From 5dd765ecc91dde40e713e3acc843fd826bea0fae Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:05:28 +0000 Subject: [PATCH 01/33] added index file for cudf polars --- docs/cudf/source/cudf_polars/index.rst | 56 ++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) create mode 100644 docs/cudf/source/cudf_polars/index.rst diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst new file mode 100644 index 00000000000..e944abf57fa --- /dev/null +++ b/docs/cudf/source/cudf_polars/index.rst @@ -0,0 +1,56 @@ +cuDF-based GPU backend for Polars +================================ + +cuDF supports an in-memory, GPU-accelerated execution engine for Python users of the Polars Lazy API. +The engine supports most of the core expressions and data types as well as a growing set of more advanced dataframe manipulations +and data file formats. When using the GPU engine, Polars will convert expressions into an optimized query plan and determine +whether the plan is supported on the GPU. If it is not, the execution will transparently fall back to the standard Polars engine +and run on the CPU. You can install the GPU backend for Polars with a feature flag in your standard Python pip install command. + +.. code-block:: bash + + pip install polars[gpu] + +GPU-based execution can be triggered by simply running ``.collect(engine="gpu")`` instead of ``.collect()``. + +.. code-block:: python + + # Import the necessary library + import polars as pl + + # Define the data for the LazyFrame + ldf = pl.LazyFrame({ + "a": [1.242, 1.535], + }) + + print(ldf.select(pl.col("a").round(1)).collect(engine="gpu")) + + +For finer control, you can pass a GPUEngine object with additional configuration parameters to the ``engine=`` parameter. + +.. code-block:: python + + # Import the necessary library + import polars as pl + + # Define the data for the LazyFrame + ldf = pl.LazyFrame({ + "a": [1.242, 1.535], + }) + + # Configure the GPU engine with advanced settings + gpu_engine = pl.GPUEngine( + device=0, + raise_on_Fail=True # Ensure the engine fails loudly if it cannot execute on the GPU + ) + + # Execute the collection with the custom GPU engine configuration + print(ldf.select(pl.col("a").round(1)).collect(engine=gpu_engine)) + +.. important:: + + 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. + + 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 `_. \ No newline at end of file From 4f11aaad37e3c5b6250d459092fe054f39e9342c Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:15:16 +0000 Subject: [PATCH 02/33] added Announcement and Google Colab sections --- docs/cudf/source/cudf_polars/index.rst | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index e944abf57fa..f5538ec8341 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -47,10 +47,16 @@ For finer control, you can pass a GPUEngine object with additional configuration # Execute the collection with the custom GPU engine configuration print(ldf.select(pl.col("a").round(1)).collect(engine=gpu_engine)) +Open Beta Announcement +---------------------- + .. important:: - 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. + 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 +---------------------- + +.. important:: - 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 `_. \ No newline at end of file + 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 `_. \ No newline at end of file From 7bab15f100f26052d8882f80247b660c3b3b9015 Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:19:11 +0000 Subject: [PATCH 03/33] Added Google Colab image --- docs/cudf/source/cudf_polars/index.rst | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index f5538ec8341..ff320d664bd 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -50,13 +50,13 @@ For finer control, you can pass a GPUEngine object with additional configuration Open Beta Announcement ---------------------- -.. important:: - 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 ---------------------- -.. important:: +.. figure:: ../_static/colab.png + :width: 200px + :target: - 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 `_. \ No newline at end of file + Take the cuDF backend for Polars for a test-drive in a free GPU-enabled notebook environment on Google Colab. \ No newline at end of file From 