Provides a unified syntax for reading and writing data to files
Project description
iotools
iotools
provides a unified syntax for reading and writing data to files.
Example:
text = load_txt("filename.txt")
data = load_json("filename.json")
table = load_csv("filename.csv")
image = load_jpg("filename.jpg")
config = load_yaml("filename.yaml")
Functions
Reading
data = load_*(filename)
: filename is a path to an existing filedata = read_*(openfile)
: openfile is a file-like objectdata = decode_*(rawbytes)
: rawbytes is the file's bytes
Writing
save_*(filename, data)
: filename is a path to an existing filewrite_*(openfile, data)
: openfile is a file-like objectrawbytes = encode_*(data)
: returns bytes
Helping
help_*()
: prints simple examples and simple implementations on how to use this file format without iotools functions
Installation
pip install iotools-wrappers
Supported formats
avi
bytes
: not really a format, but use this to load raw bytescsv
gif
gz
: gzipjpg
json
mp4
npy
: numpypickle
png
tar
txt
: text filesxml
yaml
zip
zst
: zstandard
How it works
iotools
is nothing but wrappers on other python librairies, for example load_json
will call json.load
internally.
The backend used is specified in each function documentation.
iotools
goal is to provide a memorable io syntax, on as many file formats as possible.
For more format-specific functions, or more complex io features, please use the library specific to that file format (help_*()
may provide a good starting point)
Examples
Text
from iotools import load_txt, read_txt
# Load text in one line:
text = load_txt("filename.txt")
# Or if you prefer the 'with open()' syntax:
with open("filename.txt", "r") as f:
text = read_txt(f) # same as f.read()
Images
# Example where image colors are inversed
from iotools import load_image, save_image
image = load_image("input.jpg")
save_image("output.jpg", image[:, :, ::-1])
Archives
# Load a tar.gz archive
from iotools import load_gz, decode_tar
data = decode_tar(load_gz("archive.tar.gz"))
# If your archive is made of images, you can even do:
from iotools import load_gz, decode_tar, decode_image
data = {filename: decode_image(img) for filename, img in decode_tar(load_gz("archive.tar.gz")).items()}
GIFs
import numpy as np
from iotools import save_gif
gif = [np.ones((180, 320), dtype=np.uint8) * i * 10 for i in range(26)]
save_gif("filename.gif", gif, fps=6)
Additionnal features
File systems
iotools
is compatible with fsspec: load_*
and save_*
functions have an fs
kwarg in order to use different file systems.
Example:
# Load a tar.gz archive containing images
from iotools import load_image
from fsspec.implementations.tar import TarFileSystem
tarfs = TarFileSystem("archive.tar.gz")
data = {filename: load_image(filename, fs=tarfs) for filename in tarfs.glob("*")}
Makedirs
save_*(filename, data, fs=None, makedirs=False)
have a kwarg makedirs
that allows to automatically create filename
's parent directory if it does not exist.
Format specific options
Since iotools
functions are mostly wrappers of other python libraires, most of formats specific options can be used through iotools
functions.
For example you can do save_json("filename.json", data, indent=4)
.
Use your prefered library
Sometimes several python librairies can be used to load/save data to a format. To let you use your preferred library, iotools
functions are declined in several forms with the keyword using
. Here is an example with jpg images:
from iotools.jpgio import load_jpg_using_imageio, load_jpg_using_pil, load_jpg_using_cv2
image = load_jpg_using_imageio("filename.jpg") # uses imageio library
image = load_jpg_using_pil("filename.jpg") # uses PIL (Pillow) library
image = load_jpg_using_cv2("filename.jpg") # uses cv2 (opencv-python) library
Note that the output image can be different based on which library is used internally
Generic formats
iotools
supports 2 generic formats: images and videos. Thus there are functions like load_image
or load_video
to load any image or video format (formats not enumerated above were not tested).
save_image
or save_video
also exists, and a kwarg format
is there for you to choose which image/video format to save in, otherwise it will be guessed from the filename.
Other notes
Import syntax
Several import syntaxs can be used:
from iotools import load_csv
from iotools import csvio # --> csvio.load_csv
from iotools.csvio import load_csv, load_csv_using_pandas
OS Support
iotools
was only tested under Linux. Under Windows, it seems that there are still issues with csvs, images and videos, but the other formats should be fine.
Dependencies
Installing iotools
does not install any format-specific backends, thus you may not be able to use a file format if the backend is not already installed. Please refer to pyproject.toml
for backends supported versions.
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