1bcb2dfaeSJed Brown# Changes/Release Notes 2bcb2dfaeSJed Brown 3f374d6a3SJeremy L ThompsonOn this page we provide a summary of the main API changes, new features and examples for each release of libCEED. 4bcb2dfaeSJed Brown 5bcb2dfaeSJed Brown(main)= 6bcb2dfaeSJed Brown 7bcb2dfaeSJed Brown## Current `main` branch 8bcb2dfaeSJed Brown 97e7773b5SJeremy L Thompson### Interface changes 107e7773b5SJeremy L Thompson 11ea6b5821SJeremy L Thompson- Added {c:func}`CeedOperatorSetName` for more readable {c:func}`CeedOperatorView` output. 12f113e5dcSJeremy L Thompson- Added {c:func}`CeedBasisCreateProjection` to facilitate interpolation between nodes for separate `CeedBases`. 13ea6b5821SJeremy L Thompson 140f58c348SJeremy L Thompson### New features 156cccb8e4SJeremy L Thompson 160f58c348SJeremy L Thompson- Update `/cpu/self/memcheck/*` backends to help verify `CeedQFunctionContext` data sizes provided by user. 170f58c348SJeremy L Thompson 1844d7a66cSJeremy L Thompson### Bugfix 1944d7a66cSJeremy L Thompson 20f113e5dcSJeremy L Thompson- Fix bug in setting device id for GPU backends. 2144d7a66cSJeremy L Thompson- Fix storing of indices for `CeedElemRestriction` on the host with GPU backends. 227b63f5c6SJed Brown- Fix `CeedElemRestriction` sizing for {c:func}`CeedOperatorAssemblePointBlockDiagonal`. 236cccb8e4SJeremy L Thompson- Fix bugs in CPU implementation of {c:func}`CeedOperatorLinearAssemble` when there are different number of active input modes and active output modes. 246cccb8e4SJeremy L Thompson 25e0e35436SJeremy L Thompson### Examples 26e0e35436SJeremy L Thompson 27*10a41f97SJeremy L Thompson- Added various performance enhancements for {ref}`example-petsc-navier-stokes`. 28*10a41f97SJeremy L Thompson- Refactored {ref}`example-petsc-navier-stokes` to improve code reuse. 29*10a41f97SJeremy L Thompson- Added Shock Tube, Channel, and Flat Plate boundary layer problems to {ref}`example-petsc-navier-stokes`. 30e0e35436SJeremy L Thompson 31f374d6a3SJeremy L Thompson(v0-10-1)= 32f374d6a3SJeremy L Thompson 33f374d6a3SJeremy L Thompson## v0.10.1 (Apr 11, 2022) 34f374d6a3SJeremy L Thompson 35f374d6a3SJeremy L Thompson### Interface changes 36f374d6a3SJeremy L Thompson 376e15d496SJeremy L Thompson- Added {c:func}`CeedQFunctionSetUserFlopsEstimate` and {c:func}`CeedOperatorGetFlopsEstimate` to facilitate estimating FLOPs in operator application. 386e15d496SJeremy L Thompson 395766aa57SJeremy L Thompson### Bugfix 405766aa57SJeremy L Thompson 415766aa57SJeremy L Thompson- Install JiT source files in install directory to fix GPU functionality for installed libCEED. 425766aa57SJeremy L Thompson 43667e613fSJeremy L Thompson(v0-10)= 44667e613fSJeremy L Thompson 453ed90579SJeremy L Thompson## v0.10 (Mar 21, 2022) 46667e613fSJeremy L Thompson 47667e613fSJeremy L Thompson### Interface changes 48667e613fSJeremy L Thompson 497e7773b5SJeremy L Thompson- Update {c:func}`CeedQFunctionGetFields` and {c:func}`CeedOperatorGetFields` to include number of fields. 50ce4822f6SJeremy L Thompson- Promote to the public API: QFunction and Operator field objects, `CeedQFunctionField` and `CeedOperatorField`, and associated getters, {c:func}`CeedQFunctionGetFields`; {c:func}`CeedQFunctionFieldGetName`; {c:func}`CeedQFunctionFieldGetSize`; {c:func}`CeedQFunctionFieldGetEvalMode`; {c:func}`CeedOperatorGetFields`; {c:func}`CeedOperatorFieldGetElemRestriction`; {c:func}`CeedOperatorFieldGetBasis`; and {c:func}`CeedOperatorFieldGetVector`. 51f04ea552SJeremy L Thompson- Clarify and document conditions where `CeedQFunction` and `CeedOperator` become immutable and no further fields or suboperators can be added. 5270a7ffb3SJeremy L Thompson- Add {c:func}`CeedOperatorLinearAssembleQFunctionBuildOrUpdate` to reduce object creation overhead in assembly of CeedOperator preconditioning ingredients. 534db537f9SJeremy L Thompson- Promote {c:func}`CeedOperatorCheckReady`to the public API to facilitate interactive interfaces. 54dcc1e3ecSJeremy L Thompson- Warning added when compiling OCCA backend to alert users that this backend is experimental. 559a1d3511SJeremy L Thompson- `ceed-backend.h`, `ceed-hash.h`, and `ceed-khash.h` removed. Users should use `ceed/backend.h`, `ceed/hash.h`, and `ceed/khash.h`. 5643e1b16fSJeremy L Thompson- Added {c:func}`CeedQFunctionGetKernelName`; refactored {c:func}`CeedQFunctionGetSourcePath` to exclude function kernel name. 579c774eddSJeremy L Thompson- Clarify documentation for {c:func}`CeedVectorTakeArray`; this function will error if {c:func}`CeedVectorSetArray` with `copy_mode == CEED_USE_POINTER` was not previously called for the corresponding `CeedMemType`. 589c774eddSJeremy L Thompson- Added {c:func}`CeedVectorGetArrayWrite` that allows access to uninitalized arrays; require initalized data for {c:func}`CeedVectorGetArray`. 59c38440baSJed Brown- Added {c:func}`CeedQFunctionContextRegisterDouble` and {c:func}`CeedQFunctionContextRegisterInt32` with {c:func}`CeedQFunctionContextSetDouble` and {c:func}`CeedQFunctionContextSetInt32` to facilitate easy updating of {c:struct}`CeedQFunctionContext` data by user defined field names. 60cdf32b93SJeremy L Thompson- Added {c:func}`CeedQFunctionContextGetFieldDescriptions` to retreive user defined descriptions of fields that are registered with `CeedQFunctionContextRegister*`. 617a06ec9fSJeremy L Thompson- Renamed `CeedElemTopology` entries for clearer namespacing between libCEED enums. 