xref: /libCEED/doc/sphinx/source/releasenotes.md (revision 6cccb8e4b3ec0b5d0d60888533d5b9b04933e739)
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
13*6cccb8e4SJeremy L Thompson## Bugfix
14*6cccb8e4SJeremy L Thompson
15*6cccb8e4SJeremy L Thompson- Fix bugs in CPU implementation of {c:func}`CeedOperatorLinearAssemble` when there are different number of active input modes and active output modes.
16*6cccb8e4SJeremy L Thompson
17f374d6a3SJeremy L Thompson(v0-10-1)=
18f374d6a3SJeremy L Thompson
19f374d6a3SJeremy L Thompson## v0.10.1 (Apr 11, 2022)
20f374d6a3SJeremy L Thompson
21f374d6a3SJeremy L Thompson### Interface changes
22f374d6a3SJeremy L Thompson
236e15d496SJeremy L Thompson- Added {c:func}`CeedQFunctionSetUserFlopsEstimate` and {c:func}`CeedOperatorGetFlopsEstimate` to facilitate estimating FLOPs in operator application.
246e15d496SJeremy L Thompson
255766aa57SJeremy L Thompson### Bugfix
265766aa57SJeremy L Thompson
275766aa57SJeremy L Thompson- Install JiT source files in install directory to fix GPU functionality for installed libCEED.
285766aa57SJeremy L Thompson
29667e613fSJeremy L Thompson(v0-10)=
30667e613fSJeremy L Thompson
313ed90579SJeremy L Thompson## v0.10 (Mar 21, 2022)
32667e613fSJeremy L Thompson
33667e613fSJeremy L Thompson### Interface changes
34667e613fSJeremy L Thompson
357e7773b5SJeremy L Thompson- Update {c:func}`CeedQFunctionGetFields` and {c:func}`CeedOperatorGetFields` to include number of fields.
36ce4822f6SJeremy 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`.
37f04ea552SJeremy L Thompson- Clarify and document conditions where `CeedQFunction` and `CeedOperator` become immutable and no further fields or suboperators can be added.
3870a7ffb3SJeremy L Thompson- Add {c:func}`CeedOperatorLinearAssembleQFunctionBuildOrUpdate` to reduce object creation overhead in assembly of CeedOperator preconditioning ingredients.
394db537f9SJeremy L Thompson- Promote {c:func}`CeedOperatorCheckReady`to the public API to facilitate interactive interfaces.
40dcc1e3ecSJeremy L Thompson- Warning added when compiling OCCA backend to alert users that this backend is experimental.
419a1d3511SJeremy 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`.
4243e1b16fSJeremy L Thompson- Added {c:func}`CeedQFunctionGetKernelName`; refactored {c:func}`CeedQFunctionGetSourcePath` to exclude function kernel name.
439c774eddSJeremy 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`.
449c774eddSJeremy L Thompson- Added {c:func}`CeedVectorGetArrayWrite` that allows access to uninitalized arrays; require initalized data for {c:func}`CeedVectorGetArray`.
45c38440baSJed 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.
46cdf32b93SJeremy L Thompson- Added {c:func}`CeedQFunctionContextGetFieldDescriptions` to retreive user defined descriptions of fields that are registered with `CeedQFunctionContextRegister*`.
477a06ec9fSJeremy L Thompson- Renamed `CeedElemTopology` entries for clearer namespacing between libCEED enums.
48f4f98f9dSJeremy 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.
498b919e6bSJeremy 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.
50c9366a6bSJeremy L Thompson- Added {c:func}`CeedOperatorGetActiveVectorLengths` to get shape of CeedOperator.
517e7773b5SJeremy L Thompson
52f479eb23SJeremy L Thompson### New features
53f479eb23SJeremy L Thompson
54f479eb23SJeremy L Thompson- `CeedScalar` can now be set as `float` or `double` at compile time.
5530601ac0SJeremy L Thompson- Added JiT utilities in `ceed/jit-tools.h` to reduce duplicated code in GPU backends.
56fb3c7d02SJeremy 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.
5723dfbf5bSJeremy L Thompson- Remove need to guard library headers in QFunction source for code generation backends.
583f21f6b1SJeremy L Thompson- `CeedDebugEnv()` macro created to provide debugging outputs when Ceed context is not present.
59f7e22acaSJeremy L Thompson- Added {c:func}`CeedStringAllocCopy` to reduce repeated code for copying strings internally.
603451974fSJeremy L Thompson- Added {c:func}`CeedPathConcatenate` to facilitate loading kernel source files with a path relative to the current file.
617a06ec9fSJeremy L Thompson- Added support for non-tensor H(div) elements, to include CPU backend implementations and {c:func}`CeedBasisCreateHdiv` convenience constructor.
62d34e270fSJeremy 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.
6359ad764aSnbeams- Added support for element matrix assembly in GPU backends.
64f479eb23SJeremy L Thompson
65bcb2dfaeSJed Brown### Maintainability
66bcb2dfaeSJed Brown
67bcb2dfaeSJed Brown- Refactored preconditioner support internally to facilitate future development and improve GPU completeness/test coverage.
68db52d626SJeremy L Thompson- `Include-what-you-use` makefile target added as `make iwyu`.
69bf4cb664SJeremy L Thompson- Create backend constant `CEED_FIELD_MAX` to reduce magic numbers in codebase.
703451974fSJeremy L Thompson- Put GPU JiTed kernel source code into separate files.
71f9996dfdSJeremy 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.
