Releases | Open Source Science

NeuralPDE v5.20.0

Diff since v5.19.1

Merged pull requests: - Bump major versions (#960) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] 7 months ago

NeuralPDE v5.19.1

Diff since v5.19.0

Merged pull requests: - Fix multioutput PhysicsInformedNN construction (#959) (@nicholaskl97)

- Julia
Published by github-actions[bot] 8 months ago

NeuralPDE v5.19.0

Diff since v5.18.1

Merged pull requests: - SDE PINN solver (#897) (@AstitvaAggarwal) - Add regression tests for [0 ~ 0] and empty boundary conditions (#933) (@Irura-Coder) - Fix up LaTeX math blocks in docs/examples (#934) (@abhro) - CompatHelper: bump compat for ForwardDiff to 1, (keep existing compat) (#935) (@github-actions[bot]) - build(deps): bump crate-ci/typos from 1.30.0 to 1.31.1 (#936) (@dependabot[bot]) - New loss (#937) (@AstitvaAggarwal) - Add TeX backticks to math symbols in integro_diff.md (#939) (@abhro) - Use more reproducible tex rather than rendered formula image in pinns.md (#940) (@abhro) - build(deps): bump crate-ci/typos from 1.31.1 to 1.32.0 (#941) (@dependabot[bot]) - "New loss" tutorial, docstring fixes. (#943) (@AstitvaAggarwal) - CompatHelper: add new compat entry for FastGaussQuadrature at version 1 for package docs, (keep existing compat) (#945) (@github-actions[bot]) - Minor doc changes (#946) (@AstitvaAggarwal) - CompatHelper: bump compat for ModelingToolkit to 10, (keep existing compat) (#947) (@github-actions[bot]) - CompatHelper: bump compat for ModelingToolkit to 10 for package docs, (keep existing compat) (#948) (@github-actions[bot]) - CompatHelper: bump compat for ModelingToolkit to 10 for package docs, (keep existing compat) (#949) (@github-actions[bot]) - build(deps): bump crate-ci/typos from 1.32.0 to 1.33.1 (#954) (@dependabot[bot]) - Adds initial states option to Phi and PhysicsInformedNN (#955) (@nicholaskl97) - build(deps): bump crate-ci/typos from 1.33.1 to 1.34.0 (#957) (@dependabot[bot])

Closed issues: - Cannot solve on GPU when PDESystem has parameters (#913) - Incompatibility with Lux layers that require state to be stored on GPU (#938)

- Julia
Published by github-actions[bot] 8 months ago

NeuralPDE - v5.18.1

NeuralPDE v5.18.1

Diff since v5.18.0

Merged pull requests: - CompatHelper: bump compat for AdvancedHMC to 0.7, (keep existing compat) (#926) (@github-actions[bot]) - CompatHelper: bump compat for AdvancedHMC to 0.7 for package docs, (keep existing compat) (#927) (@github-actions[bot]) - docs: fix pino tutorial (#930) (@sathvikbhagavan)

Closed issues: - NeuralPDE gives a MLDataDevice.UnknownDevice error even though the code is entirely executing on the CPU (#922)

- Julia
Published by github-actions[bot] 12 months ago

NeuralPDE - v5.18.0

NeuralPDE v5.18.0

Diff since v5.17.0

Merged pull requests: - Physics informed neural operator ode (#806) (@KirillZubov) - improved BPINN solvers (#905) (@AstitvaAggarwal) - CompatHelper: bump compat for Functors to 0.5, (keep existing compat) (#907) (@github-actions[bot]) - build(deps): bump crate-ci/typos from 1.26.0 to 1.27.0 (#908) (@dependabot[bot]) - CompatHelper: bump compat for Optimisers to 0.4, (keep existing compat) (#909) (@github-actions[bot]) - Real valued datagen from GridTraining when boundary points are trivial (#910) (@ChrisRackauckas) - build(deps): bump codecov/codecov-action from 4 to 5 (#912) (@dependabot[bot]) - CompatHelper: bump compat for Flux to 0.15 for package docs, (keep existing compat) (#915) (@github-actions[bot]) - build(deps): bump crate-ci/typos from 1.27.0 to 1.28.2 (#916) (@dependabot[bot]) - CompatHelper: bump compat for Flux to 0.16 for package docs, (keep existing compat) (#917) (@github-actions[bot]) - CompatHelper: bump compat for Zygote to 0.7, (keep existing compat) (#918) (@github-actions[bot]) - build(deps): bump crate-ci/typos from 1.28.2 to 1.29.4 (#919) (@dependabot[bot]) - Fix CI (#921) (@sathvikbhagavan) - build(deps): bump crate-ci/typos from 1.29.4 to 1.30.0 (#925) (@dependabot[bot])

Closed issues: - GSoCs Assemble! (#670) - Incorrect adapt usage leads to non-concrete elements (#883) - GridTraining generates complex training sets (#906)