62f4f98f9dSJeremy L Thompson- Added type `CeedSize` equivalent to `ptrdiff_t` for array sizes in {c:func}`CeedVectorCreate`, {c:func}`CeedVectorGetLength`, `CeedElemRestrictionCreate*`, {c:func}`CeedElemRestrictionGetLVectorSize`, and {c:func}`CeedOperatorLinearAssembleSymbolic`. This is a breaking change. 638b919e6bSJeremy L Thompson- Added {c:func}`CeedOperatorSetQFunctionUpdated` to facilitate QFunction data re-use between operators sharing the same quadrature space, such as in a multigrid hierarchy. 64c9366a6bSJeremy L Thompson- Added {c:func}`CeedOperatorGetActiveVectorLengths` to get shape of CeedOperator. 657e7773b5SJeremy L Thompson 66f479eb23SJeremy L Thompson### New features 67f479eb23SJeremy L Thompson 68f479eb23SJeremy L Thompson- `CeedScalar` can now be set as `float` or `double` at compile time. 6930601ac0SJeremy L Thompson- Added JiT utilities in `ceed/jit-tools.h` to reduce duplicated code in GPU backends. 70fb3c7d02SJeremy L Thompson- Added support for JiT of QFunctions with `#include "relative/path/local-file.h"` statements for additional local files. Note that files included with `""` are searched relative to the current file first, then by compiler paths (as with `<>` includes). To use this feature, one should adhere to relative paths only, not compiler flags like `-I`, which the JiT will not be aware of. 7123dfbf5bSJeremy L Thompson- Remove need to guard library headers in QFunction source for code generation backends. 723f21f6b1SJeremy L Thompson- `CeedDebugEnv()` macro created to provide debugging outputs when Ceed context is not present. 73f7e22acaSJeremy L Thompson- Added {c:func}`CeedStringAllocCopy` to reduce repeated code for copying strings internally. 743451974fSJeremy L Thompson- Added {c:func}`CeedPathConcatenate` to facilitate loading kernel source files with a path relative to the current file. 757a06ec9fSJeremy L Thompson- Added support for non-tensor H(div) elements, to include CPU backend implementations and {c:func}`CeedBasisCreateHdiv` convenience constructor. 76d34e270fSJeremy L Thompson- Added {c:func}`CeedQFunctionSetContextWritable` and read-only access to `CeedQFunctionContext` data as an optional feature to improve GPU performance. By default, calling the `CeedQFunctionUser` during {c:func}`CeedQFunctionApply` is assumed to write into the `CeedQFunctionContext` data, consistent with the previous behavior. Note that if a user asserts that their `CeedQFunctionUser` does not write into the `CeedQFunctionContext` data, they are responsible for the validity of this assertion. 7759ad764aSnbeams- Added support for element matrix assembly in GPU backends. 78f479eb23SJeremy L Thompson 79bcb2dfaeSJed Brown### Maintainability 80bcb2dfaeSJed Brown 81bcb2dfaeSJed Brown- Refactored preconditioner support internally to facilitate future development and improve GPU completeness/test coverage. 82db52d626SJeremy L Thompson- `Include-what-you-use` makefile target added as `make iwyu`. 83bf4cb664SJeremy L Thompson- Create backend constant `CEED_FIELD_MAX` to reduce magic numbers in codebase. 843451974fSJeremy L Thompson- Put GPU JiTed kernel source code into separate files. 85f9996dfdSJeremy L Thompson- Dropped legacy version support in PETSc based examples to better utilize PETSc DMPlex and Mat updates to support libCEED; current minimum PETSc version for the examples is v3.17. 86bcb2dfaeSJed Brown 87bcb2dfaeSJed Brown(v0-9)= 88bcb2dfaeSJed Brown 89bcb2dfaeSJed Brown## v0.9 (Jul 6, 2021) 90bcb2dfaeSJed Brown 91bcb2dfaeSJed Brown### Interface changes 92bcb2dfaeSJed Brown 93bcb2dfaeSJed Brown- Minor modification in error handling macro to silence pedantic warnings when compiling with Clang, but no functional impact. 94bcb2dfaeSJed Brown 95bcb2dfaeSJed Brown### New features 96bcb2dfaeSJed Brown 97bcb2dfaeSJed Brown- Add {c:func}`CeedVectorAXPY` and {c:func}`CeedVectorPointwiseMult` as a convenience for stand-alone testing and internal use. 98bcb2dfaeSJed Brown- Add `CEED_QFUNCTION_HELPER` macro to properly annotate QFunction helper functions for code generation backends. 99bcb2dfaeSJed Brown- Add `CeedPragmaOptimizeOff` macro for code that is sensitive to floating point errors from fast math optimizations. 100bcb2dfaeSJed Brown- Rust support: split `libceed-sys` crate out of `libceed` and [publish both on crates.io](https://crates.io/crates/libceed). 101bcb2dfaeSJed Brown 102bcb2dfaeSJed Brown### Performance improvements 103bcb2dfaeSJed Brown 104bcb2dfaeSJed Brown### Examples 105bcb2dfaeSJed Brown 106bcb2dfaeSJed Brown- Solid mechanics mini-app updated to explore the performance impacts of various formulations in the initial and current configurations. 107bcb2dfaeSJed Brown- Fluid mechanics example adds GPU support and improves modularity. 108bcb2dfaeSJed Brown 109bcb2dfaeSJed Brown### Deprecated backends 110bcb2dfaeSJed Brown 111bcb2dfaeSJed Brown- The `/cpu/self/tmpl` and `/cpu/self/tmpl/sub` backends have been removed. These backends were intially added to test the backend inheritance mechanism, but this mechanism is now widely used and tested in multiple backends. 112bcb2dfaeSJed Brown 113bcb2dfaeSJed Brown(v0-8)= 114bcb2dfaeSJed Brown 115bcb2dfaeSJed Brown## v0.8 (Mar 31, 2021) 116bcb2dfaeSJed Brown 117bcb2dfaeSJed Brown### Interface changes 118bcb2dfaeSJed Brown 119bcb2dfaeSJed Brown- Error handling improved to include enumerated error codes for C interface return values. 