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. 17990fdeb6SJeremy L Thompson- Added `CeedInt_FMT` to support potential future use of larger interger sizes. 180f58c348SJeremy L Thompson 1944d7a66cSJeremy L Thompson### Bugfix 2044d7a66cSJeremy L Thompson 21f113e5dcSJeremy L Thompson- Fix bug in setting device id for GPU backends. 2244d7a66cSJeremy L Thompson- Fix storing of indices for `CeedElemRestriction` on the host with GPU backends. 237b63f5c6SJed Brown- Fix `CeedElemRestriction` sizing for {c:func}`CeedOperatorAssemblePointBlockDiagonal`. 246cccb8e4SJeremy L Thompson- Fix bugs in CPU implementation of {c:func}`CeedOperatorLinearAssemble` when there are different number of active input modes and active output modes. 256cccb8e4SJeremy L Thompson 26e0e35436SJeremy L Thompson### Examples 27e0e35436SJeremy L Thompson 2810a41f97SJeremy L Thompson- Added various performance enhancements for {ref}`example-petsc-navier-stokes`. 2910a41f97SJeremy L Thompson- Refactored {ref}`example-petsc-navier-stokes` to improve code reuse. 3010a41f97SJeremy L Thompson- Added Shock Tube, Channel, and Flat Plate boundary layer problems to {ref}`example-petsc-navier-stokes`. 31*dcd0d0f3SJames Wright- Added ability to use QFunctions for strong STG inflow in {ref}`example-petsc-navier-stokes`. 32e0e35436SJeremy L Thompson 33f374d6a3SJeremy L Thompson(v0-10-1)= 34f374d6a3SJeremy L Thompson 35f374d6a3SJeremy L Thompson## v0.10.1 (Apr 11, 2022) 36f374d6a3SJeremy L Thompson 37f374d6a3SJeremy L Thompson### Interface changes 38f374d6a3SJeremy L Thompson 396e15d496SJeremy L Thompson- Added {c:func}`CeedQFunctionSetUserFlopsEstimate` and {c:func}`CeedOperatorGetFlopsEstimate` to facilitate estimating FLOPs in operator application. 406e15d496SJeremy L Thompson 41b3271f73Snbeams### New features 42b3271f73Snbeams 43b3271f73Snbeams- Switched MAGMA backends to use runtime compilation for tensor basis kernels (and element restriction kernels, in non-deterministic `/gpu/*/magma` backends). 44b3271f73SnbeamsThis reduces time to compile the library and increases the range of parameters for which the MAGMA tensor basis kernels will work. 45b3271f73Snbeams 465766aa57SJeremy L Thompson### Bugfix 475766aa57SJeremy L Thompson 485766aa57SJeremy L Thompson- Install JiT source files in install directory to fix GPU functionality for installed libCEED. 495766aa57SJeremy L Thompson 50667e613fSJeremy L Thompson(v0-10)= 51667e613fSJeremy L Thompson 523ed90579SJeremy L Thompson## v0.10 (Mar 21, 2022) 53667e613fSJeremy L Thompson 54667e613fSJeremy L Thompson### Interface changes 55667e613fSJeremy L Thompson 567e7773b5SJeremy L Thompson- Update {c:func}`CeedQFunctionGetFields` and {c:func}`CeedOperatorGetFields` to include number of fields. 57ce4822f6SJeremy 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`. 58f04ea552SJeremy L Thompson- Clarify and document conditions where `CeedQFunction` and `CeedOperator` become immutable and no further fields or suboperators can be added. 5970a7ffb3SJeremy L Thompson- Add {c:func}`CeedOperatorLinearAssembleQFunctionBuildOrUpdate` to reduce object creation overhead in assembly of CeedOperator preconditioning ingredients. 604db537f9SJeremy L Thompson- Promote {c:func}`CeedOperatorCheckReady`to the public API to facilitate interactive interfaces. 61dcc1e3ecSJeremy L Thompson- Warning added when compiling OCCA backend to alert users that this backend is experimental. 629a1d3511SJeremy 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`. 6343e1b16fSJeremy L Thompson- Added {c:func}`CeedQFunctionGetKernelName`; refactored {c:func}`CeedQFunctionGetSourcePath` to exclude function kernel name. 649c774eddSJeremy 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`. 659c774eddSJeremy L Thompson- Added {c:func}`CeedVectorGetArrayWrite` that allows access to uninitalized arrays; require initalized data for {c:func}`CeedVectorGetArray`. 66c38440baSJed 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. 67cdf32b93SJeremy L Thompson- Added {c:func}`CeedQFunctionContextGetFieldDescriptions` to retreive user defined descriptions of fields that are registered with `CeedQFunctionContextRegister*`. 687a06ec9fSJeremy L Thompson- Renamed `CeedElemTopology` entries for clearer namespacing between libCEED enums. 69f4f98f9dSJeremy 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. 708b919e6bSJeremy 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. 71c9366a6bSJeremy L Thompson- Added {c:func}`CeedOperatorGetActiveVectorLengths` to get shape of CeedOperator. 727e7773b5SJeremy L Thompson 73f479eb23SJeremy L Thompson### New features 74f479eb23SJeremy L Thompson 75f479eb23SJeremy L Thompson- `CeedScalar` can now be set as `float` or `double` at compile time. 7630601ac0SJeremy L Thompson- Added JiT utilities in `ceed/jit-tools.h` to reduce duplicated code in GPU backends. 77fb3c7d02SJeremy 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. 