From fff9f182871425f7099ab7cb968886e8bfecc2ca Mon Sep 17 00:00:00 2001 From: abnerhexu Date: Sun, 18 Jan 2026 20:37:50 +0800 Subject: [PATCH] first commit --- .clang-format | 78 + .gitignore | 10 + CONTRIBUTING.md | 120 + COPYING | 46 + COPYRIGHT | 63 + DASP/LICENSE | 661 + DASP/Makefile | 24 + DASP/README.md | 43 + DASP/data/record.csv | 2 + DASP/src/common.h | 60 + DASP/src/dasp_f16.h | 1790 + DASP/src/dasp_f64.h | 1483 + DASP/src/main_f16.cu | 164 + DASP/src/main_f64.cu | 168 + DASP/src/mmio.h | 1100 + DASP/src/mmio_highlevel.h | 778 + DASP/src/utils.h | 212 + DASP/test/cop20k_A.mtx | 1362146 ++++++++++++++++++++++++++ DASP/test/run_double.sh | 3 + DASP/test/run_half.sh | 3 + LICENSE | 45 + Makefile | 54 + Makefile.ext | 221 + README.md | 90 + build_sample.sh | 104 + configure | 50 + images/hpcg-gpu-grace-example.png | Bin 0 -> 29209 bytes run_sample.sh | 99 + setup/Make.CUDA_AARCH64 | 202 + setup/Make.CUDA_X86 | 186 + setup/Make.UNKNOWN | 24 + src/CG.cpp | 241 + src/CG.hpp | 55 + src/CGData.hpp | 84 + src/CG_ref.cpp | 198 + src/CG_ref.hpp | 42 + src/CheckAspectRatio.cpp | 84 + src/CheckAspectRatio.hpp | 18 + src/CheckProblem.cpp | 192 + src/CheckProblem.hpp | 21 + src/ComputeDotProduct.cpp | 114 + src/ComputeDotProduct.hpp | 39 + src/ComputeDotProduct_ref.cpp | 84 + src/ComputeDotProduct_ref.hpp | 21 + src/ComputeMG.cpp | 96 + src/ComputeMG.hpp | 22 + src/ComputeMG_ref.cpp | 81 + src/ComputeMG_ref.hpp | 26 + src/ComputeOptimalShapeXYZ.cpp | 175 + src/ComputeOptimalShapeXYZ.hpp | 2 + src/ComputeProlongation.cpp | 72 + src/ComputeProlongation.hpp | 20 + src/ComputeProlongation_ref.cpp | 55 + src/ComputeProlongation_ref.hpp | 20 + src/ComputeResidual.cpp | 95 + src/ComputeResidual.hpp | 19 + src/ComputeRestriction.cpp | 75 + src/ComputeRestriction.hpp | 20 + src/ComputeRestriction_ref.cpp | 56 + src/ComputeRestriction_ref.hpp | 20 + src/ComputeSPMV.cpp | 111 + src/ComputeSPMV.hpp | 22 + src/ComputeSPMV_ref.cpp | 74 + src/ComputeSPMV_ref.hpp | 22 + src/ComputeSYMGS.cpp | 309 + src/ComputeSYMGS.hpp | 39 + src/ComputeSYMGS_ref.cpp | 110 + src/ComputeSYMGS_ref.hpp | 22 + src/ComputeWAXPBY.cpp | 89 + src/ComputeWAXPBY.hpp | 39 + src/ComputeWAXPBY_ref.cpp | 79 + src/ComputeWAXPBY_ref.hpp | 20 + src/CpuKernels.cpp | 1351 + src/CpuKernels.hpp | 92 + src/Cuda.hpp | 87 + src/CudaKernels.cu | 2613 + src/CudaKernels.hpp | 92 + src/ExchangeHalo.cpp | 205 + src/ExchangeHalo.hpp | 38 + src/GenerateCoarseProblem.cpp | 158 + src/GenerateCoarseProblem.hpp | 19 + src/GenerateGeometry.cpp | 801 + src/GenerateGeometry.hpp | 39 + src/GenerateProblem.cpp | 404 + src/GenerateProblem.hpp | 20 + src/GenerateProblem_ref.cpp | 251 + src/GenerateProblem_ref.hpp | 21 + src/Geometry.hpp | 207 + src/MGData.hpp | 81 + src/MixedBaseCounter.cpp | 66 + src/MixedBaseCounter.hpp | 16 + src/OptimizeProblem.cpp | 427 + src/OptimizeProblem.hpp | 30 + src/OutputFile.cpp | 176 + src/OutputFile.hpp | 161 + src/ReadHpcgDat.cpp | 79 + src/ReadHpcgDat.hpp | 20 + src/ReportResults.cpp | 512 + src/ReportResults.hpp | 26 + src/SetupHalo.cpp | 729 + src/SetupHalo.hpp | 21 + src/SetupHalo_ref.cpp | 212 + src/SetupHalo_ref.hpp | 21 + src/SparseMatrix.hpp | 306 + src/TestCG.cpp | 243 + src/TestCG.hpp | 45 + src/TestNorms.cpp | 49 + src/TestNorms.hpp | 36 + src/TestSymmetry.cpp | 298 + src/TestSymmetry.hpp | 38 + src/Vector.hpp | 240 + src/WriteProblem.cpp | 98 + src/WriteProblem.hpp | 22 + src/YAML_Doc.cpp | 107 + src/YAML_Doc.hpp | 117 + src/YAML_Element.cpp | 220 + src/YAML_Element.hpp | 87 + src/finalize.cpp | 49 + src/hpcg.hpp | 150 + src/init.cpp | 444 + src/main.cpp | 878 + src/mytimer.cpp | 59 + src/mytimer.hpp | 18 + 123 files changed, 1385491 insertions(+) create mode 100644 .clang-format create mode 100644 .gitignore create mode 100644 CONTRIBUTING.md create mode 100644 COPYING create mode 100644 COPYRIGHT create mode 100644 DASP/LICENSE create mode 100644 DASP/Makefile create mode 100644 DASP/README.md create mode 100644 DASP/data/record.csv create mode 100644 DASP/src/common.h create mode 100644 DASP/src/dasp_f16.h create mode 100644 DASP/src/dasp_f64.h create mode 100644 DASP/src/main_f16.cu create mode 100644 DASP/src/main_f64.cu create mode 100644 DASP/src/mmio.h create mode 100644 DASP/src/mmio_highlevel.h create mode 100644 DASP/src/utils.h create mode 100644 DASP/test/cop20k_A.mtx create mode 100644 DASP/test/run_double.sh create mode 100644 DASP/test/run_half.sh create mode 100644 LICENSE create mode 100644 Makefile create mode 100644 Makefile.ext create mode 100644 README.md create mode 100755 build_sample.sh create mode 100755 configure create mode 100644 images/hpcg-gpu-grace-example.png create mode 100644 run_sample.sh create mode 100644 setup/Make.CUDA_AARCH64 create mode 100644 setup/Make.CUDA_X86 create mode 100644 setup/Make.UNKNOWN create mode 100644 src/CG.cpp create mode 100644 src/CG.hpp create mode 100644 src/CGData.hpp create mode 100644 src/CG_ref.cpp create mode 100644 src/CG_ref.hpp create mode 100644 src/CheckAspectRatio.cpp create mode 100644 src/CheckAspectRatio.hpp create mode 100644 src/CheckProblem.cpp create mode 100644 src/CheckProblem.hpp create mode 100644 src/ComputeDotProduct.cpp create mode 100644 src/ComputeDotProduct.hpp create mode 100644 