# 将数据保存至 s3 文件 (根据文件名后缀反推文件类型)
mmcv.dump(data, 's3://bucket-name/out.pkl')
```
我们提供了易于拓展的方式以支持更多的文件格式。我们只需要创建一个继承自 `BaseFileHandler`
文件句柄类并将其注册到 `mmcv` 中即可。句柄类至少需要重写三个方法。
......@@ -49,7 +69,7 @@ class TxtHandler1(mmcv.BaseFileHandler):
return str(obj)
```
`PickleHandler` 为例
`PickleHandler` 为例
```python
import pickle
......@@ -87,8 +107,9 @@ c
d
e
```
#### 从硬盘读取
使用 `list_from_file` 读取 `a.txt`
使用 `list_from_file` 读取 `a.txt`
```python
>>> mmcv.list_from_file('a.txt')
......@@ -101,7 +122,7 @@ e
['/mnt/a', '/mnt/b', '/mnt/c', '/mnt/d', '/mnt/e']
```
同样, `b.txt` 也是文本文件,一共有3行内容
同样, `b.txt` 也是文本文件,一共有3行内容
```
1 cat
......@@ -109,7 +130,7 @@ e
3 panda
```
使用 `dict_from_file` 读取 `b.txt`
使用 `dict_from_file` 读取 `b.txt`
```python
>>> mmcv.dict_from_file('b.txt')
......@@ -117,3 +138,103 @@ e
>>> mmcv.dict_from_file('b.txt', key_type=int)
{1: 'cat', 2: ['dog', 'cow'], 3: 'panda'}
```
#### 从其他后端读取
使用 `list_from_file` 读取 `s3://bucket-name/a.txt`
```python
>>> mmcv.list_from_file('s3://bucket-name/a.txt')
['a', 'b', 'c', 'd', 'e']
>>> mmcv.list_from_file('s3://bucket-name/a.txt', offset=2)
['c', 'd', 'e']
>>> mmcv.list_from_file('s3://bucket-name/a.txt', max_num=2)
['a', 'b']
>>> mmcv.list_from_file('s3://bucket-name/a.txt', prefix='/mnt/')
['/mnt/a', '/mnt/b', '/mnt/c', '/mnt/d', '/mnt/e']
```
使用 `dict_from_file` 读取 `b.txt`
```python
>>> mmcv.dict_from_file('s3://bucket-name/b.txt')
{'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
>>> mmcv.dict_from_file('s3://bucket-name/b.txt', key_type=int)
{1: 'cat', 2: ['dog', 'cow'], 3: 'panda'}
```
### 读取和保存权重文件
#### 从硬盘读取权重文件或者将权重文件保存至硬盘
我们可以通过下面的方式从磁盘读取权重文件或者将权重文件保存至磁盘
```python
import torch
filepath1 = '/path/of/your/checkpoint1.pth'
filepath2 = '/path/of/your/checkpoint2.pth'
# 从 filepath1 读取权重文件
checkpoint = torch.load(filepath1)
# 将权重文件保存至 filepath2
torch.save(checkpoint, filepath2)
```
MMCV 提供了很多后端,`HardDiskBackend` 是其中一个,我们可以通过它来读取或者保存权重文件。
```python
import io
from mmcv.fileio.file_client import HardDiskBackend
disk_backend = HardDiskBackend()
with io.BytesIO(disk_backend.get(filepath1)) as buffer:
checkpoint = torch.load(buffer)
with io.BytesIO() as buffer:
torch.save(checkpoint, f)
disk_backend.put(f.getvalue(), filepath2)
```
如果我们想在接口中实现根据文件路径自动选择对应的后端,我们可以使用 `FileClient`
例如,我们想实现两个方法,分别是读取权重以及保存权重,它们需支持不同类型的文件路径,可以是磁盘路径,也可以是网络路径或者其他路径。
```python
from mmcv.fileio.file_client import FileClient
def load_checkpoint(path):
file_client = FileClient.infer(uri=path)
with io.BytesIO(file_client.get(path)) as buffer:
checkpoint = torch.load(buffer)
return checkpoint
def save_checkpoint(checkpoint, path):
with io.BytesIO() as buffer:
torch.save(checkpoint, buffer)
file_client.put(buffer.getvalue(), path)
file_client = FileClient.infer_client(uri=filepath1)
checkpoint = load_checkpoint(filepath1)
save_checkpoint(checkpoint, filepath2)
```
#### 从网络远端读取权重文件
```{note}
目前只支持从网络远端读取权重文件,暂不支持将权重文件写入网络远端
```
```python
import io
import torch
from mmcv.fileio.file_client import HTTPBackend, FileClient
filepath = 'http://path/of/your/checkpoint.pth'
checkpoint = torch.utils.model_zoo.load_url(filepath)
http_backend = HTTPBackend()
with io.BytesIO(http_backend.get(filepath)) as buffer:
checkpoint = torch.load(buffer)
file_client = FileClient.infer_client(uri=filepath)
with io.BytesIO(file_client.get(filepath)) as buffer:
checkpoint = torch.load(buffer)
```
# Copyright (c) OpenMMLab. All rights reserved.
import inspect
import os
import os.path as osp
import re
import tempfile
import warnings
from abc import ABCMeta, abstractmethod
from contextlib import contextmanager
from pathlib import Path
from typing import Iterable, Iterator, Optional, Tuple, Union
from urllib.request import urlopen
from mmcv.utils.misc import has_method
from mmcv.utils.path import is_filepath
class BaseStorageBackend(metaclass=ABCMeta):
"""Abstract class of storage backends.
......@@ -22,12 +33,16 @@ class BaseStorageBackend(metaclass=ABCMeta):
class CephBackend(BaseStorageBackend):
"""Ceph storage backend.
"""Ceph storage backend (for internal use).
Args:
path_mapping (dict|None): path mapping dict from local path to Petrel
path. When ``path_mapping={'src': 'dst'}``, ``src`` in ``filepath``
will be replaced by ``dst``. Default: None.
.. warning::
:class:`CephBackend` will be deprecated, please use
:class:`PetrelBackend` instead
"""
def __init__(self, path_mapping=None):
......@@ -36,6 +51,8 @@ class CephBackend(BaseStorageBackend):
except ImportError:
raise ImportError('Please install ceph to enable CephBackend.')
warnings.warn(
'CephBackend will be deprecated, please use PetrelBackend instead')
self._client = ceph.S3Client()
assert isinstance(path_mapping, dict) or path_mapping is None
self.path_mapping = path_mapping
......@@ -49,21 +66,36 @@ class CephBackend(BaseStorageBackend):
value_buf = memoryview(value)
return value_buf
def get_text(self, filepath):
def get_text(self, filepath, encoding=None):
raise NotImplementedError
class PetrelBackend(BaseStorageBackend):
"""Petrel storage backend (for internal use).
PetrelBackend supports reading and writing data to multiple clusters.
If the file path contains the cluster name, PetrelBackend will read data
from specified cluster or write data to it. Otherwise, PetrelBackend will
access the default cluster.
Args:
path_mapping (dict|None): path mapping dict from local path to Petrel
path. When `path_mapping={'src': 'dst'}`, `src` in `filepath` will
be replaced by `dst`. Default: None.
enable_mc (bool): whether to enable memcached support. Default: True.
path_mapping (dict, optional): Path mapping dict from local path to
Petrel path. When ``path_mapping={'src': 'dst'}``, ``src`` in
``filepath`` will be replaced by ``dst``. Default: None.
enable_mc (bool, optional): Whether to enable memcached support.
Default: True.
Examples:
>>> filepath1 = 's3://path/of/file'
>>> filepath2 = 'cluster-name:s3://path/of/file'
>>> client = PetrelBackend()
>>> client.get(filepath1) # get data from default cluster
>>> client.get(filepath2) # get data from 'cluster-name' cluster
"""
def __init__(self, path_mapping=None, enable_mc=True):
def __init__(self,
path_mapping: Optional[dict] = None,
enable_mc: bool = True):
try:
from petrel_client import client
except ImportError:
......@@ -74,17 +106,296 @@ class PetrelBackend(BaseStorageBackend):
assert isinstance(path_mapping, dict) or path_mapping is None
self.path_mapping = path_mapping
def get(self, filepath):
def _map_path(self, filepath: Union[str, Path]) -> str:
"""Map ``filepath`` to a string path whose prefix will be replaced by
:attr:`self.path_mapping`.