120bcb2dfaeSJed Brown- Installed headers that will follow semantic versioning were moved to {code}`include/ceed` directory. These headers have been renamed from {code}`ceed-*.h` to {code}`ceed/*.h`. Placeholder headers with the old naming schema are currently provided, but these headers will be removed in the libCEED v0.9 release. 121bcb2dfaeSJed Brown 122bcb2dfaeSJed Brown### New features 123bcb2dfaeSJed Brown 124bcb2dfaeSJed Brown- Julia and Rust interfaces added, providing a nearly 1-1 correspondence with the C interface, plus some convenience features. 125bcb2dfaeSJed Brown- Static libraries can be built with `make STATIC=1` and the pkg-config file is installed accordingly. 126bcb2dfaeSJed Brown- Add {c:func}`CeedOperatorLinearAssembleSymbolic` and {c:func}`CeedOperatorLinearAssemble` to support full assembly of libCEED operators. 127bcb2dfaeSJed Brown 128bcb2dfaeSJed Brown### Performance improvements 129bcb2dfaeSJed Brown 130bcb2dfaeSJed Brown- New HIP MAGMA backends for hipMAGMA library users: `/gpu/hip/magma` and `/gpu/hip/magma/det`. 131bcb2dfaeSJed Brown- New HIP backends for improved tensor basis performance: `/gpu/hip/shared` and `/gpu/hip/gen`. 132bcb2dfaeSJed Brown 133bcb2dfaeSJed Brown### Examples 134bcb2dfaeSJed Brown 135bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with traction boundary conditions and improved Dirichlet boundary conditions. 136bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with Neo-Hookean hyperelasticity in current configuration as well as improved Neo-Hookean hyperelasticity exploring storage vs computation tradeoffs. 137bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` example updated with isentropic traveling vortex test case, an analytical solution to the Euler equations that is useful for testing boundary conditions, discretization stability, and order of accuracy. 138bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` example updated with support for performing convergence study and plotting order of convergence by polynomial degree. 139bcb2dfaeSJed Brown 140bcb2dfaeSJed Brown(v0-7)= 141bcb2dfaeSJed Brown 142bcb2dfaeSJed Brown## v0.7 (Sep 29, 2020) 143bcb2dfaeSJed Brown 144bcb2dfaeSJed Brown### Interface changes 145bcb2dfaeSJed Brown 146bcb2dfaeSJed Brown- Replace limited {code}`CeedInterlaceMode` with more flexible component stride {code}`compstride` in {code}`CeedElemRestriction` constructors. 147bcb2dfaeSJed Brown As a result, the {code}`indices` parameter has been replaced with {code}`offsets` and the {code}`nnodes` parameter has been replaced with {code}`lsize`. 148bcb2dfaeSJed Brown These changes improve support for mixed finite element methods. 149bcb2dfaeSJed Brown- Replace various uses of {code}`Ceed*Get*Status` with {code}`Ceed*Is*` in the backend API to match common nomenclature. 150bcb2dfaeSJed Brown- Replace {code}`CeedOperatorAssembleLinearDiagonal` with {c:func}`CeedOperatorLinearAssembleDiagonal` for clarity. 151bcb2dfaeSJed Brown- Linear Operators can be assembled as point-block diagonal matrices with {c:func}`CeedOperatorLinearAssemblePointBlockDiagonal`, provided in row-major form in a {code}`ncomp` by {code}`ncomp` block per node. 152bcb2dfaeSJed Brown- Diagonal assemble interface changed to accept a {ref}`CeedVector` instead of a pointer to a {ref}`CeedVector` to reduce memory movement when interfacing with calling code. 153bcb2dfaeSJed Brown- Added {c:func}`CeedOperatorLinearAssembleAddDiagonal` and {c:func}`CeedOperatorLinearAssembleAddPointBlockDiagonal` for improved future integration with codes such as MFEM that compose the action of {ref}`CeedOperator`s external to libCEED. 154bcb2dfaeSJed Brown- Added {c:func}`CeedVectorTakeAray` to sync and remove libCEED read/write access to an allocated array and pass ownership of the array to the caller. 155bcb2dfaeSJed Brown This function is recommended over {c:func}`CeedVectorSyncArray` when the {code}`CeedVector` has an array owned by the caller that was set by {c:func}`CeedVectorSetArray`. 156bcb2dfaeSJed Brown- Added {code}`CeedQFunctionContext` object to manage user QFunction context data and reduce copies between device and host memory. 157bcb2dfaeSJed Brown- Added {c:func}`CeedOperatorMultigridLevelCreate`, {c:func}`CeedOperatorMultigridLevelCreateTensorH1`, and {c:func}`CeedOperatorMultigridLevelCreateH1` to facilitate creation of multigrid prolongation, restriction, and coarse grid operators using a common quadrature space. 158bcb2dfaeSJed Brown 159bcb2dfaeSJed Brown### New features 160bcb2dfaeSJed Brown 161bcb2dfaeSJed Brown- New HIP backend: `/gpu/hip/ref`. 162bcb2dfaeSJed Brown- CeedQFunction support for user `CUfunction`s in some backends 163bcb2dfaeSJed Brown 164bcb2dfaeSJed Brown### Performance improvements 165bcb2dfaeSJed Brown 166bcb2dfaeSJed Brown- OCCA backend rebuilt to facilitate future performance enhancements. 167bcb2dfaeSJed Brown- Petsc BPs suite improved to reduce noise due to multiple calls to {code}`mpiexec`. 168bcb2dfaeSJed Brown 169bcb2dfaeSJed Brown### Examples 170bcb2dfaeSJed Brown 171bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with strain energy computation and more flexible boundary conditions. 172bcb2dfaeSJed Brown 173bcb2dfaeSJed Brown### Deprecated backends 174bcb2dfaeSJed Brown 175bcb2dfaeSJed Brown- The `/gpu/cuda/reg` backend has been removed, with its core features moved into `/gpu/cuda/ref` and `/gpu/cuda/shared`. 176bcb2dfaeSJed Brown 177bcb2dfaeSJed Brown(v0-6)= 178bcb2dfaeSJed Brown 179bcb2dfaeSJed Brown## v0.6 (Mar 29, 2020) 180bcb2dfaeSJed Brown 181bcb2dfaeSJed BrownlibCEED v0.6 contains numerous new features and examples, as well as expanded 18213964f07SJed Browndocumentation in [this new website](https://libceed.org). 