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coll/tuned: Change the bcast default collective algorithm selection
The default algorithm selections were out of date and not performing well. After gathering data using the ompi-collectives-tuning package, new default algorithm decisions are selected for bcast.
See detailed test results in best.txt and detail.txt
Comparing the new algorithm selection of this PR with the old algorithm selection of openmpi5 using osu_micro_benchmarks
| message size < 1KB | message size > 1KB |
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The change looks good to me - but mpi4py CI failed. We need to understand the cause.
@bosilca This PR is inspired by yours https://github.com/open-mpi/ompi/pull/9934. Could you please add your review?