72bcb2dfaeSJed Brown
73bcb2dfaeSJed Brown(v0-9)=
74bcb2dfaeSJed Brown
75bcb2dfaeSJed Brown## v0.9 (Jul 6, 2021)
76bcb2dfaeSJed Brown
77bcb2dfaeSJed Brown### Interface changes
78bcb2dfaeSJed Brown
79bcb2dfaeSJed Brown- Minor modification in error handling macro to silence pedantic warnings when compiling with Clang, but no functional impact.
80bcb2dfaeSJed Brown
81bcb2dfaeSJed Brown### New features
82bcb2dfaeSJed Brown
83bcb2dfaeSJed Brown- Add {c:func}`CeedVectorAXPY` and {c:func}`CeedVectorPointwiseMult` as a convenience for stand-alone testing and internal use.
84bcb2dfaeSJed Brown- Add `CEED_QFUNCTION_HELPER` macro to properly annotate QFunction helper functions for code generation backends.
85bcb2dfaeSJed Brown- Add `CeedPragmaOptimizeOff` macro for code that is sensitive to floating point errors from fast math optimizations.
86bcb2dfaeSJed Brown- Rust support: split `libceed-sys` crate out of `libceed` and [publish both on crates.io](https://crates.io/crates/libceed).
87bcb2dfaeSJed Brown
88bcb2dfaeSJed Brown### Performance improvements
89bcb2dfaeSJed Brown
90bcb2dfaeSJed Brown### Examples
91bcb2dfaeSJed Brown
92bcb2dfaeSJed Brown- Solid mechanics mini-app updated to explore the performance impacts of various formulations in the initial and current configurations.
93bcb2dfaeSJed Brown- Fluid mechanics example adds GPU support and improves modularity.
94bcb2dfaeSJed Brown
95bcb2dfaeSJed Brown### Deprecated backends
96bcb2dfaeSJed Brown
97bcb2dfaeSJed 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.
98bcb2dfaeSJed Brown
99bcb2dfaeSJed Brown(v0-8)=
100bcb2dfaeSJed Brown
101bcb2dfaeSJed Brown## v0.8 (Mar 31, 2021)
102bcb2dfaeSJed Brown
103bcb2dfaeSJed Brown### Interface changes
104bcb2dfaeSJed Brown
105bcb2dfaeSJed Brown- Error handling improved to include enumerated error codes for C interface return values.
106bcb2dfaeSJed 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.
107bcb2dfaeSJed Brown
108bcb2dfaeSJed Brown### New features
109bcb2dfaeSJed Brown
110bcb2dfaeSJed Brown- Julia and Rust interfaces added, providing a nearly 1-1 correspondence with the C interface, plus some convenience features.
111bcb2dfaeSJed Brown- Static libraries can be built with `make STATIC=1` and the pkg-config file is installed accordingly.
112bcb2dfaeSJed Brown- Add {c:func}`CeedOperatorLinearAssembleSymbolic` and {c:func}`CeedOperatorLinearAssemble` to support full assembly of libCEED operators.
113bcb2dfaeSJed Brown
114bcb2dfaeSJed Brown### Performance improvements
115bcb2dfaeSJed Brown
116bcb2dfaeSJed Brown- New HIP MAGMA backends for hipMAGMA library users: `/gpu/hip/magma` and `/gpu/hip/magma/det`.
117bcb2dfaeSJed Brown- New HIP backends for improved tensor basis performance: `/gpu/hip/shared` and `/gpu/hip/gen`.
118bcb2dfaeSJed Brown
119bcb2dfaeSJed Brown### Examples
120bcb2dfaeSJed Brown
121bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with traction boundary conditions and improved Dirichlet boundary conditions.
122bcb2dfaeSJed 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.
123bcb2dfaeSJed 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.
124bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` example updated with support for performing convergence study and plotting order of convergence by polynomial degree.
125bcb2dfaeSJed Brown
126bcb2dfaeSJed Brown(v0-7)=
127bcb2dfaeSJed Brown
128bcb2dfaeSJed Brown## v0.7 (Sep 29, 2020)
129bcb2dfaeSJed Brown
130bcb2dfaeSJed Brown### Interface changes
131bcb2dfaeSJed Brown
132bcb2dfaeSJed Brown- Replace limited {code}`CeedInterlaceMode` with more flexible component stride {code}`compstride` in {code}`CeedElemRestriction` constructors.
133bcb2dfaeSJed 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`.
134bcb2dfaeSJed Brown  These changes improve support for mixed finite element methods.
135bcb2dfaeSJed Brown- Replace various uses of {code}`Ceed*Get*Status` with {code}`Ceed*Is*` in the backend API to match common nomenclature.
136bcb2dfaeSJed Brown- Replace {code}`CeedOperatorAssembleLinearDiagonal` with {c:func}`CeedOperatorLinearAssembleDiagonal` for clarity.
137bcb2dfaeSJed 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.
138bcb2dfaeSJed 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.
139bcb2dfaeSJed 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.
140bcb2dfaeSJed 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.
141bcb2dfaeSJed 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`.
142bcb2dfaeSJed Brown- Added {code}`CeedQFunctionContext` object to manage user QFunction context data and reduce copies between device and host memory.
143bcb2dfaeSJed 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.
144bcb2dfaeSJed Brown
145bcb2dfaeSJed Brown### New features
146bcb2dfaeSJed Brown
147bcb2dfaeSJed Brown- New HIP backend: `/gpu/hip/ref`.
148bcb2dfaeSJed Brown- CeedQFunction support for user `CUfunction`s in some backends
149bcb2dfaeSJed Brown
150bcb2dfaeSJed Brown### Performance improvements
151bcb2dfaeSJed Brown
152bcb2dfaeSJed Brown- OCCA backend rebuilt to facilitate future performance enhancements.
153bcb2dfaeSJed Brown- Petsc BPs suite improved to reduce noise due to multiple calls to {code}`mpiexec`.