183bcb2dfaeSJed Brown 184bcb2dfaeSJed Brown### New features 185bcb2dfaeSJed Brown 186bcb2dfaeSJed Brown- New Python interface using [CFFI](https://cffi.readthedocs.io/) provides a nearly 187bcb2dfaeSJed Brown 1-1 correspondence with the C interface, plus some convenience features. For instance, 188bcb2dfaeSJed Brown data stored in the {cpp:type}`CeedVector` structure are available without copy as 189bcb2dfaeSJed Brown {py:class}`numpy.ndarray`. Short tutorials are provided in 190bcb2dfaeSJed Brown [Binder](https://mybinder.org/v2/gh/CEED/libCEED/main?urlpath=lab/tree/examples/tutorials/). 191bcb2dfaeSJed Brown- Linear QFunctions can be assembled as block-diagonal matrices (per quadrature point, 192bcb2dfaeSJed Brown {c:func}`CeedOperatorAssembleLinearQFunction`) or to evaluate the diagonal 193bcb2dfaeSJed Brown ({c:func}`CeedOperatorAssembleLinearDiagonal`). These operations are useful for 194bcb2dfaeSJed Brown preconditioning ingredients and are used in the libCEED's multigrid examples. 195bcb2dfaeSJed Brown- The inverse of separable operators can be obtained using 196bcb2dfaeSJed Brown {c:func}`CeedOperatorCreateFDMElementInverse` and applied with 197bcb2dfaeSJed Brown {c:func}`CeedOperatorApply`. This is a useful preconditioning ingredient, 198bcb2dfaeSJed Brown especially for Laplacians and related operators. 199bcb2dfaeSJed Brown- New functions: {c:func}`CeedVectorNorm`, {c:func}`CeedOperatorApplyAdd`, 200bcb2dfaeSJed Brown {c:func}`CeedQFunctionView`, {c:func}`CeedOperatorView`. 201bcb2dfaeSJed Brown- Make public accessors for various attributes to facilitate writing composable code. 202bcb2dfaeSJed Brown- New backend: `/cpu/self/memcheck/serial`. 203bcb2dfaeSJed Brown- QFunctions using variable-length array (VLA) pointer constructs can be used with CUDA 204bcb2dfaeSJed Brown backends. (Single source is coming soon for OCCA backends.) 205bcb2dfaeSJed Brown- Fix some missing edge cases in CUDA backend. 206bcb2dfaeSJed Brown 207bcb2dfaeSJed Brown### Performance Improvements 208bcb2dfaeSJed Brown 209bcb2dfaeSJed Brown- MAGMA backend performance optimization and non-tensor bases. 210bcb2dfaeSJed Brown- No-copy optimization in {c:func}`CeedOperatorApply`. 211bcb2dfaeSJed Brown 212bcb2dfaeSJed Brown### Interface changes 213bcb2dfaeSJed Brown 214bcb2dfaeSJed Brown- Replace {code}`CeedElemRestrictionCreateIdentity` and 215bcb2dfaeSJed Brown {code}`CeedElemRestrictionCreateBlocked` with more flexible 216bcb2dfaeSJed Brown {c:func}`CeedElemRestrictionCreateStrided` and 217bcb2dfaeSJed Brown {c:func}`CeedElemRestrictionCreateBlockedStrided`. 218bcb2dfaeSJed Brown- Add arguments to {c:func}`CeedQFunctionCreateIdentity`. 219bcb2dfaeSJed Brown- Replace ambiguous uses of {cpp:enum}`CeedTransposeMode` for L-vector identification 220bcb2dfaeSJed Brown with {cpp:enum}`CeedInterlaceMode`. This is now an attribute of the 221bcb2dfaeSJed Brown {cpp:type}`CeedElemRestriction` (see {c:func}`CeedElemRestrictionCreate`) and no 222bcb2dfaeSJed Brown longer passed as `lmode` arguments to {c:func}`CeedOperatorSetField` and 223bcb2dfaeSJed Brown {c:func}`CeedElemRestrictionApply`. 224bcb2dfaeSJed Brown 225bcb2dfaeSJed Brown### Examples 226bcb2dfaeSJed Brown 227bcb2dfaeSJed BrownlibCEED-0.6 contains greatly expanded examples with {ref}`new documentation <Examples>`. 228bcb2dfaeSJed BrownNotable additions include: 229bcb2dfaeSJed Brown 230bcb2dfaeSJed Brown- Standalone {ref}`ex2-surface` ({file}`examples/ceed/ex2-surface`): compute the area of 231bcb2dfaeSJed Brown a domain in 1, 2, and 3 dimensions by applying a Laplacian. 232bcb2dfaeSJed Brown 233bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-area` ({file}`examples/petsc/area.c`): computes surface area 234bcb2dfaeSJed Brown of domains (like the cube and sphere) by direct integration on a surface mesh; 235bcb2dfaeSJed Brown demonstrates geometric dimension different from topological dimension. 236bcb2dfaeSJed Brown 237bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-bps`: 238bcb2dfaeSJed Brown 239bcb2dfaeSJed Brown - {file}`examples/petsc/bpsraw.c` (formerly `bps.c`): transparent CUDA support. 240bcb2dfaeSJed Brown - {file}`examples/petsc/bps.c` (formerly `bpsdmplex.c`): performance improvements 241bcb2dfaeSJed Brown and transparent CUDA support. 242bcb2dfaeSJed Brown - {ref}`example-petsc-bps-sphere` ({file}`examples/petsc/bpssphere.c`): 243bcb2dfaeSJed Brown generalizations of all CEED BPs to the surface of the sphere; demonstrates geometric 244bcb2dfaeSJed Brown dimension different from topological dimension. 245bcb2dfaeSJed Brown 246bcb2dfaeSJed Brown- {ref}`example-petsc-multigrid` ({file}`examples/petsc/multigrid.c`): new p-multigrid 247bcb2dfaeSJed Brown solver with algebraic multigrid coarse solve. 248bcb2dfaeSJed Brown 249bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` ({file}`examples/fluids/navierstokes.c`; formerly 250bcb2dfaeSJed Brown `examples/navier-stokes`): unstructured grid support (using PETSc's `DMPlex`), 251bcb2dfaeSJed Brown implicit time integration, SU/SUPG stabilization, free-slip boundary conditions, and 252bcb2dfaeSJed Brown quasi-2D computational domain support. 253bcb2dfaeSJed Brown 254bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` ({file}`examples/solids/elasticity.c`): new solver for 255bcb2dfaeSJed Brown linear elasticity, small-strain hyperelasticity, and globalized finite-strain 256bcb2dfaeSJed Brown hyperelasticity using p-multigrid with algebraic multigrid coarse solve. 