DifferentiationInterfaceTest-v0.9.5

DifferentiationInterfaceTest DifferentiationInterfaceTest-v0.9.5

Diff since DifferentiationInterfaceTest-v0.9.4

Merged pull requests:

• fix: revert catch of nothing pullbacks with Zygote (#714) (@gdalle)
• Update citation files with preprint (#715) (@adrhill)
• fix: correct FastDifferentiation error with in-place matrix operators (#716) (@gdalle)
• Enable colored output in CI tests (#717) (@adrhill)
• test: speed up CI with reduced compilation (-01) (#718) (@gdalle)
• docs: correct context limitations (#722) (@gdalle)
• fix: replace copy with deepcopy in Mooncake pullbacks (#723) (@gdalle)
• test: non-regression for Mooncake deepcopy (#726) (@gdalle)
• feat: use dir backend field for FiniteDiff (#727) (@gdalle)
• fix: trim down Mooncake imports (#728) (@gdalle)
• perf: avoid double function call in ReverseDiff value_and_gradient (#729) (@gdalle)
• perf: (Enzyme) remove tangent conversion, use native gradient when possible (#730) (@gdalle)
• fix: complex support for wrong-mode pushforward/pullback, more tests (#733) (@gdalle)

Closed issues:

• Interpretation of nothing from Zygote backend likely incorrect? (#713)
• Making prepared gradients callable (#719)
• Add gradient tests on complex input, real output (#732)

DifferentiationInterface-v0.6.43

DifferentiationInterface DifferentiationInterface-v0.6.43

Diff since DifferentiationInterface-v0.6.42

Merged pull requests:

• fix: complex support for wrong-mode pushforward/pullback, more tests (#733) (@gdalle)

Closed issues:

• Add gradient tests on complex input, real output (#732)

DifferentiationInterface-v0.6.42

DifferentiationInterface DifferentiationInterface-v0.6.42

Diff since DifferentiationInterface-v0.6.41

Merged pull requests:

• perf: (Enzyme) remove tangent conversion, use native gradient when possible (#730) (@gdalle)

DifferentiationInterface-v0.6.41

DifferentiationInterface DifferentiationInterface-v0.6.41

Diff since DifferentiationInterface-v0.6.40

Merged pull requests:

• fix: trim down Mooncake imports (#728) (@gdalle)
• perf: avoid double function call in ReverseDiff value_and_gradient (#729) (@gdalle)

DifferentiationInterface-v0.6.40

DifferentiationInterface DifferentiationInterface-v0.6.40

Diff since DifferentiationInterface-v0.6.39

Merged pull requests:

• Update citation files with preprint (#715) (@adrhill)
• fix: correct FastDifferentiation error with in-place matrix operators (#716) (@gdalle)
• Enable colored output in CI tests (#717) (@adrhill)
• test: speed up CI with reduced compilation (-01) (#718) (@gdalle)
• docs: correct context limitations (#722) (@gdalle)
• fix: replace copy with deepcopy in Mooncake pullbacks (#723) (@gdalle)
• test: non-regression for Mooncake deepcopy (#726) (@gdalle)
• feat: use dir backend field for FiniteDiff (#727) (@gdalle)

Closed issues:

• Making prepared gradients callable (#719)

DifferentiationInterface-v0.6.39

DifferentiationInterface DifferentiationInterface-v0.6.39

Diff since DifferentiationInterface-v0.6.38

Merged pull requests:

• fix: revert catch of nothing pullbacks with Zygote (#714) (@gdalle)

Closed issues:

• Interpretation of nothing from Zygote backend likely incorrect? (#713)

DifferentiationInterfaceTest-v0.9.4

DifferentiationInterfaceTest DifferentiationInterfaceTest-v0.9.4

Diff since DifferentiationInterfaceTest-v0.9.3

Merged pull requests:

• feat: use JVPCache for FiniteDiff pushforwards (#705) (@gdalle)
• perf: reduce allocations with Enzyme for in-place functions (#707) (@gdalle)
• feat: support cache contexts with Zygote using Buffer (#708) (@gdalle)
• fix: use Enzyme's native Jacobian in forward mode with constant contexts (#710) (@gdalle)
• feat: allow naming scenarios and test sets (#712) (@gdalle)

Closed issues:

• Use native Enzyme Jacobian in forward mode? (#582)

DifferentiationInterface-v0.6.38

DifferentiationInterface DifferentiationInterface-v0.6.38

Diff since DifferentiationInterface-v0.6.37

Merged pull requests:

• feat: use JVPCache for FiniteDiff pushforwards (#705) (@gdalle)

DifferentiationInterface-v0.6.37

DifferentiationInterface DifferentiationInterface-v0.6.37

Diff since DifferentiationInterface-v0.6.36

Merged pull requests:

• fix: use Enzyme's native Jacobian in forward mode with constant contexts (#710) (@gdalle)

Closed issues:

• Use native Enzyme Jacobian in forward mode? (#582)

DifferentiationInterfaceTest-v0.9.3

DifferentiationInterfaceTest DifferentiationInterfaceTest-v0.9.3

Diff since DifferentiationInterfaceTest-v0.9.2

Merged pull requests:

• Add the GTPSA.jl backend (#329) (@mattsignorelli)
• Add relstep and absstep parameters (#693) (@1-Bart-1)
• chore: add CFF citation (#699) (@gdalle)
• chore: refer to CFF in README (#700) (@gdalle)
• test: allow passing other scenarios to adjust preparation from (#701) (@gdalle)
• chore: bump version (#702) (@gdalle)
• feat: support contexts with symbolic backends (#703) (@gdalle)
• fix: better warning for MethodError (#704) (@gdalle)
• test: add GTPSA tests on scenarios with contexts (#706) (@gdalle)

Closed issues:

• Adding GTPSA.jl to the interface (#316)
• Update FastDifferentiation (#677)
• Expose step size parameters for AutoFiniteDiff (#688)
• Mixed-mode Jacobian failed on in-place function when Zygote as the reverse mode backend (#695)
• Constant arguments for symbolic backends (#696)
• Better error message when a context is not supported (#697)
• Document which backends handle Cache (#698)