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The function computing the automatic differentiation has implementation of both forward and backward mode here.
The documentation (sec 2.1) says "Chumpy is primarily a forward-mode, Jacobian producing autodifferentiation framework. Reverse-mode is partially supported, but much slower than it should be because some basic functions need implementation."
Is chumpy using Forward mode or Reverse mode automatic differentiation? A quick browse seems like forward mode...
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