311deb3c669c0c7103e683b3a31f07cc431c1d98 Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:21:47 +0000 Subject: [PATCH 04/33] Added Google Colab image --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index ff320d664bd..b9444418026 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -57,6 +57,6 @@ Launch on Google Colab .. figure:: ../_static/colab.png :width: 200px - :target: + :target: https://nvda.ws/rapids-cudf Take the cuDF backend for Polars for a test-drive in a free GPU-enabled notebook environment on Google Colab. \ No newline at end of file From 8bf9cd2a0179c8a998993e4eacc5989431779595 Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:23:05 +0000 Subject: [PATCH 05/33] Added Google Colab image --- docs/cudf/source/cudf_polars/index.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index b9444418026..951924f3bc8 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -56,7 +56,7 @@ Launch on Google Colab ---------------------- .. figure:: ../_static/colab.png - :width: 200px - :target: https://nvda.ws/rapids-cudf + :width: 200px + :target: https://nvda.ws/rapids-cudf Take the cuDF backend for Polars for a test-drive in a free GPU-enabled notebook environment on Google Colab. \ No newline at end of file From b7dd2d80f11e0cad5a8d00c2957006fe929d8fca Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:26:36 +0000 Subject: [PATCH 06/33] Added Google Colab image --- docs/cudf/source/cudf_polars/index.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 951924f3bc8..07b82778e06 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -50,7 +50,7 @@ For finer control, you can pass a GPUEngine object with additional configuration Open Beta Announcement ---------------------- - 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. + 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 ---------------------- @@ -59,4 +59,4 @@ Launch on Google Colab :width: 200px :target: https://nvda.ws/rapids-cudf - Take the cuDF backend for Polars for a test-drive in a free GPU-enabled notebook environment on Google Colab. \ No newline at end of file + 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 `_ \ No newline at end of file From 6a2ffb5bdaee3ea9141c9c9544ef2471cd6b2210 Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:29:42 +0000 Subject: [PATCH 07/33] text alignment --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 07b82778e06..7d0cd24f35a 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -50,7 +50,7 @@ For finer control, you can pass a GPUEngine object with additional configuration Open Beta Announcement ---------------------- - 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. +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 ---------------------- From 2925068b151d61d6795f30b8de0396ed4eea81bf Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:31:05 +0000 Subject: [PATCH 08/33] change headings --- docs/cudf/source/cudf_polars/index.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 7d0cd24f35a..3f02cfc5e52 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -1,4 +1,4 @@ -cuDF-based GPU backend for Polars +cuDF-based GPU backend for Polars [Open Beta] ================================ cuDF supports an in-memory, GPU-accelerated execution engine for Python users of the Polars Lazy API. @@ -47,7 +47,7 @@ For finer control, you can pass a GPUEngine object with additional configuration # Execute the collection with the custom GPU engine configuration print(ldf.select(pl.col("a").round(1)).collect(engine=gpu_engine)) -Open Beta Announcement +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. From afdfe5bb6d67c7efe943692f31805a8ebb6972bd Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Thu, 5 Sep 2024 01:54:04 +0000 Subject: [PATCH 09/33] added extra index to the install command --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 3f02cfc5e52..f06f459bca1 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -9,7 +9,7 @@ and run on the CPU. You can install the GPU backend for Polars with a feature fl .. code-block:: bash - pip install polars[gpu] + pip install polars[gpu] --extra-index-url=https://pypi.nvidia.com GPU-based execution can be triggered by simply running ``.collect(engine="gpu")`` instead of ``.collect()``. From 093ce0cc557c509dc7313e9178fc46f231646bd9 Mon Sep 17 00:00:00 2001 