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The arctix package consists of functionalities to prepare dataset of asynchronous time series.
It is design to make dataset preparation reusable and reproducible.
For each dataset, arctix provides 3 main functions:
-
fetch_datato load the raw data are loaded in apolars.DataFrame. When possible, it downloads automatically the data. -
prepare_datato prepare the data. It outputs the prepared data inpolars.DataFrame, and the metadata. -
to_arrayto convert the prepared data to a dictionary of numpy arrays.
For example, it is possible to use the following lines to download and prepare the MultiTHUMOS data.
>>> from pathlib import Path
>>> from arctix.dataset.multithumos import fetch_data, prepare_data, to_array
>>> dataset_path = Path("/path/to/dataset/multithumos")
>>> data_raw = fetch_data(dataset_path) # doctest: +SKIP
>>> data, metadata = prepare_data(data_raw) # doctest: +SKIP
>>> arrays = to_array(data) # doctest: +SKIP
- latest (stable): documentation from the latest stable release.
- main (unstable): documentation associated to the main branch of the repo. This documentation may contain a lot of work-in-progress/outdated/missing parts.
We highly recommend installing
a virtual environment.
arctix can be installed from pip using the following command:
pip install arctixTo make the package as slim as possible, only the minimal packages required to use arctix are
installed.
To include all the packages, you can use the following command:
pip install arctix[all]Please check the get started page to see how to
install only some specific packages or other alternatives to install the library.
The following is the corresponding karbonn versions and dependencies.
batcharray |
batcharray |
coola |
iden |
numpy |
polars |
python |
|---|---|---|---|---|---|---|
main |
>=0.1,<1.0 |
>=0.8.4,<1.0 |
">=0.1,<1.0" |
>=1.22,<3.0 |
>=1.0,<2.0 |
>=3.9,<3.14 |
0.0.8 |
>=0.1,<1.0 |
>=0.8.4,<1.0 |
">=0.1,<1.0" |
>=1.22,<3.0 |
>=1.0,<2.0 |
>=3.9,<3.14 |
0.0.7 |
>=0.0.2,<1.0 |
>=0.3,<1.0 |
">=0.0.3,<1.0" |
>=1.22,<3.0 |
>=1.0,<2.0 |
>=3.9,<3.13 |
0.0.6 |
>=0.0.2,<0.1 |
>=0.3,<1.0 |
">=0.0.3,<1.0" |
>=1.22,<2.0 |
>=0.20.0,<1.0 |
>=3.9,<3.13 |
0.0.5 |
>=0.0.2,<0.1 |
>=0.3,<1.0 |
">=0.0.3,<1.0" |
>=1.22,<2.0 |
>=0.20.0,<1.0 |
>=3.9,<3.13 |
0.0.4 |
>=0.0.2,<0.1 |
>=0.3,<1.0 |
">=0.0.3,<1.0" |
>=1.22,<2.0 |
>=0.20.0,<1.0 |
>=3.9,<3.13 |
0.0.3 |
>=0.0.2,<0.1 |
>=0.3,<1.0 |
">=0.0.3,<1.0" |
>=1.22,<2.0 |
>=0.20.0,<1.0 |
>=3.9,<3.13 |
Please check the instructions in CONTRIBUTING.md.
⚠️ While arctix is in development stage, no API is guaranteed to be stable from one
release to the next.
In fact, it is very likely that the API will change multiple times before a stable 1.0.0 release.
In practice, this means that upgrading arctix to a new version will possibly break any code that
was using the old version of arctix.
arctix is licensed under BSD 3-Clause "New" or "Revised" license available in LICENSE
file.