257bcb2dfaeSJed Brown 258bcb2dfaeSJed Brown(v0-5)= 259bcb2dfaeSJed Brown 260bcb2dfaeSJed Brown## v0.5 (Sep 18, 2019) 261bcb2dfaeSJed Brown 262bcb2dfaeSJed BrownFor this release, several improvements were made. Two new CUDA backends were added to 263bcb2dfaeSJed Brownthe family of backends, of which, the new `cuda-gen` backend achieves state-of-the-art 264bcb2dfaeSJed Brownperformance using single-source {ref}`CeedQFunction`. From this release, users 265bcb2dfaeSJed Browncan define Q-Functions in a single source code independently of the targeted backend 266bcb2dfaeSJed Brownwith the aid of a new macro `CEED QFUNCTION` to support JIT (Just-In-Time) and CPU 267bcb2dfaeSJed Browncompilation of the user provided {ref}`CeedQFunction` code. To allow a unified 268bcb2dfaeSJed Browndeclaration, the {ref}`CeedQFunction` API has undergone a slight change: 269bcb2dfaeSJed Brownthe `QFunctionField` parameter `ncomp` has been changed to `size`. This change 270bcb2dfaeSJed Brownrequires setting the previous value of `ncomp` to `ncomp*dim` when adding a 271bcb2dfaeSJed Brown`QFunctionField` with eval mode `CEED EVAL GRAD`. 272bcb2dfaeSJed Brown 273bcb2dfaeSJed BrownAdditionally, new CPU backends 274bcb2dfaeSJed Brownwere included in this release, such as the `/cpu/self/opt/*` backends (which are 275bcb2dfaeSJed Brownwritten in pure C and use partial **E-vectors** to improve performance) and the 276bcb2dfaeSJed Brown`/cpu/self/ref/memcheck` backend (which relies upon the 277bcb2dfaeSJed Brown[Valgrind](http://valgrind.org/) Memcheck tool to help verify that user 278bcb2dfaeSJed Brown{ref}`CeedQFunction` have no undefined values). 279bcb2dfaeSJed BrownThis release also included various performance improvements, bug fixes, new examples, 280bcb2dfaeSJed Brownand improved tests. Among these improvements, vectorized instructions for 281bcb2dfaeSJed Brown{ref}`CeedQFunction` code compiled for CPU were enhanced by using `CeedPragmaSIMD` 282bcb2dfaeSJed Browninstead of `CeedPragmaOMP`, implementation of a {ref}`CeedQFunction` gallery and 283bcb2dfaeSJed Brownidentity Q-Functions were introduced, and the PETSc benchmark problems were expanded 284bcb2dfaeSJed Brownto include unstructured meshes handling were. For this expansion, the prior version of 285bcb2dfaeSJed Brownthe PETSc BPs, which only included data associated with structured geometries, were 286bcb2dfaeSJed Brownrenamed `bpsraw`, and the new version of the BPs, which can handle data associated 287bcb2dfaeSJed Brownwith any unstructured geometry, were called `bps`. Additionally, other benchmark 288bcb2dfaeSJed Brownproblems, namely BP2 and BP4 (the vector-valued versions of BP1 and BP3, respectively), 289bcb2dfaeSJed Brownand BP5 and BP6 (the collocated versions---for which the quadrature points are the same 290bcb2dfaeSJed Brownas the Gauss Lobatto nodes---of BP3 and BP4 respectively) were added to the PETSc 291bcb2dfaeSJed Brownexamples. Furthermoew, another standalone libCEED example, called `ex2`, which 292bcb2dfaeSJed Browncomputes the surface area of a given mesh was added to this release. 293bcb2dfaeSJed Brown 294bcb2dfaeSJed BrownBackends available in this release: 295bcb2dfaeSJed Brown 29668e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 29768e843eeSJed Brown|--------------------------|-----------------------------------------------------| 29868e843eeSJed Brown| `/cpu/self/ref/serial` | Serial reference implementation | 29968e843eeSJed Brown| `/cpu/self/ref/blocked` | Blocked reference implementation | 30068e843eeSJed Brown| `/cpu/self/ref/memcheck` | Memcheck backend, undefined value checks | 30168e843eeSJed Brown| `/cpu/self/opt/serial` | Serial optimized C implementation | 30268e843eeSJed Brown| `/cpu/self/opt/blocked` | Blocked optimized C implementation | 30368e843eeSJed Brown| `/cpu/self/avx/serial` | Serial AVX implementation | 30468e843eeSJed Brown| `/cpu/self/avx/blocked` | Blocked AVX implementation | 30568e843eeSJed Brown| `/cpu/self/xsmm/serial` | Serial LIBXSMM implementation | 30668e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation | 30768e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 30868e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 30968e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 31068e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 31168e843eeSJed Brown| `/gpu/cuda/ref` | Reference pure CUDA kernels | 31268e843eeSJed Brown| `/gpu/cuda/reg` | Pure CUDA kernels using one thread per element | 31368e843eeSJed Brown| `/gpu/cuda/shared` | Optimized pure CUDA kernels using shared memory | 31468e843eeSJed Brown| `/gpu/cuda/gen` | Optimized pure CUDA kernels using code generation | 31568e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 316bcb2dfaeSJed Brown 317bcb2dfaeSJed BrownExamples available in this release: 318bcb2dfaeSJed Brown 31968e843eeSJed Brown:::{list-table} 32068e843eeSJed Brown:header-rows: 1 32168e843eeSJed Brown:widths: auto 32268e843eeSJed Brown* - User code 32368e843eeSJed Brown - Example 32468e843eeSJed Brown* - `ceed` 32568e843eeSJed Brown - * ex1 (volume) 32668e843eeSJed Brown * ex2 (surface) 32768e843eeSJed Brown* - `mfem` 32868e843eeSJed Brown - * BP1 (scalar mass operator) 32968e843eeSJed Brown * BP3 (scalar Laplace operator) 33068e843eeSJed Brown* - `petsc` 33168e843eeSJed Brown - * BP1 (scalar mass operator) 33268e843eeSJed Brown * BP2 (vector mass operator) 33368e843eeSJed Brown * BP3 (scalar Laplace operator) 33468e843eeSJed Brown * BP4 (vector Laplace operator) 33568e843eeSJed Brown * BP5 (collocated scalar Laplace operator) 33668e843eeSJed Brown * BP6 (collocated vector Laplace operator) 33768e843eeSJed Brown * Navier-Stokes 33868e843eeSJed Brown* - `nek5000` 33968e843eeSJed Brown - * BP1 (scalar mass operator) 34068e843eeSJed Brown * BP3 (scalar Laplace operator) 34168e843eeSJed Brown::: 342bcb2dfaeSJed Brown 343bcb2dfaeSJed Brown(v0-4)= 344bcb2dfaeSJed Brown 345bcb2dfaeSJed Brown## v0.4 (Apr 1, 2019) 346bcb2dfaeSJed Brown 347bcb2dfaeSJed BrownlibCEED v0.4 was made again publicly available in the second full CEED software 348bcb2dfaeSJed Browndistribution, release CEED 2.0. This release contained notable features, such as 349bcb2dfaeSJed Brownfour new CPU backends, two new GPU backends, CPU backend optimizations, initial 350bcb2dfaeSJed Brownsupport for operator composition, performance benchmarking, and a Navier-Stokes demo. 351bcb2dfaeSJed BrownThe new CPU backends in this release came in two families. The `/cpu/self/*/serial` 352bcb2dfaeSJed Brownbackends process one element at a time and are intended for meshes with a smaller number 353bcb2dfaeSJed Brownof high order elements. The `/cpu/self/*/blocked` backends process blocked batches of 354bcb2dfaeSJed Browneight interlaced elements and are intended for meshes with higher numbers of elements. 355bcb2dfaeSJed BrownThe `/cpu/self/avx/*` backends rely upon AVX instructions to provide vectorized CPU 356bcb2dfaeSJed Brownperformance. The `/cpu/self/xsmm/*` backends rely upon the 357bcb2dfaeSJed Brown[LIBXSMM](http://github.com/hfp/libxsmm) package to provide vectorized CPU 358bcb2dfaeSJed Brownperformance. The `/gpu/cuda/*` backends provide GPU performance strictly using CUDA. 359bcb2dfaeSJed BrownThe `/gpu/cuda/ref` backend is a reference CUDA backend, providing reasonable 360bcb2dfaeSJed Brownperformance for most problem configurations. The `/gpu/cuda/reg` backend uses a simple 361bcb2dfaeSJed Brownparallelization approach, where each thread treats a finite element. Using just in time 362bcb2dfaeSJed Browncompilation, provided by nvrtc (NVidia Runtime Compiler), and runtime parameters, this 363bcb2dfaeSJed Brownbackend unroll loops and map memory address to registers. The `/gpu/cuda/reg` backend 364bcb2dfaeSJed Brownachieve good peak performance for 1D, 2D, and low order 3D problems, but performance 365bcb2dfaeSJed Browndeteriorates very quickly when threads run out of registers. 366bcb2dfaeSJed Brown 367bcb2dfaeSJed BrownA new explicit time-stepping Navier-Stokes solver was added to the family of libCEED 368bcb2dfaeSJed Brownexamples in the `examples/petsc` directory (see {ref}`example-petsc-navier-stokes`). 369bcb2dfaeSJed BrownThis example solves the time-dependent Navier-Stokes equations of compressible gas 370bcb2dfaeSJed Browndynamics in a static Eulerian three-dimensional frame, using structured high-order 371bcb2dfaeSJed Brownfinite/spectral element spatial discretizations and explicit high-order time-stepping 372bcb2dfaeSJed Brown(available in PETSc). Moreover, the Navier-Stokes example was developed using PETSc, 373bcb2dfaeSJed Brownso that the pointwise physics (defined at quadrature points) is separated from the 374bcb2dfaeSJed Brownparallelization and meshing concerns. 375bcb2dfaeSJed Brown 376bcb2dfaeSJed BrownBackends available in this release: 377bcb2dfaeSJed Brown 37868e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 37968e843eeSJed Brown|--------------------------|-----------------------------------------------------| 38068e843eeSJed Brown| `/cpu/self/ref/serial` | Serial reference implementation | 38168e843eeSJed Brown| `/cpu/self/ref/blocked` | Blocked reference implementation | 38268e843eeSJed Brown| `/cpu/self/tmpl` | Backend template, defaults to `/cpu/self/blocked` | 38368e843eeSJed Brown| `/cpu/self/avx/serial` | Serial AVX implementation | 38468e843eeSJed Brown| `/cpu/self/avx/blocked` | Blocked AVX implementation | 38568e843eeSJed Brown| `/cpu/self/xsmm/serial` | Serial LIBXSMM implementation | 38668e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation | 38768e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 38868e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 38968e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 39068e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 39168e843eeSJed Brown| `/gpu/cuda/ref` | Reference pure CUDA kernels | 39268e843eeSJed Brown| `/gpu/cuda/reg` | Pure CUDA kernels using one thread per element | 39368e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 394bcb2dfaeSJed Brown 395bcb2dfaeSJed BrownExamples available in this release: 396bcb2dfaeSJed Brown 39768e843eeSJed Brown:::{list-table} 39868e843eeSJed Brown:header-rows: 1 39968e843eeSJed Brown:widths: auto 40068e843eeSJed Brown* - User code 40168e843eeSJed Brown - Example 40268e843eeSJed Brown* - `ceed` 40368e843eeSJed Brown - * ex1 (volume) 40468e843eeSJed Brown* - `mfem` 40568e843eeSJed Brown - * BP1 (scalar mass operator) 40668e843eeSJed Brown * BP3 (scalar Laplace operator) 40768e843eeSJed Brown* - `petsc` 40868e843eeSJed Brown - * BP1 (scalar mass operator) 40968e843eeSJed Brown * BP3 (scalar Laplace operator) 41068e843eeSJed Brown * Navier-Stokes 41168e843eeSJed Brown* - `nek5000` 41268e843eeSJed Brown - * BP1 (scalar mass operator) 