From: Manas Singh <122591937+singhmanas1@users.noreply.github.com> Date: Fri, 6 Sep 2024 10:39:53 -0700 Subject: [PATCH 10/33] Update index.rst removed the installation and sample code snippet. --- docs/cudf/source/cudf_polars/index.rst | 44 ++------------------------ 1 file changed, 3 insertions(+), 41 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index f06f459bca1..4e6f820aa5d 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -5,47 +5,9 @@ cuDF supports an in-memory, GPU-accelerated execution engine for Python users of The engine supports most of the core expressions and data types as well as a growing set of more advanced dataframe manipulations and data file formats. When using the GPU engine, Polars will convert expressions into an optimized query plan and determine whether the plan is supported on the GPU. If it is not, the execution will transparently fall back to the standard Polars engine -and run on the CPU. You can install the GPU backend for Polars with a feature flag in your standard Python pip install command. +and run on the CPU. -.. code-block:: bash - - pip install polars[gpu] --extra-index-url=https://pypi.nvidia.com - -GPU-based execution can be triggered by simply running ``.collect(engine="gpu")`` instead of ``.collect()``. - -.. code-block:: python - - # Import the necessary library - import polars as pl - - # Define the data for the LazyFrame - ldf = pl.LazyFrame({ - "a": [1.242, 1.535], - }) - - print(ldf.select(pl.col("a").round(1)).collect(engine="gpu")) - - -For finer control, you can pass a GPUEngine object with additional configuration parameters to the ``engine=`` parameter. - -.. code-block:: python - - # Import the necessary library - import polars as pl - - # Define the data for the LazyFrame - ldf = pl.LazyFrame({ - "a": [1.242, 1.535], - }) - - # Configure the GPU engine with advanced settings - gpu_engine = pl.GPUEngine( - device=0, - raise_on_Fail=True # Ensure the engine fails loudly if it cannot execute on the GPU - ) - - # Execute the collection with the custom GPU engine configuration - print(ldf.select(pl.col("a").round(1)).collect(engine=gpu_engine)) + Learn More ---------------------- @@ -59,4 +21,4 @@ Launch on Google Colab :width: 200px :target: https://nvda.ws/rapids-cudf - 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 `_ \ No newline at end of file + 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 `_ From a8ac87e9de05683683d85ed16a3178c76c86b5f4 Mon Sep 17 00:00:00 2001 From: Manas Singh <122591937+singhmanas1@users.noreply.github.com> Date: Wed, 11 Sep 2024 14:57:31 -0700 Subject: [PATCH 11/33] Added polars pds benchmark --- .../source/_static/polars_pds_benchmark.png | Bin 0 -> 83289 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create 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z#ya;4y|%E6sV{^0nElNedv=p*c(ymcJJ}jgs`ORb=lsqW{iUV$0jzx=8fuk~uYFKo z=BtXT!_O%tu}C`wmsu}gZ1o* z3PCY>3!E7?{eE>1IdOSFDo96QKrAYh7UkM_;A7_eCdf#GgSa;{Mq|h}JxZwUt4qN&ey`kUt>r^Yobl@yCdB z#o|KmNzn;>*9WAa!oPI-j`qI=&7f#HhO7Q;cPlcAX?-)2}zs$o}&nTyLh+epG~7s zp_1r00JVnv@jd>`Uq256KbV~&>bUrMTyHsX$qm>*ukkds@rgC{#3znjwjl5gl^Flh z_W0|a`sZKu8E`bXGn|FT{`3F*M^bRxgT;-GixdAb2}U;%Jbu5ZJ`DVipE&koFM|{s z3cLJ^|LGSU|4PYcK$%4T?%SEa^IkR03)0Y#1r$4?ml=}rbhfkUb!<684mNu>XF&1S(uhr7V^^xqbVAg&e2mQ(mnqerW zl)d6f>_5`#&z?9b?*92#96$?%P3^yZu`AqXfMWWt;%AuK66gxKf-s%f ztD=@ce>OTFhHFjB?={|D>jC3gS- literal 0 HcmV?d00001 From 9048a91707689bb907bc79d0b4a1362447280e2d Mon Sep 17 00:00:00 2001 From: Manas Singh <122591937+singhmanas1@users.noreply.github.com> Date: Wed, 11 Sep 2024 19:53:54 -0700 Subject: [PATCH 17/33] Update index.rst Added the benchmarks- 1. Query processing time versus dataset size. 2. Per query speedup for all 22 PDS-H queries --- docs/cudf/source/cudf_polars/index.rst | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 4e6f820aa5d..d28134bd80f 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -7,7 +7,21 @@ and data file formats. When using the GPU engine, Polars will convert expression whether the plan is supported on the GPU. If it is not, the execution will transparently fall back to the standard Polars engine and run on the CPU. - +Benchmark +--------- +We reproduced the `Polars Decision Support (PDS) `_ 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 + :width: 600px + + +The per-query speedups using Polars GPU Engine for the 80 GB dataset are below: + + +.. figure:: ../_static/Polars_GPU_speedup_80GB.png + :width: 1000px + +You can reproduce the results by visiting the `Polars Decision Support (PDS) Github repository. `_ Learn More ---------------------- @@ -19,6 +33,6 @@ Launch on Google Colab .. figure:: ../_static/colab.png :width: 200px - :target: https://nvda.ws/rapids-cudf + :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 `_ From f22acc72d3382cbcec6b9f9cf1506884b951678d Mon Sep 17 00:00:00 2001 From: Lawrence Mitchell Date: Mon, 16 Sep 2024 14:50:10 +0100 Subject: [PATCH 18/33] Apply suggestions from code review --- docs/cudf/source/cudf_polars/index.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index d28134bd80f..6e1fd91deb5 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -1,5 +1,5 @@ cuDF-based GPU backend for Polars [Open Beta] -================================ +============================================= cuDF supports an in-memory, GPU-accelerated execution engine for Python users of the Polars Lazy API. The engine supports most of the core expressions and data types as well as a growing set of more advanced dataframe manipulations @@ -24,7 +24,7 @@ The per-query speedups using Polars GPU Engine for the 80 GB dataset are below: 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. From f47a0354e4597a0f76fe806b7c037cb705b9ed92 Mon Sep 17 00:00:00 2001 From: Bradley Dice Date: Mon, 16 Sep 2024 09:19:39 -0500 Subject: [PATCH 19/33] Fix links and style check. --- docs/cudf/source/cudf_polars/index.rst | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 6e1fd91deb5..f37065f868e 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -1,15 +1,15 @@ cuDF-based GPU backend for Polars [Open Beta] ============================================= -cuDF supports an in-memory, GPU-accelerated execution engine for Python users of the Polars Lazy API. -The engine supports most of the core expressions and data types as well as a growing set of more advanced dataframe manipulations -and data file formats. When using the GPU engine, Polars will convert expressions into an optimized query plan and determine -whether the plan is supported on the GPU. If it is not, the execution will transparently fall back to the standard Polars engine -and run on the CPU. +cuDF supports an in-memory, GPU-accelerated execution engine for Python users of the Polars Lazy API. +The engine supports most of the core expressions and data types as well as a growing set of more advanced dataframe manipulations +and data file formats. When using the GPU engine, Polars will convert expressions into an optimized query plan and determine +whether the plan is supported on the GPU. If it is not, the execution will transparently fall back to the standard Polars engine +and run on the CPU. Benchmark --------- -We reproduced the `Polars Decision Support (PDS) `_ benchmark to compare Polars GPU engine with the default CPU settings across several dataset sizes. Here are the results: +We reproduced the `Polars Decision Support (PDS) `__ 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 :width: 600px @@ -21,12 +21,12 @@ The per-query speedups using Polars GPU Engine for the 80 GB dataset are below: .. figure:: ../_static/Polars_GPU_speedup_80GB.png :width: 1000px -You can reproduce the results by visiting the `Polars Decision Support (PDS) Github repository. `_ +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. +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 ---------------------- @@ -35,4 +35,4 @@ Launch on Google Colab :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 `_ + 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 `__. 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zlKq7a#okJ=Te<3)FcBmK_qj@119lNFE3NuU8{n_xKZn`f!yd@*D1QSn+=qfOq{n^t z)b3+`1ejamgv~6f?Nbft47eD97Rg{I)r3^q9n-Q?P6uhTEGxiQ^MQ zIzr`w=uo=^(Y&Q8e57!tLg*$!b?f;LQe?zWO9~%1q0WAYyq5yBXM)SKb@}-iPw6;? zA5;GSH-;p5gky+V9DM^JCSS82v?DEHt!&{ch$dP9d~OIl;UjXvMb40L47k%BmRK{d zNMMXO7!btTo{;(TF;^77Xs(@Cxa}JoKs06ovW5Ap?