src/ComputeDotProduct_ref.cpp create mode 100644 src/ComputeDotProduct_ref.hpp create mode 100644 src/ComputeMG.cpp create mode 100644 src/ComputeMG.hpp create mode 100644 src/ComputeMG_ref.cpp create mode 100644 src/ComputeMG_ref.hpp create mode 100644 src/ComputeOptimalShapeXYZ.cpp create mode 100644 src/ComputeOptimalShapeXYZ.hpp create mode 100644 src/ComputeProlongation.cpp create mode 100644 src/ComputeProlongation.hpp create mode 100644 src/ComputeProlongation_ref.cpp create mode 100644 src/ComputeProlongation_ref.hpp create mode 100644 src/ComputeResidual.cpp create mode 100644 src/ComputeResidual.hpp create mode 100644 src/ComputeRestriction.cpp create mode 100644 src/ComputeRestriction.hpp create mode 100644 src/ComputeRestriction_ref.cpp create mode 100644 src/ComputeRestriction_ref.hpp create mode 100644 src/ComputeSPMV.cpp create mode 100644 src/ComputeSPMV.hpp create mode 100644 src/ComputeSPMV_ref.cpp create mode 100644 src/ComputeSPMV_ref.hpp create mode 100644 src/ComputeSYMGS.cpp create mode 100644 src/ComputeSYMGS.hpp create mode 100644 src/ComputeSYMGS_ref.cpp create mode 100644 src/ComputeSYMGS_ref.hpp create mode 100644 src/ComputeWAXPBY.cpp create mode 100644 src/ComputeWAXPBY.hpp create mode 100644 src/ComputeWAXPBY_ref.cpp create mode 100644 src/ComputeWAXPBY_ref.hpp create mode 100644 src/CpuKernels.cpp create mode 100644 src/CpuKernels.hpp create mode 100644 src/Cuda.hpp create mode 100644 src/CudaKernels.cu create mode 100644 src/CudaKernels.hpp create mode 100644 src/ExchangeHalo.cpp create mode 100644 src/ExchangeHalo.hpp create mode 100644 src/GenerateCoarseProblem.cpp create mode 100644 src/GenerateCoarseProblem.hpp create mode 100644 src/GenerateGeometry.cpp create mode 100644 src/GenerateGeometry.hpp create mode 100644 src/GenerateProblem.cpp create mode 100644 src/GenerateProblem.hpp create mode 100644 src/GenerateProblem_ref.cpp create mode 100644 src/GenerateProblem_ref.hpp create mode 100644 src/Geometry.hpp create mode 100644 src/MGData.hpp create mode 100644 src/MixedBaseCounter.cpp create mode 100644 src/MixedBaseCounter.hpp create mode 100644 src/OptimizeProblem.cpp create mode 100644 src/OptimizeProblem.hpp create mode 100644 src/OutputFile.cpp create mode 100644 src/OutputFile.hpp create mode 100644 src/ReadHpcgDat.cpp create mode 100644 src/ReadHpcgDat.hpp create mode 100644 src/ReportResults.cpp create mode 100644 src/ReportResults.hpp create mode 100644 src/SetupHalo.cpp create mode 100644 src/SetupHalo.hpp create mode 100644 src/SetupHalo_ref.cpp create mode 100644 src/SetupHalo_ref.hpp create mode 100644 src/SparseMatrix.hpp create mode 100644 src/TestCG.cpp create mode 100644 src/TestCG.hpp create mode 100644 src/TestNorms.cpp create mode 100644 src/TestNorms.hpp create mode 100644 src/TestSymmetry.cpp create mode 100644 src/TestSymmetry.hpp create mode 100644 src/Vector.hpp create mode 100644 src/WriteProblem.cpp create mode 100644 src/WriteProblem.hpp create mode 100644 src/YAML_Doc.cpp create mode 100644 src/YAML_Doc.hpp create mode 100644 src/YAML_Element.cpp create mode 100644 src/YAML_Element.hpp create mode 100644 src/finalize.cpp create mode 100644 src/hpcg.hpp create mode 100644 src/init.cpp create mode 100644 src/main.cpp create mode 100644 src/mytimer.cpp create mode 100644 src/mytimer.hpp diff --git a/.clang-format b/.clang-format new file mode 100644 index 0000000..c708b9b --- /dev/null +++ b/.clang-format @@ -0,0 +1,78 @@ +--- +AccessModifierOffset: -4 +AlignAfterOpenBracket: DontAlign +AlignConsecutiveAssignments: false +AlignConsecutiveDeclarations: false +AlignEscapedNewlinesLeft: false +AlignOperands: false +AlignTrailingComments: true +AllowAllParametersOfDeclarationOnNextLine: true +AllowShortBlocksOnASingleLine: false +AllowShortCaseLabelsOnASingleLine: true +AllowShortFunctionsOnASingleLine: Empty +AllowShortIfStatementsOnASingleLine: false +AllowShortLoopsOnASingleLine: false +AlwaysBreakAfterDefinitionReturnType: None +AlwaysBreakAfterReturnType: None +AlwaysBreakBeforeMultilineStrings: true +AlwaysBreakTemplateDeclarations: true +BasedOnStyle: None +BinPackArguments: true +BinPackParameters: true +BreakBeforeBinaryOperators: All +BreakBeforeBraces: Allman +BreakBeforeTernaryOperators: true +BreakConstructorInitializersBeforeComma: true +ColumnLimit: 120 +CommentPragmas: '^ IWYU pragma:' +ConstructorInitializerAllOnOneLineOrOnePerLine: false +ConstructorInitializerIndentWidth: 4 +ContinuationIndentWidth: 4 +Cpp11BracedListStyle: true +DerivePointerAlignment: false +DisableFormat: false +ExperimentalAutoDetectBinPacking: false +ForEachMacros: [ foreach, Q_FOREACH, BOOST_FOREACH ] +IncludeBlocks: Preserve +IncludeCategories: + - Regex: '^"(llvm|llvm-c|clang|clang-c)/' + Priority: 2 + - Regex: '^(<|"(gtest|isl|json)/)' + Priority: 3 + - Regex: '.