Args:
filepath (str): Path to be mapped.
"""
filepath = str(filepath)
if self.path_mapping is not None:
for k, v in self.path_mapping.items():
filepath = filepath.replace(k, v)
return filepath
def _format_path(self, filepath: str) -> str:
"""Convert a ``filepath`` to standard format of petrel oss.
If the ``filepath`` is concatenated by ``os.path.join``, in a Windows
environment, the ``filepath`` will be the format of
's3://bucket_name\\image.jpg'. By invoking :meth:`_format_path`, the
above ``filepath`` will be converted to 's3://bucket_name/image.jpg'.
Args:
filepath (str): Path to be formatted.
"""
return re.sub(r'\\+', '/', filepath)
def get(self, filepath: Union[str, Path]) -> memoryview:
"""Read data from a given ``filepath`` with 'rb' mode.
Args:
filepath (str or Path): Path to read data.
Returns:
memoryview: A memory view of expected bytes object to avoid
copying. The memoryview object can be converted to bytes by
``value_buf.tobytes()``.
"""
filepath = self._map_path(filepath)
filepath = self._format_path(filepath)
value = self._client.Get(filepath)
value_buf = memoryview(value)
return value_buf
def get_text(self, filepath):
raise NotImplementedError
def get_text(self,
filepath: Union[str, Path],
encoding: str = '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``.
Default: 'utf-8'.
Returns:
str: Expected text reading from ``filepath``.
"""
return str(self.get(filepath), encoding=encoding)
def put(self, obj: bytes, filepath: Union[str, Path]) -> None:
"""Save data to a given ``filepath``.
Args:
obj (bytes): Data to be saved.
filepath (str or Path): Path to write data.
"""
filepath = self._map_path(filepath)
filepath = self._format_path(filepath)
self._client.put(filepath, obj)
def put_text(self,
obj: str,
filepath: Union[str, Path],
encoding: str = 'utf-8') -> None:
"""Save data to a given ``filepath``.
Args:
obj (str): Data to be written.
filepath (str or Path): Path to write data.
encoding (str): The encoding format used to encode the ``obj``.
Default: 'utf-8'.
"""
self.put(bytes(obj, encoding=encoding), filepath)
def remove(self, filepath: Union[str, Path]) -> None:
"""Remove a file.
Args:
filepath (str or Path): Path to be removed.
"""
if not has_method(self._client, 'delete'):
raise NotImplementedError(
('Current version of Petrel Python SDK has not supported '
'the `delete` method, please use a higher version or dev'
' branch instead.'))
filepath = self._map_path(filepath)
filepath = self._format_path(filepath)
self._client.delete(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.
"""
if not (has_method(self._client, 'contains')
and has_method(self._client, 'isdir')):
raise NotImplementedError(
('Current version of Petrel Python SDK has not supported '
'the `contains` and `isdir` methods, please use a higher'
'version or dev branch instead.'))
filepath = self._map_path(filepath)
filepath = self._format_path(filepath)
return self._client.contains(filepath) or self._client.isdir(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.
"""
if not has_method(self._client, 'isdir'):
raise NotImplementedError(
('Current version of Petrel Python SDK has not supported '
'the `isdir` method, please use a higher version or dev'
' branch instead.'))
filepath = self._map_path(filepath)
filepath = self._format_path(filepath)
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.
"""
if not has_method(self._client, 'contains'):
raise NotImplementedError(
('Current version of Petrel Python SDK has not supported '
'the `contains` method, please use a higher version or '
'dev branch instead.'))
filepath = self._map_path(filepath)
filepath = self._format_path(filepath)
return self._client.contains(filepath)
def concat_paths(self, filepath: Union[str, Path],
*filepaths: Union[str, Path]) -> str:
"""Concatenate all file paths.
Args:
filepath (str or Path): Path to be concatenated.
Returns:
str: The result after concatenation.
"""
filepath = self._format_path(self._map_path(filepath))
if filepath.endswith('/'):
filepath = filepath[:-1]
formatted_paths = [filepath]
for path in filepaths:
formatted_paths.append(self._format_path(self._map_path(path)))
return '/'.join(formatted_paths)
@contextmanager
def get_local_path(self, filepath: Union[str, Path]) -> Iterable[str]:
"""Download a file from ``filepath`` and return a temporary 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.
Args:
filepath (str | Path): Download a file from ``filepath``.
Examples:
>>> client = PetrelBackend()
>>> # After existing from the ``with`` clause,
>>> # the path will be removed
>>> with client.get_local_path('s3://path/of/your/file') as path:
... # do something here
Yields:
Iterable[str]: Only yield one temporary path.
"""
filepath = self._map_path(filepath)
filepath = self._format_path(filepath)
assert self.isfile(filepath)
try:
f = tempfile.NamedTemporaryFile(delete=False)
f.write(self.get(filepath))
f.close()
yield f.name
finally:
os.remove(f.name)
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:
Petrel has no concept of directories but it simulates the directory
hierarchy in the filesystem through public prefixes. In addition,
if the returned path ends with '/', it means the path is a public
prefix which is a logical directory.
Note:
:meth:`list_dir_or_file` returns the path relative to ``dir_path``.
In addition, the returned path of directory will not contains the
suffix '/' which is consistent with other backends.
Args:
dir_path (str | Path): Path of the directory.
list_dir (bool): List the directories. Default: True.
list_file (bool): List the path of files. Default: True.
suffix (str or tuple[str], optional): File suffix
that we are interested in. Default: None.
recursive (bool): If set to True, recursively scan the
directory. Default: False.
Yields:
Iterable[str]: A relative path to ``dir_path``.
"""
if not has_method(self._client, 'list'):
raise NotImplementedError(
('Current version of Petrel Python SDK has not supported '
'the `list` method, please use a higher version or dev'
' branch instead.'))
dir_path = self._map_path(dir_path)
dir_path = self._format_path(dir_path)
if list_dir and suffix is not None:
raise TypeError(
'`list_dir` should be False when `suffix` is not None')
if (suffix is not None) and not isinstance(suffix, (str, tuple)):
raise TypeError('`suffix` must be a string or tuple of strings')
# Petrel's simulated directory hierarchy assumes that directory paths
# should end with `/`
if not dir_path.endswith('/'):
dir_path += '/'
root = dir_path
def _list_dir_or_file(dir_path, list_dir, list_file, suffix,
recursive):
for path in self._client.list(dir_path):
# the `self.isdir` is not used here to determine whether path
# is a directory, because `self.isdir` relies on
# `self._client.list`
if path.endswith('/'): # a directory path
next_dir_path = self.concat_paths(dir_path, path)
if list_dir:
# get the relative path and exclude the last
# character '/'
rel_dir = next_dir_path[len(root):-1]
yield rel_dir
if recursive:
yield from _list_dir_or_file(next_dir_path, list_dir,
list_file, suffix,
recursive)
else: # a file path
absolute_path = self.concat_paths(dir_path, path)
rel_path = absolute_path[len(root):]
if (suffix is None
or rel_path.endswith(suffix)) and list_file:
yield rel_path
return _list_dir_or_file(dir_path, list_dir, list_file, suffix,
recursive)
class MemcachedBackend(BaseStorageBackend):
......@@ -121,7 +432,7 @@ class MemcachedBackend(BaseStorageBackend):
value_buf = mc.ConvertBuffer(self._mc_buffer)
return value_buf
def get_text(self, filepath):
def get_text(self, filepath, encoding=None):
raise NotImplementedError
......@@ -173,25 +484,185 @@ class LmdbBackend(BaseStorageBackend):
value_buf = txn.get(filepath.encode('ascii'))
return value_buf
def get_text(self, filepath):
def get_text(self, filepath, encoding=None):
raise NotImplementedError
class HardDiskBackend(BaseStorageBackend):
"""Raw hard disks storage backend."""
def get(self, filepath):
filepath = str(filepath)
def get(self, filepath: Union[str, Path]) -> bytes:
"""Read data from a given ``filepath`` with 'rb' mode.
