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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.
12ea6b5821SJeremy L Thompson
13f374d6a3SJeremy L Thompson(v0-10-1)=
14f374d6a3SJeremy L Thompson
15f374d6a3SJeremy L Thompson## v0.10.1 (Apr 11, 2022)
16f374d6a3SJeremy L Thompson
17f374d6a3SJeremy L Thompson### Interface changes
18f374d6a3SJeremy L Thompson
196e15d496SJeremy L Thompson- Added {c:func}`CeedQFunctionSetUserFlopsEstimate` and {c:func}`CeedOperatorGetFlopsEstimate` to facilitate estimating FLOPs in operator application.
206e15d496SJeremy L Thompson
21*b3271f73Snbeams### New features
22*b3271f73Snbeams
23*b3271f73Snbeams- Switched MAGMA backends to use runtime compilation for tensor basis kernels (and element restriction kernels, in non-deterministic `/gpu/*/magma` backends).
24*b3271f73SnbeamsThis reduces time to compile the library and increases the range of parameters for which the MAGMA tensor basis kernels will work.
25*b3271f73Snbeams
265766aa57SJeremy L Thompson### Bugfix
275766aa57SJeremy L Thompson
285766aa57SJeremy L Thompson- Install JiT source files in install directory to fix GPU functionality for installed libCEED.
295766aa57SJeremy L Thompson
30667e613fSJeremy L Thompson(v0-10)=
31667e613fSJeremy L Thompson
323ed90579SJeremy L Thompson## v0.10 (Mar 21, 2022)
33667e613fSJeremy L Thompson
34667e613fSJeremy L Thompson### Interface changes
35667e613fSJeremy L Thompson
367e7773b5SJeremy L Thompson- Update {c:func}`CeedQFunctionGetFields` and {c:func}`CeedOperatorGetFields` to include number of fields.
37ce4822f6SJeremy 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`.
38f04ea552SJeremy L Thompson- Clarify and document conditions where `CeedQFunction` and `CeedOperator` become immutable and no further fields or suboperators can be added.
3970a7ffb3SJeremy L Thompson- Add {c:func}`CeedOperatorLinearAssembleQFunctionBuildOrUpdate` to reduce object creation overhead in assembly of CeedOperator preconditioning ingredients.
404db537f9SJeremy L Thompson- Promote {c:func}`CeedOperatorCheckReady`to the public API to facilitate interactive interfaces.
41dcc1e3ecSJeremy L Thompson- Warning added when compiling OCCA backend to alert users that this backend is experimental.
429a1d3511SJeremy 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`.
4343e1b16fSJeremy L Thompson- Added {c:func}`CeedQFunctionGetKernelName`; refactored {c:func}`CeedQFunctionGetSourcePath` to exclude function kernel name.
449c774eddSJeremy 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`.
459c774eddSJeremy L Thompson- Added {c:func}`CeedVectorGetArrayWrite` that allows access to uninitalized arrays; require initalized data for {c:func}`CeedVectorGetArray`.
46c38440baSJed 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.
47cdf32b93SJeremy L Thompson- Added {c:func}`CeedQFunctionContextGetFieldDescriptions` to retreive user defined descriptions of fields that are registered with `CeedQFunctionContextRegister*`.
487a06ec9fSJeremy L Thompson- Renamed `CeedElemTopology` entries for clearer namespacing between libCEED enums.
49f4f98f9dSJeremy 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.
508b919e6bSJeremy 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.
51c9366a6bSJeremy L Thompson- Added {c:func}`CeedOperatorGetActiveVectorLengths` to get shape of CeedOperator.
527e7773b5SJeremy L Thompson
53f479eb23SJeremy L Thompson### New features
54f479eb23SJeremy L Thompson
55f479eb23SJeremy L Thompson- `CeedScalar` can now be set as `float` or `double` at compile time.
5630601ac0SJeremy L Thompson- Added JiT utilities in `ceed/jit-tools.h` to reduce duplicated code in GPU backends.
57fb3c7d02SJeremy 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.
5823dfbf5bSJeremy L Thompson- Remove need to guard library headers in QFunction source for code generation backends.
593f21f6b1SJeremy L Thompson- `CeedDebugEnv()` macro created to provide debugging outputs when Ceed context is not present.
60f7e22acaSJeremy L Thompson- Added {c:func}`CeedStringAllocCopy` to reduce repeated code for copying strings internally.
613451974fSJeremy L Thompson- Added {c:func}`CeedPathConcatenate` to facilitate loading kernel source files with a path relative to the current file.
627a06ec9fSJeremy L Thompson- Added support for non-tensor H(div) elements, to include CPU backend implementations and {c:func}`CeedBasisCreateHdiv` convenience constructor.
63d34e270fSJeremy 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.
6459ad764aSnbeams- Added support for element matrix assembly in GPU backends.
65f479eb23SJeremy L Thompson
66bcb2dfaeSJed Brown### Maintainability
67bcb2dfaeSJed Brown
68bcb2dfaeSJed Brown- Refactored preconditioner support internally to facilitate future development and improve GPU completeness/test coverage.
69db52d626SJeremy L Thompson- `Include-what-you-use` makefile target added as `make iwyu`.
70bf4cb664SJeremy L Thompson- Create backend constant `CEED_FIELD_MAX` to reduce magic numbers in codebase.
713451974fSJeremy L Thompson- Put GPU JiTed kernel source code into separate files.
72f9996dfdSJeremy 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.
