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AWS GPU Configuration#868

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AWS GPU Configuration#868

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@hameerabbasihameerabbasi commentedMay 5, 2025•
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This PR adds support for the following features (onlyCOO):

  • Elemwise (if supported by CuPy)
  • Sum along an axis
  • Matmul
  • Converting to/fromcupyx.scipy.sparse matrices.
  • to_device with"cpu" and CuPy devices, onlystream=None,
  • Constructing from CuPy arrays.

@hameerabbasihameerabbasiforce-pushed theaws-gpu branch 2 times, most recently fromb99e7a5 to185c956CompareMay 5, 2025 08:14
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codspeed-hqbot commentedMay 5, 2025•
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CodSpeed Performance Report

Merging#868 willdegrade performances by 97.81%

Comparingaws-gpu (55ae3bc) withmain (afb5212)

Summary

⚡ 10 improvements
❌ 151 regressions
✅ 179 untouched benchmarks

⚠️Please fix the performance issues oracknowledge them on CodSpeed.

Benchmarks breakdown

BenchmarkBASEHEADChange
❌test_elemwise[side=100-rank=1-format='coo'-add]2.9 ms3.7 ms-21.3%
❌test_elemwise[side=100-rank=1-format='coo'-mul]2.2 ms2.7 ms-20.45%
❌test_elemwise[side=100-rank=1-format='gcxs'-add]3.4 ms4.6 ms-26.65%
❌test_elemwise[side=100-rank=1-format='gcxs'-mul]2.7 ms3.7 ms-27.45%
❌test_elemwise[side=100-rank=2-format='coo'-add]3.3 ms4.1 ms-19.78%
❌test_elemwise[side=100-rank=2-format='coo'-mul]2.4 ms2.9 ms-17.56%
❌test_elemwise[side=100-rank=2-format='gcxs'-add]6.7 ms7.7 ms-13.02%
❌test_elemwise[side=100-rank=2-format='gcxs'-mul]5.8 ms6.5 ms-10.95%
❌test_elemwise[side=1000-rank=1-format='coo'-add]2.9 ms3.8 ms-22.4%
❌test_elemwise[side=1000-rank=1-format='coo'-mul]2.2 ms2.7 ms-20.34%
❌test_elemwise[side=1000-rank=1-format='gcxs'-add]3.4 ms4.7 ms-27.39%
❌test_elemwise[side=1000-rank=1-format='gcxs'-mul]2.7 ms3.7 ms-27.25%
❌test_elemwise[side=500-rank=1-format='coo'-add]2.9 ms3.8 ms-22.45%
❌test_elemwise[side=500-rank=1-format='coo'-mul]2.2 ms2.7 ms-20.39%
❌test_elemwise[side=500-rank=1-format='gcxs'-add]3.4 ms4.7 ms-27.43%
❌test_elemwise[side=500-rank=1-format='gcxs'-mul]2.7 ms3.7 ms-27.29%
❌test_elemwise[side=500-rank=2-format='coo'-add]7.1 ms8 ms-10.33%
❌test_elemwise[side=500-rank=2-format='coo'-mul]3.9 ms4.4 ms-11.76%
❌test_elemwise_broadcast[side=100-format='coo'-mul]2.6 ms3.2 ms-18.38%
❌test_elemwise_broadcast[side=100-format='gcxs'-mul]6.4 ms7.4 ms-13.71%
...............

ℹ️Only the first 20 benchmarks are displayed.Go to the app to view all benchmarks.

@hameerabbasihameerabbasiforce-pushed theaws-gpu branch 4 times, most recently from4e69a90 toae8e04fCompareMay 7, 2025 11:51
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