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by mlubin 4278 days ago
To follow up on this, a lot of the overhead from reverse-mode AD can be avoided by flattening out the expression graphs and compiling specialized functions (at runtime). A number of the JuliaDiff packages support this approach. This is not a new idea, but Julia's hooks to LLVM make this surprisingly easy to do.