*' + Priority: 1 +IndentCaseLabels: false +IndentWidth: 4 +IndentWrappedFunctionNames: false +KeepEmptyLinesAtTheStartOfBlocks: true +Language: Cpp +MacroBlockBegin: '' +MacroBlockEnd: '' +MaxEmptyLinesToKeep: 1 +NamespaceIndentation: None +ObjCBlockIndentWidth: 4 +ObjCSpaceAfterProperty: true +ObjCSpaceBeforeProtocolList: true +PenaltyBreakBeforeFirstCallParameter: 19 +PenaltyBreakComment: 300 +PenaltyBreakFirstLessLess: 120 +PenaltyBreakString: 1000 +PenaltyExcessCharacter: 1000000 +PenaltyReturnTypeOnItsOwnLine: 60 +PointerAlignment: Left +PointerBindsToType: false +ReflowComments: true +SortIncludes: true +SpaceAfterCStyleCast: true +SpaceBeforeAssignmentOperators: true +SpaceBeforeParens: ControlStatements +SpaceInEmptyParentheses: false +SpacesBeforeTrailingComments: 1 +SpacesInAngles: false +SpacesInCStyleCastParentheses: false +SpacesInContainerLiterals: true +SpacesInParentheses: false +SpacesInSquareBrackets: false +Standard: Cpp11 +TabWidth: 4 +UseTab: Never \ No newline at end of file diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..705395e --- /dev/null +++ b/.gitignore @@ -0,0 +1,10 @@ +out +*.swp +src/*.o +bin/HPCG-Benchmark_3*.txt +bin/xhpcg +bin/xhpcg-cpu +bin/hpcg20*.txt +.DS_Store +bin/ +build/ \ No newline at end of file diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..62c4afa --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,120 @@ + +## NVIDIA HPCG Contribution Rules + +#### Issue Tracking + +* All enhancement, bugfix, or change requests must begin with the creation of a [NVIDIA HPCG Issue Request](https://github.com/NVIDIA/nvidia-hpcg/issues). +* The issue request must be reviewed by NVIDIA HPCG engineers and approved prior to code review. + + +#### Coding Guidelines + +- Please follow the existing conventions in the relevant file, submodule, module, and project when you add new code or when you extend/fix existing functionality. + +- To maintain consistency in code formatting and style, you should also run `clang-format` on the modified sources with the provided configuration file. This applies NVIDIA HPCG code formatting rules to: + - class, function/method, and variable/field naming + - comment style + - indentation + - line length + +- Format git changes: + ```bash + # Commit ID is optional - if unspecified, run format on staged changes. + git-clang-format --style file [commit ID/reference] + ``` + +- Format individual source files: + ```bash + # -style=file : Obtain the formatting rules from .clang-format + # -i : In-place modification of the processed file + clang-format -style=file -i -fallback-style=none + ``` + +- Format entire codebase (for project maintainers only): + ```bash + find samples plugin -iname *.h -o -iname *.c -o -iname *.cpp -o -iname *.hpp \ + | xargs clang-format -style=file -i -fallback-style=none + ``` + +- Try to keep pull requests (PRs) as concise as possible: + - Avoid committing commented-out code. + - Wherever possible, each PR should address a single concern. If there are several otherwise-unrelated things that should be fixed to reach a desired endpoint, our recommendation is to open several PRs and indicate the dependencies in the description. The more complex the changes are in a single PR, the more time it will take to review those changes. + +- Write commit titles using imperative mood and [these rules](https://chris.beams.io/posts/git-commit/), and reference the Issue number corresponding to the PR. Following is the recommended format for commit texts: +``` +# - + + +``` + +- Ensure that the build log is clean, meaning no warnings or errors should be present. + +- All OSS components must contain accompanying documentation (READMEs) describing the functionality, dependencies, and known issues. + +- Make sure that you can contribute your work to open source (no license and/or patent conflict is introduced by your code). You will need to [`sign`](#signing-your-work) your commit. + +- Thanks in advance for your patience as we review your contributions; we do appreciate them! + + +#### Pull Requests +Developer workflow for code contributions is as follows: + +1. Developers must first [fork](https://help.github.com/en/articles/fork-a-repo) the [upstream](https://github.com/NVIDIA/nvidia-hpcg.git) NVIDIA-HPCG repository. + +2. Git clone the forked repository and push changes to the personal fork. + + ```bash +git clone https://github.com/YOUR_USERNAME/YOUR_FORK.git NVIDIA-HPCG +# Checkout the targeted branch and commit changes +# Push the commits to a branch on the fork (remote). +git push -u origin : + ``` + +3. Once the code changes are staged on the fork and ready for review, a [Pull Request](https://help.github.com/en/articles/about-pull-requests) (PR) can be [requested](https://help.github.com/en/articles/creating-a-pull-request) to merge the changes from a branch of the fork into a selected branch of upstream. + * Exercise caution when selecting the source and target branches for the PR. + * Creation of a PR creation kicks off the code review process. + * At least one NVIDIA-HPCG engineer will be assigned for the review. + * While under review, mark your PRs as work-in-progress by prefixing the PR title with [WIP]. + +4. Since there is no CI/CD process in place yet, the PR will be accepted and the corresponding issue closed only after adequate testing has been completed, manually, by the developer and/or NVIDIA-HPCG engineer reviewing the code. + + +#### Signing Your Work + +* We require that all contributors "sign-off" on their commits. This certifies that the contribution is your original work, or you have rights to submit it under the same license, or a compatible