41368e843eeSJed Brown * BP3 (scalar Laplace operator) 41468e843eeSJed Brown::: 415bcb2dfaeSJed Brown 416bcb2dfaeSJed Brown(v0-3)= 417bcb2dfaeSJed Brown 418bcb2dfaeSJed Brown## v0.3 (Sep 30, 2018) 419bcb2dfaeSJed Brown 420bcb2dfaeSJed BrownNotable features in this release include active/passive field interface, support for 421bcb2dfaeSJed Brownnon-tensor bases, backend optimization, and improved Fortran interface. This release 422bcb2dfaeSJed Brownalso focused on providing improved continuous integration, and many new tests with code 423bcb2dfaeSJed Browncoverage reports of about 90%. This release also provided a significant change to the 424bcb2dfaeSJed Brownpublic interface: a {ref}`CeedQFunction` can take any number of named input and output 425bcb2dfaeSJed Brownarguments while {ref}`CeedOperator` connects them to the actual data, which may be 426bcb2dfaeSJed Brownsupplied explicitly to `CeedOperatorApply()` (active) or separately via 427bcb2dfaeSJed Brown`CeedOperatorSetField()` (passive). This interface change enables reusable libraries 428bcb2dfaeSJed Brownof CeedQFunctions and composition of block solvers constructed using 429bcb2dfaeSJed Brown{ref}`CeedOperator`. A concept of blocked restriction was added to this release and 430bcb2dfaeSJed Brownused in an optimized CPU backend. Although this is typically not visible to the user, 431bcb2dfaeSJed Brownit enables effective use of arbitrary-length SIMD while maintaining cache locality. 432bcb2dfaeSJed BrownThis CPU backend also implements an algebraic factorization of tensor product gradients 433bcb2dfaeSJed Brownto perform fewer operations than standard application of interpolation and 434bcb2dfaeSJed Browndifferentiation from nodes to quadrature points. This algebraic formulation 435bcb2dfaeSJed Brownautomatically supports non-polynomial and non-interpolatory bases, thus is more general 436bcb2dfaeSJed Brownthan the more common derivation in terms of Lagrange polynomials on the quadrature points. 437bcb2dfaeSJed Brown 438bcb2dfaeSJed BrownBackends available in this release: 439bcb2dfaeSJed Brown 44068e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 44168e843eeSJed Brown|-------------------------|-----------------------------------------------------| 44268e843eeSJed Brown| `/cpu/self/blocked` | Blocked reference implementation | 44368e843eeSJed Brown| `/cpu/self/ref` | Serial reference implementation | 44468e843eeSJed Brown| `/cpu/self/tmpl` | Backend template, defaults to `/cpu/self/blocked` | 44568e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 44668e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 44768e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 44868e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 44968e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 450bcb2dfaeSJed Brown 451bcb2dfaeSJed BrownExamples available in this release: 452bcb2dfaeSJed Brown 45368e843eeSJed Brown:::{list-table} 45468e843eeSJed Brown:header-rows: 1 45568e843eeSJed Brown:widths: auto 45668e843eeSJed Brown* - User code 45768e843eeSJed Brown - Example 45868e843eeSJed Brown* - `ceed` 45968e843eeSJed Brown - * ex1 (volume) 46068e843eeSJed Brown* - `mfem` 46168e843eeSJed Brown - * BP1 (scalar mass operator) 46268e843eeSJed Brown * BP3 (scalar Laplace operator) 46368e843eeSJed Brown* - `petsc` 46468e843eeSJed Brown - * BP1 (scalar mass operator) 46568e843eeSJed Brown * BP3 (scalar Laplace operator) 46668e843eeSJed Brown* - `nek5000` 46768e843eeSJed Brown - * BP1 (scalar mass operator) 46868e843eeSJed Brown * BP3 (scalar Laplace operator) 46968e843eeSJed Brown::: 470bcb2dfaeSJed Brown 471bcb2dfaeSJed Brown(v0-21)= 472bcb2dfaeSJed Brown 473bcb2dfaeSJed Brown## v0.21 (Sep 30, 2018) 474bcb2dfaeSJed Brown 475bcb2dfaeSJed BrownA MAGMA backend (which relies upon the 476bcb2dfaeSJed Brown[MAGMA](https://bitbucket.org/icl/magma) package) was integrated in libCEED for this 477bcb2dfaeSJed Brownrelease. This initial integration set up the framework of using MAGMA and provided the 478bcb2dfaeSJed BrownlibCEED functionality through MAGMA kernels as one of libCEED’s computational backends. 479bcb2dfaeSJed BrownAs any other backend, the MAGMA backend provides extended basic data structures for 480bcb2dfaeSJed Brown{ref}`CeedVector`, {ref}`CeedElemRestriction`, and {ref}`CeedOperator`, and implements 481bcb2dfaeSJed Brownthe fundamental CEED building blocks to work with the new data structures. 482bcb2dfaeSJed BrownIn general, the MAGMA-specific data structures keep the libCEED pointers to CPU data 483bcb2dfaeSJed Brownbut also add corresponding device (e.g., GPU) pointers to the data. Coherency is handled 484bcb2dfaeSJed Browninternally, and thus seamlessly to the user, through the functions/methods that are 485bcb2dfaeSJed Brownprovided to support them. 486bcb2dfaeSJed Brown 487bcb2dfaeSJed BrownBackends available in this release: 488bcb2dfaeSJed Brown 48968e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 49068e843eeSJed Brown|-------------------------|---------------------------------| 49168e843eeSJed Brown| `/cpu/self` | Serial reference implementation | 49268e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 49368e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 49468e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 49568e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 49668e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 497bcb2dfaeSJed Brown 498bcb2dfaeSJed BrownExamples