- Julia
Published by github-actions[bot] 12 months ago

NeuralPDE - v5.17.0

NeuralPDE v5.17.0

Diff since v5.16.0

Merged pull requests: - build(deps): bump crate-ci/typos from 1.19.0 to 1.20.4 (#847) (@dependabot[bot]) - build(deps): bump crate-ci/typos from 1.20.4 to 1.20.8 (#848) (@dependabot[bot]) - Docstring typo fixes (#849) (@lanceXwq) - build(deps): bump crate-ci/typos from 1.20.8 to 1.20.9 (#850) (@dependabot[bot]) - build(deps): bump crate-ci/typos from 1.20.9 to 1.20.10 (#851) (@dependabot[bot]) - build(deps): bump crate-ci/typos from 1.20.10 to 1.21.0 (#852) (@dependabot[bot]) - Better BPINN ode Solver (#853) (@AstitvaAggarwal) - CompatHelper: bump compat for OptimizationOptimJL to 0.3 for package docs, (keep existing compat) (#856) (@github-actions[bot]) - CompatHelper: bump compat for SymbolicUtils to 2, (keep existing compat) (#858) (@github-actions[bot]) - build(deps): bump crate-ci/typos from 1.21.0 to 1.22.0 (#859) (@dependabot[bot]) - build(deps): bump crate-ci/typos from 1.22.0 to 1.22.3 (#863) (@dependabot[bot]) - build(deps): bump crate-ci/typos from 1.22.3 to 1.22.7 (#865) (@dependabot[bot]) - build(deps): bump crate-ci/typos from 1.22.7 to 1.22.9 (#868) (@dependabot[bot]) - chore: fix typos (#869) (@sathvikbhagavan) - build: ignore patch versions of typos gha in dependabot (#870) (@sathvikbhagavan) - fix: checking complex type in the parameters of nn (#872) (@sathvikbhagavan) - build(deps): bump crate-ci/typos from 1.22.9 to 1.23.1 (#873) (@dependabot[bot]) - CompatHelper: bump compat for SymbolicUtils to 3, (keep existing compat) (#878) (@github-actions[bot]) - ci: standardize workflows using SciML's reusable workflows (#879) (@thazhemadam) - CompatHelper: bump compat for Symbolics to 6, (keep existing compat) (#880) (@github-actions[bot]) - refactor: trigger build with latest Lux (#882) (@avik-pal) - build(deps): bump crate-ci/typos from 1.23.1 to 1.24.1 (#884) (@dependabot[bot]) - CompatHelper: bump compat for Optimization to 4, (keep existing compat) (#888) (@github-actions[bot]) - CompatHelper: bump compat for Optimization to 4 for package docs, (keep existing compat) (#889) (@github-actions[bot]) - CompatHelper: bump compat for OptimizationOptimisers to 0.3, (keep existing compat) (#890) (@github-actions[bot]) - CompatHelper: bump compat for OptimizationOptimisers to 0.3 for package docs, (keep existing compat) (#891) (@github-actions[bot]) - CompatHelper: bump compat for OptimizationOptimJL to 0.4 for package docs, (keep existing compat) (#892) (@github-actions[bot]) - build(deps): bump crate-ci/typos from 1.24.1 to 1.25.0 (#896) (@dependabot[bot]) - build(deps): bump crate-ci/typos from 1.25.0 to 1.26.0 (#899) (@dependabot[bot]) - refactor: remove NeuralPDELogging in-favor of extension (#901) (@avik-pal) - ci: try taming down CI timings (#903) (@avik-pal) - ci: test with 1, lts and pre versions of julia (#904) (@thazhemadam)

Closed issues: - Iteration should be a Ref{Int}, not a size 1 Vector{Int} (#552) - Tutorial: imposing constraint on PINN solution of Fokker Planck fails (#854) - Error when running Front Page Example Code (#881)

- Julia
Published by github-actions[bot] over 1 year ago

NeuralPDE - v5.16.0

NeuralPDE v5.16.0

Diff since v5.15.0

Merged pull requests: - chore: format the whole repo (#841) (@sathvikbhagavan) - build(deps): bump julia-actions/setup-julia from 1 to 2 (#843) (@dependabot[bot]) - ci: add NNODE, NeuralAdapter, IntegroDiff in GHA from buildkite to have them in Downgrade CI (#845) (@sathvikbhagavan) - Tag the original solution to sol.original and simplify dependencies (#846) (@ChrisRackauckas)

Closed issues: - Neural Adaptor tests set as @test_broken (#513) - Multithreaded test suite (#706) - Add support for equations with complex numbers (#821)

- Julia
Published by github-actions[bot] almost 2 years ago

NeuralPDE - v5.15.0

NeuralPDE v5.15.0

Diff since v5.14.0

Merged pull requests: - build: bump mtk to v9 (#828) (@sathvikbhagavan) - ci: add Downgrade CI (#831) (@sathvikbhagavan) - docs: fix rendering (#832) (@sathvikbhagavan) - refactor: correctly lower quadrature training strategy in NNODE (#836) (@sathvikbhagavan) - feat: allow complex for NNODE (#839) (@sathvikbhagavan)

Closed issues: - Allow batching with QuadratureStrategy in NNODE (#555)

- Julia
Published by github-actions[bot] almost 2 years ago

NeuralPDE - v5.14.0

NeuralPDE v5.14.0

Diff since v5.13.0

Merged pull requests: - docs: update and cleanup tutorials and examples (#815) (@sathvikbhagavan)

Closed issues: - Neural Adapter Documentation Example Not Working (#824)

- Julia
Published by github-actions[bot] almost 2 years ago

NeuralPDE - v5.13.0

NeuralPDE v5.13.0

Diff since v5.12.0

Merged pull requests: - build(deps): bump codecov/codecov-action from 3 to 4 (#800) (@dependabot[bot]) - add Deep Galerkin method (#802) (@ayushinav) - fix: bounds of variables in neural adapter setup (#812) (@sathvikbhagavan) - CompatHelper: bump compat for DomainSets to 0.7, (keep existing compat) (#813) (@github-actions[bot]) - CompatHelper: bump compat for DomainSets to 0.7 for package docs, (keep existing compat) (#814) (@github-actions[bot]) - ci: explicitly specify token for codecov (#819) (@sathvikbhagavan) - refactor: use latest API for IntegralProblem (#822) (@sathvikbhagavan) - build(deps): bump crate-ci/typos from 1.18.2 to 1.19.0 (#823) (@dependabot[bot]) - chore: format docstrings of DGM to make it consistent with others (#825) (@sathvikbhagavan) - reducing test times for DGM (#826) (@ayushinav)

Closed issues: - Deep learning methods for free-boundary PDEs (#19) - Deep Galerkin Method (#220) - DGM Tutorial fails (#827)

- Julia
Published by github-actions[bot] almost 2 years ago

NeuralPDE - v5.12.0

NeuralPDE v5.12.0

Diff since v5.11.0

Merged pull requests: - Bump AdvancedHMC (#804) (@ChrisRackauckas) - build(deps): bump crate-ci/typos from 1.18.0 to 1.18.2 (#805) (@dependabot[bot]) - fix: tstops loss in NNODE (#807) (@sathvikbhagavan) - refactor: loss functions for NNODE (#808) (@sathvikbhagavan) - build: bump Optimization packages and use only latest versions for all (#809) (@sathvikbhagavan)