7823dfbf5bSJeremy L Thompson- Remove need to guard library headers in QFunction source for code generation backends. 793f21f6b1SJeremy L Thompson- `CeedDebugEnv()` macro created to provide debugging outputs when Ceed context is not present. 80f7e22acaSJeremy L Thompson- Added {c:func}`CeedStringAllocCopy` to reduce repeated code for copying strings internally. 813451974fSJeremy L Thompson- Added {c:func}`CeedPathConcatenate` to facilitate loading kernel source files with a path relative to the current file. 827a06ec9fSJeremy L Thompson- Added support for non-tensor H(div) elements, to include CPU backend implementations and {c:func}`CeedBasisCreateHdiv` convenience constructor. 83d34e270fSJeremy 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. 8459ad764aSnbeams- Added support for element matrix assembly in GPU backends. 85f479eb23SJeremy L Thompson 86bcb2dfaeSJed Brown### Maintainability 87bcb2dfaeSJed Brown 88bcb2dfaeSJed Brown- Refactored preconditioner support internally to facilitate future development and improve GPU completeness/test coverage. 89db52d626SJeremy L Thompson- `Include-what-you-use` makefile target added as `make iwyu`. 90bf4cb664SJeremy L Thompson- Create backend constant `CEED_FIELD_MAX` to reduce magic numbers in codebase. 913451974fSJeremy L Thompson- Put GPU JiTed kernel source code into separate files. 92f9996dfdSJeremy 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. 93bcb2dfaeSJed Brown 94bcb2dfaeSJed Brown(v0-9)= 95bcb2dfaeSJed Brown 96bcb2dfaeSJed Brown## v0.9 (Jul 6, 2021) 97bcb2dfaeSJed Brown 98bcb2dfaeSJed Brown### Interface changes 99bcb2dfaeSJed Brown 100bcb2dfaeSJed Brown- Minor modification in error handling macro to silence pedantic warnings when compiling with Clang, but no functional impact. 101bcb2dfaeSJed Brown 102bcb2dfaeSJed Brown### New features 103bcb2dfaeSJed Brown 104bcb2dfaeSJed Brown- Add {c:func}`CeedVectorAXPY` and {c:func}`CeedVectorPointwiseMult` as a convenience for stand-alone testing and internal use. 105bcb2dfaeSJed Brown- Add `CEED_QFUNCTION_HELPER` macro to properly annotate QFunction helper functions for code generation backends. 106bcb2dfaeSJed Brown- Add `CeedPragmaOptimizeOff` macro for code that is sensitive to floating point errors from fast math optimizations. 107bcb2dfaeSJed Brown- Rust support: split `libceed-sys` crate out of `libceed` and [publish both on crates.io](https://crates.io/crates/libceed). 108bcb2dfaeSJed Brown 109bcb2dfaeSJed Brown### Performance improvements 110bcb2dfaeSJed Brown 111bcb2dfaeSJed Brown### Examples 112bcb2dfaeSJed Brown 113bcb2dfaeSJed Brown- Solid mechanics mini-app updated to explore the performance impacts of various formulations in the initial and current configurations. 114bcb2dfaeSJed Brown- Fluid mechanics example adds GPU support and improves modularity. 115bcb2dfaeSJed Brown 116bcb2dfaeSJed Brown### Deprecated backends 117bcb2dfaeSJed Brown 118bcb2dfaeSJed 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. 119bcb2dfaeSJed Brown 120bcb2dfaeSJed Brown(v0-8)= 121bcb2dfaeSJed Brown 122bcb2dfaeSJed Brown## v0.8 (Mar 31, 2021) 123bcb2dfaeSJed Brown 124bcb2dfaeSJed Brown### Interface changes 125bcb2dfaeSJed Brown 126bcb2dfaeSJed Brown- Error handling improved to include enumerated error codes for C interface return values. 127bcb2dfaeSJed 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. 128bcb2dfaeSJed Brown 129bcb2dfaeSJed Brown### New features 130bcb2dfaeSJed Brown 131bcb2dfaeSJed Brown- Julia and Rust interfaces added, providing a nearly 1-1 correspondence with the C interface, plus some convenience features. 132bcb2dfaeSJed Brown- Static libraries can be built with `make STATIC=1` and the pkg-config file is installed accordingly. 133bcb2dfaeSJed Brown- Add {c:func}`CeedOperatorLinearAssembleSymbolic` and {c:func}`CeedOperatorLinearAssemble` to support full assembly of libCEED operators. 134bcb2dfaeSJed Brown 135bcb2dfaeSJed Brown### Performance improvements 136bcb2dfaeSJed Brown 137bcb2dfaeSJed Brown- New HIP MAGMA backends for hipMAGMA library users: `/gpu/hip/magma` and `/gpu/hip/magma/det`. 138bcb2dfaeSJed Brown- New HIP backends for improved tensor basis performance: `/gpu/hip/shared` and `/gpu/hip/gen`. 139bcb2dfaeSJed Brown 140bcb2dfaeSJed Brown### Examples 141bcb2dfaeSJed Brown 142bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with traction boundary conditions and improved Dirichlet boundary conditions. 143bcb2dfaeSJed 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. 144bcb2dfaeSJed 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. 145bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` example updated with support for performing convergence study and plotting order of convergence by polynomial degree. 146bcb2dfaeSJed Brown 147bcb2dfaeSJed Brown(v0-7)= 148bcb2dfaeSJed Brown 149bcb2dfaeSJed Brown## v0.7 (Sep 29, 2020) 150bcb2dfaeSJed Brown 151bcb2dfaeSJed Brown### Interface changes 152bcb2dfaeSJed Brown 153bcb2dfaeSJed Brown- Replace limited {code}`CeedInterlaceMode` with more flexible component stride {code}`compstride` in {code}`CeedElemRestriction` constructors. 