73bcb2dfaeSJed Brown
74bcb2dfaeSJed Brown(v0-9)=
75bcb2dfaeSJed Brown
76bcb2dfaeSJed Brown## v0.9 (Jul 6, 2021)
77bcb2dfaeSJed Brown
78bcb2dfaeSJed Brown### Interface changes
79bcb2dfaeSJed Brown
80bcb2dfaeSJed Brown- Minor modification in error handling macro to silence pedantic warnings when compiling with Clang, but no functional impact.
81bcb2dfaeSJed Brown
82bcb2dfaeSJed Brown### New features
83bcb2dfaeSJed Brown
84bcb2dfaeSJed Brown- Add {c:func}`CeedVectorAXPY` and {c:func}`CeedVectorPointwiseMult` as a convenience for stand-alone testing and internal use.
85bcb2dfaeSJed Brown- Add `CEED_QFUNCTION_HELPER` macro to properly annotate QFunction helper functions for code generation backends.
86bcb2dfaeSJed Brown- Add `CeedPragmaOptimizeOff` macro for code that is sensitive to floating point errors from fast math optimizations.
87bcb2dfaeSJed Brown- Rust support: split `libceed-sys` crate out of `libceed` and [publish both on crates.io](https://crates.io/crates/libceed).
88bcb2dfaeSJed Brown
89bcb2dfaeSJed Brown### Performance improvements
90bcb2dfaeSJed Brown
91bcb2dfaeSJed Brown### Examples
92bcb2dfaeSJed Brown
93bcb2dfaeSJed Brown- Solid mechanics mini-app updated to explore the performance impacts of various formulations in the initial and current configurations.
94bcb2dfaeSJed Brown- Fluid mechanics example adds GPU support and improves modularity.
95bcb2dfaeSJed Brown
96bcb2dfaeSJed Brown### Deprecated backends
97bcb2dfaeSJed Brown
98bcb2dfaeSJed 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.
99bcb2dfaeSJed Brown
100bcb2dfaeSJed Brown(v0-8)=
101bcb2dfaeSJed Brown
102bcb2dfaeSJed Brown## v0.8 (Mar 31, 2021)
103bcb2dfaeSJed Brown
104bcb2dfaeSJed Brown### Interface changes
105bcb2dfaeSJed Brown
106bcb2dfaeSJed Brown- Error handling improved to include enumerated error codes for C interface return values.
107bcb2dfaeSJed 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.
108bcb2dfaeSJed Brown
109bcb2dfaeSJed Brown### New features
110bcb2dfaeSJed Brown
111bcb2dfaeSJed Brown- Julia and Rust interfaces added, providing a nearly 1-1 correspondence with the C interface, plus some convenience features.
112bcb2dfaeSJed Brown- Static libraries can be built with `make STATIC=1` and the pkg-config file is installed accordingly.
113bcb2dfaeSJed Brown- Add {c:func}`CeedOperatorLinearAssembleSymbolic` and {c:func}`CeedOperatorLinearAssemble` to support full assembly of libCEED operators.
114bcb2dfaeSJed Brown
115bcb2dfaeSJed Brown### Performance improvements
116bcb2dfaeSJed Brown
117bcb2dfaeSJed Brown- New HIP MAGMA backends for hipMAGMA library users: `/gpu/hip/magma` and `/gpu/hip/magma/det`.
118bcb2dfaeSJed Brown- New HIP backends for improved tensor basis performance: `/gpu/hip/shared` and `/gpu/hip/gen`.
119bcb2dfaeSJed Brown
120bcb2dfaeSJed Brown### Examples
121bcb2dfaeSJed Brown
122bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with traction boundary conditions and improved Dirichlet boundary conditions.
123bcb2dfaeSJed 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.
124bcb2dfaeSJed 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.
125bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` example updated with support for performing convergence study and plotting order of convergence by polynomial degree.
126bcb2dfaeSJed Brown
127bcb2dfaeSJed Brown(v0-7)=
128bcb2dfaeSJed Brown
129bcb2dfaeSJed Brown## v0.7 (Sep 29, 2020)
130bcb2dfaeSJed Brown
131bcb2dfaeSJed Brown### Interface changes
132bcb2dfaeSJed Brown
133bcb2dfaeSJed Brown- Replace limited {code}`CeedInterlaceMode` with more flexible component stride {code}`compstride` in {code}`CeedElemRestriction` constructors.
134bcb2dfaeSJed 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`.
135bcb2dfaeSJed Brown  These changes improve support for mixed finite element methods.
136bcb2dfaeSJed Brown- Replace various uses of {code}`Ceed*Get*Status` with {code}`Ceed*Is*` in the backend API to match common nomenclature.
137bcb2dfaeSJed Brown- Replace {code}`CeedOperatorAssembleLinearDiagonal` with {c:func}`CeedOperatorLinearAssembleDiagonal` for clarity.
138bcb2dfaeSJed 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.
139bcb2dfaeSJed 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.
140bcb2dfaeSJed 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.
141bcb2dfaeSJed 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.
142bcb2dfaeSJed 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`.
143bcb2dfaeSJed Brown- Added {code}`CeedQFunctionContext` object to manage user QFunction context data and reduce copies between device and host memory.
144bcb2dfaeSJed 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.
145bcb2dfaeSJed Brown
146bcb2dfaeSJed Brown### New features
147bcb2dfaeSJed Brown
148bcb2dfaeSJed Brown- New HIP backend: `/gpu/hip/ref`.
149bcb2dfaeSJed Brown- CeedQFunction support for user `CUfunction`s in some backends
150bcb2dfaeSJed Brown
151bcb2dfaeSJed Brown### Performance improvements
152bcb2dfaeSJed Brown
153bcb2dfaeSJed Brown- OCCA backend rebuilt to facilitate future performance enhancements.
154bcb2dfaeSJed Brown- Petsc BPs suite improved to reduce noise due to multiple calls to {code}`mpiexec`.