154bcb2dfaeSJed Brown
155bcb2dfaeSJed Brown### Examples
156bcb2dfaeSJed Brown
157bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with strain energy computation and more flexible boundary conditions.
158bcb2dfaeSJed Brown
159bcb2dfaeSJed Brown### Deprecated backends
160bcb2dfaeSJed Brown
161bcb2dfaeSJed Brown- The `/gpu/cuda/reg` backend has been removed, with its core features moved into `/gpu/cuda/ref` and `/gpu/cuda/shared`.
162bcb2dfaeSJed Brown
163bcb2dfaeSJed Brown(v0-6)=
164bcb2dfaeSJed Brown
165bcb2dfaeSJed Brown## v0.6 (Mar 29, 2020)
166bcb2dfaeSJed Brown
167bcb2dfaeSJed BrownlibCEED v0.6 contains numerous new features and examples, as well as expanded
16813964f07SJed Browndocumentation in [this new website](https://libceed.org).
169bcb2dfaeSJed Brown
170bcb2dfaeSJed Brown### New features
171bcb2dfaeSJed Brown
172bcb2dfaeSJed Brown- New Python interface using [CFFI](https://cffi.readthedocs.io/) provides a nearly
173bcb2dfaeSJed Brown  1-1 correspondence with the C interface, plus some convenience features.  For instance,
174bcb2dfaeSJed Brown  data stored in the {cpp:type}`CeedVector` structure are available without copy as
175bcb2dfaeSJed Brown  {py:class}`numpy.ndarray`.  Short tutorials are provided in
176bcb2dfaeSJed Brown  [Binder](https://mybinder.org/v2/gh/CEED/libCEED/main?urlpath=lab/tree/examples/tutorials/).
177bcb2dfaeSJed Brown- Linear QFunctions can be assembled as block-diagonal matrices (per quadrature point,
178bcb2dfaeSJed Brown  {c:func}`CeedOperatorAssembleLinearQFunction`) or to evaluate the diagonal
179bcb2dfaeSJed Brown  ({c:func}`CeedOperatorAssembleLinearDiagonal`).  These operations are useful for
180bcb2dfaeSJed Brown  preconditioning ingredients and are used in the libCEED's multigrid examples.
181bcb2dfaeSJed Brown- The inverse of separable operators can be obtained using
182bcb2dfaeSJed Brown  {c:func}`CeedOperatorCreateFDMElementInverse` and applied with
183bcb2dfaeSJed Brown  {c:func}`CeedOperatorApply`.  This is a useful preconditioning ingredient,
184bcb2dfaeSJed Brown  especially for Laplacians and related operators.
185bcb2dfaeSJed Brown- New functions: {c:func}`CeedVectorNorm`, {c:func}`CeedOperatorApplyAdd`,
186bcb2dfaeSJed Brown  {c:func}`CeedQFunctionView`, {c:func}`CeedOperatorView`.
187bcb2dfaeSJed Brown- Make public accessors for various attributes to facilitate writing composable code.
188bcb2dfaeSJed Brown- New backend: `/cpu/self/memcheck/serial`.
189bcb2dfaeSJed Brown- QFunctions using variable-length array (VLA) pointer constructs can be used with CUDA
190bcb2dfaeSJed Brown  backends.  (Single source is coming soon for OCCA backends.)
191bcb2dfaeSJed Brown- Fix some missing edge cases in CUDA backend.
192bcb2dfaeSJed Brown
193bcb2dfaeSJed Brown### Performance Improvements
194bcb2dfaeSJed Brown
195bcb2dfaeSJed Brown- MAGMA backend performance optimization and non-tensor bases.
196bcb2dfaeSJed Brown- No-copy optimization in {c:func}`CeedOperatorApply`.
197bcb2dfaeSJed Brown
198bcb2dfaeSJed Brown### Interface changes
199bcb2dfaeSJed Brown
200bcb2dfaeSJed Brown- Replace {code}`CeedElemRestrictionCreateIdentity` and
201bcb2dfaeSJed Brown  {code}`CeedElemRestrictionCreateBlocked` with more flexible
202bcb2dfaeSJed Brown  {c:func}`CeedElemRestrictionCreateStrided` and
203bcb2dfaeSJed Brown  {c:func}`CeedElemRestrictionCreateBlockedStrided`.
204bcb2dfaeSJed Brown- Add arguments to {c:func}`CeedQFunctionCreateIdentity`.
205bcb2dfaeSJed Brown- Replace ambiguous uses of {cpp:enum}`CeedTransposeMode` for L-vector identification
206bcb2dfaeSJed Brown  with {cpp:enum}`CeedInterlaceMode`.  This is now an attribute of the
207bcb2dfaeSJed Brown  {cpp:type}`CeedElemRestriction` (see {c:func}`CeedElemRestrictionCreate`) and no
208bcb2dfaeSJed Brown  longer passed as `lmode` arguments to {c:func}`CeedOperatorSetField` and
209bcb2dfaeSJed Brown  {c:func}`CeedElemRestrictionApply`.
210bcb2dfaeSJed Brown
211bcb2dfaeSJed Brown### Examples
212bcb2dfaeSJed Brown
213bcb2dfaeSJed BrownlibCEED-0.6 contains greatly expanded examples with {ref}`new documentation <Examples>`.
214bcb2dfaeSJed BrownNotable additions include:
215bcb2dfaeSJed Brown
216bcb2dfaeSJed Brown- Standalone {ref}`ex2-surface` ({file}`examples/ceed/ex2-surface`): compute the area of
217bcb2dfaeSJed Brown  a domain in 1, 2, and 3 dimensions by applying a Laplacian.
