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add docs note
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galipremsagar committed Nov 21, 2024
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Expand Up @@ -9,6 +9,12 @@ and run on the CPU.

Benchmark
---------

````{note}
Following benchmarks were performed with `POLARS_GPU_ENABLE_CUDA_MANAGED_MEMORY` environment variable set to `"0"`.
```

We reproduced the `Polars Decision Support (PDS) <https://github.com/pola-rs/polars-benchmark>`__ benchmark to compare Polars GPU engine with the default CPU settings across several dataset sizes. Here are the results:

.. figure:: ../_static/pds_benchmark_polars.png
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