155bcb2dfaeSJed Brown
156bcb2dfaeSJed Brown### Examples
157bcb2dfaeSJed Brown
158bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with strain energy computation and more flexible boundary conditions.
159bcb2dfaeSJed Brown
160bcb2dfaeSJed Brown### Deprecated backends
161bcb2dfaeSJed Brown
162bcb2dfaeSJed Brown- The `/gpu/cuda/reg` backend has been removed, with its core features moved into `/gpu/cuda/ref` and `/gpu/cuda/shared`.
163bcb2dfaeSJed Brown
164bcb2dfaeSJed Brown(v0-6)=
165bcb2dfaeSJed Brown
166bcb2dfaeSJed Brown## v0.6 (Mar 29, 2020)
167bcb2dfaeSJed Brown
168bcb2dfaeSJed BrownlibCEED v0.6 contains numerous new features and examples, as well as expanded
16913964f07SJed Browndocumentation in [this new website](https://libceed.org).
170bcb2dfaeSJed Brown
171bcb2dfaeSJed Brown### New features
172bcb2dfaeSJed Brown
173bcb2dfaeSJed Brown- New Python interface using [CFFI](https://cffi.readthedocs.io/) provides a nearly
174bcb2dfaeSJed Brown  1-1 correspondence with the C interface, plus some convenience features.  For instance,
175bcb2dfaeSJed Brown  data stored in the {cpp:type}`CeedVector` structure are available without copy as
176bcb2dfaeSJed Brown  {py:class}`numpy.ndarray`.  Short tutorials are provided in
177bcb2dfaeSJed Brown  [Binder](https://mybinder.org/v2/gh/CEED/libCEED/main?urlpath=lab/tree/examples/tutorials/).
178bcb2dfaeSJed Brown- Linear QFunctions can be assembled as block-diagonal matrices (per quadrature point,
179bcb2dfaeSJed Brown  {c:func}`CeedOperatorAssembleLinearQFunction`) or to evaluate the diagonal
180bcb2dfaeSJed Brown  ({c:func}`CeedOperatorAssembleLinearDiagonal`).  These operations are useful for
181bcb2dfaeSJed Brown  preconditioning ingredients and are used in the libCEED's multigrid examples.
182bcb2dfaeSJed Brown- The inverse of separable operators can be obtained using
183bcb2dfaeSJed Brown  {c:func}`CeedOperatorCreateFDMElementInverse` and applied with
184bcb2dfaeSJed Brown  {c:func}`CeedOperatorApply`.  This is a useful preconditioning ingredient,
185bcb2dfaeSJed Brown  especially for Laplacians and related operators.
186bcb2dfaeSJed Brown- New functions: {c:func}`CeedVectorNorm`, {c:func}`CeedOperatorApplyAdd`,
187bcb2dfaeSJed Brown  {c:func}`CeedQFunctionView`, {c:func}`CeedOperatorView`.
188bcb2dfaeSJed Brown- Make public accessors for various attributes to facilitate writing composable code.
189bcb2dfaeSJed Brown- New backend: `/cpu/self/memcheck/serial`.
190bcb2dfaeSJed Brown- QFunctions using variable-length array (VLA) pointer constructs can be used with CUDA
191bcb2dfaeSJed Brown  backends.  (Single source is coming soon for OCCA backends.)
192bcb2dfaeSJed Brown- Fix some missing edge cases in CUDA backend.
193bcb2dfaeSJed Brown
194bcb2dfaeSJed Brown### Performance Improvements
195bcb2dfaeSJed Brown
196bcb2dfaeSJed Brown- MAGMA backend performance optimization and non-tensor bases.
197bcb2dfaeSJed Brown- No-copy optimization in {c:func}`CeedOperatorApply`.
198bcb2dfaeSJed Brown
199bcb2dfaeSJed Brown### Interface changes
200bcb2dfaeSJed Brown
201bcb2dfaeSJed Brown- Replace {code}`CeedElemRestrictionCreateIdentity` and
202bcb2dfaeSJed Brown  {code}`CeedElemRestrictionCreateBlocked` with more flexible
203bcb2dfaeSJed Brown  {c:func}`CeedElemRestrictionCreateStrided` and
204bcb2dfaeSJed Brown  {c:func}`CeedElemRestrictionCreateBlockedStrided`.
205bcb2dfaeSJed Brown- Add arguments to {c:func}`CeedQFunctionCreateIdentity`.
206bcb2dfaeSJed Brown- Replace ambiguous uses of {cpp:enum}`CeedTransposeMode` for L-vector identification
207bcb2dfaeSJed Brown  with {cpp:enum}`CeedInterlaceMode`.  This is now an attribute of the
208bcb2dfaeSJed Brown  {cpp:type}`CeedElemRestriction` (see {c:func}`CeedElemRestrictionCreate`) and no
209bcb2dfaeSJed Brown  longer passed as `lmode` arguments to {c:func}`CeedOperatorSetField` and
210bcb2dfaeSJed Brown  {c:func}`CeedElemRestrictionApply`.
211bcb2dfaeSJed Brown
212bcb2dfaeSJed Brown### Examples
213bcb2dfaeSJed Brown
214bcb2dfaeSJed BrownlibCEED-0.6 contains greatly expanded examples with {ref}`new documentation <Examples>`.
215bcb2dfaeSJed BrownNotable additions include:
216bcb2dfaeSJed Brown
217bcb2dfaeSJed Brown- Standalone {ref}`ex2-surface` ({file}`examples/ceed/ex2-surface`): compute the area of
218bcb2dfaeSJed Brown  a domain in 1, 2, and 3 dimensions by applying a Laplacian.
