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Cybsloth committed Jul 1, 2022
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# Required
version: 2

# Set the version of Python and other tools you might need
build:
os: ubuntu-20.04
tools:
python: "3.9"
jobs:
pre_create_environment:
- asdf plugin add poetry
- asdf install poetry latest
- asdf global poetry latest
- poetry config virtualenvs.create false
post_install:
- poetry install --E all

# Build documentation in the docs/ directory with Sphinx
sphinx:
configuration: docs/conf.py
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# Optionally set the version of Python and requirements required to build your docs
python:
version: 3.6
install:
- requirements: docs/requirements.txt
- path: .
system_packages: true
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LightAutoML documentation
=========================
SLAMA (Spark version of LAMA)
=============================

`LightAutoML <https://github.com/fonhorst/LightAutoML_Spark>`_ is open-source Python library aimed at automated machine learning.
It is designed to be lightweight and efficient for various tasks with tabular, text data.
LightAutoML provides easy-to-use pipeline creation, that enables:
This is a distributed version of `LAMA <https://github.com/sb-ai-lab/LightAutoML` library written on Spark framework.
SLAMA brings LAMA functionality on Spark including:

- Automatic hyperparameter tuning, data processing.
- Automatic typing, feature selection.
- Automatic time utilization.
- Automatic report creation.
- Graphical profiling system.
- Easy-to-use modular scheme to create your own pipelines.
- Support of Spark ML pipelines, including saving/loading.
- Caching and checkpointing of intermediate results

Known limitations:
- Only the tabular preset is currently supported


.. toctree::
:maxdepth: 1
:caption: Python API

automl
addons
dataset
image
ml_algo
ml_algo.tuning
pipelines
pipelines.selection
pipelines.features
pipelines.ml
reader
report
tasks
tasks.losses
text
transformers
utils
validation


SLAMA (Spark version of LAMA)
==================
.. toctree::
:maxdepth: 1
:caption: Contents:

Deployment <pages/Deployment.rst>
Python-API <pages/Python-API>

slama-docs/slama_index

Indices and Tables
==================
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