154bcb2dfaeSJed 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`. 155bcb2dfaeSJed Brown These changes improve support for mixed finite element methods. 156bcb2dfaeSJed Brown- Replace various uses of {code}`Ceed*Get*Status` with {code}`Ceed*Is*` in the backend API to match common nomenclature. 157bcb2dfaeSJed Brown- Replace {code}`CeedOperatorAssembleLinearDiagonal` with {c:func}`CeedOperatorLinearAssembleDiagonal` for clarity. 158bcb2dfaeSJed 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. 159bcb2dfaeSJed 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. 160bcb2dfaeSJed 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. 161bcb2dfaeSJed 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. 162bcb2dfaeSJed 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`. 163bcb2dfaeSJed Brown- Added {code}`CeedQFunctionContext` object to manage user QFunction context data and reduce copies between device and host memory. 164bcb2dfaeSJed 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. 165bcb2dfaeSJed Brown 166bcb2dfaeSJed Brown### New features 167bcb2dfaeSJed Brown 168bcb2dfaeSJed Brown- New HIP backend: `/gpu/hip/ref`. 169bcb2dfaeSJed Brown- CeedQFunction support for user `CUfunction`s in some backends 170bcb2dfaeSJed Brown 171bcb2dfaeSJed Brown### Performance improvements 172bcb2dfaeSJed Brown 173bcb2dfaeSJed Brown- OCCA backend rebuilt to facilitate future performance enhancements. 174bcb2dfaeSJed Brown- Petsc BPs suite improved to reduce noise due to multiple calls to {code}`mpiexec`. 175bcb2dfaeSJed Brown 176bcb2dfaeSJed Brown### Examples 177bcb2dfaeSJed Brown 178bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` example updated with strain energy computation and more flexible boundary conditions. 179bcb2dfaeSJed Brown 180bcb2dfaeSJed Brown### Deprecated backends 181bcb2dfaeSJed Brown 182bcb2dfaeSJed Brown- The `/gpu/cuda/reg` backend has been removed, with its core features moved into `/gpu/cuda/ref` and `/gpu/cuda/shared`. 183bcb2dfaeSJed Brown 184bcb2dfaeSJed Brown(v0-6)= 185bcb2dfaeSJed Brown 186bcb2dfaeSJed Brown## v0.6 (Mar 29, 2020) 187bcb2dfaeSJed Brown 188bcb2dfaeSJed BrownlibCEED v0.6 contains numerous new features and examples, as well as expanded 18913964f07SJed Browndocumentation in [this new website](https://libceed.org). 190bcb2dfaeSJed Brown 191bcb2dfaeSJed Brown### New features 192bcb2dfaeSJed Brown 193bcb2dfaeSJed Brown- New Python interface using [CFFI](https://cffi.readthedocs.io/) provides a nearly 194bcb2dfaeSJed Brown 1-1 correspondence with the C interface, plus some convenience features. For instance, 195bcb2dfaeSJed Brown data stored in the {cpp:type}`CeedVector` structure are available without copy as 196bcb2dfaeSJed Brown {py:class}`numpy.ndarray`. Short tutorials are provided in 197bcb2dfaeSJed Brown [Binder](https://mybinder.org/v2/gh/CEED/libCEED/main?urlpath=lab/tree/examples/tutorials/). 198bcb2dfaeSJed Brown- Linear QFunctions can be assembled as block-diagonal matrices (per quadrature point, 199bcb2dfaeSJed Brown {c:func}`CeedOperatorAssembleLinearQFunction`) or to evaluate the diagonal 200bcb2dfaeSJed Brown ({c:func}`CeedOperatorAssembleLinearDiagonal`). These operations are useful for 201bcb2dfaeSJed Brown preconditioning ingredients and are used in the libCEED's multigrid examples. 202bcb2dfaeSJed Brown- The inverse of separable operators can be obtained using 203bcb2dfaeSJed Brown {c:func}`CeedOperatorCreateFDMElementInverse` and applied with 204bcb2dfaeSJed Brown {c:func}`CeedOperatorApply`. This is a useful preconditioning ingredient, 205bcb2dfaeSJed Brown especially for Laplacians and related operators. 206bcb2dfaeSJed Brown- New functions: {c:func}`CeedVectorNorm`, {c:func}`CeedOperatorApplyAdd`, 207bcb2dfaeSJed Brown {c:func}`CeedQFunctionView`, {c:func}`CeedOperatorView`. 208bcb2dfaeSJed Brown- Make public accessors for various attributes to facilitate writing composable code. 209bcb2dfaeSJed Brown- New backend: `/cpu/self/memcheck/serial`. 210bcb2dfaeSJed Brown- QFunctions using variable-length array (VLA) pointer constructs can be used with CUDA 211bcb2dfaeSJed Brown backends. (Single source is coming soon for OCCA backends.) 212bcb2dfaeSJed Brown- Fix some missing edge cases in CUDA backend. 213bcb2dfaeSJed Brown 214bcb2dfaeSJed Brown### Performance Improvements 215bcb2dfaeSJed Brown 216bcb2dfaeSJed Brown- MAGMA backend performance optimization and non-tensor bases. 217bcb2dfaeSJed Brown- No-copy optimization in {c:func}`CeedOperatorApply`. 218bcb2dfaeSJed Brown 219bcb2dfaeSJed Brown### Interface changes 220bcb2dfaeSJed Brown 221bcb2dfaeSJed Brown- Replace {code}`CeedElemRestrictionCreateIdentity` and 222bcb2dfaeSJed Brown {code}`CeedElemRestrictionCreateBlocked` with more flexible 223bcb2dfaeSJed Brown {c:func}`CeedElemRestrictionCreateStrided` and 224bcb2dfaeSJed Brown {c:func}`CeedElemRestrictionCreateBlockedStrided`. 