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Useful helpers, callbacks and more for experimenting with ml models

Project description

ML Experiment Goodies

Python 3.10

Helpers, handlers, callbacks and more that are nice to have when experimenting with ml models

Setup

The most basic functionalities of this library is included in the base installation, which you have by running any of the commands below

pip install experiment-goodies
poetry add experiment-goodies

Geospatial utilities require some big packages, like rasterio and rio-cogeo. They are included inside the geo extra which you can install with one of the commands shown below.

pip install experiment-goodies[geo]
poetry add experiment-goodies -E geo

Development

To develop in this repo, you will need to install some extra dependencies and make some additional configurations. Start by installing dev dependencies:

poetry install --group dev

Some tests depend on data managed by dvc, so you should pull files associated to this repo. Remote storage is configured to S3, so you should ensure you have the correct AWS credentials loaded in your system.

dvc pull

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