Closed issues: - NN ODE loss gets squared (#606) - Problem in replicating INVERSE PROBELM tutorial on ODE (#765) - Bump CUDA Compat (#810)

- Julia
Published by github-actions[bot] about 2 years ago

NeuralPDE - v5.11.0

NeuralPDE v5.11.0

Diff since v5.10.0

Merged pull requests: - Bump actions/cache from 3 to 4 (#787) (@dependabot[bot]) - Remove duplicated methods in BPINN as it causes methods overwrite (#788) (@sathvikbhagavan) - Remove Flux Support (#789) (@sathvikbhagavan) - DAE problem (#790) (@KirillZubov) - feat: add Parameter estimation capability in NNODE (#795) (@sathvikbhagavan) - Add QA (#796) (@sathvikbhagavan) - ci: add spell check workflow (#797) (@sathvikbhagavan) - build(deps): bump crate-ci/typos from 1.17.0 to 1.18.0 (#801) (@dependabot[bot])

Closed issues: - Recreate the examples from the BINN paper with NNODE (#640) - Issue with NNStopping Example code (#680) - NeuralPDE v.5.9 stops QuasiMonteCarlo from updating (#748) - Parameter Estimation in NNODE (#766)

- Julia
Published by github-actions[bot] about 2 years ago

NeuralPDE - v5.10.0

NeuralPDE v5.10.0

Diff since v5.9.0

Merged pull requests: - Docs modifications to use QuadratureTraining instead of GridTraining (#729) (@sdesai1287) - Documenter 1.0 upgrade (#739) (@ArnoStrouwen) - changes from final reviews, improved Docs (#741) (@AstitvaAggarwal) - Remove v1.6 from CI (#743) (@ChrisRackauckas) - BPINN PDE solver (#745) (@AstitvaAggarwal) - ci: run Documentation builds on buildkite instead of GHA (#750) (@thazhemadam) - build: make optim version >= 1.7.8 (#753) (@sathvikbhagavan) - ci(buildkite): fix GPU tests not being run on Buildkite (#756) (@thazhemadam) - Refactor/cleanup ode tutorials (#757) (@sathvikbhagavan) - BNNODE bug fix, faster MvNormal pdf definition (#760) (@AstitvaAggarwal) - Fix typo "simultaniously" -> "simultaneously" (#763) (@brollb) - CompatHelper: add new compat entry for Statistics at version 1, (keep existing compat) (#764) (@github-actions[bot]) - Change typeof(x) <: y to x isa y (#767) (@pepijndevos) - Fix ODE tutorial link (#771) (@bowenszhu) - CompatHelper: bump compat for Adapt to 4, (keep existing compat) (#775) (@github-actions[bot]) - version 1.9 to dodge compat bump bandwagon (#776) (@AstitvaAggarwal) - BPINN solver Docs(Manual and tutorial) (#781) (@AstitvaAggarwal) - build: compat bumps to latest versions (#783) (@sathvikbhagavan) - build: remove >= for Optim compat. (#786) (@sathvikbhagavan)

Closed issues: - Migrate functionality to HighDimPDE.jl (#514) - NNODE fails on simple logistic curve (#634) - Bayesian Inference for PDE PINN solver (#712) - fix NUTS kwargs handling and Default ode params vector (#737) - BNNODE dosent support Lux chains Initparams, supporting fix for PR #749 (#759) - Documentation for BayesianPINN and ahmcbayesianpinn_pde (#779) - Encountering Precompilation Error Messages When Adding NeuralPDE Package in Julia (#780)

- Julia
Published by github-actions[bot] about 2 years ago

NeuralPDE - v5.9.0

NeuralPDE v5.9.0

Diff since v5.8.0

Merged pull requests: - [WIP] Bayesian PINN solver for ODE (#692) (@AstitvaAggarwal) - Fix ODEs system and add test (#714) (@KirillZubov) - CompatHelper: add new compat entry for Functors at version 0.4, (keep existing compat) (#715) (@github-actions[bot]) - CompatHelper: add new compat entry for MCMCChains at version 6, (keep existing compat) (#716) (@github-actions[bot]) - CompatHelper: add new compat entry for LogDensityProblems at version 2, (keep existing compat) (#717) (@github-actions[bot]) - CompatHelper: add new compat entry for AdvancedHMC at version 0.5, (keep existing compat) (#718) (@github-actions[bot]) - Incorporating given points into training (#723) (@sdesai1287) - [WIP] API for BNNODE (#724) (@AstitvaAggarwal) - CompatHelper: bump compat for Optimisers to 0.3, (keep existing compat) (#726) (@github-actions[bot]) - Rename samples field of WeightedIntervalTraining to points and clean tstops_loss logic (#727) (@sathvikbhagavan) - Bump actions/checkout from 3 to 4 (#730) (@dependabot[bot]) - CompatHelper: bump compat for ComponentArrays to 0.15, (keep existing compat) (#732) (@github-actions[bot]) - CompatHelper: add new compat entry for MonteCarloMeasurements at version 1, (keep existing compat) (#736) (@github-actions[bot]) - CompatHelper: bump compat for SciMLBase to 2, (keep existing compat) (#738) (@github-actions[bot])

Closed issues: - Have a training strategy for PreDefined Points (#644) - Bayesian Inference for NNODE (#682) - Type issue in Julia v1.9 (#696) - Adaptive reweighting or modify neural network to solve complex system. (#708) - Issued with sin and cos function after update version of NeuralPDE (#710) - API for BNNODE. (#719) - one-dimensional heat equation (#720)

- Julia
Published by github-actions[bot] over 2 years ago

NeuralPDE - v5.8.0

NeuralPDE v5.8.0

Diff since v5.7.0

Closed issues: - Parameters estimation using NeuralPDE.jl is not working for PDEs (#681) - Demo not running (#690) - Parameters estimation using NeuralPDE.jl is not working for PDEs (#694) - Failed to precompile NeuralPDE (#698) - Precompilation warning (#709)

