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NEWS.md

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AutoGrad v0.0.6 Release Notes

  • Added scalar support to Ac_mul_B etc. which were causing trouble with expressions like Array'*Scalar.

AutoGrad v0.0.5 Release Notes

  • gradloss is added as an alternative to grad. gradloss(f) generates a function that returns a (gradient, result) tuple.

  • gradcheck is added as an alternative gradient checking mechanism. It performs sampling to handle large arrays, and automatically constructs a scalar function to handle array functions.

  • Added gradients for vecnorm, (.!=), (), linearindexing, vec, permutedims, ipermutedims.

  • sum_outgrads{T}(a::AbstractArray{T},b::AbstractArray{T}) was not type preserving, now fixed.

AutoGrad v0.0.4 Release Notes

  • The word value was being used for too many things. The type Value has been renamed Rec. The field Node.value got renamed to Node.rec.

  • Added reshape to gradients of matmul, unbroadcast etc. Julia array math handles missing rightmost dimensions as 1 so for example rand(1,2)*rand(2) works. Gradients should be careful to preserve the input shape.

  • vcat and hcat are now defined in terms of cat and they should handle arrays of any dimensionality and gradients should preserve the original input shape.

  • getval and fixdomain not exported any more. fixdomain is deprecated. getval should not be necessary because Recs should never be exposed outside AutoGrad.