Args:
filepath (str or Path): Path to read data.
Returns:
bytes: Expected bytes object.
"""
with open(filepath, 'rb') as f:
value_buf = f.read()
return value_buf
def get_text(self, filepath):
filepath = str(filepath)
with open(filepath, 'r') as f:
def get_text(self,
filepath: Union[str, Path],
encoding: str = '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``.
Default: 'utf-8'.
Returns:
str: Expected text reading from ``filepath``.
"""
with open(filepath, 'r', encoding=encoding) as f:
value_buf = f.read()
return value_buf
def put(self, obj: bytes, filepath: Union[str, Path]) -> None:
"""Write data to a given ``filepath`` with 'wb' mode.
Args:
obj (bytes): Data to be written.
filepath (str or Path): Path to write data.
"""
with open(filepath, 'wb') as f:
f.write(obj)
def put_text(self,
obj: str,
filepath: Union[str, Path],
encoding: str = 'utf-8') -> None:
"""Write data to a given ``filepath`` with 'w' mode.
Args:
obj (str): Data to be written.
filepath (str or Path): Path to write data.
encoding (str): The encoding format used to open the ``filepath``.
Default: 'utf-8'.
"""
with open(filepath, 'w', encoding=encoding) as f:
f.write(obj)
def remove(self, filepath: Union[str, Path]) -> None:
"""Remove a file.
Args:
filepath (str or Path): Path to be removed.
"""
os.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 osp.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 osp.isdir(filepath)
def isfile(self, filepath: Union[str, Path]) -> bool:
"""Check a ``filepath`` whether it 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 osp.isfile(filepath)
def concat_paths(self, filepath: Union[str, Path],
*filepaths: Union[str, Path]) -> str:
"""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 osp.join(filepath, *filepaths)
@contextmanager
def get_local_path(
self, filepath: Union[str, Path]) -> Iterable[Union[str, Path]]:
"""Only for unified API and do nothing."""
yield filepath
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. Default: True.
list_file (bool): List the path of files. Default: True.
suffix (str or tuple[str], optional): File suffix
that we are interested in. Default: None.
recursive (bool): If set to True, recursively scan the
directory. Default: False.
Yields:
Iterable[str]: A relative path to ``dir_path``.
"""
if list_dir and suffix is not None:
raise TypeError('`suffix` should be None when `list_dir` is True')
if (suffix is not None) and not isinstance(suffix, (str, tuple)):
raise TypeError('`suffix` must be a string or tuple of strings')
root = dir_path
def _list_dir_or_file(dir_path, list_dir, list_file, suffix,
recursive):
for entry in os.scandir(dir_path):
if not entry.name.startswith('.') and entry.is_file():
rel_path = osp.relpath(entry.path, root)
if (suffix is None
or rel_path.endswith(suffix)) and list_file:
yield rel_path
elif osp.isdir(entry.path):
if list_dir:
rel_dir = osp.relpath(entry.path, root)
yield rel_dir
if recursive:
yield from _list_dir_or_file(entry.path, list_dir,
list_file, suffix,
recursive)
return _list_dir_or_file(dir_path, list_dir, list_file, suffix,
recursive)
class HTTPBackend(BaseStorageBackend):
"""HTTP and HTTPS storage bachend."""
......@@ -200,21 +671,70 @@ class HTTPBackend(BaseStorageBackend):
value_buf = urlopen(filepath).read()
return value_buf
def get_text(self, filepath):
def get_text(self, filepath, encoding='utf-8'):
value_buf = urlopen(filepath).read()
return value_buf.decode('utf-8')
return value_buf.decode(encoding)
@contextmanager
def get_local_path(self, filepath: str) -> Iterable[str]:
"""Download a file from ``filepath``.
``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.
Args:
filepath (str): Download a file from ``filepath``.
Examples:
>>> client = HTTPBackend()
>>> # After existing from the ``with`` clause,
>>> # the path will be removed
>>> with client.get_local_path('http://path/of/your/file') as path:
... # do something here
"""
try:
f = tempfile.NamedTemporaryFile(delete=False)
f.write(self.get(filepath))
f.close()
yield f.name
finally:
os.remove(f.name)
class FileClient:
"""A general file client to access files in different backend.
"""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 return it as a binary file. it can also register other backend
accessor with a given name and backend class.
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 is returned.
Args:
backend (str, optional): The storage backend type. Options are "disk",
"ceph", "memcached", "lmdb", "http" and "petrel". Default: None.
prefix (str, optional): The prefix of the registered storage backend.
Options are "s3", "http", "https". Default: 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:
backend (str): The storage backend type. Options are "disk", "ceph",
"memcached", "lmdb" and "http".
client (:obj:`BaseStorageBackend`): The backend object.
"""
......@@ -226,17 +746,117 @@ class FileClient:
'petrel': PetrelBackend,
'http': HTTPBackend,
}
# This collection is used to record the overridden backends, and when a
# backend appears in the collection, the singleton pattern is disabled for
# that backend, because if the singleton pattern is used, then the object
# returned will be the backend before overwriting
_overridden_backends = set()
_prefix_to_backends = {
's3': PetrelBackend,
'http': HTTPBackend,
'https': HTTPBackend,
}
_overridden_prefixes = set()
def __init__(self, backend='disk', **kwargs):
if backend not in self._backends:
_instances = {}
def __new__(cls, backend=None, prefix=None, **kwargs):
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(self._backends.keys())}')
self.backend = backend
self.client = self._backends[backend](**kwargs)
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())}')
# concatenate the arguments to a unique key for determining whether
# objects with the same arguments were created
arg_key = f'{backend}:{prefix}'
for key, value in kwargs.items():
arg_key += f':{key}:{value}'
# if a backend was overridden, it will create a new object
if (arg_key in cls._instances
and backend not in cls._overridden_backends
and prefix not in cls._overridden_prefixes):
_instance = cls._instances[arg_key]
else:
# create a new object and put it to _instance
_instance = super().__new__(cls)
if backend is not None:
_instance.client = cls._backends[backend](**kwargs)
_instance.backend_name = backend
else:
_instance.client = cls._prefix_to_backends[prefix](**kwargs)
# infer the backend name according to the prefix
for backend_name, backend_cls in cls._backends.items():
if isinstance(_instance.client, backend_cls):
_instance.backend_name = backend_name
break
cls._instances[arg_key] = _instance
return _instance
@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('://')
# In the case of PetrelBackend, the prefix may contains the cluster
# name like clusterName:s3
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. Default: None.
uri (str | Path, optional): Uri to be parsed that contains the file
prefix. Default: 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) # type: ignore
return cls(prefix=file_prefix)
else:
return cls(**file_client_args)
@classmethod
def _register_backend(cls, name, backend, force=False):
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)}')
......@@ -251,10 +871,28 @@ class FileClient:
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:
cls._overridden_backends.add(name)
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:
cls._overridden_prefixes.add(prefix)
cls._prefix_to_backends[prefix] = backend
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):
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.
......@@ -292,19 +930,184 @@ class FileClient:
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. Default: None.
`New in version 1.3.15.`
"""
if backend is not None:
cls._register_backend(name, backend, force=force)
cls._register_backend(
name, backend, force=force, prefixes=prefixes)
return
def _register(backend_cls):
cls._register_backend(name, backend_cls, force=force)
cls._register_backend(
name, backend_cls, force=force, prefixes=prefixes)
return backend_cls
return _register
def get(self, filepath):
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):
return self.client.get_text(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``.
Default: '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.
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.