225bcb2dfaeSJed Brown- Add arguments to {c:func}`CeedQFunctionCreateIdentity`. 226bcb2dfaeSJed Brown- Replace ambiguous uses of {cpp:enum}`CeedTransposeMode` for L-vector identification 227bcb2dfaeSJed Brown with {cpp:enum}`CeedInterlaceMode`. This is now an attribute of the 228bcb2dfaeSJed Brown {cpp:type}`CeedElemRestriction` (see {c:func}`CeedElemRestrictionCreate`) and no 229bcb2dfaeSJed Brown longer passed as `lmode` arguments to {c:func}`CeedOperatorSetField` and 230bcb2dfaeSJed Brown {c:func}`CeedElemRestrictionApply`. 231bcb2dfaeSJed Brown 232bcb2dfaeSJed Brown### Examples 233bcb2dfaeSJed Brown 234bcb2dfaeSJed BrownlibCEED-0.6 contains greatly expanded examples with {ref}`new documentation <Examples>`. 235bcb2dfaeSJed BrownNotable additions include: 236bcb2dfaeSJed Brown 237bcb2dfaeSJed Brown- Standalone {ref}`ex2-surface` ({file}`examples/ceed/ex2-surface`): compute the area of 238bcb2dfaeSJed Brown a domain in 1, 2, and 3 dimensions by applying a Laplacian. 239bcb2dfaeSJed Brown 240bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-area` ({file}`examples/petsc/area.c`): computes surface area 241bcb2dfaeSJed Brown of domains (like the cube and sphere) by direct integration on a surface mesh; 242bcb2dfaeSJed Brown demonstrates geometric dimension different from topological dimension. 243bcb2dfaeSJed Brown 244bcb2dfaeSJed Brown- PETSc {ref}`example-petsc-bps`: 245bcb2dfaeSJed Brown 246bcb2dfaeSJed Brown - {file}`examples/petsc/bpsraw.c` (formerly `bps.c`): transparent CUDA support. 247bcb2dfaeSJed Brown - {file}`examples/petsc/bps.c` (formerly `bpsdmplex.c`): performance improvements 248bcb2dfaeSJed Brown and transparent CUDA support. 249bcb2dfaeSJed Brown - {ref}`example-petsc-bps-sphere` ({file}`examples/petsc/bpssphere.c`): 250bcb2dfaeSJed Brown generalizations of all CEED BPs to the surface of the sphere; demonstrates geometric 251bcb2dfaeSJed Brown dimension different from topological dimension. 252bcb2dfaeSJed Brown 253bcb2dfaeSJed Brown- {ref}`example-petsc-multigrid` ({file}`examples/petsc/multigrid.c`): new p-multigrid 254bcb2dfaeSJed Brown solver with algebraic multigrid coarse solve. 255bcb2dfaeSJed Brown 256bcb2dfaeSJed Brown- {ref}`example-petsc-navier-stokes` ({file}`examples/fluids/navierstokes.c`; formerly 257bcb2dfaeSJed Brown `examples/navier-stokes`): unstructured grid support (using PETSc's `DMPlex`), 258bcb2dfaeSJed Brown implicit time integration, SU/SUPG stabilization, free-slip boundary conditions, and 259bcb2dfaeSJed Brown quasi-2D computational domain support. 260bcb2dfaeSJed Brown 261bcb2dfaeSJed Brown- {ref}`example-petsc-elasticity` ({file}`examples/solids/elasticity.c`): new solver for 262bcb2dfaeSJed Brown linear elasticity, small-strain hyperelasticity, and globalized finite-strain 263bcb2dfaeSJed Brown hyperelasticity using p-multigrid with algebraic multigrid coarse solve. 264bcb2dfaeSJed Brown 265bcb2dfaeSJed Brown(v0-5)= 266bcb2dfaeSJed Brown 267bcb2dfaeSJed Brown## v0.5 (Sep 18, 2019) 268bcb2dfaeSJed Brown 269bcb2dfaeSJed BrownFor this release, several improvements were made. Two new CUDA backends were added to 270bcb2dfaeSJed Brownthe family of backends, of which, the new `cuda-gen` backend achieves state-of-the-art 271bcb2dfaeSJed Brownperformance using single-source {ref}`CeedQFunction`. From this release, users 272bcb2dfaeSJed Browncan define Q-Functions in a single source code independently of the targeted backend 273bcb2dfaeSJed Brownwith the aid of a new macro `CEED QFUNCTION` to support JIT (Just-In-Time) and CPU 274bcb2dfaeSJed Browncompilation of the user provided {ref}`CeedQFunction` code. To allow a unified 275bcb2dfaeSJed Browndeclaration, the {ref}`CeedQFunction` API has undergone a slight change: 276bcb2dfaeSJed Brownthe `QFunctionField` parameter `ncomp` has been changed to `size`. This change 277bcb2dfaeSJed Brownrequires setting the previous value of `ncomp` to `ncomp*dim` when adding a 278bcb2dfaeSJed Brown`QFunctionField` with eval mode `CEED EVAL GRAD`. 279bcb2dfaeSJed Brown 280bcb2dfaeSJed BrownAdditionally, new CPU backends 281bcb2dfaeSJed Brownwere included in this release, such as the `/cpu/self/opt/*` backends (which are 282bcb2dfaeSJed Brownwritten in pure C and use partial **E-vectors** to improve performance) and the 283bcb2dfaeSJed Brown`/cpu/self/ref/memcheck` backend (which relies upon the 284bcb2dfaeSJed Brown[Valgrind](http://valgrind.org/) Memcheck tool to help verify that user 285bcb2dfaeSJed Brown{ref}`CeedQFunction` have no undefined values). 