v7.0.1

SciMLSensitivity v7.0.1

Diff since v7.0.0

v7.0.0

SciMLSensitivity v7.0.0

Diff since v6.79.0

Closed issues:

• Minimisation of a mixed-type loss function (#544)
• Still problems with the docu (#641)
• UndefVarError: solve_up not defined (#628)
• Stable documentation links return 404 (#642)
• "Neural ODEs on GPUs" example not working (#646)
• tutorials are not following the SciML style (#658)

Merged pull requests:

• swap signs adjoint (#545) (@ArnoStrouwen)
• Don't allow Zygote to return nothing by default (#633) (@ChrisRackauckas)
• Update the tutorial of Neural Graph ODE (#635) (@MilkshakeForReal)
• more docpages converted to examples (#636) (@ChrisRackauckas)
• Mutation robust VJPs for SimpleChains (#638) (@ChrisRackauckas)
• Update Downstream.yml (#639) (@MartinuzziFrancesco)
• try a few more docs example building (#643) (@ChrisRackauckas)
• Fix tests for out-of-place constant requirement (#644) (@ChrisRackauckas)
• fix gpu tests for type constancy (#645) (@ChrisRackauckas)
• more doctests (#647) (@ChrisRackauckas)
• Doctests for training tips (#648) (@Abhishek-1Bhatt)
• Even more docs clean up (#649) (@ChrisRackauckas)
• make PEM example run in docs (#650) (@baggepinnen)
• [ci-skip] Redo badges (#651) (@ChrisRackauckas)
• remove some hard-coded images (#652) (@baggepinnen)
• Change to GPUArraysCore (#654) (@ChrisRackauckas)
• Enable coverage statistics on buildkite runs (#656) (@ChrisRackauckas)
• Allow for mixed-type cost contributions in continuous adjoints (#657) (@frankschae)
• some more doctests (#659) (@ChrisRackauckas)
• add doctests for Bayesian (#660) (@ChrisRackauckas)
• More doctests: SDE control tutorials (#662) (@frankschae)
• Simplify Lux multiple NN example (#664) (@ChrisRackauckas)
• Rename and set as a breaking change (#665) (@ChrisRackauckas)

v6.79.0

DiffEqSensitivity v6.79.0

Diff since v6.78.5

Closed issues:

• EnsembleProblems and equivalent for loops lead to different Zygote gradients (#611)
• Better error message for non-mutating ODEForwardSensitivityProblem (#624)

Merged pull requests:

• consolidate automated vjp choice and throw more warnings (#553) (@ChrisRackauckas)
• remove noise=.. in solve (#621) (@frankschae)
• enable strict doctesting (#622) (@ChrisRackauckas)
• more doctests (#623) (@ChrisRackauckas)
• Better error message for out of place ODEForwardSensitivityProblem (#625) (@ChrisRackauckas)
• some fixes (#626) (@Abhishek-1Bhatt)
• Allow for alternative AD front-ends (#632) (@ChrisRackauckas)

v6.78.5

DiffEqSensitivity v6.78.5

Diff since v6.78.4

Merged pull requests:

• Improve SteadyStateAdjoint linear solver handling (#617) (@ChrisRackauckas)
• start slapping some doctests around (#619) (@ChrisRackauckas)
• Fix SDE reversediff regression (#620) (@ChrisRackauckas)

v6.78.4

DiffEqSensitivity v6.78.4

Diff since v6.78.3

Merged pull requests:

• Handle all of the probs in TrackerAdjoint (#616) (@ChrisRackauckas)

v6.78.3

DiffEqSensitivity v6.78.3

Diff since v6.78.2

v6.78.2

DiffEqSensitivity v6.78.2

Diff since v6.78.1

Closed issues:

• Neural ODEs + Implicit methods + TrackerAdjoint Fail (#608)
• Hybrid Differential Equations (example) not working for implicit solvers (at the example of Rosenbrock23) (#579)
• Precompilation warning: method definition setindex() overwritten (#603)
• UndefVarError: VecJacOperator not defined thrown while working with SteadyStateAdjointProblem (#605)

Merged pull requests:

• Test and fix VectorContinuousCallback (#602) (@frankschae)
• Test for using callbacks within ForwardDiffSensitivity (#606) (@frankschae)
• Document TrackerAdjoints issues with ForwardDiff (#614) (@ChrisRackauckas)
• Direct definition of isinplace in TrackerAdjoint (#615) (@ChrisRackauckas)

v6.78.1

DiffEqSensitivity v6.78.1

Diff since v6.78.0

Merged pull requests:

• Partially revert removal of DiffEqSensitivity from deps (#604) (@DhairyaLGandhi)

v6.78.0

DiffEqSensitivity v6.78.0

Diff since v6.77.0

Closed issues:

• Callbacks with initial values as a matrix (#555)

Merged pull requests:

• Reshape state of BacksolveAdjoint to match shape of forward pass (#565) (@frankschae)
• replaced deprecated functions (#592) (@Abhishek-1Bhatt)
• split callback tests (#600) (@frankschae)
• No arch on GPU (#601) (@ChrisRackauckas)

v6.77.0

DiffEqSensitivity v6.77.0

Diff since v6.76.0

Merged pull requests:

• Fix BacksolveAdjoint() for implicit solvers (#580) (@frankschae)
• NILSS fix to reduce memory allocations and remove initial time step estimate (#593) (@vleon1234)
• add tests from DiffEqFlux (#594) (@ChrisRackauckas)
• Add high level interpretable error messages for parameter compatability (#596) (@ChrisRackauckas)
• GPU test fixes (#597) (@ChrisRackauckas)
• Remove old cruft and reduce dependences (#598) (@ChrisRackauckas)