219bcb2dfaeSJed Brown
220bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-area` ({file}`examples/petsc/area.c`): computes surface area
221bcb2dfaeSJed Brown  of domains (like the cube and sphere) by direct integration on a surface mesh;
222bcb2dfaeSJed Brown  demonstrates geometric dimension different from topological dimension.
223bcb2dfaeSJed Brown
224bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-bps`:
225bcb2dfaeSJed Brown
226bcb2dfaeSJed Brown  - {file}`examples/petsc/bpsraw.c` (formerly `bps.c`): transparent CUDA support.
227bcb2dfaeSJed Brown  - {file}`examples/petsc/bps.c` (formerly `bpsdmplex.c`): performance improvements
228bcb2dfaeSJed Brown    and transparent CUDA support.
229bcb2dfaeSJed Brown  - {ref}`example-petsc-bps-sphere` ({file}`examples/petsc/bpssphere.c`):
230bcb2dfaeSJed Brown    generalizations of all CEED BPs to the surface of the sphere; demonstrates geometric
231bcb2dfaeSJed Brown    dimension different from topological dimension.
232bcb2dfaeSJed Brown
233bcb2dfaeSJed Brown- {ref}`example-petsc-multigrid` ({file}`examples/petsc/multigrid.c`): new p-multigrid
234bcb2dfaeSJed Brown  solver with algebraic multigrid coarse solve.
235bcb2dfaeSJed Brown
236bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` ({file}`examples/fluids/navierstokes.c`; formerly
237bcb2dfaeSJed Brown  `examples/navier-stokes`): unstructured grid support (using PETSc's `DMPlex`),
238bcb2dfaeSJed Brown  implicit time integration, SU/SUPG stabilization, free-slip boundary conditions, and
239bcb2dfaeSJed Brown  quasi-2D computational domain support.
240bcb2dfaeSJed Brown
241bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` ({file}`examples/solids/elasticity.c`): new solver for
242bcb2dfaeSJed Brown  linear elasticity, small-strain hyperelasticity, and globalized finite-strain
243bcb2dfaeSJed Brown  hyperelasticity using p-multigrid with algebraic multigrid coarse solve.
244bcb2dfaeSJed Brown
245bcb2dfaeSJed Brown(v0-5)=
246bcb2dfaeSJed Brown
247bcb2dfaeSJed Brown## v0.5 (Sep 18, 2019)
248bcb2dfaeSJed Brown
249bcb2dfaeSJed BrownFor this release, several improvements were made. Two new CUDA backends were added to
250bcb2dfaeSJed Brownthe family of backends, of which, the new `cuda-gen` backend achieves state-of-the-art
251bcb2dfaeSJed Brownperformance using single-source {ref}`CeedQFunction`. From this release, users
252bcb2dfaeSJed Browncan define Q-Functions in a single source code independently of the targeted backend
253bcb2dfaeSJed Brownwith the aid of a new macro `CEED QFUNCTION` to support JIT (Just-In-Time) and CPU
254bcb2dfaeSJed Browncompilation of the user provided {ref}`CeedQFunction` code. To allow a unified
255bcb2dfaeSJed Browndeclaration, the {ref}`CeedQFunction` API has undergone a slight change:
256bcb2dfaeSJed Brownthe `QFunctionField` parameter `ncomp` has been changed to `size`. This change
257bcb2dfaeSJed Brownrequires setting the previous value of `ncomp` to `ncomp*dim` when adding a
258bcb2dfaeSJed Brown`QFunctionField` with eval mode `CEED EVAL GRAD`.
259bcb2dfaeSJed Brown
260bcb2dfaeSJed BrownAdditionally, new CPU backends
261bcb2dfaeSJed Brownwere included in this release, such as the `/cpu/self/opt/*` backends (which are
262bcb2dfaeSJed Brownwritten in pure C and use partial **E-vectors** to improve performance) and the
263bcb2dfaeSJed Brown`/cpu/self/ref/memcheck` backend (which relies upon the
264bcb2dfaeSJed Brown[Valgrind](http://valgrind.org/) Memcheck tool to help verify that user
265bcb2dfaeSJed Brown{ref}`CeedQFunction` have no undefined values).
266bcb2dfaeSJed BrownThis release also included various performance improvements, bug fixes, new examples,
267bcb2dfaeSJed Brownand improved tests. Among these improvements, vectorized instructions for
268bcb2dfaeSJed Brown{ref}`CeedQFunction` code compiled for CPU were enhanced by using `CeedPragmaSIMD`
269bcb2dfaeSJed Browninstead of `CeedPragmaOMP`, implementation of a {ref}`CeedQFunction` gallery and
270bcb2dfaeSJed Brownidentity Q-Functions were introduced, and the PETSc benchmark problems were expanded
271bcb2dfaeSJed Brownto include unstructured meshes handling were. For this expansion, the prior version of
272bcb2dfaeSJed Brownthe PETSc BPs, which only included data associated with structured geometries, were
273bcb2dfaeSJed Brownrenamed `bpsraw`, and the new version of the BPs, which can handle data associated
274bcb2dfaeSJed Brownwith any unstructured geometry, were called `bps`. Additionally, other benchmark
275bcb2dfaeSJed Brownproblems, namely BP2 and BP4 (the vector-valued versions of BP1 and BP3, respectively),
276bcb2dfaeSJed Brownand BP5 and BP6 (the collocated versions---for which the quadrature points are the same
277bcb2dfaeSJed Brownas the Gauss Lobatto nodes---of BP3 and BP4 respectively) were added to the PETSc
278bcb2dfaeSJed Brownexamples. Furthermoew, another standalone libCEED example, called `ex2`, which
279bcb2dfaeSJed Browncomputes the surface area of a given mesh was added to this release.