license. + + * Any contribution which contains commits that are not Signed-Off will not be accepted. + +* To sign off on a commit you simply use the `--signoff` (or `-s`) option when committing your changes: + ```bash + $ git commit -s -m "Add cool feature." + ``` + This will append the following to your commit message: + ``` + Signed-off-by: Your Name + ``` + +* Full text of the DCO: + + ``` + Developer Certificate of Origin + Version 1.1 + + Copyright (C) 2004, 2006 The Linux Foundation and its contributors. + + Everyone is permitted to copy and distribute verbatim copies of this license document, but changing it is not allowed. + ``` + + ``` + Developer's Certificate of Origin 1.1 + + By making a contribution to this project, I certify that: + + (a) The contribution was created in whole or in part by me and I have the right to submit it under the open source license indicated in the file; or + + (b) The contribution is based upon previous work that, to the best of my knowledge, is covered under an appropriate open source license and I have the right under that license to submit that work with modifications, whether created in whole or in part by me, under the same open source license (unless I am permitted to submit under a different license), as indicated in the file; or + + (c) The contribution was provided directly to me by some other person who certified (a), (b) or (c) and I have not modified it. + + (d) I understand and agree that this project and the contribution are public and that a record of the contribution (including all personal information I submit with it, including my sign-off) is maintained indefinitely and may be redistributed consistent with this project or the open source license(s) involved. + ``` \ No newline at end of file diff --git a/COPYING b/COPYING new file mode 100644 index 0000000..098a3b2 --- /dev/null +++ b/COPYING @@ -0,0 +1,46 @@ +====================================================================== + -- High Performance Conjugate Gradients (HPCG) Benchmark + HPCG - 3.1 - March 28, 2019 + + Michael A. Heroux + Scalable Algorithms Group, Center for Computing Research + Sandia National Laboratories, Albuquerque, NM + + Piotr Luszczek + Jack Dongarra + University of Tennessee, Knoxville + Innovative Computing Laboratory + (C) Copyright 2013-2019 All Rights Reserved + + -- Copyright notice and Licensing terms: + + Redistribution and use in source and binary forms, with or without + modification, are permitted provided that the following conditions + are met: + + 1. Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. + + 2. Redistributions in binary form must reproduce the above copyright + notice, this list of conditions, and the following disclaimer in the + documentation and/or other materials provided with the distribution. + + 3. The name of the University, the name of the Laboratory, or the + names of its contributors may not be used to endorse or promote + products derived from this software without specific written + permission. + + -- Disclaimer: + + THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS + ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT + LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR + A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE UNIVERSITY + OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, + SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT + LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, + DATA OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY + THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT + (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE + OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +====================================================================== diff --git a/COPYRIGHT b/COPYRIGHT new file mode 100644 index 0000000..bd749bc --- /dev/null +++ b/COPYRIGHT @@ -0,0 +1,63 @@ +====================================================================== +Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. +All rights reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + +http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +====================================================================== + +====================================================================== + -- High Performance Conjugate Gradients (HPCG) Benchmark + HPCG - 3.1 - March 28, 2019 + + Michael A. Heroux + Scalable Algorithms Group, Center for Computing Research + Sandia National Laboratories, Albuquerque, NM + + Piotr Luszczek + Jack Dongarra + University of Tennessee, Knoxville + Innovative Computing Laboratory + (C) Copyright 2013-2019 All Rights Reserved + + -- Copyright notice and Licensing terms: + + Redistribution and use in source and binary forms, with or without + modification, are permitted provided that the following conditions + are met: + + 1. Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. + + 2. Redistributions in binary form must reproduce the above copyright + notice, this list of conditions, and the following disclaimer in the + documentation and/or other materials provided with the distribution. + + 3. The name of the University, the name of the Laboratory, or the + names of its contributors may not be used to endorse or promote + products derived from this software without specific written + permission. + + -- Disclaimer: + + THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS + ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT + LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR + A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE UNIVERSITY + OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, + SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT + LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, + DATA OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY + THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT + (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE + OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +====================================================================== diff --git a/DASP/LICENSE b/DASP/LICENSE new file mode 100644 index 0000000..0ad25db --- /dev/null +++ b/DASP/LICENSE @@ -0,0 +1,661 @@ + GNU AFFERO GENERAL PUBLIC LICENSE + Version 3, 19 November 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU Affero General Public License is a free, copyleft license for +software and other kinds of works, specifically designed to ensure +cooperation with the community in the case of network server software. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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DASP: Specific Dense Matrix Multiply-Accumulate Units Accelerated General Sparse Matrix-Vector Multiplication. In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC '23). Association for Computing Machinery, New York, NY, USA, Article 73, 1–14. https://doi.org/10.1145/3581784.3607051 + + +## Introduction + +Sparse matrix-vector multiplication (SpMV) plays a key role in computational science and engineering, graph processing and machine learning applications. In this work, we propose DASP, a new algorithm using specific dense MMA units for accelerating the compute part of general SpMV. We analyze the row-wise distribution of nonzeros and group the rows into three categories containing long, medium and short rows, respectively. We then organize them into small blocks of proper sizes to meet the requirement of MMA computation. For the three categories, DASP offers different strategies to complete SpMV by efficiently utilizing the MMA units. + +## Installation + +To better reproduce experiment results, we suggest an NVIDIA GPU with compute capability 8.0. DASP evaluation requires the CUDA GPU driver, the nvcc CUDA compiler, and the cuSPARSE library, all of them are included with the CUDA Toolkit. + +## Execution + +Our test programs currently support input files encoded using the matrix market format. All matrix market datasets used in this evaluation are publicly available from the SuiteSparse Matrix Collection. + +1. The command 'make xxx' generates an executable file. + +`make double` + +`make half` + +2. Run code on matrix data. Running the program requires one parameter: matrix path. + +`./spmv_double matrix.mtx` + +3. Example + +`cd test` + +`sh run_double.sh` + +## Contact us + +If you have any questions about running the code, please contact Yuechen Lu. + +E-mail: yuechenlu@student.cup.edu.cn diff --git a/DASP/data/record.csv b/DASP/data/record.csv new file mode 100644 index 0000000..d0942a8 --- /dev/null +++ b/DASP/data/record.csv @@ -0,0 +1,2 @@ + +# diff --git a/DASP/src/common.h b/DASP/src/common.h new file mode 100644 index 0000000..b19692a --- /dev/null +++ b/DASP/src/common.h @@ -0,0 +1,60 @@ +#include +#include +#include + +#include +#include +#include +#include +#include +#include + +// #include +// #include + +#include +#include + +#include "omp.h" +#include "mmio_highlevel.h" + +#ifdef f64 +#define MAT_VAL_TYPE double +#else +#define MAT_VAL_TYPE half +#endif + + +#define WARP_SIZE 32 +#define BlockSize 8 + +#define MMA_M 8 +#define MMA_N 8 +#define MMA_K 4 + +#define MAT_PTR_TYPE int + +#define NEW_CID_TYPE int + + +#define GET_BIT_REST(x) ((unsigned int)(x << 2) >> 2) + +#define SET_16_BIT(dst, src, index) \ + dst &= ~(0xffff << (index << 4)); \ + dst |= (src << (index << 4)) + +#define SET_8_BIT(dst, src, index) \ + dst &= ~(0xff << (index << 3)); \ + dst |= (src << (index << 3)) + +#define SET_4_BIT(dst, src, index) \ + dst &= ~(0xf << (index << 2)); \ + dst |= (src << (index << 2)) + +#define SET_2_BIT(dst, src) dst |= src << 30 + +#define GET_16_BIT(src, index) ((src >> (index << 4)) & 0xffff) +#define GET_8_BIT(src, index) ((src >> (index << 3)) & 0xff) +#define GET_4_BIT(src, index) ((src >> (index << 2)) & 0xf) +#define GET_2_BIT(src) ((src >> 30) & 0b11) +#define omp_valve 1e4 diff --git a/DASP/src/dasp_f16.h b/DASP/src/dasp_f16.h new file mode 100644 index 0000000..2aecaed --- /dev/null +++ b/DASP/src/dasp_f16.h @@ -0,0 +1,1790 @@ +/* + 第一版整合版本，统一一个线程块4个warp + long part： 一个warp进行两次mma，多个block得到一个y + row_block part： + 根据row-block行数进行分情况讨论 + row-block < 59990 一个warp算1个行块 + row-block >= 59990 && row-block < 400000 一个warp算2个行块 + row-block >= 400000 一个warp算4个行块 + + short part：一个warp进行四次mma，一个warp得到32个y +*/ + +#include "common.h" +#include "utils.h" + +#define groupNum 1 +#define warpNum_short 4 +#define loopNum_short 4 +#define warpNum_long 4 +#define loopNum_long 2 + +__device__ __forceinline__ MAT_VAL_TYPE warpReduceSum(MAT_VAL_TYPE sum){ + sum += __shfl_down_sync(0xffffffff, sum, 16); + sum += __shfl_down_sync(0xffffffff, sum, 8); + sum += __shfl_down_sync(0xffffffff, sum, 4); + sum += __shfl_down_sync(0xffffffff, sum, 2); + sum += __shfl_down_sync(0xffffffff, sum, 1); + return sum; +} + +__device__ __forceinline__ void mma_m8n8k4_fp16(half *acc, half *frag_a, half *frag_b) +{ + uint32_t const *A = reinterpret_cast(&frag_a[0]); + uint32_t const *B = reinterpret_cast(&frag_b[0]); + uint32_t *C = reinterpret_cast(&acc[0]); + + asm volatile( + "mma.sync.aligned.m8n8k4.row.col.f16.f16.f16.f16" + " { %0, %1, %2, %3 }, " + " { %4, %5 }, " + " { %6, %7 }, " + " { %0, %1, %2, %3 };" + : "+r"(C[0]), "+r"(C[1]), "+r"(C[2]), "+r"(C[3]): + "r"(A[0]), "r"(A[1]), "r"(B[0]), "r"(B[1]) + ); +} + +__device__ __forceinline__ void mma_m8n8k4_fp16_v2(half *acc, uint32_t *A, half *frag_b) +{ + uint32_t const *B = reinterpret_cast(&frag_b[0]); + uint32_t *C = reinterpret_cast(&acc[0]); + + asm volatile( + "mma.sync.aligned.m8n8k4.row.col.f16.f16.f16.f16" + " { %0, %1, %2, %3 }, " + " { %4, %5 }, " + " { %6, %7 }, " + " { %0, %1, %2, %3 };" + : "+r"(C[0]), "+r"(C[1]), "+r"(C[2]), "+r"(C[3]): + "r"(A[0]), "r"(A[1]), "r"(B[0]), "r"(B[1]) + ); +} + +__device__ __forceinline__ void mma_m8n8k4_fp16_v3(uint32_t *C, uint32_t *A, uint32_t *B) +{ + asm volatile( + "mma.sync.aligned.m8n8k4.row.col.f16.f16.f16.f16" + " { %0, %1, %2, %3 }, " + " { %4, %5 }, " + " { %6, %7 }, " + " { %0, %1, %2, %3 };" + : "+r"(C[0]), "+r"(C[1]), "+r"(C[2]), "+r"(C[3]): + "r"(A[0]), "r"(A[1]), "r"(B[0]), "r"(B[1]) + ); +} + + +__device__ __forceinline__ int load_int_from_global(const int* a) +{ + int r; + asm volatile("ld.global.cs.s32 %0, [%1];" : "=r"(r) : "l"(a)); + return r; +} + +__device__ __forceinline__ uint32_t load_uint_from_global(const uint32_t* a) +{ + uint32_t r; + asm volatile("ld.global.cs.u32 %0, [%1];" : "=r"(r) : "l"(a)); + return r; +} + +__device__ __forceinline__ half load_half_from_global(const half* a) +{ + ushort r; + asm volatile("ld.global.cs.u16 %0, [%1];" : "=h"(r) : "l"(a)); + half *r_half = reinterpret_cast(&r); + return *r_half; +} + +__device__ __forceinline__ void store_half_to_global(const half* a, half v) +{ + ushort *v_u = reinterpret_cast(&v); + asm volatile("st.global.cs.u16 [%0], %1;" :: "l"(a), "h"(*v_u)); +} + +__global__ void longPart_sum(int *dlongA_rpt, MAT_VAL_TYPE *dwarp_val, uint32_t *dY_val, int row_long) +{ + int bid = blockIdx.x; + int tid = threadIdx.x; + int laneid = 31 & tid; + int global_warpid = bid * warpNum_long + (tid >> 5); + + if (global_warpid >= row_long) return; + + MAT_VAL_TYPE *valY_half = reinterpret_cast(&dY_val[0]); + + int offset_longA = load_int_from_global(dlongA_rpt + global_warpid); + MAT_VAL_TYPE *cur_temp_val = dwarp_val + offset_longA; + int len = load_int_from_global(dlongA_rpt + global_warpid + 1) - offset_longA; + + MAT_VAL_TYPE thread_val = 0; + for (int i = laneid; i < len; i += WARP_SIZE) + { + thread_val += load_half_from_global(cur_temp_val + i); + } + thread_val = warpReduceSum(thread_val); + + if (laneid == 0) + store_half_to_global(valY_half + global_warpid, thread_val); +} + + +template // this parameter must be 1 or 2 or 4 +__global__ void dasp_spmv2(uint32_t *dX_val, uint32_t *dY_val, + uint32_t *dlongA_val, int *dlongA_cid, MAT_VAL_TYPE *dwarp_val, MAT_PTR_TYPE *dlongA_rpt, int row_long, + uint32_t *dregA_val, int *dregA_cid, MAT_PTR_TYPE *dblockA_ptr, int row_block, int blocknum, + uint32_t *dirregA_val, int *dirregA_cid, MAT_PTR_TYPE *dirregA_rpt, + uint32_t *dshort_val, int *dshort_cid, int short_row_1, int common_13, int short_row_34, int short_row_2, + int offset_reg, int offset_short1, int offset_short13, int offset_short34, int offset_short22, + MAT_PTR_TYPE fill0_nnz_short13, MAT_PTR_TYPE fill0_nnz_short34, MAT_PTR_TYPE fill0_nnz_short22) +{ + int bid = blockIdx.x; + int tid = threadIdx.x; + int laneid = 31 & tid; + + int row = laneid < 16 ? (laneid >> 2) * 8 + (3 & laneid) : ((laneid - 16) >> 2) * 8 + (3 & laneid) + 4; + int idx = row * MMA_K; + int idx_val = row * 2; + + int target_idx = laneid < 16 ? (3 & laneid) : (3 & laneid) + 4; + int new_id = (7 & laneid) < 4 ? (laneid >> 3) * 4 + (3 & laneid) : (laneid >> 3) * 4 + (3 & laneid) + 16; + + MAT_VAL_TYPE const *valX_half = reinterpret_cast(&dX_val[0]); + MAT_VAL_TYPE *valY_half = reinterpret_cast(&dY_val[0]); + + if (bid < offset_reg) + { + // long part + int global_warpid = bid * warpNum_long + (tid >> 5); + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + fragC[target_idx] = 0.0; + + #pragma unroll + for (int i = 0; i < loopNum_long; i++) + { + int offset_cid = (global_warpid * loopNum_long + i) * MMA_M * MMA_K * 4; + int offset_val = offset_cid >> 1; + + uint32_t *curA_val = dlongA_val + offset_val; + int *curA_cid = dlongA_cid + offset_cid; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = fragC[target_idx]; + res = warpReduceSum(res); + + if (laneid == 0) + store_half_to_global(dwarp_val + global_warpid, res); + + // if (global_warpid >= row_long) return; + + // int offset_long = load_int_from_global(dlongA_rpt + global_warpid); + // MAT_VAL_TYPE *cur_temp_val = dwarp_val + offset_long; + // int len = load_int_from_global(dlongA_rpt + global_warpid + 1) - offset_long; + + // MAT_VAL_TYPE thread_val = 0; + // for (int i = laneid; i < len; i += WARP_SIZE) + // { + // thread_val += load_half_from_global(cur_temp_val + i); + // } + // thread_val = warpReduceSum(thread_val); + + // if (laneid == 0) + // store_half_to_global(valY_half + global_warpid, thread_val); + } + else if (bid >= offset_reg && bid < offset_short1) + { + // row-block part + int bid_reg = bid - offset_reg; + int warp_local = tid >> 5; + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + MAT_VAL_TYPE *valA_irreg = reinterpret_cast(&dirregA_val[0]); + + if (rowloop == 1) + { + fragC[target_idx] = 0.0; + + int block_idx = bid_reg * 4 + warp_local; + int offset_A = load_int_from_global(dblockA_ptr + block_idx); + int blocklen = load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A; + + for (int i = 0; i < blocklen; i += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + i) >> 1); + int *curA_cid = dregA_cid + offset_A + i; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + + int offset_y = block_idx * BlockSize + laneid; + if (laneid < 8 && offset_y < row_block) + { + int offset_irreg = load_int_from_global(dirregA_rpt + offset_y); + int offset_irreg1 = load_int_from_global(dirregA_rpt + offset_y + 1); + for (int i = offset_irreg; i < offset_irreg1; i ++) + { + res += load_half_from_global(valA_irreg + i) * valX_half[load_int_from_global(dirregA_cid + i)]; + } + store_half_to_global(valY_half + row_long + offset_y, res); + // valY_half[row_long + offset_y] = res; + } + } + + if (rowloop == 2) + { + MAT_VAL_TYPE result; + fragC[target_idx] = 0.0; + + int block_idx = bid_reg * 8 + warp_local * 2; + int offset_A = load_int_from_global(dblockA_ptr + block_idx); + int blocklen = load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + if (laneid < 8) result = res; + + // i = 1 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = load_int_from_global(dblockA_ptr + block_idx); + blocklen = load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_up_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 1) result = res; + + int cur_row = bid_reg * 8 * BlockSize + warp_local * 2 * BlockSize + laneid; + if (laneid < 16 && cur_row < row_block) + { + int offset_irreg = load_int_from_global(dirregA_rpt + cur_row); + int offset_irreg1 = load_int_from_global(dirregA_rpt + cur_row + 1); + for (int i = offset_irreg; i < offset_irreg1; i ++) + { + result += load_half_from_global(valA_irreg + i) * valX_half[load_int_from_global(dirregA_cid + i)]; + } + store_half_to_global(valY_half + row_long + cur_row, result); + } + } + + if (rowloop == 4) + { + MAT_VAL_TYPE result; + + // i = 0 + fragC[target_idx] = 0.0; + + int block_idx = bid_reg * 16 + warp_local * 4; + int offset_A = load_int_from_global(dblockA_ptr + block_idx); + int blocklen = load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + if (laneid < 8) result = res; + + // i = 1 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = load_int_from_global(dblockA_ptr + block_idx); + blocklen = load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_up_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 1) result = res; + + // i = 2 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = load_int_from_global(dblockA_ptr + block_idx); + blocklen = load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_up_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 2) result = res; + + // i = 3 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = load_int_from_global(dblockA_ptr + block_idx); + blocklen = load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_up_sync(0xffffffff, res, 16); + res += __shfl_up_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 3) result = res; + + int cur_row = bid_reg * 16 * BlockSize + warp_local * 4 * BlockSize + laneid; + if (cur_row < row_block) + { + int offset_irreg = load_int_from_global(dirregA_rpt + cur_row); + int offset_irreg1 = load_int_from_global(dirregA_rpt + cur_row + 1); + for (int i = offset_irreg; i < offset_irreg1; i ++) + { + result += load_half_from_global(valA_irreg + i) * valX_half[load_int_from_global(dirregA_cid + i)]; + } + store_half_to_global(valY_half + row_long + cur_row, result); + } + } + } + else if (bid >= offset_short1 && bid < offset_short13) + // if (bid >= offset_short1 && bid < offset_short13) + { + // short part - 1 nnz/row + int bid1 = bid - offset_short1; + int tid1 = bid1 * blockDim.x + tid; + uint32_t *cur_val = dshort_val + ((fill0_nnz_short13 + fill0_nnz_short34 + fill0_nnz_short22) >> 1); + int *cur_cid = dshort_cid + fill0_nnz_short13 + fill0_nnz_short34 + fill0_nnz_short22; + if (tid1 >= short_row_1) + { + return; + } + MAT_VAL_TYPE *valA = reinterpret_cast(&cur_val[tid1 >> 1]); + int x_idx = load_int_from_global(cur_cid + tid1); + MAT_VAL_TYPE temp_y = load_half_from_global(valA + (1 & tid1)) * valX_half[x_idx]; + store_half_to_global(valY_half + row_long + row_block + common_13 * 2 + short_row_34 + short_row_2 + tid1, temp_y); + // valY_half[row_long + row_block + common_13 * 2 + short_row_34 + short_row_2 + tid1] = valA[tid1 % 2] * valX_half[cur_cid[tid1]]; + } + else