218bcb2dfaeSJed Brown
219bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-area` ({file}`examples/petsc/area.c`): computes surface area
220bcb2dfaeSJed Brown  of domains (like the cube and sphere) by direct integration on a surface mesh;
221bcb2dfaeSJed Brown  demonstrates geometric dimension different from topological dimension.
222bcb2dfaeSJed Brown
223bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-bps`:
224bcb2dfaeSJed Brown
225bcb2dfaeSJed Brown  - {file}`examples/petsc/bpsraw.c` (formerly `bps.c`): transparent CUDA support.
226bcb2dfaeSJed Brown  - {file}`examples/petsc/bps.c` (formerly `bpsdmplex.c`): performance improvements
227bcb2dfaeSJed Brown    and transparent CUDA support.
228bcb2dfaeSJed Brown  - {ref}`example-petsc-bps-sphere` ({file}`examples/petsc/bpssphere.c`):
229bcb2dfaeSJed Brown    generalizations of all CEED BPs to the surface of the sphere; demonstrates geometric
230bcb2dfaeSJed Brown    dimension different from topological dimension.
231bcb2dfaeSJed Brown
232bcb2dfaeSJed Brown- {ref}`example-petsc-multigrid` ({file}`examples/petsc/multigrid.c`): new p-multigrid
233bcb2dfaeSJed Brown  solver with algebraic multigrid coarse solve.
234bcb2dfaeSJed Brown
235bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` ({file}`examples/fluids/navierstokes.c`; formerly
236bcb2dfaeSJed Brown  `examples/navier-stokes`): unstructured grid support (using PETSc's `DMPlex`),
237bcb2dfaeSJed Brown  implicit time integration, SU/SUPG stabilization, free-slip boundary conditions, and
238bcb2dfaeSJed Brown  quasi-2D computational domain support.
239bcb2dfaeSJed Brown
240bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` ({file}`examples/solids/elasticity.c`): new solver for
241bcb2dfaeSJed Brown  linear elasticity, small-strain hyperelasticity, and globalized finite-strain
242bcb2dfaeSJed Brown  hyperelasticity using p-multigrid with algebraic multigrid coarse solve.
243bcb2dfaeSJed Brown
244bcb2dfaeSJed Brown(v0-5)=
245bcb2dfaeSJed Brown
246bcb2dfaeSJed Brown## v0.5 (Sep 18, 2019)
247bcb2dfaeSJed Brown
248bcb2dfaeSJed BrownFor this release, several improvements were made. Two new CUDA backends were added to
249bcb2dfaeSJed Brownthe family of backends, of which, the new `cuda-gen` backend achieves state-of-the-art
250bcb2dfaeSJed Brownperformance using single-source {ref}`CeedQFunction`. From this release, users
251bcb2dfaeSJed Browncan define Q-Functions in a single source code independently of the targeted backend
252bcb2dfaeSJed Brownwith the aid of a new macro `CEED QFUNCTION` to support JIT (Just-In-Time) and CPU
253bcb2dfaeSJed Browncompilation of the user provided {ref}`CeedQFunction` code. To allow a unified
254bcb2dfaeSJed Browndeclaration, the {ref}`CeedQFunction` API has undergone a slight change:
255bcb2dfaeSJed Brownthe `QFunctionField` parameter `ncomp` has been changed to `size`. This change
256bcb2dfaeSJed Brownrequires setting the previous value of `ncomp` to `ncomp*dim` when adding a
257bcb2dfaeSJed Brown`QFunctionField` with eval mode `CEED EVAL GRAD`.
258bcb2dfaeSJed Brown
259bcb2dfaeSJed BrownAdditionally, new CPU backends
260bcb2dfaeSJed Brownwere included in this release, such as the `/cpu/self/opt/*` backends (which are
261bcb2dfaeSJed Brownwritten in pure C and use partial **E-vectors** to improve performance) and the
262bcb2dfaeSJed Brown`/cpu/self/ref/memcheck` backend (which relies upon the
263bcb2dfaeSJed Brown[Valgrind](http://valgrind.org/) Memcheck tool to help verify that user
264bcb2dfaeSJed Brown{ref}`CeedQFunction` have no undefined values).
265bcb2dfaeSJed BrownThis release also included various performance improvements, bug fixes, new examples,
266bcb2dfaeSJed Brownand improved tests. Among these improvements, vectorized instructions for
267bcb2dfaeSJed Brown{ref}`CeedQFunction` code compiled for CPU were enhanced by using `CeedPragmaSIMD`
268bcb2dfaeSJed Browninstead of `CeedPragmaOMP`, implementation of a {ref}`CeedQFunction` gallery and
269bcb2dfaeSJed Brownidentity Q-Functions were introduced, and the PETSc benchmark problems were expanded
270bcb2dfaeSJed Brownto include unstructured meshes handling were. For this expansion, the prior version of
271bcb2dfaeSJed Brownthe PETSc BPs, which only included data associated with structured geometries, were
272bcb2dfaeSJed Brownrenamed `bpsraw`, and the new version of the BPs, which can handle data associated
273bcb2dfaeSJed Brownwith any unstructured geometry, were called `bps`. Additionally, other benchmark
274bcb2dfaeSJed Brownproblems, namely BP2 and BP4 (the vector-valued versions of BP1 and BP3, respectively),
275bcb2dfaeSJed Brownand BP5 and BP6 (the collocated versions---for which the quadrature points are the same
276bcb2dfaeSJed Brownas the Gauss Lobatto nodes---of BP3 and BP4 respectively) were added to the PETSc
277bcb2dfaeSJed Brownexamples. Furthermoew, another standalone libCEED example, called `ex2`, which
278bcb2dfaeSJed Browncomputes the surface area of a given mesh was added to this release.
