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Merged
Created Sep 24, 2021 by Rosneft rosneft@rosneft_userDeveloper

Remote evaluation feature implemented for pipelines in composer

  • Overview 55
  • Commits 4
  • Changes 61

What's new:

'Remote' module:

  1. run_pipeline.py script is added. It receives the pipeline and data description as input and returns the fitted pipeline. This script is aimed to be called at the remote node
  2. ComputationalSetup class added to implement the remote fit of pipelines
  3. Batch evaluation of the pipelines added to the composer if ComputationalSetup is initialized.
  4. Logic for REST requests to a remote server with computational resources.

Other:

  1. Indices corrected for Data. Now, the indices are preserved during transformations and not creating from scratch.
  2. New notebook added for industrial case
  3. Minor fixes in forecasting

Known disadvantages:

  1. Now, the ComputationalSetup is DataMall-specific. The refactoring to support different strategies is expected.
  2. Сlient should be moved to external repository as exported from pypi.
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Source branch: external-refactored-rebased