280bcb2dfaeSJed Brown
281bcb2dfaeSJed BrownBackends available in this release:
282bcb2dfaeSJed Brown
28368e843eeSJed Brown| CEED resource (`-ceed`)  | Backend                                             |
28468e843eeSJed Brown|--------------------------|-----------------------------------------------------|
28568e843eeSJed Brown| `/cpu/self/ref/serial`   | Serial reference implementation                     |
28668e843eeSJed Brown| `/cpu/self/ref/blocked`  | Blocked reference implementation                    |
28768e843eeSJed Brown| `/cpu/self/ref/memcheck` | Memcheck backend, undefined value checks            |
28868e843eeSJed Brown| `/cpu/self/opt/serial`   | Serial optimized C implementation                   |
28968e843eeSJed Brown| `/cpu/self/opt/blocked`  | Blocked optimized C implementation                  |
29068e843eeSJed Brown| `/cpu/self/avx/serial`   | Serial AVX implementation                           |
29168e843eeSJed Brown| `/cpu/self/avx/blocked`  | Blocked AVX implementation                          |
29268e843eeSJed Brown| `/cpu/self/xsmm/serial`  | Serial LIBXSMM implementation                       |
29368e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation                      |
29468e843eeSJed Brown| `/cpu/occa`              | Serial OCCA kernels                                 |
29568e843eeSJed Brown| `/gpu/occa`              | CUDA OCCA kernels                                   |
29668e843eeSJed Brown| `/omp/occa`              | OpenMP OCCA kernels                                 |
29768e843eeSJed Brown| `/ocl/occa`              | OpenCL OCCA kernels                                 |
29868e843eeSJed Brown| `/gpu/cuda/ref`          | Reference pure CUDA kernels                         |
29968e843eeSJed Brown| `/gpu/cuda/reg`          | Pure CUDA kernels using one thread per element      |
30068e843eeSJed Brown| `/gpu/cuda/shared`       | Optimized pure CUDA kernels using shared memory     |
30168e843eeSJed Brown| `/gpu/cuda/gen`          | Optimized pure CUDA kernels using code generation   |
30268e843eeSJed Brown| `/gpu/magma`             | CUDA MAGMA kernels                                  |
303bcb2dfaeSJed Brown
304bcb2dfaeSJed BrownExamples available in this release:
305bcb2dfaeSJed Brown
30668e843eeSJed Brown:::{list-table}
30768e843eeSJed Brown:header-rows: 1
30868e843eeSJed Brown:widths: auto
30968e843eeSJed Brown* - User code
31068e843eeSJed Brown  - Example
31168e843eeSJed Brown* - `ceed`
31268e843eeSJed Brown  - * ex1 (volume)
31368e843eeSJed Brown    * ex2 (surface)
31468e843eeSJed Brown* - `mfem`
31568e843eeSJed Brown  - * BP1 (scalar mass operator)
31668e843eeSJed Brown    * BP3 (scalar Laplace operator)
31768e843eeSJed Brown* - `petsc`
31868e843eeSJed Brown  - * BP1 (scalar mass operator)
31968e843eeSJed Brown    * BP2 (vector mass operator)
32068e843eeSJed Brown    * BP3 (scalar Laplace operator)
32168e843eeSJed Brown    * BP4 (vector Laplace operator)
32268e843eeSJed Brown    * BP5 (collocated scalar Laplace operator)
32368e843eeSJed Brown    * BP6 (collocated vector Laplace operator)
32468e843eeSJed Brown    * Navier-Stokes
32568e843eeSJed Brown* - `nek5000`
32668e843eeSJed Brown  - * BP1 (scalar mass operator)
32768e843eeSJed Brown    * BP3 (scalar Laplace operator)
32868e843eeSJed Brown:::
329bcb2dfaeSJed Brown
330bcb2dfaeSJed Brown(v0-4)=
331bcb2dfaeSJed Brown
332bcb2dfaeSJed Brown## v0.4 (Apr 1, 2019)
333bcb2dfaeSJed Brown
334bcb2dfaeSJed BrownlibCEED v0.4 was made again publicly available in the second full CEED software
335bcb2dfaeSJed Browndistribution, release CEED 2.0. This release contained notable features, such as
336bcb2dfaeSJed Brownfour new CPU backends, two new GPU backends, CPU backend optimizations, initial
337bcb2dfaeSJed Brownsupport for operator composition, performance benchmarking, and a Navier-Stokes demo.
338bcb2dfaeSJed BrownThe new CPU backends in this release came in two families. The `/cpu/self/*/serial`
339bcb2dfaeSJed Brownbackends process one element at a time and are intended for meshes with a smaller number
340bcb2dfaeSJed Brownof high order elements. The `/cpu/self/*/blocked` backends process blocked batches of
341bcb2dfaeSJed Browneight interlaced elements and are intended for meshes with higher numbers of elements.
342bcb2dfaeSJed BrownThe `/cpu/self/avx/*` backends rely upon AVX instructions to provide vectorized CPU
343bcb2dfaeSJed Brownperformance. The `/cpu/self/xsmm/*` backends rely upon the
344bcb2dfaeSJed Brown[LIBXSMM](http://github.com/hfp/libxsmm) package to provide vectorized CPU
345bcb2dfaeSJed Brownperformance. The `/gpu/cuda/*` backends provide GPU performance strictly using CUDA.