286bcb2dfaeSJed BrownThis release also included various performance improvements, bug fixes, new examples, 287bcb2dfaeSJed Brownand improved tests. Among these improvements, vectorized instructions for 288bcb2dfaeSJed Brown{ref}`CeedQFunction` code compiled for CPU were enhanced by using `CeedPragmaSIMD` 289bcb2dfaeSJed Browninstead of `CeedPragmaOMP`, implementation of a {ref}`CeedQFunction` gallery and 290bcb2dfaeSJed Brownidentity Q-Functions were introduced, and the PETSc benchmark problems were expanded 291bcb2dfaeSJed Brownto include unstructured meshes handling were. For this expansion, the prior version of 292bcb2dfaeSJed Brownthe PETSc BPs, which only included data associated with structured geometries, were 293bcb2dfaeSJed Brownrenamed `bpsraw`, and the new version of the BPs, which can handle data associated 294bcb2dfaeSJed Brownwith any unstructured geometry, were called `bps`. Additionally, other benchmark 295bcb2dfaeSJed Brownproblems, namely BP2 and BP4 (the vector-valued versions of BP1 and BP3, respectively), 296bcb2dfaeSJed Brownand BP5 and BP6 (the collocated versions---for which the quadrature points are the same 297bcb2dfaeSJed Brownas the Gauss Lobatto nodes---of BP3 and BP4 respectively) were added to the PETSc 298bcb2dfaeSJed Brownexamples. Furthermoew, another standalone libCEED example, called `ex2`, which 299bcb2dfaeSJed Browncomputes the surface area of a given mesh was added to this release. 300bcb2dfaeSJed Brown 301bcb2dfaeSJed BrownBackends available in this release: 302bcb2dfaeSJed Brown 30368e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 30468e843eeSJed Brown|--------------------------|-----------------------------------------------------| 30568e843eeSJed Brown| `/cpu/self/ref/serial` | Serial reference implementation | 30668e843eeSJed Brown| `/cpu/self/ref/blocked` | Blocked reference implementation | 30768e843eeSJed Brown| `/cpu/self/ref/memcheck` | Memcheck backend, undefined value checks | 30868e843eeSJed Brown| `/cpu/self/opt/serial` | Serial optimized C implementation | 30968e843eeSJed Brown| `/cpu/self/opt/blocked` | Blocked optimized C implementation | 31068e843eeSJed Brown| `/cpu/self/avx/serial` | Serial AVX implementation | 31168e843eeSJed Brown| `/cpu/self/avx/blocked` | Blocked AVX implementation | 31268e843eeSJed Brown| `/cpu/self/xsmm/serial` | Serial LIBXSMM implementation | 31368e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation | 31468e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 31568e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 31668e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 31768e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 31868e843eeSJed Brown| `/gpu/cuda/ref` | Reference pure CUDA kernels | 31968e843eeSJed Brown| `/gpu/cuda/reg` | Pure CUDA kernels using one thread per element | 32068e843eeSJed Brown| `/gpu/cuda/shared` | Optimized pure CUDA kernels using shared memory | 32168e843eeSJed Brown| `/gpu/cuda/gen` | Optimized pure CUDA kernels using code generation | 32268e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 323bcb2dfaeSJed Brown 324bcb2dfaeSJed BrownExamples available in this release: 325bcb2dfaeSJed Brown 32668e843eeSJed Brown:::{list-table} 32768e843eeSJed Brown:header-rows: 1 32868e843eeSJed Brown:widths: auto 32968e843eeSJed Brown* - User code 33068e843eeSJed Brown - Example 33168e843eeSJed Brown* - `ceed` 33268e843eeSJed Brown - * ex1 (volume) 33368e843eeSJed Brown * ex2 (surface) 33468e843eeSJed Brown* - `mfem` 33568e843eeSJed Brown - * BP1 (scalar mass operator) 33668e843eeSJed Brown * BP3 (scalar Laplace operator) 33768e843eeSJed Brown* - `petsc` 33868e843eeSJed Brown - * BP1 (scalar mass operator) 33968e843eeSJed Brown * BP2 (vector mass operator) 34068e843eeSJed Brown * BP3 (scalar Laplace operator) 34168e843eeSJed Brown * BP4 (vector Laplace operator) 34268e843eeSJed Brown * BP5 (collocated scalar Laplace operator) 34368e843eeSJed Brown * BP6 (collocated vector Laplace operator) 34468e843eeSJed Brown * Navier-Stokes 34568e843eeSJed Brown* - `nek5000` 34668e843eeSJed Brown - * BP1 (scalar mass operator) 34768e843eeSJed Brown * BP3 (scalar Laplace operator) 34868e843eeSJed Brown::: 349bcb2dfaeSJed Brown 350bcb2dfaeSJed Brown(v0-4)= 351bcb2dfaeSJed Brown 352bcb2dfaeSJed Brown## v0.4 (Apr 1, 2019) 353bcb2dfaeSJed Brown 354bcb2dfaeSJed BrownlibCEED v0.4 was made again publicly available in the second full CEED software 355bcb2dfaeSJed Browndistribution, release CEED 2.0. This release contained notable features, such as 356bcb2dfaeSJed Brownfour new CPU backends, two new GPU backends, CPU backend optimizations, initial 357bcb2dfaeSJed Brownsupport for operator composition, performance benchmarking, and a Navier-Stokes demo. 358bcb2dfaeSJed BrownThe new CPU backends in this release came in two families. The `/cpu/self/*/serial` 359bcb2dfaeSJed Brownbackends process one element at a time and are intended for meshes with a smaller number 360bcb2dfaeSJed Brownof high order elements. The `/cpu/self/*/blocked` backends process blocked batches of 361bcb2dfaeSJed Browneight interlaced elements and are intended for meshes with higher numbers of elements. 