279bcb2dfaeSJed Brown
280bcb2dfaeSJed BrownBackends available in this release:
281bcb2dfaeSJed Brown
28268e843eeSJed Brown| CEED resource (`-ceed`)  | Backend                                             |
28368e843eeSJed Brown|--------------------------|-----------------------------------------------------|
28468e843eeSJed Brown| `/cpu/self/ref/serial`   | Serial reference implementation                     |
28568e843eeSJed Brown| `/cpu/self/ref/blocked`  | Blocked reference implementation                    |
28668e843eeSJed Brown| `/cpu/self/ref/memcheck` | Memcheck backend, undefined value checks            |
28768e843eeSJed Brown| `/cpu/self/opt/serial`   | Serial optimized C implementation                   |
28868e843eeSJed Brown| `/cpu/self/opt/blocked`  | Blocked optimized C implementation                  |
28968e843eeSJed Brown| `/cpu/self/avx/serial`   | Serial AVX implementation                           |
29068e843eeSJed Brown| `/cpu/self/avx/blocked`  | Blocked AVX implementation                          |
29168e843eeSJed Brown| `/cpu/self/xsmm/serial`  | Serial LIBXSMM implementation                       |
29268e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation                      |
29368e843eeSJed Brown| `/cpu/occa`              | Serial OCCA kernels                                 |
29468e843eeSJed Brown| `/gpu/occa`              | CUDA OCCA kernels                                   |
29568e843eeSJed Brown| `/omp/occa`              | OpenMP OCCA kernels                                 |
29668e843eeSJed Brown| `/ocl/occa`              | OpenCL OCCA kernels                                 |
29768e843eeSJed Brown| `/gpu/cuda/ref`          | Reference pure CUDA kernels                         |
29868e843eeSJed Brown| `/gpu/cuda/reg`          | Pure CUDA kernels using one thread per element      |
29968e843eeSJed Brown| `/gpu/cuda/shared`       | Optimized pure CUDA kernels using shared memory     |
30068e843eeSJed Brown| `/gpu/cuda/gen`          | Optimized pure CUDA kernels using code generation   |
30168e843eeSJed Brown| `/gpu/magma`             | CUDA MAGMA kernels                                  |
302bcb2dfaeSJed Brown
303bcb2dfaeSJed BrownExamples available in this release:
304bcb2dfaeSJed Brown
30568e843eeSJed Brown:::{list-table}
30668e843eeSJed Brown:header-rows: 1
30768e843eeSJed Brown:widths: auto
30868e843eeSJed Brown* - User code
30968e843eeSJed Brown  - Example
31068e843eeSJed Brown* - `ceed`
31168e843eeSJed Brown  - * ex1 (volume)
31268e843eeSJed Brown    * ex2 (surface)
31368e843eeSJed Brown* - `mfem`
31468e843eeSJed Brown  - * BP1 (scalar mass operator)
31568e843eeSJed Brown    * BP3 (scalar Laplace operator)
31668e843eeSJed Brown* - `petsc`
31768e843eeSJed Brown  - * BP1 (scalar mass operator)
31868e843eeSJed Brown    * BP2 (vector mass operator)
31968e843eeSJed Brown    * BP3 (scalar Laplace operator)
32068e843eeSJed Brown    * BP4 (vector Laplace operator)
32168e843eeSJed Brown    * BP5 (collocated scalar Laplace operator)
32268e843eeSJed Brown    * BP6 (collocated vector Laplace operator)
32368e843eeSJed Brown    * Navier-Stokes
32468e843eeSJed Brown* - `nek5000`
32568e843eeSJed Brown  - * BP1 (scalar mass operator)
32668e843eeSJed Brown    * BP3 (scalar Laplace operator)
32768e843eeSJed Brown:::
328bcb2dfaeSJed Brown
329bcb2dfaeSJed Brown(v0-4)=
330bcb2dfaeSJed Brown
331bcb2dfaeSJed Brown## v0.4 (Apr 1, 2019)
332bcb2dfaeSJed Brown
333bcb2dfaeSJed BrownlibCEED v0.4 was made again publicly available in the second full CEED software
334bcb2dfaeSJed Browndistribution, release CEED 2.0. This release contained notable features, such as
335bcb2dfaeSJed Brownfour new CPU backends, two new GPU backends, CPU backend optimizations, initial
336bcb2dfaeSJed Brownsupport for operator composition, performance benchmarking, and a Navier-Stokes demo.
337bcb2dfaeSJed BrownThe new CPU backends in this release came in two families. The `/cpu/self/*/serial`
338bcb2dfaeSJed Brownbackends process one element at a time and are intended for meshes with a smaller number
339bcb2dfaeSJed Brownof high order elements. The `/cpu/self/*/blocked` backends process blocked batches of
340bcb2dfaeSJed Browneight interlaced elements and are intended for meshes with higher numbers of elements.
341bcb2dfaeSJed BrownThe `/cpu/self/avx/*` backends rely upon AVX instructions to provide vectorized CPU
342bcb2dfaeSJed Brownperformance. The `/cpu/self/xsmm/*` backends rely upon the
343bcb2dfaeSJed Brown[LIBXSMM](http://github.com/hfp/libxsmm) package to provide vectorized CPU
344bcb2dfaeSJed Brownperformance. The `/gpu/cuda/*` backends provide GPU performance strictly using CUDA.