346bcb2dfaeSJed BrownThe `/gpu/cuda/ref` backend is a reference CUDA backend, providing reasonable
347bcb2dfaeSJed Brownperformance for most problem configurations. The `/gpu/cuda/reg` backend uses a simple
348bcb2dfaeSJed Brownparallelization approach, where each thread treats a finite element. Using just in time
349bcb2dfaeSJed Browncompilation, provided by nvrtc (NVidia Runtime Compiler), and runtime parameters, this
350bcb2dfaeSJed Brownbackend unroll loops and map memory address to registers. The `/gpu/cuda/reg` backend
351bcb2dfaeSJed Brownachieve good peak performance for 1D, 2D, and low order 3D problems, but performance
352bcb2dfaeSJed Browndeteriorates very quickly when threads run out of registers.
353bcb2dfaeSJed Brown
354bcb2dfaeSJed BrownA new explicit time-stepping Navier-Stokes solver was added to the family of libCEED
355bcb2dfaeSJed Brownexamples in the `examples/petsc` directory (see {ref}`example-petsc-navier-stokes`).
356bcb2dfaeSJed BrownThis example solves the time-dependent Navier-Stokes equations of compressible gas
357bcb2dfaeSJed Browndynamics in a static Eulerian three-dimensional frame, using structured high-order
358bcb2dfaeSJed Brownfinite/spectral element spatial discretizations and explicit high-order time-stepping
359bcb2dfaeSJed Brown(available in PETSc). Moreover, the Navier-Stokes example was developed using PETSc,
360bcb2dfaeSJed Brownso that the pointwise physics (defined at quadrature points) is separated from the
361bcb2dfaeSJed Brownparallelization and meshing concerns.
362bcb2dfaeSJed Brown
363bcb2dfaeSJed BrownBackends available in this release:
364bcb2dfaeSJed Brown
36568e843eeSJed Brown| CEED resource (`-ceed`)  | Backend                                             |
36668e843eeSJed Brown|--------------------------|-----------------------------------------------------|
36768e843eeSJed Brown| `/cpu/self/ref/serial`   | Serial reference implementation                     |
36868e843eeSJed Brown| `/cpu/self/ref/blocked`  | Blocked reference implementation                    |
36968e843eeSJed Brown| `/cpu/self/tmpl`         | Backend template, defaults to `/cpu/self/blocked`   |
37068e843eeSJed Brown| `/cpu/self/avx/serial`   | Serial AVX implementation                           |
37168e843eeSJed Brown| `/cpu/self/avx/blocked`  | Blocked AVX implementation                          |
37268e843eeSJed Brown| `/cpu/self/xsmm/serial`  | Serial LIBXSMM implementation                       |
37368e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation                      |
37468e843eeSJed Brown| `/cpu/occa`              | Serial OCCA kernels                                 |
37568e843eeSJed Brown| `/gpu/occa`              | CUDA OCCA kernels                                   |
37668e843eeSJed Brown| `/omp/occa`              | OpenMP OCCA kernels                                 |
37768e843eeSJed Brown| `/ocl/occa`              | OpenCL OCCA kernels                                 |
37868e843eeSJed Brown| `/gpu/cuda/ref`          | Reference pure CUDA kernels                         |
37968e843eeSJed Brown| `/gpu/cuda/reg`          | Pure CUDA kernels using one thread per element      |
38068e843eeSJed Brown| `/gpu/magma`             | CUDA MAGMA kernels                                  |
381bcb2dfaeSJed Brown
382bcb2dfaeSJed BrownExamples available in this release:
383bcb2dfaeSJed Brown
38468e843eeSJed Brown:::{list-table}
38568e843eeSJed Brown:header-rows: 1
38668e843eeSJed Brown:widths: auto
38768e843eeSJed Brown* - User code
38868e843eeSJed Brown  - Example
38968e843eeSJed Brown* - `ceed`
39068e843eeSJed Brown  - * ex1 (volume)
39168e843eeSJed Brown* - `mfem`
39268e843eeSJed Brown  - * BP1 (scalar mass operator)
39368e843eeSJed Brown    * BP3 (scalar Laplace operator)
39468e843eeSJed Brown* - `petsc`
39568e843eeSJed Brown  - * BP1 (scalar mass operator)
39668e843eeSJed Brown    * BP3 (scalar Laplace operator)
39768e843eeSJed Brown    * Navier-Stokes
39868e843eeSJed Brown* - `nek5000`
39968e843eeSJed Brown  - * BP1 (scalar mass operator)
40068e843eeSJed Brown    * BP3 (scalar Laplace operator)
40168e843eeSJed Brown:::
402bcb2dfaeSJed Brown
403bcb2dfaeSJed Brown(v0-3)=
404bcb2dfaeSJed Brown
405bcb2dfaeSJed Brown## v0.3 (Sep 30, 2018)
406bcb2dfaeSJed Brown
407bcb2dfaeSJed BrownNotable features in this release include active/passive field interface, support for
408bcb2dfaeSJed Brownnon-tensor bases, backend optimization, and improved Fortran interface. This release
409bcb2dfaeSJed Brownalso focused on providing improved continuous integration, and many new tests with code
410bcb2dfaeSJed Browncoverage reports of about 90%. This release also provided a significant change to the
411bcb2dfaeSJed Brownpublic interface: a {ref}`CeedQFunction` can take any number of named input and output
412bcb2dfaeSJed Brownarguments while {ref}`CeedOperator` connects them to the actual data, which may be
413bcb2dfaeSJed Brownsupplied explicitly to `CeedOperatorApply()` (active) or separately via
414bcb2dfaeSJed Brown`CeedOperatorSetField()` (passive). This interface change enables reusable libraries
415bcb2dfaeSJed Brownof CeedQFunctions and composition of block solvers constructed using
416bcb2dfaeSJed Brown{ref}`CeedOperator`. A concept of blocked restriction was added to this release and
417bcb2dfaeSJed Brownused in an optimized CPU backend. Although this is typically not visible to the user,
418bcb2dfaeSJed Brownit enables effective use of arbitrary-length SIMD while maintaining cache locality.