available in this release: 499bcb2dfaeSJed Brown 50068e843eeSJed Brown:::{list-table} 50168e843eeSJed Brown:header-rows: 1 50268e843eeSJed Brown:widths: auto 50368e843eeSJed Brown* - User code 50468e843eeSJed Brown - Example 50568e843eeSJed Brown* - `ceed` 50668e843eeSJed Brown - * ex1 (volume) 50768e843eeSJed Brown* - `mfem` 50868e843eeSJed Brown - * BP1 (scalar mass operator) 50968e843eeSJed Brown * BP3 (scalar Laplace operator) 51068e843eeSJed Brown* - `petsc` 51168e843eeSJed Brown - * BP1 (scalar mass operator) 51268e843eeSJed Brown* - `nek5000` 51368e843eeSJed Brown - * BP1 (scalar mass operator) 51468e843eeSJed Brown::: 515bcb2dfaeSJed Brown 516bcb2dfaeSJed Brown(v0-2)= 517bcb2dfaeSJed Brown 518bcb2dfaeSJed Brown## v0.2 (Mar 30, 2018) 519bcb2dfaeSJed Brown 520bcb2dfaeSJed BrownlibCEED was made publicly available the first full CEED software distribution, release 521bcb2dfaeSJed BrownCEED 1.0. The distribution was made available using the Spack package manager to provide 522bcb2dfaeSJed Browna common, easy-to-use build environment, where the user can build the CEED distribution 523bcb2dfaeSJed Brownwith all dependencies. This release included a new Fortran interface for the library. 524bcb2dfaeSJed BrownThis release also contained major improvements in the OCCA backend (including a new 525bcb2dfaeSJed Brown`/ocl/occa` backend) and new examples. The standalone libCEED example was modified to 526bcb2dfaeSJed Browncompute the volume volume of a given mesh (in 1D, 2D, or 3D) and placed in an 527bcb2dfaeSJed Brown`examples/ceed` subfolder. A new `mfem` example to perform BP3 (with the application 528bcb2dfaeSJed Brownof the Laplace operator) was also added to this release. 529bcb2dfaeSJed Brown 530bcb2dfaeSJed BrownBackends available in this release: 531bcb2dfaeSJed Brown 53268e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 53368e843eeSJed Brown|-------------------------|---------------------------------| 53468e843eeSJed Brown| `/cpu/self` | Serial reference implementation | 53568e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 53668e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 53768e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 53868e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 539bcb2dfaeSJed Brown 540bcb2dfaeSJed BrownExamples available in this release: 541bcb2dfaeSJed Brown 54268e843eeSJed Brown:::{list-table} 54368e843eeSJed Brown:header-rows: 1 54468e843eeSJed Brown:widths: auto 54568e843eeSJed Brown* - User code 54668e843eeSJed Brown - Example 54768e843eeSJed Brown* - `ceed` 54868e843eeSJed Brown - * ex1 (volume) 54968e843eeSJed Brown* - `mfem` 55068e843eeSJed Brown - * BP1 (scalar mass operator) 55168e843eeSJed Brown * BP3 (scalar Laplace operator) 55268e843eeSJed Brown* - `petsc` 55368e843eeSJed Brown - * BP1 (scalar mass operator) 55468e843eeSJed Brown* - `nek5000` 55568e843eeSJed Brown - * BP1 (scalar mass operator) 55668e843eeSJed Brown::: 557bcb2dfaeSJed Brown 558bcb2dfaeSJed Brown(v0-1)= 559bcb2dfaeSJed Brown 560bcb2dfaeSJed Brown## v0.1 (Jan 3, 2018) 561bcb2dfaeSJed Brown 562bcb2dfaeSJed BrownInitial low-level API of the CEED project. The low-level API provides a set of Finite 563bcb2dfaeSJed BrownElements kernels and components for writing new low-level kernels. Examples include: 564bcb2dfaeSJed Brownvector and sparse linear algebra, element matrix assembly over a batch of elements, 565bcb2dfaeSJed Brownpartial assembly and action for efficient high-order operators like mass, diffusion, 566bcb2dfaeSJed Brownadvection, etc. The main goal of the low-level API is to establish the basis for the 567bcb2dfaeSJed Brownhigh-level API. Also, identifying such low-level kernels and providing a reference 568bcb2dfaeSJed Brownimplementation for them serves as the basis for specialized backend implementations. 569bcb2dfaeSJed BrownThis release contained several backends: `/cpu/self`, and backends which rely upon the 570bcb2dfaeSJed Brown[OCCA](http://github.com/libocca/occa) package, such as `/cpu/occa`, 571bcb2dfaeSJed Brown`/gpu/occa`, and `/omp/occa`. 572bcb2dfaeSJed BrownIt also included several examples, in the `examples` folder: 573bcb2dfaeSJed BrownA standalone code that shows the usage of libCEED (with no external 574bcb2dfaeSJed Browndependencies) to apply the Laplace operator, `ex1`; an `mfem` example to perform BP1 575bcb2dfaeSJed Brown(with the application of the mass operator); and a `petsc` example to perform BP1 576bcb2dfaeSJed Brown(with the application of the mass operator). 577bcb2dfaeSJed Brown 578bcb2dfaeSJed BrownBackends available in this release: 579bcb2dfaeSJed Brown 58068e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 58168e843eeSJed Brown|-------------------------|---------------------------------| 58268e843eeSJed Brown| `/cpu/self` | Serial reference implementation | 58368e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 58468e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 58568e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 586bcb2dfaeSJed Brown 587bcb2dfaeSJed BrownExamples available in this release: 588bcb2dfaeSJed Brown 589bcb2dfaeSJed Brown| User code | Example | 59068e843eeSJed Brown|-----------------------|-----------------------------------| 59168e843eeSJed Brown| `ceed` | ex1 (scalar Laplace operator) | 59268e843eeSJed Brown| `mfem` | BP1 (scalar mass operator) | 59368e843eeSJed Brown| `petsc` | BP1 (scalar mass operator) | 594bcb2dfaeSJed Brown``` 595