Replace FloatUtils Conversion to Integral types through unions with casting - #7676
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abhishekdahad-1 wants to merge 2 commits into
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Replace FloatUtils Conversion to Integral types through unions with casting#7676abhishekdahad-1 wants to merge 2 commits into
abhishekdahad-1 wants to merge 2 commits into
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abhishekdahad-1
marked this pull request as ready for review
August 24, 2026 16:46
Codecov Report✅ All modified and coverable lines are covered by tests. Additional details and impacted files@@ Coverage Diff @@
## main #7676 +/- ##
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- Coverage 69.88% 69.88% -0.01%
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Files 1487 1487
Lines 276240 276236 -4
Branches 28287 28287
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- Hits 193046 193043 -3
- Misses 75703 75705 +2
+ Partials 7491 7488 -3
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matouskozak
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Sep 7, 2026
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Thank you for the PR, the changes looks good to me. There might be other areas where we can do similar improvements (e.g.
machinelearning/src/Microsoft.ML.Core/Utilities/FloatUtils.cs
Lines 429 to 441 in 677a0b8
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FloatUtils.cs contains an overloaded function GetBits that takes Single/Double precision floating point values and converts them into the corresponding unsigned integral types with the same width. The disassembly for this function will have a store-load dependency which can be reduced to a single mov instruction.
The function utilizes the internal union that is stored in the class, by writing into the floating point field, and then reading from the integral field. This can be observed in the Microsoft.ML.PerformanceTests.HashBench.HashScalarDouble testcase, when inspecting the HashRound function in Hashing.cs:
When value is converted from a double to a ulong, the corresponding assembly code will look like this because of union semantics:
This can be collapsed into a single instruction like so:
When benchmarked on both Microsoft.ML.PerformanceTests.HashBench.HashScalarDouble and Microsoft.ML.PerformanceTests.HashBench.HashScalarFloat, it shows a performance improvement.
Before:
After: