DifferentiationInterface-v0.6.36

DifferentiationInterface DifferentiationInterface-v0.6.36

Diff since DifferentiationInterface-v0.6.35

Merged pull requests:

• perf: reduce allocations with Enzyme for in-place functions (#707) (@gdalle)
• feat: support cache contexts with Zygote using Buffer (#708) (@gdalle)

DifferentiationInterface-v0.6.35

DifferentiationInterface DifferentiationInterface-v0.6.35

Diff since DifferentiationInterface-v0.6.34

Merged pull requests:

• test: allow passing other scenarios to adjust preparation from (#701) (@gdalle)
• test: add GTPSA tests on scenarios with contexts (#706) (@gdalle)

DifferentiationInterface-v0.6.34

DifferentiationInterface DifferentiationInterface-v0.6.34

Diff since DifferentiationInterface-v0.6.33

Merged pull requests:

• feat: support contexts with symbolic backends (#703) (@gdalle)
• fix: better warning for MethodError (#704) (@gdalle)

Closed issues:

• Update FastDifferentiation (#677)
• Constant arguments for symbolic backends (#696)
• Better error message when a context is not supported (#697)
• Document which backends handle Cache (#698)

DifferentiationInterface-v0.6.33

DifferentiationInterface DifferentiationInterface-v0.6.33

Diff since DifferentiationInterface-v0.6.32

Merged pull requests:

• Add the GTPSA.jl backend (#329) (@mattsignorelli)
• Add relstep and absstep parameters (#693) (@1-Bart-1)
• chore: bump version (#702) (@gdalle)

Closed issues:

• Adding GTPSA.jl to the interface (#316)
• Expose step size parameters for AutoFiniteDiff (#688)

DifferentiationInterface-v0.6.32

DifferentiationInterface DifferentiationInterface-v0.6.32

Diff since DifferentiationInterface-v0.6.31

Merged pull requests:

• chore: add CFF citation (#699) (@gdalle)
• chore: refer to CFF in README (#700) (@gdalle)

Closed issues:

• Mixed-mode Jacobian failed on in-place function when Zygote as the reverse mode backend (#695)

DifferentiationInterfaceTest-v0.9.2

DifferentiationInterfaceTest DifferentiationInterfaceTest-v0.9.2

Diff since DifferentiationInterfaceTest-v0.9.1

Merged pull requests:

• fix: handle static arrays with Mooncake (#643) (@gdalle)
• chore: CompatHelper: add new compat entry for DiffResults in [weakdeps] at version 1 for package DifferentiationInterface, (keep existing compat) (#653) (@github-actions[bot])
• fix: better handling of Enzyme split mode + run Enzyme tests on 1.11 (#654) (@gdalle)
• test: make CI faster (#655) (@gdalle)
• fix: replace MissingBackendError with error hint (#656) (@gdalle)
• CompatHelper: add new compat entry for EnzymeCore in [weakdeps] at version 0.8 for package DifferentiationInterface, (keep existing compat) (#657) (@github-actions[bot])
• test: only run Core tests upon pkg> test (#659) (@gdalle)
• fix: handle function contexts differently from constant contexts (#660) (@gdalle)
• adapt to Flux v0.16 (#661) (@CarloLucibello)
• docs: add page on differentiability (#665) (@gdalle)
• fix: check nothing output for Zygote (#667) (@gdalle)
• fix: disallow complex basis vectors for now (#669) (@gdalle)
• CompatHelper: bump compat for Zygote in [weakdeps] to 0.7 for package DifferentiationInterface, (keep existing compat) (#670) (@github-actions[bot])
• CompatHelper: bump compat for Zygote in [weakdeps] to 0.7 for package DifferentiationInterfaceTest, (keep existing compat) (#671) (@github-actions[bot])
• feat: access overloaded inputs from preparation result (#672) (@ErikQQY)
• fix: unthunk ChainRules pullback outputs (#674) (@gdalle)
• feat: allow and test holomorphic derivatives (#687) (@gdalle)
• fix: skip matrix tests with fastdifferentiation (#689) (@gdalle)
• docs: add mixed-mode explanations (#690) (@gdalle)
• fix: simplify basis (#692) (@gdalle)

Closed issues:

• Document what to do when differentiation fails (#59)
• Split reverse mode for mutating functions is full of traps (#142)
• Add common interface to mark functions as non-differentiable across backends (#415)
• Scenarios changing during Flux testing (#488)
• Multiple active arguments? (#508)
• Possible way out of dependency hell? (#509)
• Explicit imports in DIT (#637)
• Common interface for rule definition (#644)
• ForwardDiff tagging errors with MarginalLogDensities (#652)
• Failure to handle nothing output from Zygote.jl (#662)
• Add API for overloaded inputs (#668)
• Performance issue with mixed mode Jacobian (#684)
• Specify known sparsity pattern in mixed mode Jacobian (#686)
• Overload basis and other functions for nested backend objects (#691)

DifferentiationInterface-v0.6.31

DifferentiationInterface DifferentiationInterface-v0.6.31

Diff since DifferentiationInterface-v0.6.30

Merged pull requests:

• feat: allow and test holomorphic derivatives (#687) (@gdalle)
• fix: skip matrix tests with fastdifferentiation (#689) (@gdalle)
• docs: add mixed-mode explanations (#690) (@gdalle)
• fix: simplify basis (#692) (@gdalle)

Closed issues:

• Split reverse mode for mutating functions is full of traps (#142)
• Add common interface to mark functions as non-differentiable across backends (#415)
• Scenarios changing during Flux testing (#488)
• Multiple active arguments? (#508)
• Possible way out of dependency hell? (#509)
• Common interface for rule definition (#644)
• Performance issue with mixed mode Jacobian (#684)
• Specify known sparsity pattern in mixed mode Jacobian (#686)
• Overload basis and other functions for nested backend objects (#691)

DifferentiationInterface-v0.6.30

DifferentiationInterface DifferentiationInterface-v0.6.30

Diff since DifferentiationInterface-v0.6.29

Merged pull requests:

• feat: access overloaded inputs from preparation result (#672) (@ErikQQY)

Closed issues:

• Add API for overloaded inputs (#668)

DifferentiationInterface-v0.6.29

DifferentiationInterface DifferentiationInterface-v0.6.29

Diff since DifferentiationInterface-v0.6.28

Merged pull requests:

• adapt to Flux v0.16 (#661) (@CarloLucibello)
• fix: check nothing output for Zygote (#667) (@gdalle)
• fix: disallow complex basis vectors for now (#669) (@gdalle)
• CompatHelper: bump compat for Zygote in [weakdeps] to 0.7 for package DifferentiationInterface, (keep existing compat) (#670) (@github-actions[bot])
• CompatHelper: bump compat for Zygote in [weakdeps] to 0.7 for package DifferentiationInterfaceTest, (keep existing compat) (#671) (@github-actions[bot])
• fix: unthunk ChainRules pullback outputs (#674) (@gdalle)

Closed issues:

• Failure to handle nothing output from Zygote.jl (#662)

DifferentiationInterface-v0.6.28

DifferentiationInterface DifferentiationInterface-v0.6.28

Diff since DifferentiationInterface-v0.6.27

Merged pull requests:

• docs: add page on differentiability (#665) (@gdalle)

Closed issues:

• Document what to do when differentiation fails (#59)