v1.35.0

DiffEqFlux v1.35.0

Diff since v1.34.1

Closed issues:

• Update Neural SDE documentation (#402)
• Neural DAE tests not included in runtests and outdated (#425)
• Do Multiple Shooting (#481)
• FastDense error on GPU (#501)
• Make docs nicer (#504)
• ODE-LSTMs (#508)
• Is there any difference in neuralODE and ODENet? (#510)
• Error with non-in-place vector ODEs (#512)
• sciml_train summary is gone? (#513)
• Error in the Copy-Paste Code for Optimization of Ordinary Differential Equations (#517)

Merged pull requests:

• Updated sciml_train information. (#500) (@mkg33)
• Do not free memory you do not own. (#503) (@aussetg)
• Do multiple shooting (#505) (@Manas2030)
• Update Flux.md (#506) (@yewalenikhil65)
• Restructure documentation (#507) (@ChrisRackauckas)
• CompatHelper: bump compat for "Flux" to "0.12" (#514) (@github-actions[bot])
• fix typo (#515) (@ArnoStrouwen)
• Disable graph stuff to get tests running again (#516) (@ChrisRackauckas)

v1.34.1

DiffEqFlux v1.34.1

Diff since v1.34.0

Closed issues:

• NeuralODE problem with component arrays not working (#497)
• MethodError: no method matching length(::Nothing) (#498)

Merged pull requests:

• Update index.md (#496) (@pitmonticone)
• fix bounds translation (#499) (@ChrisRackauckas)

v1.34.0

DiffEqFlux v1.34.0

Diff since v1.33.0

Merged pull requests:

• Controlling an SDE (#491) (@frankschae)
• Fix StaticDense docstring (#493) (@ArnoStrouwen)
• GO 1 (#495) (@ChrisRackauckas)

v1.33.0

DiffEqFlux v1.33.0

Diff since v1.32.0

Closed issues:

• FastChain-Compatible Layers without bias term (#480)
• FastChain is not GPU compatible anymore. (#487)
• TensorLayer update (#488)

Merged pull requests:

• Fix TensorLayer initialization (#489) (@ChrisRackauckas)
• updated minibatch example to use Flux call (#490) (@khannay)

v1.32.0

DiffEqFlux v1.32.0

Diff since v1.31.1

Merged pull requests:

• FastChain-Compatible Layers without bias term (#482) (@Aman027)
• Disable coverage statistics (#484) (@ChrisRackauckas)
• Fix GPU CI (#485) (@ChrisRackauckas)

v1.31.1

DiffEqFlux v1.31.1

Diff since v1.31.0

Merged pull requests:

• Update local_minima.md (#479) (@Manas2030)

v1.31.0

DiffEqFlux v1.31.0

Diff since v1.30.0

Merged pull requests:

• [WIP] Extend collocation methods to use DataInterpolations.jl (#380) (@avik-pal)
• Add buildkite pipeline (#474) (@ChrisRackauckas)
• Update pipeline.yml (#475) (@ChrisRackauckas)
• CompatHelper: add new compat entry for "DiffResults" at version "1.0" (#476) (@github-actions[bot])

v1.30.0

DiffEqFlux v1.30.0

Diff since v1.29.0

Closed issues:

• StackOverFlowError in DiffEqFlux tutorial of constraints via Universal DAE (#468)
• Typo in FastChain.md (#470)
• Using Flux Chain neural networks with Flux.train! not working (#472)

Merged pull requests:

• Add neural_stiff_ode_sciml docs (#469) (@YingboMa)
• CompatHelper: bump compat for "Adapt" to "3.0" (#473) (@github-actions[bot])

v1.29.0

DiffEqFlux v1.29.0

Diff since v1.28.0

Closed issues:

• NeuralODE{TensorLayer} has no parameters (#411)

Merged pull requests:

• Non-MM ndae updates (#426) (@ChrisRackauckas)
• special view form for GPUs (#451) (@ChrisRackauckas)
• add another hybrid example (#466) (@ChrisRackauckas)

v1.28.0

DiffEqFlux v1.28.0

Diff since v1.27.1

Closed issues:

• Using EnsembleDistributed() with Sciml_train? (#452)
• ERROR: LoadError: InitError: Could not find a suitable CUDA installation (#453)
• Multiple neural networks tutorial (#459)

Merged pull requests:

• Create tutorial for Bayesian Neural ODE: NUTS. (#455) (@RajDandekar)
• add distributed test (#456) (@ChrisRackauckas)
• Restructure the documentation to have a bunch of subheaders (#457) (@ChrisRackauckas)
• Create follow up tutorial for Bayesian Neural ODE: SGLD. (#458) (@RajDandekar)
• Fix plot image links in bayesian neural ode examples (#460) (@Vaibhavdixit02)
• add multiple nn tutorial (#464) (@ChrisRackauckas)
• add parallelism tutorial (#465) (@ChrisRackauckas)
• CompatHelper: bump compat for "Zygote" to "0.6" (#467) (@github-actions[bot])