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Adding hpo example using optuna for hnsw_flat and cagra #402

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Adding hpo example using optuna for hnsw_flat and cagra #402

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Description:

This PR demonstrates the following:

  • HPO example using Optuna with the FAISS (HNSW-flat) and CUVS (CAGRA) libraries
  • Installation of these libraries, along with their dependencies in the jupyter notebook in Amazon Sagemaker Studio.
  • E2E runtime comparison for hpo example for HNSW-flat and CAGRA.

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@cjnolet cjnolet added improvement Improves an existing functionality non-breaking Introduces a non-breaking change example labels Oct 28, 2024
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example improvement Improves an existing functionality non-breaking Introduces a non-breaking change
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