362bcb2dfaeSJed BrownThe `/cpu/self/avx/*` backends rely upon AVX instructions to provide vectorized CPU 363bcb2dfaeSJed Brownperformance. The `/cpu/self/xsmm/*` backends rely upon the 364bcb2dfaeSJed Brown[LIBXSMM](http://github.com/hfp/libxsmm) package to provide vectorized CPU 365bcb2dfaeSJed Brownperformance. The `/gpu/cuda/*` backends provide GPU performance strictly using CUDA. 366bcb2dfaeSJed BrownThe `/gpu/cuda/ref` backend is a reference CUDA backend, providing reasonable 367bcb2dfaeSJed Brownperformance for most problem configurations. The `/gpu/cuda/reg` backend uses a simple 368bcb2dfaeSJed Brownparallelization approach, where each thread treats a finite element. Using just in time 369bcb2dfaeSJed Browncompilation, provided by nvrtc (NVidia Runtime Compiler), and runtime parameters, this 370bcb2dfaeSJed Brownbackend unroll loops and map memory address to registers. The `/gpu/cuda/reg` backend 371bcb2dfaeSJed Brownachieve good peak performance for 1D, 2D, and low order 3D problems, but performance 372bcb2dfaeSJed Browndeteriorates very quickly when threads run out of registers. 373bcb2dfaeSJed Brown 374bcb2dfaeSJed BrownA new explicit time-stepping Navier-Stokes solver was added to the family of libCEED 375bcb2dfaeSJed Brownexamples in the `examples/petsc` directory (see {ref}`example-petsc-navier-stokes`). 376bcb2dfaeSJed BrownThis example solves the time-dependent Navier-Stokes equations of compressible gas 377bcb2dfaeSJed Browndynamics in a static Eulerian three-dimensional frame, using structured high-order 378bcb2dfaeSJed Brownfinite/spectral element spatial discretizations and explicit high-order time-stepping 379bcb2dfaeSJed Brown(available in PETSc). Moreover, the Navier-Stokes example was developed using PETSc, 380bcb2dfaeSJed Brownso that the pointwise physics (defined at quadrature points) is separated from the 381bcb2dfaeSJed Brownparallelization and meshing concerns. 382bcb2dfaeSJed Brown 383bcb2dfaeSJed BrownBackends available in this release: 384bcb2dfaeSJed Brown 38568e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 38668e843eeSJed Brown|--------------------------|-----------------------------------------------------| 38768e843eeSJed Brown| `/cpu/self/ref/serial` | Serial reference implementation | 38868e843eeSJed Brown| `/cpu/self/ref/blocked` | Blocked reference implementation | 38968e843eeSJed Brown| `/cpu/self/tmpl` | Backend template, defaults to `/cpu/self/blocked` | 39068e843eeSJed Brown| `/cpu/self/avx/serial` | Serial AVX implementation | 39168e843eeSJed Brown| `/cpu/self/avx/blocked` | Blocked AVX implementation | 39268e843eeSJed Brown| `/cpu/self/xsmm/serial` | Serial LIBXSMM implementation | 39368e843eeSJed Brown| `/cpu/self/xsmm/blocked` | Blocked LIBXSMM implementation | 39468e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 39568e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 39668e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 39768e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 39868e843eeSJed Brown| `/gpu/cuda/ref` | Reference pure CUDA kernels | 39968e843eeSJed Brown| `/gpu/cuda/reg` | Pure CUDA kernels using one thread per element | 40068e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 401bcb2dfaeSJed Brown 402bcb2dfaeSJed BrownExamples available in this release: 403bcb2dfaeSJed Brown 40468e843eeSJed Brown:::{list-table} 40568e843eeSJed Brown:header-rows: 1 40668e843eeSJed Brown:widths: auto 40768e843eeSJed Brown* - User code 40868e843eeSJed Brown - Example 40968e843eeSJed Brown* - `ceed` 41068e843eeSJed Brown - * ex1 (volume) 41168e843eeSJed Brown* - `mfem` 41268e843eeSJed Brown - * BP1 (scalar mass operator) 41368e843eeSJed Brown * BP3 (scalar Laplace operator) 41468e843eeSJed Brown* - `petsc` 41568e843eeSJed Brown - * BP1 (scalar mass operator) 41668e843eeSJed Brown * BP3 (scalar Laplace operator) 41768e843eeSJed Brown * Navier-Stokes 41868e843eeSJed Brown* - `nek5000` 41968e843eeSJed Brown - * BP1 (scalar mass operator) 42068e843eeSJed Brown * BP3 (scalar Laplace operator) 42168e843eeSJed Brown::: 422bcb2dfaeSJed Brown 423bcb2dfaeSJed Brown(v0-3)= 424bcb2dfaeSJed Brown 425bcb2dfaeSJed Brown## v0.3 (Sep 30, 2018) 426bcb2dfaeSJed Brown 427bcb2dfaeSJed BrownNotable features in this release include active/passive field interface, support for 428bcb2dfaeSJed Brownnon-tensor bases, backend optimization, and improved Fortran interface. This release 429bcb2dfaeSJed Brownalso focused on providing improved continuous integration, and many new tests with code 430bcb2dfaeSJed Browncoverage reports of about 90%. This release also provided a significant change to the 431bcb2dfaeSJed Brownpublic interface: a {ref}`CeedQFunction` can take any number of named input and output 432bcb2dfaeSJed Brownarguments while {ref}`CeedOperator` connects them to the actual data, which may be 433bcb2dfaeSJed Brownsupplied explicitly to `CeedOperatorApply()` (active) or separately via 434bcb2dfaeSJed Brown`CeedOperatorSetField()` (passive). This interface change enables reusable libraries 435bcb2dfaeSJed Brownof CeedQFunctions and composition of block solvers constructed using 436bcb2dfaeSJed Brown{ref}`CeedOperator`. A concept of blocked restriction was added to this release and 437bcb2dfaeSJed Brownused in an optimized CPU backend. Although this is typically not visible to the user, 438bcb2dfaeSJed Brownit enables effective use of arbitrary-length SIMD while maintaining cache locality. 