Julia Implementation roadmap

[cortner]

A few points left to do for the Julia implementation.

• GPU kernels.
• better generic kernels for single inputs using the optimized polynomial expressions for small L
• ChainRules.jl compatibility
• careful performance comparison and see where Julia is slower than C++ (or vice-versa).
• multi-threaded kernels for larger input batches