tupui/Bodo-examples

Bodo Examples

This repository contains code examples demonstrating how Bodo accelerates and scales Pandas and Scikit-learn workloads automatically. All examples can be run on a local laptop using Bodo Community Edition: pip install bodo.

In addition, there are examples for using Bodo with data infrastructure tools such as Docker, Terraform, Kubernetes and Streamlit. Feedback is appreciated.

Running Example Scripts

First make sure you have Bodo installed. scikit-learn is also required for the ML examples.

Many of the example scripts can take in optional arguments. python <path>/<script.py> --help shows the usage.

By default all examples scripts can be run from the top directory (Bodo-examples) without any changes. Otherwise, make sure to change path of data files. For more information on the examples, please see the docstring at the top of each python script.

• TPCH Queries, more information on TPC-H can be found here

• Beer Reviews

• NYC Parking Tickets

• NYC Taxi:

  • Daily Pickups
  • JFK Hourly Pickups
  • Monthly Travel Times
  • Weekday Pickup and Dropoff

Try the Examples

An example performing beer reviews example:

# run example on 8 cores
mpiexec -n 8 python examples/beer-reviews/beer-reviews.py

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More documentation can be found at http://docs.bodo.ai.

Bodo tutorial can be found here.

Launch Using Binder