345bcb2dfaeSJed BrownThe `/gpu/cuda/ref` backend is a reference CUDA backend, providing reasonable
346bcb2dfaeSJed Brownperformance for most problem configurations. The `/gpu/cuda/reg` backend uses a simple
347bcb2dfaeSJed Brownparallelization approach, where each thread treats a finite element. Using just in time
348bcb2dfaeSJed Browncompilation, provided by nvrtc (NVidia Runtime Compiler), and runtime parameters, this
349bcb2dfaeSJed Brownbackend unroll loops and map memory address to registers. The `/gpu/cuda/reg` backend
350bcb2dfaeSJed Brownachieve good peak performance for 1D, 2D, and low order 3D problems, but performance
351bcb2dfaeSJed Browndeteriorates very quickly when threads run out of registers.
352bcb2dfaeSJed Brown
353bcb2dfaeSJed BrownA new explicit time-stepping Navier-Stokes solver was added to the family of libCEED
354bcb2dfaeSJed Brownexamples in the `examples/petsc` directory (see {ref}`example-petsc-navier-stokes`).
355bcb2dfaeSJed BrownThis example solves the time-dependent Navier-Stokes equations of compressible gas
356bcb2dfaeSJed Browndynamics in a static Eulerian three-dimensional frame, using structured high-order
357bcb2dfaeSJed Brownfinite/spectral element spatial discretizations and explicit high-order time-stepping
358bcb2dfaeSJed Brown(available in PETSc). Moreover, the Navier-Stokes example was developed using PETSc,
359bcb2dfaeSJed Brownso that the pointwise physics (defined at quadrature points) is separated from the
360bcb2dfaeSJed Brownparallelization and meshing concerns.
361bcb2dfaeSJed Brown
362bcb2dfaeSJed BrownBackends available in this release:
363bcb2dfaeSJed Brown
36468e843eeSJed Brown| CEED resource (`-ceed`)  | Backend                                             |
36568e843eeSJed Brown|--------------------------|-----------------------------------------------------|
36668e843eeSJed Brown| `/cpu/self/ref/serial`   | Serial reference implementation                     |
36768e843eeSJed Brown| `/cpu/self/ref/blocked`  | Blocked reference implementation                    |
36868e843eeSJed Brown| `/cpu/self/tmpl`         | Backend template, defaults to `/cpu/self/blocked`   |
36968e843eeSJed Brown| `/cpu/self/avx/serial`   | Serial AVX implementation                           |
37068e843eeSJed Brown| `/cpu/self/avx/blocked`  | Blocked AVX implementation                          |
37168e843eeSJed Brown| `/cpu/self/xsmm/serial`  | Serial LIBXSMM implementation                       |
37268e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation                      |
37368e843eeSJed Brown| `/cpu/occa`              | Serial OCCA kernels                                 |
37468e843eeSJed Brown| `/gpu/occa`              | CUDA OCCA kernels                                   |
37568e843eeSJed Brown| `/omp/occa`              | OpenMP OCCA kernels                                 |
37668e843eeSJed Brown| `/ocl/occa`              | OpenCL OCCA kernels                                 |
37768e843eeSJed Brown| `/gpu/cuda/ref`          | Reference pure CUDA kernels                         |
37868e843eeSJed Brown| `/gpu/cuda/reg`          | Pure CUDA kernels using one thread per element      |
37968e843eeSJed Brown| `/gpu/magma`             | CUDA MAGMA kernels                                  |
380bcb2dfaeSJed Brown
381bcb2dfaeSJed BrownExamples available in this release:
382bcb2dfaeSJed Brown
38368e843eeSJed Brown:::{list-table}
38468e843eeSJed Brown:header-rows: 1
38568e843eeSJed Brown:widths: auto
38668e843eeSJed Brown* - User code
38768e843eeSJed Brown  - Example
38868e843eeSJed Brown* - `ceed`
38968e843eeSJed Brown  - * ex1 (volume)
39068e843eeSJed Brown* - `mfem`
39168e843eeSJed Brown  - * BP1 (scalar mass operator)
39268e843eeSJed Brown    * BP3 (scalar Laplace operator)
39368e843eeSJed Brown* - `petsc`
39468e843eeSJed Brown  - * BP1 (scalar mass operator)
39568e843eeSJed Brown    * BP3 (scalar Laplace operator)
39668e843eeSJed Brown    * Navier-Stokes
39768e843eeSJed Brown* - `nek5000`
39868e843eeSJed Brown  - * BP1 (scalar mass operator)
39968e843eeSJed Brown    * BP3 (scalar Laplace operator)
40068e843eeSJed Brown:::
401bcb2dfaeSJed Brown
402bcb2dfaeSJed Brown(v0-3)=
403bcb2dfaeSJed Brown
404bcb2dfaeSJed Brown## v0.3 (Sep 30, 2018)
405bcb2dfaeSJed Brown
406bcb2dfaeSJed BrownNotable features in this release include active/passive field interface, support for
407bcb2dfaeSJed Brownnon-tensor bases, backend optimization, and improved Fortran interface. This release
408bcb2dfaeSJed Brownalso focused on providing improved continuous integration, and many new tests with code
409bcb2dfaeSJed Browncoverage reports of about 90%. This release also provided a significant change to the
410bcb2dfaeSJed Brownpublic interface: a {ref}`CeedQFunction` can take any number of named input and output
411bcb2dfaeSJed Brownarguments while {ref}`CeedOperator` connects them to the actual data, which may be
412bcb2dfaeSJed Brownsupplied explicitly to `CeedOperatorApply()` (active) or separately via
413bcb2dfaeSJed Brown`CeedOperatorSetField()` (passive). This interface change enables reusable libraries
414bcb2dfaeSJed Brownof CeedQFunctions and composition of block solvers constructed using
415bcb2dfaeSJed Brown{ref}`CeedOperator`. A concept of blocked restriction was added to this release and
416bcb2dfaeSJed Brownused in an optimized CPU backend. Although this is typically not visible to the user,
417bcb2dfaeSJed Brownit enables effective use of arbitrary-length SIMD while maintaining cache locality.
