Getting Started
megfile - Megvii FILE library
megfile
provides a silky operation experience with different backends (currently including local file system and s3), which enable you to focus more on the logic of your own project instead of the question of “Which backend is used for this file?”
megfile
provides:
Almost unified file system operation experience. Target path can be easily moved from local file system to s3.
Complete boundary case handling. Even the most difficult (or even you can’t even think of) boundary conditions,
megfile
can help you easily handle it.Perfect type hints and built-in documentation. You can enjoy the IDE’s auto-completion and static checking.
Semantic version and upgrade guide, which allows you enjoy the latest features easily.
megfile
‘s advantages are:
smart_open
can open resources that use various protocols. Especially, reader / writer of s3 inmegfile
is implemented with multi-thread, which is faster than known competitors.smart_glob
is available on majority protocols. And it supports zsh extended pattern syntax of[]
, e.g.s3://bucket/video.{mp4,avi}
.All-inclusive functions like
smart_exists
/smart_stat
/smart_sync
. If you don’t find the functions you want, submit an issue.Compatible with
pathlib.Path
interface, referring toSmartPath
and other protocol classes likeS3Path
.
Support Protocols
fs(local filesystem)
s3
sftp
http
stdio
hdfs:
pip install 'megfile[hdfs]'
Quick Start
Path string in megfile
almost is protocol://path/to/file
, for example s3://bucketA/key
. But sftp path is a little different, format is sftp://[username[:password]@]hostname[:port]//absolute_file_path
. More details see path format document.
Here’s an example of writing a file to s3 / fs, syncing to local, reading and finally deleting it.
Functional Interface
from megfile import smart_open, smart_exists, smart_sync, smart_remove, smart_glob
# open a file in s3 bucket
with smart_open('s3://playground/megfile-test', 'w') as fp:
fp.write('megfile is not silver bullet')
# test if file in s3 bucket exist
smart_exists('s3://playground/megfile-test')
# or in local file system
smart_exists('/tmp/playground/megfile-test')
# copy files or directories
smart_sync('s3://playground/megfile-test', '/tmp/playground/megfile-test')
# remove files or directories
smart_remove('s3://playground/megfile-test')
# glob files or directories in s3 bucket
smart_glob('s3://playground/megfile-?.{mp4,avi}')
SmartPath Interface
SmartPath
has a similar interface with pathlib.Path.
from megfile.smart_path import SmartPath
path = SmartPath('s3://playground/megfile-test')
if path.exists():
with path.open() as f:
result = f.read(7)
assert result == b'megfile'
Command Line Interface
$ pip install 'megfile[cli]' # install megfile cli requirements
$ megfile --help # see what you can do
$ megfile ls s3://playground/
$ megfile ls -l -h s3://playground/
$ megfile cat s3://playground/megfile-test
$ megfile cp s3://playground/megfile-test /tmp/playground/megfile-test
Installation
PyPI
pip3 install megfile
You can specify megfile version as well
pip3 install "megfile~=0.0"
Build from Source
megfile can be installed from source
git clone git@github.com:megvii-research/megfile.git
cd megfile
pip3 install -U .
Development Environment
git clone git@github.com:megvii-research/megfile.git
cd megfile
pip3 install -r requirements.txt -r requirements-dev.txt
Configuration
Using s3
as an example, the following describes the configuration methods. For more details, please refer to Configuration.
You can use environments and configuration file for configuration, and priority is that environment variables take precedence over configuration file.
Use environments
You can use environments to setup authentication credentials for your s3
account:
AWS_ACCESS_KEY_ID
: access keyAWS_SECRET_ACCESS_KEY
: secret keyAWS_SESSION_TOKEN
: session tokenOSS_ENDPOINT
/AWS_ENDPOINT_URL_S3
/AWS_ENDPOINT_URL
: endpoint url of s3AWS_S3_ADDRESSING_STYLE
: addressing style
Use command
You can update config file with megfile
command easyly:
megfile config s3 [OPTIONS] AWS_ACCESS_KEY_ID AWS_SECRET_ACCESS_KEY
$ megfile config s3 accesskey secretkey
# for aliyun oss
$ megfile config s3 accesskey secretkey \
--addressing-style virtual \
--endpoint-url http://oss-cn-hangzhou.aliyuncs.com
You can get the configuration from ~/.aws/credentials
, like:
[default]
aws_secret_access_key = accesskey
aws_access_key_id = secretkey
s3 =
addressing_style = virtual
endpoint_url = http://oss-cn-hangzhou.aliyuncs.com
Create aliases
# for volcengine tos
$ megfile config s3 accesskey secretkey \
--addressing-style virtual \
--endpoint-url https://tos-s3-cn-beijing.ivolces.com \
--profile-name tos
# create alias
$ megfile config alias tos s3+tos
You can get the configuration from ~/.config/megfile/aliases.conf
, like:
[tos]
protocol = s3+tos
Speed Test
How to Contribute
We welcome everyone to contribute code to the
megfile
project, but the contributed code needs to meet the following conditions as much as possible:You can submit code even if the code doesn’t meet conditions. The project members will evaluate and assist you in making code changes
Code format: Your code needs to pass code format check.
megfile
usesruff
as lint toolStatic check: Your code needs complete type hint.
megfile
usespytype
as static check tool. Ifpytype
failed in static check, use# pytype: disable=XXX
to disable the error and please tell us why you disable it.Test: Your code needs complete unit test coverage.
megfile
usespyfakefs
andmoto
as local file system and s3 virtual environment in unit tests. The newly added code should have a complete unit test to ensure the correctness
You can help to improve
megfile
in many ways:Write code.
Improve documentation.
Report or investigate bugs and issues.
If you find any problem or have any improving suggestion, submit a new issuse as well. We will reply as soon as possible and evaluate whether to adopt.
Review pull requests.
Star
megfile
repo.Recommend
megfile
to your friends.Any other form of contribution is welcomed.