@w1sJD0MsR>vZR1PLMuTUxqG zZwik{v_8?8ozS**qCE*^iv&(Uz>(ggxy)}8deFiM+mD6s(q`GNomaSR`z?a(14)wx ziU^mAWDCatlbBgMuSmk*m;|vNE~o=?sFB~%WhXK4 Nad+`{u6IPI{tFLmBX0lz literal 0 HcmV?d00001 From c395baa5f9caf1ad448a8f8402994f1bab599c99 Mon Sep 17 00:00:00 2001 From: Manas Singh <122591937+singhmanas1@users.noreply.github.com> Date: Mon, 16 Sep 2024 11:06:37 -0700 Subject: [PATCH 25/33] Updated index.rst 1. Updated benchmark with a graph of speed ups on. compute heavy queries 2. Updated text description for the graph with compute heavy queries --- docs/cudf/source/cudf_polars/index.rst | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index f37065f868e..ee5e473dc88 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -15,10 +15,11 @@ We reproduced the `Polars Decision Support (PDS) `__. From e39539fcfc1e6b7be550bda0e34e1ef83ae20195 Mon Sep 17 00:00:00 2001 From: Manas Singh <122591937+singhmanas1@users.noreply.github.com> Date: Mon, 16 Sep 2024 11:09:11 -0700 Subject: [PATCH 26/33] Update index.rst Minor edits to the language --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index ee5e473dc88..f1ac4b344fe 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -16,7 +16,7 @@ We reproduced the `Polars Decision Support (PDS) Date: Mon, 16 Sep 2024 11:13:05 -0700 Subject: [PATCH 27/33] Update index.rst Minor language edits --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index f1ac4b344fe..9a6742dc1f4 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -16,7 +16,7 @@ We reproduced the `Polars Decision Support (PDS) Date: Mon, 16 Sep 2024 11:15:30 -0700 Subject: [PATCH 28/33] Update index.rst Minor language edits --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 9a6742dc1f4..b1a1cea3e21 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -16,7 +16,7 @@ We reproduced the `Polars Decision Support (PDS) Date: Mon, 16 Sep 2024 11:18:17 -0700 Subject: [PATCH 29/33] Update index.rst Minor language edits --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index b1a1cea3e21..96d434ab607 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -16,7 +16,7 @@ We reproduced the `Polars Decision Support (PDS) Date: Mon, 16 Sep 2024 11:27:15 -0700 Subject: [PATCH 30/33] Update index.rst Added hardware configuration for the benchmark --- docs/cudf/source/cudf_polars/index.rst | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 96d434ab607..6df0cc2a885 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -22,6 +22,8 @@ You can see up to 13x speedup using the GPU backend on the compute-heavy PDS que .. figure:: ../_static/compute_heavy_queries_polars.png :width: 1000px +:emphasis:`PDS-H benchmark | GPU: NVIDIA H100 | 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 From 36bb8949dcb0ff1ef401472d2338188bc88a41d4 Mon Sep 17 00:00:00 2001 From: Manas Singh <122591937+singhmanas1@users.noreply.github.com> Date: Mon, 16 Sep 2024 11:30:26 -0700 Subject: [PATCH 31/33] Update index.rst Updated the hardware specs --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 6df0cc2a885..3b7faa34ef1 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -22,7 +22,7 @@ You can see up to 13x speedup using the GPU backend on the compute-heavy PDS que .. figure:: ../_static/compute_heavy_queries_polars.png :width: 1000px -:emphasis:`PDS-H benchmark | GPU: NVIDIA H100 | CPU: Intel Xeon W9-3495X (Sapphire Rapids) | Storage: Local NVMe` +: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 `__. From bb669671fc666b6b7406977f04d347436ff9fcd7 Mon Sep 17 00:00:00 2001 From: Manas Singh Date: Mon, 16 Sep 2024 19:55:32 +0000 Subject: [PATCH 32/33] cudf_polars index page added to toc --- docs/cudf/source/index.rst | 1 + 1 file changed, 1 insertion(+) 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 From d403419d71894e17379c57d068473ca0aeb48b25 Mon Sep 17 00:00:00 2001 From: Bradley Dice Date: Mon, 16 Sep 2024 17:16:06 -0500 Subject: [PATCH 33/33] Update docs/cudf/source/cudf_polars/index.rst --- docs/cudf/source/cudf_polars/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/cudf/source/cudf_polars/index.rst b/docs/cudf/source/cudf_polars/index.rst index 3b7faa34ef1..cc7aabd124f 100644 --- a/docs/cudf/source/cudf_polars/index.rst +++ b/docs/cudf/source/cudf_polars/index.rst @@ -24,7 +24,7 @@ You can see up to 13x speedup using the GPU backend on the compute-heavy PDS que :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 `__. +You can reproduce the results by visiting the `Polars Decision Support (PDS) GitHub repository `__. Learn More ----------