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iden is a simple Python library to manage a dataset of shards when training a machine learning
model.
iden uses a lazy loading approach to load the shard's data, so it is easy to manage shards without
loading their data.
iden supports different format to store shards on disk.
We highly recommend installing
a virtual environment.
iden can be installed from pip using the following command:
pip install iden
To make the package as slim as possible, only the minimal packages required to use iden are
installed.
To include all the dependencies, you can use the following command:
pip install iden[all]
Please check the get started page to see how to
install only some specific dependencies or other alternatives to install the library.
The following is the corresponding iden versions and tested dependencies.
iden | coola | objectory | numpy* | pyyaml* | safetensors* | torch* | python |
|---|---|---|---|---|---|---|---|
main | >=0.8.4,<1.0 | >=0.2,<1.0 | >=1.22,<2.0 | >=6.0,<7.0 | >=0.4,<1.0 | >=2.0,<3.0 | >=3.9,<3.14 |
0.1.0 | >=0.8.4,<1.0 | >=0.2,<1.0 | >=1.22,<2.0 | >=6.0,<7.0 | >=0.4,<1.0 | >=2.0,<3.0 | >=3.9,<3.14 |
0.0.4 | >=0.3,<1.0 | >=0.1,<1.0 | >=1.22,<2.0 | >=6.0,<7.0 | >=0.4,<1.0 | >=2.0,<3.0 | >=3.9,<3.13 |
0.0.3 | >=0.3,<1.0 | >=0.1,<1.0 | >=1.22,<2.0 | >=6.0,<7.0 | >=0.4,<1.0 | >=2.0,<3.0 | >=3.9,<3.12 |
0.0.2 | >=0.4,<1.0 | >=0.1,<1.0 | >=1.22,<2.0 | >=6.0,<7.0 | >=0.4,<1.0 | >=2.0,<2.1 | >=3.9,<3.12 |
0.0.1 | >=0.4,<1.0 | >=0.1,<1.0 | >=1.22,<2.0 | >=6.0,<7.0 | >=0.4,<1.0 | >=2.0,<2.1 | >=3.9,<3.12 |
* indicates an optional dependency
Please check the instructions in CONTRIBUTING.md.
Everyone is welcome to contribute to the community. If you have any questions or suggestions, you can submit Github Issues. We will reply to you as soon as possible. Thank you very much.
:warning: While iden 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 iden to a new version will possibly break any code that
was using the old version of iden.
iden is licensed under BSD 3-Clause "New" or "Revised" license available in LICENSE
file.
FAQs
simple library to manage a dataset of shards to train machine learning models
We found that iden demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
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