SparseConnectivityTracer.jl

SparseConnectivityTracer v0.6.2

Diff since v0.6.1

• Return only primal value when applying non-differentiable methods to Dual numbers (#169)
• Increase sparsity for Diagonal inputs (#165)
• Add more methods on round, rand (#162)
• This release brings large updates to the documentation:
  • Document limitations (#175)
  • Document global vs. local patterns (#176)
  • Add "How it works" developer documentation (#174)
  • Add developer documentation on custom overloads (#177)
• Refactor type conversions (#173, #168, #166)
• Make comparisons regular operators (#169)
• Fix Hessian on NNlib activation functions celu, elu, selu, hardswish (#162)
• Fix isless (#161)

Merged pull requests:

• Fix isless and update tests (#161) (@adrhill)
• More methods for round and rand, fix NNlib (#162) (@adrhill)
• Increase sparsity for Diagonal inputs (#165) (@adrhill)
• Fix convert on Dual (#166) (@adrhill)
• Add direct type conversion on Dual (#168) (@adrhill)
• Return only primal when applying non-differentiable methods to Dual (#169) (@adrhill)
• Refactor type conversions (#173) (@adrhill)
• Add "How it works" developer documentation (#174) (@adrhill)
• Document limitations (#175) (@adrhill)
• Document global vs. local sparsity patterns (#176) (@adrhill)
• Document how to add custom overloads (#177) (@adrhill)

Closed issues:

• Document control flow limitations of global tracers (#143)
• Add custom trace_input methods for LinearAlgebra matrix types (#147)
• Add support for round (#152)
• Another problem with isless (#153)
• Add guide on how to add custom overloads (#163)
• More problems regarding round (#164)
• Zero-derivative functions on dual numbers should only return the primal (#167)
• Behavior of zeros (#172)