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SLAMA (Spark version of LAMA) ==================

This is a distributed version of LAMA 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.
  • 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

automl dataset ml_algo pipelines pipelines.selection pipelines.features pipelines.ml reader report tasks transformers validation

yarn_cluster_spark_submit

yarn_cluster

standalone_cluster

slama_minikube_readme

kubernetes_cluster