419bcb2dfaeSJed BrownThis CPU backend also implements an algebraic factorization of tensor product gradients
420bcb2dfaeSJed Brownto perform fewer operations than standard application of interpolation and
421bcb2dfaeSJed Browndifferentiation from nodes to quadrature points. This algebraic formulation
422bcb2dfaeSJed Brownautomatically supports non-polynomial and non-interpolatory bases, thus is more general
423bcb2dfaeSJed Brownthan the more common derivation in terms of Lagrange polynomials on the quadrature points.
424bcb2dfaeSJed Brown
425bcb2dfaeSJed BrownBackends available in this release:
426bcb2dfaeSJed Brown
42768e843eeSJed Brown| CEED resource (`-ceed`) | Backend                                             |
42868e843eeSJed Brown|-------------------------|-----------------------------------------------------|
42968e843eeSJed Brown| `/cpu/self/blocked`     | Blocked reference implementation                    |
43068e843eeSJed Brown| `/cpu/self/ref`         | Serial reference implementation                     |
43168e843eeSJed Brown| `/cpu/self/tmpl`        | Backend template, defaults to `/cpu/self/blocked`   |
43268e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels                                 |
43368e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels                                   |
43468e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels                                 |
43568e843eeSJed Brown| `/ocl/occa`             | OpenCL OCCA kernels                                 |
43668e843eeSJed Brown| `/gpu/magma`            | CUDA MAGMA kernels                                  |
437bcb2dfaeSJed Brown
438bcb2dfaeSJed BrownExamples available in this release:
439bcb2dfaeSJed Brown
44068e843eeSJed Brown:::{list-table}
44168e843eeSJed Brown:header-rows: 1
44268e843eeSJed Brown:widths: auto
44368e843eeSJed Brown* - User code
44468e843eeSJed Brown  - Example
44568e843eeSJed Brown* - `ceed`
44668e843eeSJed Brown  - * ex1 (volume)
44768e843eeSJed Brown* - `mfem`
44868e843eeSJed Brown  - * BP1 (scalar mass operator)
44968e843eeSJed Brown    * BP3 (scalar Laplace operator)
45068e843eeSJed Brown* - `petsc`
45168e843eeSJed Brown  - * BP1 (scalar mass operator)
45268e843eeSJed Brown    * BP3 (scalar Laplace operator)
45368e843eeSJed Brown* - `nek5000`
45468e843eeSJed Brown  - * BP1 (scalar mass operator)
45568e843eeSJed Brown    * BP3 (scalar Laplace operator)
45668e843eeSJed Brown:::
457bcb2dfaeSJed Brown
458bcb2dfaeSJed Brown(v0-21)=
459bcb2dfaeSJed Brown
460bcb2dfaeSJed Brown## v0.21 (Sep 30, 2018)
461bcb2dfaeSJed Brown
462bcb2dfaeSJed BrownA MAGMA backend (which relies upon the
463bcb2dfaeSJed Brown[MAGMA](https://bitbucket.org/icl/magma) package) was integrated in libCEED for this
464bcb2dfaeSJed Brownrelease. This initial integration set up the framework of using MAGMA and provided the
465bcb2dfaeSJed BrownlibCEED functionality through MAGMA kernels as one of libCEED’s computational backends.
466bcb2dfaeSJed BrownAs any other backend, the MAGMA backend provides extended basic data structures for
467bcb2dfaeSJed Brown{ref}`CeedVector`, {ref}`CeedElemRestriction`, and {ref}`CeedOperator`, and implements
468bcb2dfaeSJed Brownthe fundamental CEED building blocks to work with the new data structures.
469bcb2dfaeSJed BrownIn general, the MAGMA-specific data structures keep the libCEED pointers to CPU data
470bcb2dfaeSJed Brownbut also add corresponding device (e.g., GPU) pointers to the data. Coherency is handled
471bcb2dfaeSJed Browninternally, and thus seamlessly to the user, through the functions/methods that are
472bcb2dfaeSJed Brownprovided to support them.
473bcb2dfaeSJed Brown
474bcb2dfaeSJed BrownBackends available in this release:
475bcb2dfaeSJed Brown
47668e843eeSJed Brown| CEED resource (`-ceed`) | Backend                         |
47768e843eeSJed Brown|-------------------------|---------------------------------|
47868e843eeSJed Brown| `/cpu/self`             | Serial reference implementation |
47968e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels             |
48068e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels               |
48168e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels             |
48268e843eeSJed Brown| `/ocl/occa`             | OpenCL OCCA kernels             |
48368e843eeSJed Brown| `/gpu/magma`            | CUDA MAGMA kernels              |
484bcb2dfaeSJed Brown
485bcb2dfaeSJed BrownExamples available in this release:
486bcb2dfaeSJed Brown
48768e843eeSJed Brown:::{list-table}
48868e843eeSJed Brown:header-rows: 1
48968e843eeSJed Brown:widths: auto
49068e843eeSJed Brown* - User code
49168e843eeSJed Brown  - Example
49268e843eeSJed Brown* - `ceed`
49368e843eeSJed Brown  - * ex1 (volume)
49468e843eeSJed Brown* - `mfem`
49568e843eeSJed Brown  - * BP1 (scalar mass operator)
49668e843eeSJed Brown    * BP3 (scalar Laplace operator)
49768e843eeSJed Brown* - `petsc`
49868e843eeSJed Brown  - * BP1 (scalar mass operator)
49968e843eeSJed Brown* - `nek5000`
50068e843eeSJed Brown  - * BP1 (scalar mass operator)
50168e843eeSJed Brown:::
502bcb2dfaeSJed Brown
503bcb2dfaeSJed Brown(v0-2)=
504bcb2dfaeSJed Brown
505bcb2dfaeSJed Brown## v0.2 (Mar 30, 2018)
506bcb2dfaeSJed Brown
507bcb2dfaeSJed BrownlibCEED was made publicly available the first full CEED software distribution, release
508bcb2dfaeSJed BrownCEED 1.0. The distribution was made available using the Spack package manager to provide
509bcb2dfaeSJed Browna common, easy-to-use build environment, where the user can build the CEED distribution
510bcb2dfaeSJed Brownwith all dependencies. This release included a new Fortran interface for the library.