Merged pull requests: - CompatHelper: bump compat for ComponentArrays to 0.14, (keep existing compat) (#699) (@github-actions[bot]) - CompatHelper: bump compat for Flux to 0.14, (keep existing compat) (#700) (@github-actions[bot]) - CompatHelper: bump compat for Flux to 0.14 for package docs, (keep existing compat) (#701) (@github-actions[bot]) - CompatHelper: bump compat for Lux to 0.5, (keep existing compat) (#704) (@github-actions[bot]) - CompatHelper: bump compat for Lux to 0.5 for package docs, (keep existing compat) (#705) (@github-actions[bot])

- Julia
Published by github-actions[bot] over 2 years ago

NeuralPDE - v5.7.0

NeuralPDE v5.7.0

Diff since v5.6.1

Closed issues: - Push nnode further (#46) - Treating states properly, second encounter (#605)

Merged pull requests: - Explored some new training strategies for large neural networks. (#635) (@sdesai1287) - added additional loss against data for NNODE (#666) (@AstitvaAggarwal) - Try domainsets v0.6 (#675) (@ChrisRackauckas) - Test new DiffEqBase (#676) (@ChrisRackauckas) - fix formatting (#677) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] almost 3 years ago

NeuralPDE - v5.6.1

NeuralPDE v5.6.1

Diff since v5.6.0

Merged pull requests: - update Symbolics and SymbolicUtils (#663) (@xtalax) - Relax the IDE test for v1.6 (#671) (@ChrisRackauckas) - test against PDESysLibrary (#674) (@xtalax)

- Julia
Published by github-actions[bot] almost 3 years ago

NeuralPDE - v5.6.0

NeuralPDE v5.6.0

Diff since v5.5.0

Closed issues: - @nograd not defined (#661) - Typo on the page example (#664)

Merged pull requests: - Update README.md (#667) (@naceurCRAAG) - Test master (#668) (@ChrisRackauckas) - Update ks.md (#669) (@JunaidAkhter)

- Julia
Published by github-actions[bot] almost 3 years ago

NeuralPDE - v5.5.0

NeuralPDE v5.5.0

Diff since v5.4.0

Closed issues: - PDESystemLibrary.jl a comprehensive resource for discretizer packages. (#638) - Additional loss is not logged (#649) - NeuralPDE fail to compile (#660)

Merged pull requests: - ComponentArray ERROR in Lux (#646) (@Xinyu-Li-1997) - Log additional loss (#650) (@de-souza) - ComponentArray ERROR in Lux (2) (#651) (@de-souza) - Update pdesystem.md (#652) (@AstitvaAggarwal) - Describe Flux vs Lux (#653) (@ChrisRackauckas) - enable dependabot for GitHub actions (#655) (@ranocha) - Bump actions/cache from 1 to 3 (#656) (@dependabot[bot]) - Bump actions/checkout from 1 to 3 (#657) (@dependabot[bot]) - Depwarn (#658) (@ChrisRackauckas) - rebase (#662) (@xtalax)

- Julia
Published by github-actions[bot] almost 3 years ago

NeuralPDE - v5.4.0

NeuralPDE v5.4.0

Diff since v5.3.0

Closed issues: - CUDA: NAN (#466) - QuasiRandomTraining(samplingalg = SobolSample()) is not working correctly (#609) - Using NeuralPDE with Boundary Conditions on the GPU (#612) - ERROR: Optimization algorithm not found. (#618) - Lots of warnings on example (#619) - ERROR: LoadError: UndefVarError: SciMLProblem not defined (#620) - Higher approximation order `numericderivative` (#641)

Merged pull requests: - Correct sampling (#610) (@YichengDWu) - canonize docs (#613) (@ArnoStrouwen) - [skip ci] badges (#615) (@ArnoStrouwen) - reproducible docs (#616) (@ArnoStrouwen) - [skip ci] doc compat (#617) (@ArnoStrouwen) - lib cov (#621) (@ArnoStrouwen) - Use the parameterless type for doing adapting (#632) (@ChrisRackauckas) - [skip ci] LanguageTool (#637) (@ArnoStrouwen) - format markdown (#639) (@ArnoStrouwen) - update to ArrayInterface v7 (#645) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] about 3 years ago

NeuralPDE - v5.3.0

NeuralPDE v5.3.0

Diff since v5.2.0

Closed issues: - How to using additional_loss input 3D data. (#589) - How to use GPU to [chain1,chian2]? (#594) - ERROR: MethodError: no method matching NeuralPDE.Phi (#595) - Poisson Example not working on Julia 1.8 (#602) - The implementation of finite differences throws away its advantage over AD (#607)

Merged pull requests: - unify docs (#590) (@ArnoStrouwen) - [skip ci] badges (#596) (@ArnoStrouwen) - doc cov (#597) (@ArnoStrouwen) - MassInstallAction: Install the Invalidations workflow on this repository (#601) (@devmotion) - Adapt states to GPU correctly (#604) (@YichengDWu) - Use different step sizes for different orders of derivatives (#608) (@YichengDWu)

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v5.2.0

NeuralPDE v5.2.0

Diff since v5.1.1

Closed issues: - Upstreaming ComponentArrays overloads for Adapt required for GPU (#584) - How to use real data？ (#588)

Merged pull requests: - Remove ComponentArrays overloads (#587) (@MilkshakeForReal)

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v5.1.1

NeuralPDE v5.1.1

Diff since v5.1.0

Closed issues: - Training on GPU with Lux (#579)

Merged pull requests: - Don't initialize parameters twice (#586) (@MilkshakeForReal)

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v5.1.0

NeuralPDE v5.1.0

Diff since v5.0.0

Closed issues: - Error in a simple free surface problem (#484) - Coupled boundary conditions for systems of PDE (#577)

Merged pull requests: - fix typo (#570) (@MilkshakeForReal) - Fix another typo (#571) (@MilkshakeForReal) - fix grid strategy with PDE systems (#578) (@KirillZubov) - Lux on GPU (#583) (@MilkshakeForReal)

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v5.0.0

NeuralPDE v5.0.0

Diff since v4.11.0

Closed issues: - Pricing options using NeuralNetDiffEq (#68) - third derivative (#129) - periodic boundary conditions (#134) - Example 7 of PINN: Kuramoto–Sivashinsky equation (#138) - Support automatic differentiation of the NN inside the loss function? (#150) - Automatic weighting between equations (#155) - support ConstrainedEquation for PINNs (#176) - Handle Models with Intermediate Expressions (#178) - Using a loop algorithm instead of recursive for calculating the derivative (#193) - Support TensorBoardLogger.jl or something like this. (#194) - Nonlinear second-order boundary value problems (#203) - Flux NNs shouldn't have to destructure/restructure (#214) - 2D inhomogeneous biharmonic equation (#218) - Upgrade to MTK5: errors and omissions in PINN examples (#248) - Full Kolmogorov PDE Solver documentation (#258) - DeepONets (#268) - Adaptive loss reweighting for PINNs (#276) - Imposing positive definiteness of the Hessian (#280) - IfElse.ifelse fail broadcasting (#299) - Cannot import ModelingToolkit: Interval, infimum, supremum (#319) - GPU Low-level api example (#342) - Reduce precompile time (#368) - retrieving PINN result (#376) - Support derivative for @register function (#398) - Test on a simple integrodifferential PDE (#406) - System of PDEs with CUDA? (#410) - Issue MethodError (#417) - Why the default derivative method is a numerical derivative? (#427) - Models with integrals over an infinite interval have loss = NaN or loss = Inf (#435) - How to run get_phi(chain) (#437) - IDE system fails with GPU (#443) - Kuramoto–Sivashinsky equation (#445) - Should we default to domain decomposition? (#451) - How many boundary points and internal points？ (#453) - An thinking of increasing speed using Adaptive-Activation-Functions (#457) - Systems of PDE using GPU (#460) - How to use GPU? (#462) - How many network models when solve the system of eqs? (#467) - Wave equation tutorial does not work (#478) - AbstractAdaptiveLoss (#489) - Specify loss function directly for NeuralPDE? (#496) - Example on PDE System to be updated (#502) - error at precompiling of the version 4.10 (#522) - NNPDEHan details: u0 and BatchNorm (#525) - Example from documentation errors (#526) - Potential gradient issues with Flux chains when changing parameter type (#533) - Clean up the nomenclature and document PINNLossFunctions (#549)

Merged pull requests: - link from docs to repo (#524) (@ranocha) - Update docs for Optimization.jl (#527) (@ChrisRackauckas) - Simplify sin(pi) = 0 in poisson example (#530) (@albheim) - enable a few doctests (#532) (@ChrisRackauckas) - Simplify a bunch of things (#534) (@ChrisRackauckas) - removed stuff related to DeepBSDE solvers, including doc (#535) (@vboussange) - Major dependency and test clean up (#538) (@ChrisRackauckas) - Overhaul NNODE (#539) (@ChrisRackauckas) - clean up some NNODE and training strategies docs (#541) (@ChrisRackauckas) - format SciML Style (#542) (@ChrisRackauckas) - Fix NNODE doc tutorial (#543) (@ChrisRackauckas) - Refactor internals so debugging is not sensitive to the internals (#544) (@ChrisRackauckas) - Simplify all of symbolic discretize into just symbolic discretize (#545) (@ChrisRackauckas) - Finish marking PINN examples as doctests (#546) (@ChrisRackauckas) - Refactor training strategy handling (#547) (@ChrisRackauckas) - Better RNG seed? (#548) (@ChrisRackauckas) - Generalize the adaptive loss interface (#553) (@ChrisRackauckas) - batching in NNODE (#554) (@ChrisRackauckas) - Specialize higher order derivatives (#558) (@ChrisRackauckas) - Restructure the documentation (#560) (@ChrisRackauckas) - Update Zygote.ignore to ChainRulesCore.ignore_derivatives (#562) (@ChrisRackauckas) - CompatHelper: add new compat entry for ChainRulesCore at version 1, (keep existing compat) (#564) (@github-actions[bot]) - FastChain -> Lux (#565) (@ChrisRackauckas) - Use dependent variable naming in the indexing (#567) (@ChrisRackauckas) - improve a bunch of docstrings (#568) (@ChrisRackauckas) - CompatHelper: add new compat entry for ComponentArrays at version 0.12, (keep existing compat) (#569) (@github-actions[bot])

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v4.11.0

NeuralPDE v4.11.0

Diff since v4.10.1

Merged pull requests: - Update for Optimization.jl (#523) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v4.10.1

NeuralPDE v4.10.1

Diff since v4.10.0

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v4.10.0

NeuralPDE v4.10.0

Diff since v4.9.0

Merged pull requests: - Fix test imports (#519) (@ChrisRackauckas) - CompatHelper: bump compat for DocStringExtensions to 0.9, (keep existing compat) (#520) (@github-actions[bot]) - Update for Quadrature -> Integral change (#521) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] over 3 years ago

NeuralPDE - v4.9.0

NeuralPDE v4.9.0

Diff since v4.8.0

Closed issues: - Dummy variable and upper limit of integral should be swapped (#517)

Merged pull requests: - CompatHelper: bump compat for ArrayInterface to 6, (keep existing compat) (#516) (@github-actions[bot]) - Fix variables in 1-dimensional IDE example (#518) (@elisno)

- Julia
Published by github-actions[bot] almost 4 years ago

NeuralPDE - v4.8.0

NeuralPDE v4.8.0

Diff since v4.7.0

Merged pull requests: - CompatHelper: bump compat for Quadrature to 2, (keep existing compat) (#515) (@github-actions[bot])

- Julia
Published by github-actions[bot] almost 4 years ago

NeuralPDE - v4.7.0

NeuralPDE v4.7.0

Diff since v4.6.0

Closed issues: - Register NeuralPDELogging (#503) - ERROR: syntax: extra token "can" after end of expression (#509)

Merged pull requests: - Minor typos in API Documentation (#505) (@Saransh-cpp) - Test GalacticOptim 3 (#511) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] almost 4 years ago

NeuralPDE - v4.6.0

NeuralPDE v4.6.0

Diff since v4.5.1

Merged pull requests: - Adaptive loss merge take two (#482) (@zoemcc)

- Julia
Published by github-actions[bot] almost 4 years ago

NeuralPDE - v4.5.1

NeuralPDE v4.5.1

Diff since v4.5.0

Merged pull requests: - Improve one test for downstream (#494) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] almost 4 years ago

NeuralPDE - v4.5.0

NeuralPDE v4.5.0

Diff since v4.4.0

Closed issues: - Fourier neural operators (#309) - Problematic Example: Solving a 100-Dimensional Hamilton-Jacobi-Bellman Equation (#474) - My errors in some examples (#483)

Merged pull requests: - TerminalPDEProblem REPL error (#476) (@KirillZubov) - fix wave eq. example (#477) (@ranocha) - Update damped wave docs (#480) (@KirillZubov) - Fix debugging docs (#491) (@de-souza) - CompatHelper: bump compat for ArrayInterface to 5, (keep existing compat) (#492) (@github-actions[bot])

- Julia
Published by github-actions[bot] almost 4 years ago

NeuralPDE - v4.4.0

NeuralPDE v4.4.0

Diff since v4.3.0

Closed issues: - DistributionsAD dependency problem (#473)

Merged pull requests: - CompatHelper: bump compat for ArrayInterface to 4, (keep existing compat) (#475) (@github-actions[bot])

- Julia
Published by github-actions[bot] about 4 years ago

NeuralPDE - v4.3.0

NeuralPDE v4.3.0

Diff since v4.2.0

Closed issues: - what active fuction? (#465)

Merged pull requests: - Support Inf Integrals (round 2) (#444) (@killah-t-cell) - CompatHelper: bump compat for SymbolicUtils to 0.19, (keep existing compat) (#464) (@github-actions[bot])

- Julia
Published by github-actions[bot] about 4 years ago

NeuralPDE - v4.2.0

NeuralPDE v4.2.0

Diff since v4.1.0

Closed issues: - How to use GPU (#449) - how to set bound [-8,8][-8,8]? (#450) - Error on recompiling (#454) - CUDA: NAN (#463)

Merged pull requests: - Formula modification (#455) (@NeuralPDE) - CompatHelper: bump compat for SymbolicUtils to 0.19, (keep existing compat) (#458) (@github-actions[bot]) - CompatHelper: bump compat for ModelingToolkit to 8, (keep existing compat) (#461) (@github-actions[bot])

- Julia
Published by github-actions[bot] about 4 years ago

NeuralPDE - v4.1.0

NeuralPDE v4.1.0

Diff since v4.0.1

Closed issues: - Neural adapter test is broken (#412) - First IDE test failed (#418) - NNPDENS and NNPDEHan tests are still failing (#420) - How to get the mathematical expression of Neural Network. (#439) - KeyError: key Differential(y) not found (#447)

Merged pull requests: - Support for compound integrals (#409) (@killah-t-cell) - Fix first IDE test (#429) (@KirillZubov) - Improve integratingdepvars so it works more generally (#431) (@killah-t-cell) - CompatHelper: bump compat for ModelingToolkit to 7, (keep existing compat) (#433) (@github-actions[bot]) - add parameterlesstypeθ to getphi doc (#438) (@killah-t-cell) - CI for LTS (#448) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] about 4 years ago

NeuralPDE - v4.0.1

NeuralPDE v4.0.1

Diff since v4.0.0

Closed issues: - Issue with 1D wave equation example (#327) - Neural adapter (#333) - Specifying a PhysicsInformedNN with variables in different dimensions (#339) - Can't integrate in infinite intervals (#386) - Error regarding complex function in boundary condition (MethodError: no method matching decompose(::Num)) (#387) - Support solving equations in a mesh (#389) - Broadcast integral calculation and increase performance (#390) - Error using buildlossfunction and PDESystem when reproducing code (#394) - Update Zygote to last version (#397) - Example of integro-differential equation does not work (#403) - System of PDEs with CUDA? (#410) - NNPDENS tests are failing (#411) - Plotting a 6 dimensional problem as two 3 dimensional graphs? (#413) - Problem when running example in the Official Documentation due to HCubatureJL (#414) - Got "MethodError: no method matching PDESystem" after following copy pastable code from https://neuralpde.sciml.ai/dev/pinn/poisson/ (#416)

Merged pull requests: - Split IDE tests (#391) (@KirillZubov) - Add heterogeneous test (#392) (@KirillZubov) - Increase integral performance with map (#393) (@killah-t-cell) - Added syntax highlighting for citation entry in README (#395) (@paniash) - update low_level.md (#396) (@KirillZubov) - CompatHelper: bump compat for SymbolicUtils to 0.16, (keep existing compat) (#402) (@github-actions[bot]) - fix IDE doc (#404) (@killah-t-cell) - Update neural adapter tests with heterogeneous inputs (#405) (@KirillZubov) - Forward tests (#408) (@KirillZubov)

- Julia
Published by github-actions[bot] over 4 years ago

NeuralPDE - v4.0.0

NeuralPDE v4.0.0

Diff since v3.15.0

Closed issues: - Error in the parser for multiplication between differentials (#234) - Question about Fokker-Planck example (Integral constraint) (#279) - ModelingToolkit @register function not defined (#353) - Trouble modelling wave equations (#356) - NeuralPDE.jl HJB example not working (#378)

Merged pull requests: - Add Integro Differential Equations Support (#330) (@ashutosh-b-b) - Neural adapter (#336) (@KirillZubov) - LaTeXify equations in Docs/PINN Tutorials (#352) (@navidcy) - fix additionalloss (#362) (@KirillZubov) - Update optimalstopping_american.md images and equations (#363) (@Vaibhavdixit02) - CompatHelper: bump compat for "ModelingToolkit" to "6" (#365) (@github-actions[bot]) - ModelingToolkit" to "6" update (#366) (@KirillZubov) - Improve damped wave results in docs (#367) (@killah-t-cell) - Approximation function tests and update Fokker-Planck (#370) (@KirillZubov) - Add required name in PDESystem (#371) (@ChrisRackauckas) - CompatHelper: bump compat for "ModelingToolkit" to "6" (#373) (@github-actions[bot]) - [WIP] ZDM / GB heterogeneous input (#374) (@killah-t-cell) - Update 2D gpu example (#377) (@KirillZubov) - CompatHelper: add new compat entry for SymbolicUtils at version 0.13, (keep existing compat) (#379) (@github-actions[bot]) - CompatHelper: add new compat entry for Symbolics at version 3, (keep existing compat) (#380) (@github-actions[bot]) - CompatHelper: add new compat entry for DomainSets at version 0.5, (keep existing compat) (#381) (@github-actions[bot]) - Update IDE docs (#382) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] over 4 years ago

NeuralPDE - v3.15.0

NeuralPDE v3.15.0

Diff since v3.14.0

Closed issues: - Extract num of points for quadrature.jl methods (#322) - Examples with system of PDE (#332) - Broadcast piracy (#337) - LoadError: type GridTraining has no field points (#340) - Method Error: no method matching eps(::Type{Union{Nothing, Float32}}) (#346)

Merged pull requests: - Update system.md (#335) (@killah-t-cell) - fix broadcast piracy (#338) (@KirillZubov) - More examples of systems of PDEs #332 (#341) (@killah-t-cell) - Flux v0.12.5 -> v0.12.4 (#345) (@KirillZubov) - Added damped wave example #327 (#347) (@killah-t-cell) - Fixed 1D damped wave example (#348) (@killah-t-cell) - Bump Flux (#351) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] over 4 years ago

NeuralPDE - v3.14.0

NeuralPDE v3.14.0

Diff since v3.13.0

Closed issues: - "Systems of PDEs" example in documentation does give the anticipated results (#302) - The loss function for each equation (#320) - kwarg isFloat32 (#323) - kwarg isGPU (#324)

Merged pull requests: - The loss function for each equation (#321) (@KirillZubov) - Extract num of points for quadrature.jl methods (#326) (@KirillZubov) - Default quasi-random to Latin Hypercubes (#328) (@ChrisRackauckas) - Fix PDAE system example and derivative neural network approximation (#329) (@KirillZubov) - CompatHelper: bump compat for "GalacticOptim" to "2" (#334) (@github-actions[bot])

- Julia
Published by github-actions[bot] over 4 years ago

NeuralPDE - v3.13.0

NeuralPDE v3.13.0

Diff since v3.12.0

- Julia
Published by github-actions[bot] over 4 years ago

NeuralPDE - v3.12.0

NeuralPDE v3.12.0

Diff since v3.11.1

Closed issues: - QuasiRandomTraining, every training step take a new quasirandom sample (#288) - Allow number of boundary points to be chosen by the user by a keyword argument (#296) - Stable and Dev version of Doc (#315)

Merged pull requests: - Allow number of boundary points (#316) (@KirillZubov) - update ModelingToolkit v5.18.0 (#317) (@KirillZubov) - GPU fix (#318) (@KirillZubov)

- Julia
Published by github-actions[bot] over 4 years ago

NeuralPDE - v3.11.1

NeuralPDE v3.11.1

Diff since v3.11.0

Closed issues: - Use FiniteDiffereneces.jl for the nested finite differencing (#215) - Example seems to have a missing Quadrature subclass (#308) - Possibility to define vector parameters with @parameters (#311)

Merged pull requests: - QuasiRandomTraining, on every training iteration, it is generated a new quasirandom sample (#314) (@KirillZubov)

- Julia
Published by github-actions[bot] over 4 years ago

NeuralPDE - v3.11.0

NeuralPDE v3.11.0

Diff since v3.10.1

Closed issues: - Why is phi([x,y],res.minimizer) an array? (#232) - Systems of one equation (#294) - How to specify parameters that depend on geometry in the PDE? (#301) - Error when trying to solve Poisson's equation with custom boundary conditions and layered dielectrics. (#303) - Demo failure (#305) - Bug in "1-D Burgers' Equation With Low-Level API" tutorial (#313)

Merged pull requests: - CompatHelper: bump compat for "CUDA" to "3.0" (#293) (@github-actions[bot]) - Systems of one equation (#295) (@KirillZubov) - defaults should be a keyword argument (#297) (@YingboMa) - CompatHelper: bump compat for "Distributions" to "0.25" (#304) (@github-actions[bot]) - Demo failure (#306) (@KirillZubov) - Update Systems of PDEs docs (#307) (@KirillZubov) - Fix typo StochasticTraining (#310) (@KirillZubov) - Update 2D.md (#312) (@akashkgarg)

- Julia
Published by github-actions[bot] almost 5 years ago

NeuralPDE - v3.10.1

NeuralPDE v3.10.1

Diff since v3.10.0

Merged pull requests: - Extend symbolic_discretize from SciMLBase (#281) (@ChrisRackauckas) - Fix adapt (#290) (@KirillZubov)

- Julia
Published by github-actions[bot] almost 5 years ago

NeuralPDE - v3.10.0

NeuralPDE v3.10.0

Diff since v3.9.0

Closed issues: - Deep learning for symbolic mathematics (#44) - question about pinn solver (#283)

Merged pull requests: - CompatHelper: bump compat for "Flux" to "0.12" (#282) (@github-actions[bot])

- Julia
Published by github-actions[bot] almost 5 years ago

NeuralPDE - v3.9.0

NeuralPDE v3.9.0

Diff since v3.8.2

Closed issues: - Bug in PINN param_estim.md (#271) - Bug in example file (#275)

Merged pull requests: - readme docstring (#269) (@anandijain) - CompatHelper: add new compat entry for "DocStringExtensions" at version "0.8" (#270) (@github-actions[bot]) - update param estim (#272) (@KirillZubov) - Docs estim params (#273) (@KirillZubov) - Update readme.md (#278) (@KirillZubov)

- Julia
Published by github-actions[bot] almost 5 years ago

NeuralPDE - v3.8.2

NeuralPDE v3.8.2

Diff since v3.8.1

Merged pull requests: - Vectorize Quadrature strategy (#259) (@KirillZubov) - MTK v 5.13.4 (#265) (@KirillZubov) - [WIP] Documentation for Full Kolmogorov PDE solver (#266) (@ashutosh-b-b)

- Julia
Published by github-actions[bot] almost 5 years ago

NeuralPDE - v3.8.1

NeuralPDE v3.8.1

Diff since v3.8.0

Closed issues: - PINNs solver applied to existing problem tests (#112) - Matrix PDEs (#131) - Parameters identification (#148) - Method for calculating the full Kolmogorov PDE solution (#184) - SBINNs: Systems Biology INN -- PINNs for ODEs (#239) - Give the MTK5 treatment to all the other problems in NeuralPDE (#249) - Docs: Tutorial misleading naming (#257)

Merged pull requests: - Full Kolmogorov PDE solution solver (#202) (@ashutosh-b-b) - Vectorize PINNs and fast GPU (#253) (@KirillZubov) - Tracking parameters in PINNs (#256) (@ashutosh-b-b) - Remove starter BFGS in Fokker-Plank test? (#260) (@ChrisRackauckas) - CompatHelper: add new compat entry for "ArrayInterface" at version "3.1" (#261) (@github-actions[bot]) - CompatHelper: add new compat entry for "ModelingToolkit" at version "5.13" (#262) (@github-actions[bot]) - Docs: Tutorial misleading naming (#263) (@KirillZubov)

- Julia
Published by github-actions[bot] almost 5 years ago

NeuralPDE - v3.8.0

NeuralPDE v3.8.0

Diff since v3.7.1

Merged pull requests: - GO 1 (#255) (@ChrisRackauckas)

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.7.1

NeuralPDE v3.7.1

Diff since v3.7.0

Closed issues: - Problem with First Example (#251)

Merged pull requests: - update docs (#250) (@KirillZubov) - fix use of :_derivative hack (#252) (@shashi)

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.7.0

NeuralPDE v3.7.0

Diff since v3.6.0

Closed issues: - Function to pass training parameters to the next solver (#192)

Merged pull requests: - Function to pass training parameters to the next solver (#244) (@KirillZubov) - fix PhysicsInformedNN (#246) (@KirillZubov) - CompatHelper: add new compat entry for "IfElse" at version "0.1" (#247) (@github-actions[bot])

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.6.0

NeuralPDE v3.6.0

Diff since v3.5.0

Closed issues: - Error in latest update_doc examples (#235) - Update to MTK5: some problem with the new Differential syntax (#245)

Merged pull requests: - fix GPU tests (#228) (@KirillZubov) - MTK 5 (#238) (@YingboMa) - Replace gpu tests (#240) (@KirillZubov) - fix normalizing coefficient (#241) (@KirillZubov) - Update docs MTK v5 (#242) (@KirillZubov) - Update quadrature strategy (#243) (@KirillZubov)

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.5.0

NeuralPDE v3.5.0

Diff since v3.4.0

Closed issues: - GPU training does not work with at least Flux optimizers (#141) - Improving derivatives parser (#149) - Grid training: argument issues (#211) - stochastic training: argument issues (#212) - InexactError with StochasticTraining (#230)

Merged pull requests: - [WIP] GPU pinns (#183) (@KirillZubov) - Improving derivatives parser (#204) (@KirillZubov) - Update the PINN manual (#213) (@ChrisRackauckas) - Grid training: argument issues (#223) (@KirillZubov) - Stochastic training:argument issues (#224) (@KirillZubov) - QuasiRandom and Quadratute training: argument issues (#225) (@KirillZubov) - add buildkite pipeline (#226) (@ChrisRackauckas) - Update pipeline.yml (#227) (@ChrisRackauckas) - update doc (#229) (@KirillZubov) - fix StochasticTraining (#231) (@KirillZubov) - [WIP] update documentation (#233) (@KirillZubov)

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.4.0

NeuralPDE v3.4.0

Diff since v3.3.0

Closed issues: - "Could not find cudnn" on Win 10 (#221)

Merged pull requests: - CompatHelper: bump compat for "Adapt" to "3.0" (#222) (@github-actions[bot])

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.3.0

NeuralPDE v3.3.0

Diff since v3.2.0

Closed issues: - Getting Example 1 to work (#216)

Merged pull requests: - fixed some problems in 2D poisson equation (#210) (@TeAmP0is0N) - CompatHelper: bump compat for "Reexport" to "1.0" (#217) (@github-actions[bot]) - CompatHelper: bump compat for "RuntimeGeneratedFunctions" to "0.5" (#219) (@github-actions[bot])

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.2.0

NeuralPDE v3.2.0

Diff since v3.1.0

Merged pull requests: - CompatHelper: bump compat for "Zygote" to "0.6" (#208) (@github-actions[bot])

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.1.0

NeuralPDE v3.1.0

Diff since v3.0.0

Closed issues: - Support non-uniform dimensionality in dependent variables (#171) - no method matching GridTraining(; dx=0.1) && MethodError: no method matching StochasticTraining(; numberofpoints=20) (#195) - Collocation points, Initial points, Boundary points, and the activation function (#197) - Plot Error: (#198)

Merged pull requests: - Support non-uniform dimensionality in dependent variables (#186) (@KirillZubov) - Fix docs, comment, and some cleaning the code (#199) (@KirillZubov) - Fix the Example 2:changed places t,x (#200) (@KirillZubov)

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v3.0.0

NeuralPDE v3.0.0

Diff since v2.7.0

Closed issues: - Investigate physics-informed neural network (PINN) training strategies (#71) - Error in NNRODE test routine (#123) - README.md link to stable documentation not working (#139) - Symbolic Discretization version (#180) - Approximate a given function (#182)

Merged pull requests: - Quadrature training strategy (#151) (@KirillZubov) - MassInstallAction: Install the GitHubActionsCI workflow on this repository (#185) (@christopher-dG) - move RuntimeGeneratedFunctions.init(@MODULE) in the top (#187) (@KirillZubov) - Symbolic Discretization Version (#188) (@KirillZubov) - Quasi random training (#189) (@KirillZubov) - Fix Poisson example in README (#190) (@vavrines)

- Julia
Published by github-actions[bot] about 5 years ago

NeuralPDE - v2.7.0

NeuralPDE v2.7.0

Diff since v2.6.0

Closed issues: - Document / cleanup special theta (θ) parameter. (#172) - Tutorial not working (#181)

Merged pull requests: - Remove θ (#174) (@KirillZubov)