Fix TensorPrimitives.CosineSimilarity to use vectorized implementations #92204
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Tagging subscribers to this area: @dotnet/area-system-numerics Issue Detailsnull
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EgorBo
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Sep 18, 2023
michaelgsharp
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ericstj
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Sep 19, 2023
* added Bcl.Numerics * Adding a naive implementation of various primitive tensor operations (#91228) * Adding a naive implementation of various primitive tensor operations * Adding tests covering the new tensor primitives APIs * Adding tensor primitives APIs to the ref assembly * Allow .NET Framework to build/run * Sync TFMs between ref and src, csproj simplication and clean-up * Apply suggestions from code review Co-authored-by: Viktor Hofer <[email protected]> * Don't use var * Fix the S.N.Tensors readme and remove the file marking it as non-shipping --------- Co-authored-by: Viktor Hofer <[email protected]> Co-authored-by: Michael Sharp <[email protected]> * Start vectorizing TensorPrimitives (#91596) * Start vectorizing TensorPrimitives Just does two functions to establish the files into which the rest of the implementations can be moved. * 6 more naive methods for Tensor Primitives. (#92142) * 6 more naive methods * updates from pr comments * Add remaining set of TensorPrimitives APIs for .NET 8 (#92154) * Add remaining set of TensorPrimitives APIs for .NET 8 Adds non-vectorized implementations of: - Max - Min - MaxMagnitude - MinMagnitude - IndexOfMax - IndexOfMin - IndexOfMaxMagnitude - ConvertToHalf (only on .NET Core) - ConvertToSingle (only on .NET Core) - IndexOfMinMagnitude Adds vectorized implementations of: - Sum - SumOfSquares - SumOfMagnitudes - Product - ProductOfSums - ProductOfDifferences Also includes the helpers that'll make it trivial to vectorize Dot. Beyond vectorizing the non-vectorized ones, the vectorized implementations should be improved further, including: - Handling alignment better - Vectorizing the remainder that doesn't fit in a vector rather than falling back to scalar * Cleanup after previous PR, vectorize CosineSimilarity/Dot/L2Normalize/Distance, add tests * Address PR feedback, and fix a few other issues * Fix TensorPrimitives.CosineSimilarity to use vectorized implementations (#92204) * Fixed duplicated code from merge. * New Microsoft.BCL.Numerics package (#91074) * bcl numberics library added * bcl done * added explicit 2.1 target * Minor doc updates * Apply suggestions from code review Co-authored-by: Viktor Hofer <[email protected]> * fixes from PR comments * minor csproj fixes * fixed ref target frameworks * minor ref csproj updates * minor csproj updates --------- Co-authored-by: Viktor Hofer <[email protected]> * Microsoft.Bcl.Numerics.Tests: fix restore failure when DotNetBuildFromSource. (#91402) * Microsoft.Bcl.Numerics.Tests: fix restore failure when DotNetBuildFromSource. * Use NetCoreAppCurrent. * Try fix CI test failures. --------- Co-authored-by: Tanner Gooding <[email protected]> Co-authored-by: Viktor Hofer <[email protected]> Co-authored-by: Stephen Toub <[email protected]> Co-authored-by: Tom Deseyn <[email protected]>
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