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`. Default: '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 concat_paths(self, filepath: Union[str, Path],
*filepaths: Union[str, Path]) -> str:
"""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.concat_paths(filepath, *filepaths)
@contextmanager
def get_local_path(self, filepath: Union[str, Path]) -> Iterable[str]:
"""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. Default: True.
list_file (bool): List the path of files. Default: True.
suffix (str or tuple[str], optional): File suffix
that we are interested in. Default: None.
recursive (bool): If set to True, recursively scan the
directory. Default: 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)
......@@ -3,6 +3,12 @@ from abc import ABCMeta, abstractmethod
class BaseFileHandler(metaclass=ABCMeta):
# `str_like` is a flag to indicate whether the type of file object is
# str-like object or bytes-like object. Pickle only processes bytes-like
# objects but json only processes str-like object. If it is str-like
# object, `StringIO` will be used to process the buffer.
str_like = True
@abstractmethod
def load_from_fileobj(self, file, **kwargs):
......
......@@ -6,6 +6,8 @@ from .base import BaseFileHandler
class PickleHandler(BaseFileHandler):
str_like = False
def load_from_fileobj(self, file, **kwargs):
return pickle.load(file, **kwargs)
......
# Copyright (c) OpenMMLab. All rights reserved.
from io import BytesIO, StringIO
from pathlib import Path
from ..utils import is_list_of, is_str
from .file_client import FileClient
from .handlers import BaseFileHandler, JsonHandler, PickleHandler, YamlHandler
file_handlers = {
......@@ -13,11 +15,15 @@ file_handlers = {
}
def load(file, file_format=None, **kwargs):
def load(file, file_format=None, file_client_args=None, **kwargs):
"""Load data from json/yaml/pickle files.
This method provides a unified api for loading data from serialized files.
Note:
In v1.3.16 and later, ``load`` supports loading data from serialized
files those can be storaged in different backends.
Args:
file (str or :obj:`Path` or file-like object): Filename or a file-like
object.
......@@ -25,6 +31,14 @@ def load(file, file_format=None, **kwargs):
inferred from the file extension, otherwise use the specified one.
Currently supported formats include "json", "yaml/yml" and
"pickle/pkl".
file_client_args (dict, optional): Arguments to instantiate a
FileClient. See :class:`mmcv.fileio.FileClient` for details.
Default: None.
Examples:
>>> load('/path/of/your/file') # file is storaged in disk
>>> load('https://path/of/your/file') # file is storaged in Internet
>>> load('s3://path/of/your/file') # file is storaged in petrel
Returns:
The content from the file.
......@@ -38,7 +52,13 @@ def load(file, file_format=None, **kwargs):
handler = file_handlers[file_format]
if is_str(file):
obj = handler.load_from_path(file, **kwargs)
file_client = FileClient.infer_client(file_client_args, file)
if handler.str_like:
with StringIO(file_client.get_text(file)) as f:
obj = handler.load_from_fileobj(f, **kwargs)
else:
with BytesIO(file_client.get(file)) as f:
obj = handler.load_from_fileobj(f, **kwargs)
elif hasattr(file, 'read'):
obj = handler.load_from_fileobj(file, **kwargs)
else:
......@@ -46,18 +66,29 @@ def load(file, file_format=None, **kwargs):
return obj
def dump(obj, file=None, file_format=None, **kwargs):
def dump(obj, file=None, file_format=None, file_client_args=None, **kwargs):
"""Dump data to json/yaml/pickle strings or files.
This method provides a unified api for dumping data as strings or to files,
and also supports custom arguments for each file format.
Note:
In v1.3.16 and later, ``dump`` supports dumping data as strings or to
files which is saved to different backends.
Args:
obj (any): The python object to be dumped.
file (str or :obj:`Path` or file-like object, optional): If not
specified, then the object is dump to a str, otherwise to a file
specified, then the object is dumped to a str, otherwise to a file
specified by the filename or file-like object.
file_format (str, optional): Same as :func:`load`.
file_client_args (dict, optional): Arguments to instantiate a
FileClient. See :class:`mmcv.fileio.FileClient` for details.
Default: None.
Examples:
>>> dump('hello world', '/path/of/your/file') # disk
>>> dump('hello world', 's3://path/of/your/file') # ceph or petrel
Returns:
bool: True for success, False otherwise.
......@@ -77,7 +108,15 @@ def dump(obj, file=None, file_format=None, **kwargs):
if file is None:
return handler.dump_to_str(obj, **kwargs)
elif is_str(file):
handler.dump_to_path(obj, file, **kwargs)
file_client = FileClient.infer_client(file_client_args, file)
if handler.str_like:
with StringIO() as f:
handler.dump_to_fileobj(obj, f, **kwargs)
file_client.put_text(f.getvalue(), file)
else:
with BytesIO() as f:
handler.dump_to_fileobj(obj, f, **kwargs)
file_client.put(f.getvalue(), file)
elif hasattr(file, 'write'):
handler.dump_to_fileobj(obj, file, **kwargs)
else:
......
# Copyright (c) OpenMMLab. All rights reserved.
def list_from_file(filename, prefix='', offset=0, max_num=0, encoding='utf-8'):
from io import StringIO
from .file_client import FileClient
def list_from_file(filename,
prefix='',
offset=0,
max_num=0,
encoding='utf-8',
file_client_args=None):
"""Load a text file and parse the content as a list of strings.
Note:
In v1.3.16 and later, ``list_from_file`` supports loading a text file
which can be storaged in different backends and parsing the content as
a list for strings.
Args:
filename (str): Filename.
prefix (str): The prefix to be inserted to the beginning of each item.
......@@ -9,13 +25,23 @@ def list_from_file(filename, prefix='', offset=0, max_num=0, encoding='utf-8'):
max_num (int): The maximum number of lines to be read,
zeros and negatives mean no limitation.
encoding (str): Encoding used to open the file. Default utf-8.
file_client_args (dict, optional): Arguments to instantiate a
FileClient. See :class:`mmcv.fileio.FileClient` for details.
Default: None.
Examples:
>>> list_from_file('/path/of/your/file') # disk
['hello', 'world']
>>> list_from_file('s3://path/of/your/file') # ceph or petrel
['hello', 'world']
Returns:
list[str]: A list of strings.
"""
cnt = 0
item_list = []
with open(filename, 'r', encoding=encoding) as f:
file_client = FileClient.infer_client(file_client_args, filename)
with StringIO(file_client.get_text(filename, encoding)) as f:
for _ in range(offset):
f.readline()
for line in f:
......@@ -26,23 +52,42 @@ def list_from_file(filename, prefix='', offset=0, max_num=0, encoding='utf-8'):
return item_list
def dict_from_file(filename, key_type=str):
def dict_from_file(filename,
key_type=str,
encoding='utf-8',
file_client_args=None):
"""Load a text file and parse the content as a dict.
Each line of the text file will be two or more columns split by
whitespaces or tabs. The first column will be parsed as dict keys, and
the following columns will be parsed as dict values.
Note:
In v1.3.16 and later, ``dict_from_file`` supports loading a text file
which can be storaged in different backends and parsing the content as
a dict.
Args:
filename(str): Filename.
key_type(type): Type of the dict keys. str is user by default and
type conversion will be performed if specified.
encoding (str): Encoding used to open the file. Default utf-8.
file_client_args (dict, optional): Arguments to instantiate a
FileClient. See :class:`mmcv.fileio.FileClient` for details.
Default: None.
Examples:
>>> dict_from_file('/path/of/your/file') # disk
{'key1': 'value1', 'key2': 'value2'}
>>> dict_from_file('s3://path/of/your/file') # ceph or petrel
{'key1': 'value1', 'key2': 'value2'}
Returns:
dict: The parsed contents.
"""
mapping = {}
with open(filename, 'r') as f:
file_client = FileClient.infer_client(file_client_args, filename)
with StringIO(file_client.get_text(filename, encoding)) as f:
for line in f:
items = line.rstrip('\n').split()
assert len(items) >= 2
......
......@@ -309,9 +309,9 @@ def adjust_sharpness(img, factor=1., kernel=None):
kernel (np.ndarray, optional): Filter kernel to be applied on the img
to obtain the degenerated img. Defaults to None.
Notes::
Note:
No value sanity check is enforced on the kernel set by users. So with
an inappropriate kernel, the `adjust_sharpness` may fail to perform
an inappropriate kernel, the ``adjust_sharpness`` may fail to perform
the function its name indicates but end up performing whatever
transform determined by the kernel.
......