511bcb2dfaeSJed BrownThis release also contained major improvements in the OCCA backend (including a new
512bcb2dfaeSJed Brown`/ocl/occa` backend) and new examples. The standalone libCEED example was modified to
513bcb2dfaeSJed Browncompute the volume volume of a given mesh (in 1D, 2D, or 3D) and placed in an
514bcb2dfaeSJed Brown`examples/ceed` subfolder. A new `mfem` example to perform BP3 (with the application
515bcb2dfaeSJed Brownof the Laplace operator) was also added to this release.
516bcb2dfaeSJed Brown
517bcb2dfaeSJed BrownBackends available in this release:
518bcb2dfaeSJed Brown
51968e843eeSJed Brown| CEED resource (`-ceed`) | Backend                         |
52068e843eeSJed Brown|-------------------------|---------------------------------|
52168e843eeSJed Brown| `/cpu/self`             | Serial reference implementation |
52268e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels             |
52368e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels               |
52468e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels             |
52568e843eeSJed Brown| `/ocl/occa`             | OpenCL OCCA kernels             |
526bcb2dfaeSJed Brown
527bcb2dfaeSJed BrownExamples available in this release:
528bcb2dfaeSJed Brown
52968e843eeSJed Brown:::{list-table}
53068e843eeSJed Brown:header-rows: 1
53168e843eeSJed Brown:widths: auto
53268e843eeSJed Brown* - User code
53368e843eeSJed Brown  - Example
53468e843eeSJed Brown* - `ceed`
53568e843eeSJed Brown  - * ex1 (volume)
53668e843eeSJed Brown* - `mfem`
53768e843eeSJed Brown  - * BP1 (scalar mass operator)
53868e843eeSJed Brown    * BP3 (scalar Laplace operator)
53968e843eeSJed Brown* - `petsc`
54068e843eeSJed Brown  - * BP1 (scalar mass operator)
54168e843eeSJed Brown* - `nek5000`
54268e843eeSJed Brown  - * BP1 (scalar mass operator)
54368e843eeSJed Brown:::
544bcb2dfaeSJed Brown
545bcb2dfaeSJed Brown(v0-1)=
546bcb2dfaeSJed Brown
547bcb2dfaeSJed Brown## v0.1 (Jan 3, 2018)
548bcb2dfaeSJed Brown
549bcb2dfaeSJed BrownInitial low-level API of the CEED project. The low-level API provides a set of Finite
550bcb2dfaeSJed BrownElements kernels and components for writing new low-level kernels. Examples include:
551bcb2dfaeSJed Brownvector and sparse linear algebra, element matrix assembly over a batch of elements,
552bcb2dfaeSJed Brownpartial assembly and action for efficient high-order operators like mass, diffusion,
553bcb2dfaeSJed Brownadvection, etc. The main goal of the low-level API is to establish the basis for the
554bcb2dfaeSJed Brownhigh-level API. Also, identifying such low-level kernels and providing a reference
555bcb2dfaeSJed Brownimplementation for them serves as the basis for specialized backend implementations.
556bcb2dfaeSJed BrownThis release contained several backends: `/cpu/self`, and backends which rely upon the
557bcb2dfaeSJed Brown[OCCA](http://github.com/libocca/occa) package, such as `/cpu/occa`,
558bcb2dfaeSJed Brown`/gpu/occa`, and `/omp/occa`.
559bcb2dfaeSJed BrownIt also included several examples, in the `examples` folder:
560bcb2dfaeSJed BrownA standalone code that shows the usage of libCEED (with no external
561bcb2dfaeSJed Browndependencies) to apply the Laplace operator, `ex1`; an `mfem` example to perform BP1
562bcb2dfaeSJed Brown(with the application of the mass operator); and a `petsc` example to perform BP1
563bcb2dfaeSJed Brown(with the application of the mass operator).
564bcb2dfaeSJed Brown
565bcb2dfaeSJed BrownBackends available in this release:
566bcb2dfaeSJed Brown
56768e843eeSJed Brown| CEED resource (`-ceed`) | Backend                         |
56868e843eeSJed Brown|-------------------------|---------------------------------|
56968e843eeSJed Brown| `/cpu/self`             | Serial reference implementation |
57068e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels             |
57168e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels               |
57268e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels             |
573bcb2dfaeSJed Brown
574bcb2dfaeSJed BrownExamples available in this release:
575bcb2dfaeSJed Brown
576bcb2dfaeSJed Brown| User code             | Example                           |
57768e843eeSJed Brown|-----------------------|-----------------------------------|
57868e843eeSJed Brown| `ceed`                | ex1 (scalar Laplace operator)     |
57968e843eeSJed Brown| `mfem`                | BP1 (scalar mass operator)        |
58068e843eeSJed Brown| `petsc`               | BP1 (scalar mass operator)        |
581bcb2dfaeSJed Brown```
582