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Posts by Sarah Johnson

Scaling AI-Based Data Processing with Hugging Face + Dask

  • 09 October 2024
  • Sarah Johnson , James Bourbeau , Quentin Lhoest , Daniel van Strien

Oct 9, 2024

../../_images/dask-hf.png

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DataFrames at Scale Comparison: TPC-H

  • 14 May 2024
  • Hendrik Makait , Sarah Johnson , Matthew Rocklin

May 14, 2024

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Dask vs. Spark

  • 19 April 2024
  • Sarah Johnson , Florian Jetter

Apr 19, 2024

Bar chart comparing the relative difference in TPC-H query runtime for Dask vs. PySpark when executed on a M1 MacBook Pro with 8 cores. Orange represents queries where Dask is faster and blue where PySpark is faster.

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One Trillion Row Challenge

  • 05 February 2024
  • Sarah Johnson

Feb 5, 2024

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One Billion Row Challenge (1BRC) in Python with Dask

  • 16 January 2024
  • Sarah Johnson

Jan 16, 2024

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Run Jupyter Notebooks on a GPU on the Cloud

  • 10 October 2023
  • Sarah Johnson
  • gpu jupyter notebook

Oct 10, 2023

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Processing a 250 TB dataset with Coiled, Dask, and Xarray

  • 05 September 2023
  • Sarah Johnson
  • xarray costs

We processed 250TB of geospatial cloud data in twenty minutes on the cloud with Xarray, Dask, and Coiled. We do this to demonstrate scale and to think about costs.

County-level heat map of the continental US showing mean depth to soil saturation (in meters) in 2020.

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How well does Dask run on Graviton?

  • 05 May 2023
  • Sarah Johnson , Nat Tabris
  • ARM graviton costs

May 5, 2023

bar chart of AWS cost vs. processor type

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Just in time Python environments

  • 23 February 2023
  • Samantha Hughes , Sarah Johnson
  • packaging package sync python environments

Feb 23, 2023

../../_images/senvs2_build_push_pull.svg

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