Integration of `oneDNN` for CPU operations

[avik-pal]

• [x] Add oneDNN binaries to Yggdrasil -- https://github.com/JuliaPackaging/Yggdrasil/pull/9345
• [ ] how expensive is it to construct the internal memory type for the operations?
• [ ] create a oneDNN.jl lib that is framework agnostic. High level functionality along with integration with Enzyme and ChainRulesCore
  • [ ] convolution
  • [ ] batchnorm
  • [ ] groupnorm
  • [ ] fused_dense (low-priority)
• [ ] integrate the primitives into LuxLib (via extensions)
  • [ ] convolution (highest priority)
  • [ ] activations (low-priority)
  • [ ] batchnorm
  • [ ] groupnorm
  • [ ] fused_dense (low-priority)

[avik-pal]

This is mostly speculative at this point. With Reactant this wouldn't be needed mostly