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Create CSV benchmark generator #20

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mchav opened this issue Dec 15, 2024 · 0 comments
Open

Create CSV benchmark generator #20

mchav opened this issue Dec 15, 2024 · 0 comments

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@mchav
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mchav commented Dec 15, 2024

Create a CSV data generator script that will generate benchmark data. Specifically I would like to measure the library's performance on all operations given:

  • A very wide dataset - for benchmarking row level operations
  • A very long dataset - for benchmarking columnar operations
  • A dataset of all strings - for benchmarking reading without type inference
  • A dataset with that's mostly numbers - for benchmarking reading with type inference

This is useful to have as a script rather than a dataset since it allows me to tune my numbers to be appropriate to the execution environment.

Also as an aside it would be useful to run this benchmark against:

  • polars (in-memory)
  • pandas
  • Frames
  • dplyr
  • dataframes.jl

Then compare performance.

@mchav mchav added this to the 0.1.0.0 release milestone Dec 15, 2024
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