......@@ -2,7 +2,7 @@
# Copyright (c) OpenMMLab. All rights reserved.
from .config import Config, ConfigDict, DictAction
from .misc import (check_prerequisites, concat_list, deprecated_api_warning,
import_modules_from_strings, is_list_of,
has_method, import_modules_from_strings, is_list_of,
is_method_overridden, is_seq_of, is_str, is_tuple_of,
iter_cast, list_cast, requires_executable, requires_package,
slice_list, to_1tuple, to_2tuple, to_3tuple, to_4tuple,
......@@ -33,7 +33,7 @@ except ImportError:
'assert_dict_contains_subset', 'assert_attrs_equal',
'assert_dict_has_keys', 'assert_keys_equal', 'check_python_script',
'to_1tuple', 'to_2tuple', 'to_3tuple', 'to_4tuple', 'to_ntuple',
'is_method_overridden'
'is_method_overridden', 'has_method'
]
else:
from .env import collect_env
......@@ -65,5 +65,5 @@ else:
'assert_dict_has_keys', 'assert_keys_equal', 'assert_is_norm_layer',
'assert_params_all_zeros', 'check_python_script',
'is_method_overridden', 'is_jit_tracing', 'is_rocm_pytorch',
'_get_cuda_home'
'_get_cuda_home', 'has_method'
]
......@@ -362,3 +362,16 @@ def is_method_overridden(method, base_class, derived_class):
base_method = getattr(base_class, method)
derived_method = getattr(derived_class, method)
return derived_method != base_method
def has_method(obj: object, method: str) -> bool:
"""Check whether the object has a method.
Args:
method (str): The method name to check.
obj (object): The object to check.
Returns:
bool: True if the object has the method else False.
"""
return hasattr(obj, method) and callable(getattr(obj, method))
import os
import os.path as osp
import sys
import tempfile
from contextlib import contextmanager
from copy import deepcopy
from pathlib import Path
from unittest.mock import MagicMock, patch
......@@ -6,6 +11,7 @@ import pytest
import mmcv
from mmcv import BaseStorageBackend, FileClient
from mmcv.utils import has_method
sys.modules['ceph'] = MagicMock()
sys.modules['petrel_client'] = MagicMock()
......@@ -13,6 +19,51 @@ sys.modules['petrel_client.client'] = MagicMock()
sys.modules['mc'] = MagicMock()
@contextmanager
def build_temporary_directory():
"""Build a temporary directory containing many files to test
``FileClient.list_dir_or_file``.
. \n
| -- dir1 \n
| -- | -- text3.txt \n
| -- dir2 \n
| -- | -- dir3 \n
| -- | -- | -- text4.txt \n
| -- | -- img.jpg \n
| -- text1.txt \n
| -- text2.txt \n
"""
with tempfile.TemporaryDirectory() as tmp_dir:
text1 = Path(tmp_dir) / 'text1.txt'
text1.open('w').write('text1')
text2 = Path(tmp_dir) / 'text2.txt'
text2.open('w').write('text2')
dir1 = Path(tmp_dir) / 'dir1'
dir1.mkdir()
text3 = dir1 / 'text3.txt'
text3.open('w').write('text3')
dir2 = Path(tmp_dir) / 'dir2'
dir2.mkdir()
jpg1 = dir2 / 'img.jpg'
jpg1.open('wb').write(b'img')
dir3 = dir2 / 'dir3'
dir3.mkdir()
text4 = dir3 / 'text4.txt'
text4.open('w').write('text4')
yield tmp_dir
@contextmanager
def delete_and_reset_method(obj, method):
method_obj = deepcopy(getattr(type(obj), method))
try:
delattr(type(obj), method)
yield
finally:
setattr(type(obj), method, method_obj)
class MockS3Client:
def __init__(self, enable_mc=True):
......@@ -24,6 +75,37 @@ class MockS3Client:
return content
class MockPetrelClient:
def __init__(self, enable_mc=True, enable_multi_cluster=False):
self.enable_mc = enable_mc
self.enable_multi_cluster = enable_multi_cluster
def Get(self, filepath):
with open(filepath, 'rb') as f:
content = f.read()
return content
def put(self):
pass
def delete(self):
pass
def contains(self):
pass
def isdir(self):
pass
def list(self, dir_path):
for entry in os.scandir(dir_path):
if not entry.name.startswith('.') and entry.is_file():
yield entry.name
elif osp.isdir(entry.path):
yield entry.name + '/'
class MockMemcachedClient:
def __init__(self, server_list_cfg, client_cfg):
......@@ -50,6 +132,7 @@ class TestFileClient:
def test_disk_backend(self):
disk_backend = FileClient('disk')
# test `get`
# input path is Path object
img_bytes = disk_backend.get(self.img_path)
img = mmcv.imfrombytes(img_bytes)
......@@ -61,6 +144,7 @@ class TestFileClient:
assert self.img_path.open('rb').read() == img_bytes
assert img.shape == self.img_shape
# test `get_text`
# input path is Path object
value_buf = disk_backend.get_text(self.text_path)
assert self.text_path.open('r').read() == value_buf
......@@ -68,6 +152,118 @@ class TestFileClient:
value_buf = disk_backend.get_text(str(self.text_path))
assert self.text_path.open('r').read() == value_buf
with tempfile.TemporaryDirectory() as tmp_dir:
# test `put`
filepath1 = Path(tmp_dir) / 'test.jpg'
disk_backend.put(b'disk', filepath1)
assert filepath1.open('rb').read() == b'disk'
# test `put_text`
filepath2 = Path(tmp_dir) / 'test.txt'
disk_backend.put_text('disk', filepath2)
assert filepath2.open('r').read() == 'disk'
# test `isfile`
assert disk_backend.isfile(filepath2)
assert not disk_backend.isfile(Path(tmp_dir) / 'not/existed/path')
# test `remove`
disk_backend.remove(filepath2)
# test `exists`
assert not disk_backend.exists(filepath2)
# test `get_local_path`
# if the backend is disk, `get_local_path` just return the input
with disk_backend.get_local_path(filepath1) as path:
assert str(filepath1) == path
assert osp.isfile(filepath1)
# test `concat_paths`
disk_dir = '/path/of/your/directory'
assert disk_backend.concat_paths(disk_dir, 'file') == \
osp.join(disk_dir, 'file')
assert disk_backend.concat_paths(disk_dir, 'dir', 'file') == \
osp.join(disk_dir, 'dir', 'file')
# test `list_dir_or_file`
with build_temporary_directory() as tmp_dir:
# 1. list directories and files
assert set(disk_backend.list_dir_or_file(tmp_dir)) == set(
['dir1', 'dir2', 'text1.txt', 'text2.txt'])
# 2. list directories and files recursively
assert set(disk_backend.list_dir_or_file(
tmp_dir, recursive=True)) == set([
'dir1',
osp.join('dir1', 'text3.txt'), 'dir2',
osp.join('dir2', 'dir3'),
osp.join('dir2', 'dir3', 'text4.txt'),
osp.join('dir2', 'img.jpg'), 'text1.txt', 'text2.txt'
])
# 3. only list directories
assert set(
disk_backend.list_dir_or_file(
tmp_dir, list_file=False)) == set(['dir1', 'dir2'])
with pytest.raises(
TypeError,
match='`suffix` should be None when `list_dir` is True'):
# Exception is raised among the `list_dir_or_file` of client,
# so we need to invode the client to trigger the exception
disk_backend.client.list_dir_or_file(
tmp_dir, list_file=False, suffix='.txt')
# 4. only list directories recursively
assert set(
disk_backend.list_dir_or_file(
tmp_dir, list_file=False, recursive=True)) == set(
['dir1', 'dir2',
osp.join('dir2', 'dir3')])
# 5. only list files
assert set(disk_backend.list_dir_or_file(
tmp_dir, list_dir=False)) == set(['text1.txt', 'text2.txt'])
# 6. only list files recursively
assert set(
disk_backend.list_dir_or_file(
tmp_dir, list_dir=False, recursive=True)) == set([
osp.join('dir1', 'text3.txt'),
osp.join('dir2', 'dir3', 'text4.txt'),
osp.join('dir2', 'img.jpg'), 'text1.txt', 'text2.txt'
])
# 7. only list files ending with suffix
assert set(
disk_backend.list_dir_or_file(
tmp_dir, list_dir=False,
suffix='.txt')) == set(['text1.txt', 'text2.txt'])
assert set(
disk_backend.list_dir_or_file(
tmp_dir, list_dir=False,
suffix=('.txt',
