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Clone some APIs from DoubleTensorAlgebra to Nd4j, fix #348 #353

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@CommanderTvis CommanderTvis added feature A new feature request performance Performance optimization issue labels May 24, 2021
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@CommanderTvis CommanderTvis marked this pull request as draft June 9, 2021 14:43
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Blocked by https://youtrack.jetbrains.com/issue/KT-46899 because I don't see a concise way to share test cases code.

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Nd4j: Provide faster implementation of diagonalEmbedding in Nd4jTensorAlgebra
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