418bcb2dfaeSJed BrownThis CPU backend also implements an algebraic factorization of tensor product gradients
419bcb2dfaeSJed Brownto perform fewer operations than standard application of interpolation and
420bcb2dfaeSJed Browndifferentiation from nodes to quadrature points. This algebraic formulation
421bcb2dfaeSJed Brownautomatically supports non-polynomial and non-interpolatory bases, thus is more general
422bcb2dfaeSJed Brownthan the more common derivation in terms of Lagrange polynomials on the quadrature points.
423bcb2dfaeSJed Brown
424bcb2dfaeSJed BrownBackends available in this release:
425bcb2dfaeSJed Brown
42668e843eeSJed Brown| CEED resource (`-ceed`) | Backend                                             |
42768e843eeSJed Brown|-------------------------|-----------------------------------------------------|
42868e843eeSJed Brown| `/cpu/self/blocked`     | Blocked reference implementation                    |
42968e843eeSJed Brown| `/cpu/self/ref`         | Serial reference implementation                     |
43068e843eeSJed Brown| `/cpu/self/tmpl`        | Backend template, defaults to `/cpu/self/blocked`   |
43168e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels                                 |
43268e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels                                   |
43368e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels                                 |
43468e843eeSJed Brown| `/ocl/occa`             | OpenCL OCCA kernels                                 |
43568e843eeSJed Brown| `/gpu/magma`            | CUDA MAGMA kernels                                  |
436bcb2dfaeSJed Brown
437bcb2dfaeSJed BrownExamples available in this release:
438bcb2dfaeSJed Brown
43968e843eeSJed Brown:::{list-table}
44068e843eeSJed Brown:header-rows: 1
44168e843eeSJed Brown:widths: auto
44268e843eeSJed Brown* - User code
44368e843eeSJed Brown  - Example
44468e843eeSJed Brown* - `ceed`
44568e843eeSJed Brown  - * ex1 (volume)
44668e843eeSJed Brown* - `mfem`
44768e843eeSJed Brown  - * BP1 (scalar mass operator)
44868e843eeSJed Brown    * BP3 (scalar Laplace operator)
44968e843eeSJed Brown* - `petsc`
45068e843eeSJed Brown  - * BP1 (scalar mass operator)
45168e843eeSJed Brown    * BP3 (scalar Laplace operator)
45268e843eeSJed Brown* - `nek5000`
45368e843eeSJed Brown  - * BP1 (scalar mass operator)
45468e843eeSJed Brown    * BP3 (scalar Laplace operator)
45568e843eeSJed Brown:::
456bcb2dfaeSJed Brown
457bcb2dfaeSJed Brown(v0-21)=
458bcb2dfaeSJed Brown
459bcb2dfaeSJed Brown## v0.21 (Sep 30, 2018)
460bcb2dfaeSJed Brown
461bcb2dfaeSJed BrownA MAGMA backend (which relies upon the
462bcb2dfaeSJed Brown[MAGMA](https://bitbucket.org/icl/magma) package) was integrated in libCEED for this
463bcb2dfaeSJed Brownrelease. This initial integration set up the framework of using MAGMA and provided the
464bcb2dfaeSJed BrownlibCEED functionality through MAGMA kernels as one of libCEED’s computational backends.
465bcb2dfaeSJed BrownAs any other backend, the MAGMA backend provides extended basic data structures for
466bcb2dfaeSJed Brown{ref}`CeedVector`, {ref}`CeedElemRestriction`, and {ref}`CeedOperator`, and implements
467bcb2dfaeSJed Brownthe fundamental CEED building blocks to work with the new data structures.
468bcb2dfaeSJed BrownIn general, the MAGMA-specific data structures keep the libCEED pointers to CPU data
469bcb2dfaeSJed Brownbut also add corresponding device (e.g., GPU) pointers to the data. Coherency is handled
470bcb2dfaeSJed Browninternally, and thus seamlessly to the user, through the functions/methods that are
471bcb2dfaeSJed Brownprovided to support them.
472bcb2dfaeSJed Brown
473bcb2dfaeSJed BrownBackends available in this release:
474bcb2dfaeSJed Brown
47568e843eeSJed Brown| CEED resource (`-ceed`) | Backend                         |
47668e843eeSJed Brown|-------------------------|---------------------------------|
47768e843eeSJed Brown| `/cpu/self`             | Serial reference implementation |
47868e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels             |
47968e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels               |
48068e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels             |
48168e843eeSJed Brown| `/ocl/occa`             | OpenCL OCCA kernels             |
48268e843eeSJed Brown| `/gpu/magma`            | CUDA MAGMA kernels              |
483bcb2dfaeSJed Brown
484bcb2dfaeSJed BrownExamples available in this release:
485bcb2dfaeSJed Brown
48668e843eeSJed Brown:::{list-table}
48768e843eeSJed Brown:header-rows: 1
48868e843eeSJed Brown:widths: auto
48968e843eeSJed Brown* - User code
49068e843eeSJed Brown  - Example
49168e843eeSJed Brown* - `ceed`
49268e843eeSJed Brown  - * ex1 (volume)
49368e843eeSJed Brown* - `mfem`
49468e843eeSJed Brown  - * BP1 (scalar mass operator)
49568e843eeSJed Brown    * BP3 (scalar Laplace operator)
49668e843eeSJed Brown* - `petsc`
49768e843eeSJed Brown  - * BP1 (scalar mass operator)
49868e843eeSJed Brown* - `nek5000`
49968e843eeSJed Brown  - * BP1 (scalar mass operator)
50068e843eeSJed Brown:::
501bcb2dfaeSJed Brown
502bcb2dfaeSJed Brown(v0-2)=
503bcb2dfaeSJed Brown
504bcb2dfaeSJed Brown## v0.2 (Mar 30, 2018)
505bcb2dfaeSJed Brown
506bcb2dfaeSJed BrownlibCEED was made publicly available the first full CEED software distribution, release
507bcb2dfaeSJed BrownCEED 1.0. The distribution was made available using the Spack package manager to provide
508bcb2dfaeSJed Browna common, easy-to-use build environment, where the user can build the CEED distribution
509bcb2dfaeSJed Brownwith all dependencies. This release included a new Fortran interface for the library.