'.jpg'))) == set(['text1.txt', 'text2.txt'])
with pytest.raises(
TypeError,
match='`suffix` must be a string or tuple of strings'):
disk_backend.client.list_dir_or_file(
tmp_dir, list_dir=False, suffix=['.txt', '.jpg'])
# 8. only list files ending with suffix recursively
assert set(
disk_backend.list_dir_or_file(
tmp_dir, list_dir=False, suffix='.txt',
recursive=True)) == set([
osp.join('dir1', 'text3.txt'),
osp.join('dir2', 'dir3', 'text4.txt'), 'text1.txt',
'text2.txt'
])
# 7. only list files ending with suffix
assert set(
disk_backend.list_dir_or_file(
tmp_dir,
list_dir=False,
suffix=('.txt', '.jpg'),
recursive=True)) == set([
osp.join('dir1', 'text3.txt'),
osp.join('dir2', 'dir3', 'text4.txt'),
osp.join('dir2', 'img.jpg'), 'text1.txt', 'text2.txt'
])
@patch('ceph.S3Client', MockS3Client)
def test_ceph_backend(self):
ceph_backend = FileClient('ceph')
......@@ -103,16 +299,11 @@ class TestFileClient:
ceph_backend.client._client.Get.assert_called_with(
str(self.img_path).replace(str(self.test_data_dir), ceph_path))
@patch('petrel_client.client.Client', MockS3Client)
def test_petrel_backend(self):
petrel_backend = FileClient('petrel')
# input path is Path object
with pytest.raises(NotImplementedError):
petrel_backend.get_text(self.text_path)
# input path is str
with pytest.raises(NotImplementedError):
petrel_backend.get_text(str(self.text_path))
@patch('petrel_client.client.Client', MockPetrelClient)
@pytest.mark.parametrize('backend,prefix', [('petrel', None),
(None, 's3')])
def test_petrel_backend(self, backend, prefix):
petrel_backend = FileClient(backend=backend, prefix=prefix)
# input path is Path object
img_bytes = petrel_backend.get(self.img_path)
......@@ -126,17 +317,209 @@ class TestFileClient:
# `path_mapping` is either None or dict
with pytest.raises(AssertionError):
FileClient('petrel', path_mapping=1)
# test `path_mapping`
petrel_path = 's3://user/data'
# test `_map_path`
petrel_dir = 's3://user/data'
petrel_backend = FileClient(
'petrel', path_mapping={str(self.test_data_dir): petrel_path})
petrel_backend.client._client.Get = MagicMock(
return_value=petrel_backend.client._client.Get(self.img_path))
img_bytes = petrel_backend.get(self.img_path)
img = mmcv.imfrombytes(img_bytes)
assert img.shape == self.img_shape
petrel_backend.client._client.Get.assert_called_with(
str(self.img_path).replace(str(self.test_data_dir), petrel_path))
'petrel', path_mapping={str(self.test_data_dir): petrel_dir})
assert petrel_backend.client._map_path(str(self.img_path)) == \
str(self.img_path).replace(str(self.test_data_dir), petrel_dir)
petrel_path = f'{petrel_dir}/test.jpg'
petrel_backend = FileClient('petrel')
# test `_format_path`
assert petrel_backend.client._format_path('s3://user\\data\\test.jpg')\
== petrel_path
# test `get`
with patch.object(
petrel_backend.client._client, 'Get',
return_value=b'petrel') as mock_get:
assert petrel_backend.get(petrel_path) == b'petrel'
mock_get.assert_called_once_with(petrel_path)
# test `get_text`
with patch.object(
petrel_backend.client._client, 'Get',
return_value=b'petrel') as mock_get:
assert petrel_backend.get_text(petrel_path) == 'petrel'
mock_get.assert_called_once_with(petrel_path)
# test `put`
with patch.object(petrel_backend.client._client, 'put') as mock_put:
petrel_backend.put(b'petrel', petrel_path)
mock_put.assert_called_once_with(petrel_path, b'petrel')
# test `put_text`
with patch.object(petrel_backend.client._client, 'put') as mock_put:
petrel_backend.put_text('petrel', petrel_path)
mock_put.assert_called_once_with(petrel_path, b'petrel')
# test `remove`
assert has_method(petrel_backend.client._client, 'delete')
# raise Exception if `delete` is not implemented
with delete_and_reset_method(petrel_backend.client._client, 'delete'):
assert not has_method(petrel_backend.client._client, 'delete')
with pytest.raises(NotImplementedError):
petrel_backend.remove(petrel_path)
with patch.object(petrel_backend.client._client,
'delete') as mock_delete:
petrel_backend.remove(petrel_path)
mock_delete.assert_called_once_with(petrel_path)
# test `exists`
assert has_method(petrel_backend.client._client, 'contains')
assert has_method(petrel_backend.client._client, 'isdir')
# raise Exception if `delete` is not implemented
with delete_and_reset_method(petrel_backend.client._client,
'contains'), delete_and_reset_method(
petrel_backend.client._client,
'isdir'):
assert not has_method(petrel_backend.client._client, 'contains')
assert not has_method(petrel_backend.client._client, 'isdir')
with pytest.raises(NotImplementedError):
petrel_backend.exists(petrel_path)
with patch.object(
petrel_backend.client._client, 'contains',
return_value=True) as mock_contains:
assert petrel_backend.exists(petrel_path)
mock_contains.assert_called_once_with(petrel_path)
# test `isdir`
assert has_method(petrel_backend.client._client, 'isdir')
with delete_and_reset_method(petrel_backend.client._client, 'isdir'):
assert not has_method(petrel_backend.client._client, 'isdir')
with pytest.raises(NotImplementedError):
petrel_backend.isdir(petrel_path)
with patch.object(
petrel_backend.client._client, 'isdir',
return_value=True) as mock_isdir:
assert petrel_backend.isdir(petrel_dir)
mock_isdir.assert_called_once_with(petrel_dir)
# test `isfile`
assert has_method(petrel_backend.client._client, 'contains')
with delete_and_reset_method(petrel_backend.client._client,
'contains'):
assert not has_method(petrel_backend.client._client, 'contains')
with pytest.raises(NotImplementedError):
petrel_backend.isfile(petrel_path)
with patch.object(
petrel_backend.client._client, 'contains',
return_value=True) as mock_contains:
assert petrel_backend.isfile(petrel_path)
mock_contains.assert_called_once_with(petrel_path)
# test `concat_paths`
assert petrel_backend.concat_paths(petrel_dir, 'file') == \
f'{petrel_dir}/file'
assert petrel_backend.concat_paths(f'{petrel_dir}/', 'file') == \
f'{petrel_dir}/file'
assert petrel_backend.concat_paths(petrel_dir, 'dir', 'file') == \
f'{petrel_dir}/dir/file'
# test `get_local_path`
with patch.object(petrel_backend.client._client, 'Get',
return_value=b'petrel') as mock_get, \
patch.object(petrel_backend.client._client, 'contains',
return_value=True) as mock_contains:
with petrel_backend.get_local_path(petrel_path) as path:
assert Path(path).open('rb').read() == b'petrel'
# exist the with block and path will be released
assert not osp.isfile(path)
mock_get.assert_called_once_with(petrel_path)
mock_contains.assert_called_once_with(petrel_path)
# test `list_dir_or_file`
assert has_method(petrel_backend.client._client, 'list')
with delete_and_reset_method(petrel_backend.client._client, 'list'):
assert not has_method(petrel_backend.client._client, 'list')
with pytest.raises(NotImplementedError):
list(petrel_backend.list_dir_or_file(petrel_dir))
with build_temporary_directory() as tmp_dir:
# 1. list directories and files
assert set(petrel_backend.list_dir_or_file(tmp_dir)) == set(
['dir1', 'dir2', 'text1.txt', 'text2.txt'])
# 2. list directories and files recursively
assert set(
petrel_backend.list_dir_or_file(
tmp_dir, recursive=True)) == set([
'dir1', '/'.join(('dir1', 'text3.txt')), 'dir2',
