[DMN][WIP] Experimental multi-GPU Polars testing#18335
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rjzamora wants to merge 48 commits intorapidsai:branch-25.06from
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[DMN][WIP] Experimental multi-GPU Polars testing#18335rjzamora wants to merge 48 commits intorapidsai:branch-25.06from
rjzamora wants to merge 48 commits intorapidsai:branch-25.06from
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cc @pentschev @quasiben - I decided to open a PR for |
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This is a follow-up to #150 Closes #157 The goal of this PR is to simplify memory-resource creation by avoiding it in `rapidsmp` altogether. Since the user can just use `LocalCUDACluster` to deploy a Dask cluster, they can also use existing options/utilities to create a memory pool on each worker. When `rapidsmp.integrations.dask.bootstrap_dask_cluster` is called, each worker only needs to wrap the current memory resource in a `StatisticsResourceAdaptor`. This is technically "breaking", because it removes the `pool_size` argument from `bootstrap_dask_cluster`. However, we are only using that option in rapidsai/cudf#18335 (which is still experimental - and can be easily changed). Authors: - Richard (Rick) Zamora (https://github.com/rjzamora) Approvers: - Tom Augspurger (https://github.com/TomAugspurger) - Peter Andreas Entschev (https://github.com/pentschev) URL: #172
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Closing as this functionality is now in |
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Description
This branch combines several in-flight PRs and includes a benchmarking script (for temporary convenience). This PR will never be merged, but will be kept open until it is roughly identical to
branch-25.06(aside from the benchmarking script).Related PRs:
Selectoperations with aggregations #18492Enable multi-partitionSelectoperations containing basic aggregations #17941Checklist