From b6a110e28830cba53df9df3819395ef1a101b5f9 Mon Sep 17 00:00:00 2001 From: Manas Singh <122591937+singhmanas1@users.noreply.github.com> Date: Mon, 16 Sep 2024 15:16:32 -0700 Subject: [PATCH] API Doc for Polars GPU Engine (#16753) Modified the cudf API docs to add a page on cudf pandas detailing - 1) How to use? 2) How to learn more? 3) How to try on Google Colab? --------- Co-authored-by: Manas Singh Co-authored-by: Lawrence Mitchell Co-authored-by: Bradley Dice --- .../_static/Polars_GPU_speedup_80GB.png | Bin 0 -> 124695 bytes .../_static/compute_heavy_queries_polars.png | Bin 0 -> 108652 bytes .../source/_static/pds_benchmark_polars.png | Bin 0 -> 74310 bytes docs/cudf/source/cudf_polars/index.rst | 41 ++++++++++++++++++ docs/cudf/source/index.rst | 1 + 5 files changed, 42 insertions(+) create mode 100644 docs/cudf/source/_static/Polars_GPU_speedup_80GB.png create mode 100644 docs/cudf/source/_static/compute_heavy_queries_polars.png create mode 100644 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Here are the results: + +.. figure:: ../_static/pds_benchmark_polars.png + :width: 600px + + + +You can see up to 13x speedup using the GPU backend on the compute-heavy PDS queries involving complex aggregation and join operations. Below are the speedups for the top performing queries: + + +.. figure:: ../_static/compute_heavy_queries_polars.png + :width: 1000px + +:emphasis:`PDS-H benchmark | GPU: NVIDIA H100 PCIe | CPU: Intel Xeon W9-3495X (Sapphire Rapids) | Storage: Local NVMe` + +You can reproduce the results by visiting the `Polars Decision Support (PDS) GitHub repository `__. + +Learn More +---------- + +The GPU backend for Polars is now available in Open Beta and the engine is undergoing rapid development. To learn more, visit the `GPU Support page `__ on the Polars website. + +Launch on Google Colab +---------------------- + +.. figure:: ../_static/colab.png + :width: 200px + :target: https://colab.research.google.com/github/rapidsai-community/showcase/blob/main/accelerated_data_processing_examples/polars_gpu_engine_demo.ipynb + + Take the cuDF backend for Polars for a test-drive in a free GPU-enabled notebook environment using your Google account by `launching on Colab `__. diff --git a/docs/cudf/source/index.rst b/docs/cudf/source/index.rst index 3b8dfa5fe01..1b86cafeb48 100644 --- a/docs/cudf/source/index.rst +++ b/docs/cudf/source/index.rst @@ -29,5 +29,6 @@ other operations. user_guide/index cudf_pandas/index + cudf_polars/index libcudf_docs/index developer_guide/index