'/'.join(('dir2', 'dir3')), '/'.join(
('dir2', 'dir3', 'text4.txt')), '/'.join(
('dir2', 'img.jpg')), 'text1.txt', 'text2.txt'
])
# 3. only list directories
assert set(
petrel_backend.list_dir_or_file(
tmp_dir, list_file=False)) == set(['dir1', 'dir2'])
with pytest.raises(
TypeError,
match=('`list_dir` should be False when `suffix` is not '
'None')):
# Exception is raised among the `list_dir_or_file` of client,
# so we need to invode the client to trigger the exception
petrel_backend.client.list_dir_or_file(
tmp_dir, list_file=False, suffix='.txt')
# 4. only list directories recursively
assert set(
petrel_backend.list_dir_or_file(
tmp_dir, list_file=False, recursive=True)) == set(
['dir1', 'dir2', '/'.join(('dir2', 'dir3'))])
# 5. only list files
assert set(
petrel_backend.list_dir_or_file(tmp_dir,
list_dir=False)) == set(
['text1.txt', 'text2.txt'])
# 6. only list files recursively
assert set(
petrel_backend.list_dir_or_file(
tmp_dir, list_dir=False, recursive=True)) == set([
'/'.join(('dir1', 'text3.txt')), '/'.join(
('dir2', 'dir3', 'text4.txt')), '/'.join(
('dir2', 'img.jpg')), 'text1.txt', 'text2.txt'
])
# 7. only list files ending with suffix
assert set(
petrel_backend.list_dir_or_file(
tmp_dir, list_dir=False,
suffix='.txt')) == set(['text1.txt', 'text2.txt'])
assert set(
petrel_backend.list_dir_or_file(
tmp_dir, list_dir=False,
suffix=('.txt',
'.jpg'))) == set(['text1.txt', 'text2.txt'])
with pytest.raises(
TypeError,
match='`suffix` must be a string or tuple of strings'):
petrel_backend.client.list_dir_or_file(
tmp_dir, list_dir=False, suffix=['.txt', '.jpg'])
# 8. only list files ending with suffix recursively
assert set(
petrel_backend.list_dir_or_file(
tmp_dir, list_dir=False, suffix='.txt',
recursive=True)) == set([
'/'.join(('dir1', 'text3.txt')), '/'.join(
('dir2', 'dir3', 'text4.txt')), 'text1.txt',
'text2.txt'
])
# 7. only list files ending with suffix
assert set(
petrel_backend.list_dir_or_file(
tmp_dir,
list_dir=False,
suffix=('.txt', '.jpg'),
recursive=True)) == set([
'/'.join(('dir1', 'text3.txt')), '/'.join(
('dir2', 'dir3', 'text4.txt')), '/'.join(
('dir2', 'img.jpg')), 'text1.txt', 'text2.txt'
])
@patch('mc.MemcachedClient.GetInstance', MockMemcachedClient)
@patch('mc.pyvector', MagicMock)
......@@ -182,8 +565,10 @@ class TestFileClient:
img = mmcv.imfrombytes(img_bytes)
assert img.shape == (120, 125, 3)
def test_http_backend(self):
http_backend = FileClient('http')
@pytest.mark.parametrize('backend,prefix', [('http', None),
(None, 'http')])
def test_http_backend(self, backend, prefix):
http_backend = FileClient(backend=backend, prefix=prefix)
img_url = 'https://raw.githubusercontent.com/open-mmlab/mmcv/' \
'master/tests/data/color.jpg'
text_url = 'https://raw.githubusercontent.com/open-mmlab/mmcv/' \
......@@ -208,6 +593,84 @@ class TestFileClient:
value_buf = http_backend.get_text(text_url)
assert self.text_path.open('r').read() == value_buf
# test `_get_local_path`
# exist the with block and path will be released
with http_backend.get_local_path(img_url) as path:
assert mmcv.imread(path).shape == self.img_shape
assert not osp.isfile(path)
def test_new_magic_method(self):
class DummyBackend1(BaseStorageBackend):
def get(self, filepath):
return filepath
def get_text(self, filepath, encoding='utf-8'):
return filepath
FileClient.register_backend('dummy_backend', DummyBackend1)
client1 = FileClient(backend='dummy_backend')
client2 = FileClient(backend='dummy_backend')
assert client1 is client2
# if a backend is overwrote, it will disable the singleton pattern for
# the backend
class DummyBackend2(BaseStorageBackend):
def get(self, filepath):
pass
def get_text(self, filepath):
pass
FileClient.register_backend('dummy_backend', DummyBackend2, force=True)
client3 = FileClient(backend='dummy_backend')
client4 = FileClient(backend='dummy_backend')
assert client3 is not client4
def test_parse_uri_prefix(self):
# input path is None
with pytest.raises(AssertionError):
FileClient.parse_uri_prefix(None)
# input path is list
with pytest.raises(AssertionError):
FileClient.parse_uri_prefix([])
# input path is Path object
assert FileClient.parse_uri_prefix(self.img_path) is None
# input path is str
assert FileClient.parse_uri_prefix(str(self.img_path)) is None
# input path starts with https
img_url = 'https://raw.githubusercontent.com/open-mmlab/mmcv/' \
'master/tests/data/color.jpg'
assert FileClient.parse_uri_prefix(img_url) == 'https'
# input path starts with s3
img_url = 's3://your_bucket/img.png'
assert FileClient.parse_uri_prefix(img_url) == 's3'
# input path starts with clusterName:s3
img_url = 'clusterName:s3://your_bucket/img.png'
assert FileClient.parse_uri_prefix(img_url) == 's3'
def test_infer_client(self):
# HardDiskBackend
file_client_args = {'backend': 'disk'}
client = FileClient.infer_client(file_client_args)
assert client.backend_name == 'disk'
client = FileClient.infer_client(uri=self.img_path)
assert client.backend_name == 'disk'
# PetrelBackend
file_client_args = {'backend': 'petrel'}
client = FileClient.infer_client(file_client_args)
assert client.backend_name == 'petrel'
uri = 's3://user_data'
client = FileClient.infer_client(uri=uri)
assert client.backend_name == 'petrel'
def test_register_backend(self):
# name must be a string
......@@ -235,7 +698,7 @@ class TestFileClient:
def get(self, filepath):
return filepath
def get_text(self, filepath):
def get_text(self, filepath, encoding='utf-8'):
return filepath
FileClient.register_backend('example', ExampleBackend)
......@@ -247,9 +710,9 @@ class TestFileClient:
class Example2Backend(BaseStorageBackend):
def get(self, filepath):
return 'bytes2'
return b'bytes2'
def get_text(self, filepath):
def get_text(self, filepath, encoding='utf-8'):
return 'text2'
# force=False
......@@ -258,20 +721,20 @@ class TestFileClient:
FileClient.register_backend('example', Example2Backend, force=True)
example_backend = FileClient('example')
assert example_backend.get(self.img_path) == 'bytes2'
assert example_backend.get(self.img_path) == b'bytes2'
assert example_backend.get_text(self.text_path) == 'text2'
@FileClient.register_backend(name='example3')
class Example3Backend(BaseStorageBackend):
def get(self, filepath):
return 'bytes3'
return b'bytes3'
def get_text(self, filepath):
def get_text(self, filepath, encoding='utf-8'):
return 'text3'
example_backend = FileClient('example3')
assert example_backend.get(self.img_path) == 'bytes3'
assert example_backend.get(self.img_path) == b'bytes3'
assert example_backend.get_text(self.text_path) == 'text3'
assert 'example3' in FileClient._backends
......@@ -282,20 +745,89 @@ class TestFileClient:
class Example4Backend(BaseStorageBackend):
def get(self, filepath):
return 'bytes4'
return b'bytes4'
def get_text(self, filepath):
def get_text(self, filepath, encoding='utf-8'):
return 'text4'
@FileClient.register_backend(name='example3', force=True)
class Example5Backend(BaseStorageBackend):
def get(self, filepath):
return 'bytes5'
return b'bytes5'
def get_text(self, filepath):
def get_text(self, filepath, encoding='utf-8'):
return 'text5'
example_backend = FileClient('example3')
assert example_backend.get(self.img_path) == 'bytes5'