510bcb2dfaeSJed BrownThis release also contained major improvements in the OCCA backend (including a new
511bcb2dfaeSJed Brown`/ocl/occa` backend) and new examples. The standalone libCEED example was modified to
512bcb2dfaeSJed Browncompute the volume volume of a given mesh (in 1D, 2D, or 3D) and placed in an
513bcb2dfaeSJed Brown`examples/ceed` subfolder. A new `mfem` example to perform BP3 (with the application
514bcb2dfaeSJed Brownof the Laplace operator) was also added to this release.
515bcb2dfaeSJed Brown
516bcb2dfaeSJed BrownBackends available in this release:
517bcb2dfaeSJed Brown
51868e843eeSJed Brown| CEED resource (`-ceed`) | Backend                         |
51968e843eeSJed Brown|-------------------------|---------------------------------|
52068e843eeSJed Brown| `/cpu/self`             | Serial reference implementation |
52168e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels             |
52268e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels               |
52368e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels             |
52468e843eeSJed Brown| `/ocl/occa`             | OpenCL OCCA kernels             |
525bcb2dfaeSJed Brown
526bcb2dfaeSJed BrownExamples available in this release:
527bcb2dfaeSJed Brown
52868e843eeSJed Brown:::{list-table}
52968e843eeSJed Brown:header-rows: 1
53068e843eeSJed Brown:widths: auto
53168e843eeSJed Brown* - User code
53268e843eeSJed Brown  - Example
53368e843eeSJed Brown* - `ceed`
53468e843eeSJed Brown  - * ex1 (volume)
53568e843eeSJed Brown* - `mfem`
53668e843eeSJed Brown  - * BP1 (scalar mass operator)
53768e843eeSJed Brown    * BP3 (scalar Laplace operator)
53868e843eeSJed Brown* - `petsc`
53968e843eeSJed Brown  - * BP1 (scalar mass operator)
54068e843eeSJed Brown* - `nek5000`
54168e843eeSJed Brown  - * BP1 (scalar mass operator)
54268e843eeSJed Brown:::
543bcb2dfaeSJed Brown
544bcb2dfaeSJed Brown(v0-1)=
545bcb2dfaeSJed Brown
546bcb2dfaeSJed Brown## v0.1 (Jan 3, 2018)
547bcb2dfaeSJed Brown
548bcb2dfaeSJed BrownInitial low-level API of the CEED project. The low-level API provides a set of Finite
549bcb2dfaeSJed BrownElements kernels and components for writing new low-level kernels. Examples include:
550bcb2dfaeSJed Brownvector and sparse linear algebra, element matrix assembly over a batch of elements,
551bcb2dfaeSJed Brownpartial assembly and action for efficient high-order operators like mass, diffusion,
552bcb2dfaeSJed Brownadvection, etc. The main goal of the low-level API is to establish the basis for the
553bcb2dfaeSJed Brownhigh-level API. Also, identifying such low-level kernels and providing a reference
554bcb2dfaeSJed Brownimplementation for them serves as the basis for specialized backend implementations.
555bcb2dfaeSJed BrownThis release contained several backends: `/cpu/self`, and backends which rely upon the
556bcb2dfaeSJed Brown[OCCA](http://github.com/libocca/occa) package, such as `/cpu/occa`,
557bcb2dfaeSJed Brown`/gpu/occa`, and `/omp/occa`.
558bcb2dfaeSJed BrownIt also included several examples, in the `examples` folder:
559bcb2dfaeSJed BrownA standalone code that shows the usage of libCEED (with no external
560bcb2dfaeSJed Browndependencies) to apply the Laplace operator, `ex1`; an `mfem` example to perform BP1
561bcb2dfaeSJed Brown(with the application of the mass operator); and a `petsc` example to perform BP1
562bcb2dfaeSJed Brown(with the application of the mass operator).
563bcb2dfaeSJed Brown
564bcb2dfaeSJed BrownBackends available in this release:
565bcb2dfaeSJed Brown
56668e843eeSJed Brown| CEED resource (`-ceed`) | Backend                         |
56768e843eeSJed Brown|-------------------------|---------------------------------|
56868e843eeSJed Brown| `/cpu/self`             | Serial reference implementation |
56968e843eeSJed Brown| `/cpu/occa`             | Serial OCCA kernels             |
57068e843eeSJed Brown| `/gpu/occa`             | CUDA OCCA kernels               |
57168e843eeSJed Brown| `/omp/occa`             | OpenMP OCCA kernels             |
572bcb2dfaeSJed Brown
573bcb2dfaeSJed BrownExamples available in this release:
574bcb2dfaeSJed Brown
575bcb2dfaeSJed Brown| User code             | Example                           |
57668e843eeSJed Brown|-----------------------|-----------------------------------|
57768e843eeSJed Brown| `ceed`                | ex1 (scalar Laplace operator)     |
57868e843eeSJed Brown| `mfem`                | BP1 (scalar mass operator)        |
57968e843eeSJed Brown| `petsc`               | BP1 (scalar mass operator)        |
580bcb2dfaeSJed Brown```
581