439bcb2dfaeSJed BrownThis CPU backend also implements an algebraic factorization of tensor product gradients 440bcb2dfaeSJed Brownto perform fewer operations than standard application of interpolation and 441bcb2dfaeSJed Browndifferentiation from nodes to quadrature points. This algebraic formulation 442bcb2dfaeSJed Brownautomatically supports non-polynomial and non-interpolatory bases, thus is more general 443bcb2dfaeSJed Brownthan the more common derivation in terms of Lagrange polynomials on the quadrature points. 444bcb2dfaeSJed Brown 445bcb2dfaeSJed BrownBackends available in this release: 446bcb2dfaeSJed Brown 44768e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 44868e843eeSJed Brown|-------------------------|-----------------------------------------------------| 44968e843eeSJed Brown| `/cpu/self/blocked` | Blocked reference implementation | 45068e843eeSJed Brown| `/cpu/self/ref` | Serial reference implementation | 45168e843eeSJed Brown| `/cpu/self/tmpl` | Backend template, defaults to `/cpu/self/blocked` | 45268e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 45368e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 45468e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 45568e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 45668e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 457bcb2dfaeSJed Brown 458bcb2dfaeSJed BrownExamples available in this release: 459bcb2dfaeSJed Brown 46068e843eeSJed Brown:::{list-table} 46168e843eeSJed Brown:header-rows: 1 46268e843eeSJed Brown:widths: auto 46368e843eeSJed Brown* - User code 46468e843eeSJed Brown - Example 46568e843eeSJed Brown* - `ceed` 46668e843eeSJed Brown - * ex1 (volume) 46768e843eeSJed Brown* - `mfem` 46868e843eeSJed Brown - * BP1 (scalar mass operator) 46968e843eeSJed Brown * BP3 (scalar Laplace operator) 47068e843eeSJed Brown* - `petsc` 47168e843eeSJed Brown - * BP1 (scalar mass operator) 47268e843eeSJed Brown * BP3 (scalar Laplace operator) 47368e843eeSJed Brown* - `nek5000` 47468e843eeSJed Brown - * BP1 (scalar mass operator) 47568e843eeSJed Brown * BP3 (scalar Laplace operator) 47668e843eeSJed Brown::: 477bcb2dfaeSJed Brown 478bcb2dfaeSJed Brown(v0-21)= 479bcb2dfaeSJed Brown 480bcb2dfaeSJed Brown## v0.21 (Sep 30, 2018) 481bcb2dfaeSJed Brown 482bcb2dfaeSJed BrownA MAGMA backend (which relies upon the 483bcb2dfaeSJed Brown[MAGMA](https://bitbucket.org/icl/magma) package) was integrated in libCEED for this 484bcb2dfaeSJed Brownrelease. This initial integration set up the framework of using MAGMA and provided the 485bcb2dfaeSJed BrownlibCEED functionality through MAGMA kernels as one of libCEED’s computational backends. 486bcb2dfaeSJed BrownAs any other backend, the MAGMA backend provides extended basic data structures for 487bcb2dfaeSJed Brown{ref}`CeedVector`, {ref}`CeedElemRestriction`, and {ref}`CeedOperator`, and implements 488bcb2dfaeSJed Brownthe fundamental CEED building blocks to work with the new data structures. 489bcb2dfaeSJed BrownIn general, the MAGMA-specific data structures keep the libCEED pointers to CPU data 490bcb2dfaeSJed Brownbut also add corresponding device (e.g., GPU) pointers to the data. Coherency is handled 491bcb2dfaeSJed Browninternally, and thus seamlessly to the user, through the functions/methods that are 492bcb2dfaeSJed Brownprovided to support them. 493bcb2dfaeSJed Brown 494bcb2dfaeSJed BrownBackends available in this release: 495bcb2dfaeSJed Brown 49668e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 49768e843eeSJed Brown|-------------------------|---------------------------------| 49868e843eeSJed Brown| `/cpu/self` | Serial reference implementation | 49968e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 50068e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 50168e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 50268e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 50368e843eeSJed Brown| `/gpu/magma` | CUDA MAGMA kernels | 504bcb2dfaeSJed Brown 505bcb2dfaeSJed BrownExamples available in this release: 506bcb2dfaeSJed Brown 50768e843eeSJed Brown:::{list-table} 50868e843eeSJed Brown:header-rows: 1 50968e843eeSJed Brown:widths: auto 51068e843eeSJed Brown* - User code 51168e843eeSJed Brown - Example 51268e843eeSJed Brown* - `ceed` 51368e843eeSJed Brown - * ex1 (volume) 51468e843eeSJed Brown* - `mfem` 51568e843eeSJed Brown - * BP1 (scalar mass operator) 51668e843eeSJed Brown * BP3 (scalar Laplace operator) 51768e843eeSJed Brown* - `petsc` 51868e843eeSJed Brown - * BP1 (scalar mass operator) 51968e843eeSJed Brown* - `nek5000` 52068e843eeSJed Brown - * BP1 (scalar mass operator) 52168e843eeSJed Brown::: 522bcb2dfaeSJed Brown 523bcb2dfaeSJed Brown(v0-2)= 524bcb2dfaeSJed Brown 525bcb2dfaeSJed Brown## v0.2 (Mar 30, 2018) 526bcb2dfaeSJed Brown 527bcb2dfaeSJed BrownlibCEED was made publicly available the first full CEED software distribution, release 528bcb2dfaeSJed BrownCEED 1.0. The distribution was made available using the Spack package manager to provide 529bcb2dfaeSJed Browna common, easy-to-use build environment, where the user can build the CEED distribution 530bcb2dfaeSJed Brownwith all dependencies. This release included a new Fortran interface for the library. 