assert example_backend.get(self.img_path) == b'bytes5'
assert example_backend.get_text(self.text_path) == 'text5'
# prefixes is a str
class Example6Backend(BaseStorageBackend):
def get(self, filepath):
return b'bytes6'
def get_text(self, filepath, encoding='utf-8'):
return 'text6'
FileClient.register_backend(
'example4',
Example6Backend,
force=True,
prefixes='example4_prefix')
example_backend = FileClient('example4')
assert example_backend.get(self.img_path) == b'bytes6'
assert example_backend.get_text(self.text_path) == 'text6'
example_backend = FileClient(prefix='example4_prefix')
assert example_backend.get(self.img_path) == b'bytes6'
assert example_backend.get_text(self.text_path) == 'text6'
example_backend = FileClient('example4', prefix='example4_prefix')
assert example_backend.get(self.img_path) == b'bytes6'
assert example_backend.get_text(self.text_path) == 'text6'
# prefixes is a list of str
class Example7Backend(BaseStorageBackend):
def get(self, filepath):
return b'bytes7'
def get_text(self, filepath, encoding='utf-8'):
return 'text7'
FileClient.register_backend(
'example5',
Example7Backend,
force=True,
prefixes=['example5_prefix1', 'example5_prefix2'])
example_backend = FileClient('example5')
assert example_backend.get(self.img_path) == b'bytes7'
assert example_backend.get_text(self.text_path) == 'text7'
example_backend = FileClient(prefix='example5_prefix1')
assert example_backend.get(self.img_path) == b'bytes7'
assert example_backend.get_text(self.text_path) == 'text7'
example_backend = FileClient(prefix='example5_prefix2')
assert example_backend.get(self.img_path) == b'bytes7'
assert example_backend.get_text(self.text_path) == 'text7'
# backend has a higher priority than prefixes
class Example8Backend(BaseStorageBackend):
def get(self, filepath):
return b'bytes8'
def get_text(self, filepath, encoding='utf-8'):
return 'text8'
FileClient.register_backend(
'example6',
Example8Backend,
force=True,
prefixes='example6_prefix')
example_backend = FileClient('example6')
assert example_backend.get(self.img_path) == b'bytes8'
assert example_backend.get_text(self.text_path) == 'text8'
example_backend = FileClient('example6', prefix='example4_prefix')
assert example_backend.get(self.img_path) == b'bytes8'
assert example_backend.get_text(self.text_path) == 'text8'
# Copyright (c) OpenMMLab. All rights reserved.
import os
import os.path as osp
import sys
import tempfile
from unittest.mock import MagicMock, patch
import pytest
import mmcv
from mmcv.fileio.file_client import HTTPBackend, PetrelBackend
sys.modules['petrel_client'] = MagicMock()
sys.modules['petrel_client.client'] = MagicMock()
def _test_handler(file_format, test_obj, str_checker, mode='r+'):
......@@ -13,7 +19,7 @@ def _test_handler(file_format, test_obj, str_checker, mode='r+'):
dump_str = mmcv.dump(test_obj, file_format=file_format)
str_checker(dump_str)
# load/dump with filenames
# load/dump with filenames from disk
tmp_filename = osp.join(tempfile.gettempdir(), 'mmcv_test_dump')
mmcv.dump(test_obj, tmp_filename, file_format=file_format)
assert osp.isfile(tmp_filename)
......@@ -21,6 +27,13 @@ def _test_handler(file_format, test_obj, str_checker, mode='r+'):
assert load_obj == test_obj
os.remove(tmp_filename)
# load/dump with filename from petrel
method = 'put' if 'b' in mode else 'put_text'
with patch.object(PetrelBackend, method, return_value=None) as mock_method:
filename = 's3://path/of/your/file'
mmcv.dump(test_obj, filename, file_format=file_format)
mock_method.assert_called()
# json load/dump with a file-like object
with tempfile.NamedTemporaryFile(mode, delete=False) as f:
tmp_filename = f.name
......@@ -122,6 +135,7 @@ def test_register_handler():
def test_list_from_file():
# get list from disk
filename = osp.join(osp.dirname(__file__), 'data/filelist.txt')
filelist = mmcv.list_from_file(filename)
assert filelist == ['1.jpg', '2.jpg', '3.jpg', '4.jpg', '5.jpg']
......@@ -134,10 +148,64 @@ def test_list_from_file():
filelist = mmcv.list_from_file(filename, offset=3, max_num=3)
assert filelist == ['4.jpg', '5.jpg']
# get list from http
with patch.object(
HTTPBackend, 'get_text', return_value='1.jpg\n2.jpg\n3.jpg'):
filename = 'http://path/of/your/file'
filelist = mmcv.list_from_file(
filename, file_client_args={'backend': 'http'})
assert filelist == ['1.jpg', '2.jpg', '3.jpg']
filelist = mmcv.list_from_file(
filename, file_client_args={'prefix': 'http'})
assert filelist == ['1.jpg', '2.jpg', '3.jpg']
filelist = mmcv.list_from_file(filename)
assert filelist == ['1.jpg', '2.jpg', '3.jpg']
# get list from petrel
with patch.object(
PetrelBackend, 'get_text', return_value='1.jpg\n2.jpg\n3.jpg'):
filename = 's3://path/of/your/file'
filelist = mmcv.list_from_file(
filename, file_client_args={'backend': 'petrel'})
assert filelist == ['1.jpg', '2.jpg', '3.jpg']
filelist = mmcv.list_from_file(
filename, file_client_args={'prefix': 's3'})
assert filelist == ['1.jpg', '2.jpg', '3.jpg']
filelist = mmcv.list_from_file(filename)
assert filelist == ['1.jpg', '2.jpg', '3.jpg']
def test_dict_from_file():
# get dict from disk
filename = osp.join(osp.dirname(__file__), 'data/mapping.txt')
mapping = mmcv.dict_from_file(filename)
assert mapping == {'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
mapping = mmcv.dict_from_file(filename, key_type=int)
assert mapping == {1: 'cat', 2: ['dog', 'cow'], 3: 'panda'}
# get dict from http
with patch.object(
HTTPBackend, 'get_text', return_value='1 cat\n2 dog cow\n3 panda'):
filename = 'http://path/of/your/file'
mapping = mmcv.dict_from_file(
filename, file_client_args={'backend': 'http'})
assert mapping == {'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
mapping = mmcv.dict_from_file(
filename, file_client_args={'prefix': 'http'})
assert mapping == {'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
mapping = mmcv.dict_from_file(filename)
assert mapping == {'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
# get dict from petrel
with patch.object(
PetrelBackend, 'get_text',
return_value='1 cat\n2 dog cow\n3 panda'):
filename = 's3://path/of/your/file'
mapping = mmcv.dict_from_file(
filename, file_client_args={'backend': 'petrel'})
assert mapping == {'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
mapping = mmcv.dict_from_file(
filename, file_client_args={'prefix': 's3'})
assert mapping == {'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
mapping = mmcv.dict_from_file(filename)
assert mapping == {'1': 'cat', '2': ['dog', 'cow'], '3': 'panda'}
......@@ -3,6 +3,7 @@ import pytest
import mmcv
from mmcv import deprecated_api_warning
from mmcv.utils.misc import has_method
def test_to_ntuple():
......@@ -193,6 +194,21 @@ def test_is_method_overridden():
mmcv.is_method_overridden('foo1', base_instance, sub_instance)
def test_has_method():
class Foo:
def __init__(self, name):
self.name = name
def print_name(self):
print(self.name)
foo = Foo('foo')
assert not has_method(foo, 'name')
assert has_method(foo, 'print_name')
def test_deprecated_api_warning():
@deprecated_api_warning(name_dict=dict(old_key='new_key'))
......
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