531bcb2dfaeSJed BrownThis release also contained major improvements in the OCCA backend (including a new 532bcb2dfaeSJed Brown`/ocl/occa` backend) and new examples. The standalone libCEED example was modified to 533bcb2dfaeSJed Browncompute the volume volume of a given mesh (in 1D, 2D, or 3D) and placed in an 534bcb2dfaeSJed Brown`examples/ceed` subfolder. A new `mfem` example to perform BP3 (with the application 535bcb2dfaeSJed Brownof the Laplace operator) was also added to this release. 536bcb2dfaeSJed Brown 537bcb2dfaeSJed BrownBackends available in this release: 538bcb2dfaeSJed Brown 53968e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 54068e843eeSJed Brown|-------------------------|---------------------------------| 54168e843eeSJed Brown| `/cpu/self` | Serial reference implementation | 54268e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 54368e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 54468e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 54568e843eeSJed Brown| `/ocl/occa` | OpenCL OCCA kernels | 546bcb2dfaeSJed Brown 547bcb2dfaeSJed BrownExamples available in this release: 548bcb2dfaeSJed Brown 54968e843eeSJed Brown:::{list-table} 55068e843eeSJed Brown:header-rows: 1 55168e843eeSJed Brown:widths: auto 55268e843eeSJed Brown* - User code 55368e843eeSJed Brown - Example 55468e843eeSJed Brown* - `ceed` 55568e843eeSJed Brown - * ex1 (volume) 55668e843eeSJed Brown* - `mfem` 55768e843eeSJed Brown - * BP1 (scalar mass operator) 55868e843eeSJed Brown * BP3 (scalar Laplace operator) 55968e843eeSJed Brown* - `petsc` 56068e843eeSJed Brown - * BP1 (scalar mass operator) 56168e843eeSJed Brown* - `nek5000` 56268e843eeSJed Brown - * BP1 (scalar mass operator) 56368e843eeSJed Brown::: 564bcb2dfaeSJed Brown 565bcb2dfaeSJed Brown(v0-1)= 566bcb2dfaeSJed Brown 567bcb2dfaeSJed Brown## v0.1 (Jan 3, 2018) 568bcb2dfaeSJed Brown 569bcb2dfaeSJed BrownInitial low-level API of the CEED project. The low-level API provides a set of Finite 570bcb2dfaeSJed BrownElements kernels and components for writing new low-level kernels. Examples include: 571bcb2dfaeSJed Brownvector and sparse linear algebra, element matrix assembly over a batch of elements, 572bcb2dfaeSJed Brownpartial assembly and action for efficient high-order operators like mass, diffusion, 573bcb2dfaeSJed Brownadvection, etc. The main goal of the low-level API is to establish the basis for the 574bcb2dfaeSJed Brownhigh-level API. Also, identifying such low-level kernels and providing a reference 575bcb2dfaeSJed Brownimplementation for them serves as the basis for specialized backend implementations. 576bcb2dfaeSJed BrownThis release contained several backends: `/cpu/self`, and backends which rely upon the 577bcb2dfaeSJed Brown[OCCA](http://github.com/libocca/occa) package, such as `/cpu/occa`, 578bcb2dfaeSJed Brown`/gpu/occa`, and `/omp/occa`. 579bcb2dfaeSJed BrownIt also included several examples, in the `examples` folder: 580bcb2dfaeSJed BrownA standalone code that shows the usage of libCEED (with no external 581bcb2dfaeSJed Browndependencies) to apply the Laplace operator, `ex1`; an `mfem` example to perform BP1 582bcb2dfaeSJed Brown(with the application of the mass operator); and a `petsc` example to perform BP1 583bcb2dfaeSJed Brown(with the application of the mass operator). 584bcb2dfaeSJed Brown 585bcb2dfaeSJed BrownBackends available in this release: 586bcb2dfaeSJed Brown 58768e843eeSJed Brown| CEED resource (`-ceed`) | Backend | 58868e843eeSJed Brown|-------------------------|---------------------------------| 58968e843eeSJed Brown| `/cpu/self` | Serial reference implementation | 59068e843eeSJed Brown| `/cpu/occa` | Serial OCCA kernels | 59168e843eeSJed Brown| `/gpu/occa` | CUDA OCCA kernels | 59268e843eeSJed Brown| `/omp/occa` | OpenMP OCCA kernels | 593bcb2dfaeSJed Brown 594bcb2dfaeSJed BrownExamples available in this release: 595bcb2dfaeSJed Brown 596bcb2dfaeSJed Brown| User code | Example | 59768e843eeSJed Brown|-----------------------|-----------------------------------| 59868e843eeSJed Brown| `ceed` | ex1 (scalar Laplace operator) | 59968e843eeSJed Brown| `mfem` | BP1 (scalar mass operator) | 60068e843eeSJed Brown| `petsc` | BP1 (scalar mass operator) | 601bcb2dfaeSJed Brown``` 602