if (bid >= offset_short13 && bid < offset_short34) + // if (bid >= offset_short13 && bid < offset_short34) + { + // short part - block 1&3 + int warpid_local = tid >> 5; + int bid13 = bid - offset_short13; + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + #pragma unroll + for (int i = 0; i < groupNum; i ++) + { + // compute for 1 + fragC[target_idx] = 0.0; + + int offset = ((bid13 * groupNum + i) * warpNum_short + warpid_local) * MMA_M * MMA_K * 4; + uint32_t *curA_val = dshort_val + (offset >> 1); + int *curA_cid = dshort_cid + offset; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = 0, fragB[2] = 0, fragB[3] = 0; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + + int offset_y = ((bid13 * groupNum + i) * warpNum_short + warpid_local) * WARP_SIZE * 2 + laneid; + if (offset_y < common_13 * 2) + valY_half[row_long + row_block + offset_y] = res; + + // compute for 3 + fragC[target_idx] = 0.0; + + fragB[0] = 0; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + // fragB[1] = valX_half[curA_cid[idx + 1]], fragB[2] = valX_half[curA_cid[idx + 2]], fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + + offset_y += WARP_SIZE; + if (offset_y < common_13 * 2) + store_half_to_global(valY_half + row_long + row_block + offset_y, res); + // valY_half[row_long + row_block + offset_y] = res; + + } + } + else if (bid >= offset_short34 && bid < offset_short22) + // if (bid >= offset_short34 && bid < offset_short22) + { + // short part - block3 & block4 + int warpid_local = tid >> 5; + int bid34 = bid - offset_short34; + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + #pragma unroll + for (int j = 0; j < groupNum; j ++) + { + fragC[target_idx] = 0.0; + + int offset = fill0_nnz_short13 + ((bid34 * groupNum + j) * warpNum_short + warpid_local) * MMA_M * MMA_K * loopNum_short; + uint32_t *curA_val = dshort_val + (offset >> 1); + int *curA_cid = dshort_cid + offset; + + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + + int offset_y = ((bid34 * groupNum + j) * warpNum_short + warpid_local) * WARP_SIZE + laneid; + if (offset_y < short_row_34) + store_half_to_global(valY_half + row_long + row_block + common_13 * 2 + offset_y, res); + } + } + else + { + // short part - blocl 2&2 + int warpid_local = tid >> 5; + int bid22 = bid - offset_short22; + + uint32_t fragA[2], fragB[2], fragC[4]; + MAT_VAL_TYPE res; + + MAT_VAL_TYPE *fragB_half = reinterpret_cast(&fragB[0]); + MAT_VAL_TYPE *fragC_half = reinterpret_cast(&fragC[0]); + + #pragma unroll + for (int i = 0; i < groupNum; i ++) + { + // compute for 2 (1) + fragC_half[target_idx] = 0.0; + + int offset_block = ((bid22 * groupNum + i) * warpNum_short + warpid_local) * WARP_SIZE; + int offset = fill0_nnz_short13 + fill0_nnz_short34 + offset_block * 4; + int offset_y = offset_block * 2 + laneid; + uint32_t *curA_val = dshort_val + (offset >> 1); + int *curA_cid = dshort_cid + offset; + + // fragA[0] = curA_val[idx_val], fragA[1] = curA_val[idx_val + 1]; + fragA[0] = load_uint_from_global(curA_val + idx_val); + fragA[1] = load_uint_from_global(curA_val + idx_val + 1); + fragB_half[0] = valX_half[load_int_from_global(curA_cid + idx)]; + fragB_half[1] = valX_half[load_int_from_global(curA_cid + idx + 1)]; + fragB[1] = 0; + mma_m8n8k4_fp16_v3(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC_half[target_idx], new_id); + + if (offset_y < short_row_2) + store_half_to_global(valY_half + row_long + row_block + common_13 * 2 + short_row_34 + offset_y, res); + + // valY_half[row_long + row_block + common_13 * 2 + short_row_34 + offset_y] = res; + + // compute for 2 (2) + fragC_half[target_idx] = 0.0; + + fragB[0] = 0; + fragB_half[2] = valX_half[load_int_from_global(curA_cid + idx + 2)]; + fragB_half[3] = valX_half[load_int_from_global(curA_cid + idx + 3)]; + mma_m8n8k4_fp16_v3(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC_half[target_idx], new_id); + + offset_y += WARP_SIZE; + if (offset_y < short_row_2) + store_half_to_global(valY_half + row_long + row_block + common_13 * 2 + short_row_34 + offset_y, res); + // valY_half[row_long + row_block + common_13 * 2 + short_row_34 + offset_y] = res; + } + } +} + + +template // this parameter must be 1 or 2 or 4 +__global__ void dasp_spmv(uint32_t *dX_val, uint32_t *dY_val, + uint32_t *dlongA_val, int *dlongA_cid, MAT_VAL_TYPE *dwarp_val, MAT_PTR_TYPE *dlongA_rpt, int row_long, + uint32_t *dregA_val, int *dregA_cid, MAT_PTR_TYPE *dblockA_ptr, int row_block, int blocknum, + uint32_t *dirregA_val, int *dirregA_cid, MAT_PTR_TYPE *dirregA_rpt, + uint32_t *dshort_val, int *dshort_cid, int short_row_1, int common_13, int short_row_34, int short_row_2, + int offset_reg, int offset_short1, int offset_short13, int offset_short34, int offset_short22, + MAT_PTR_TYPE fill0_nnz_short13, MAT_PTR_TYPE fill0_nnz_short34, MAT_PTR_TYPE fill0_nnz_short22) +{ + int bid = blockIdx.x; + int tid = threadIdx.x; + int laneid = 31 & tid; + + int row = laneid < 16 ? (laneid >> 2) * 8 + (3 & laneid) : ((laneid - 16) >> 2) * 8 + (3 & laneid) + 4; + int idx = row * MMA_K; + int idx_val = row * 2; + + int target_idx = laneid < 16 ? (3 & laneid) : (3 & laneid) + 4; + int new_id = (7 & laneid) < 4 ? (laneid >> 3) * 4 + (3 & laneid) : (laneid >> 3) * 4 + (3 & laneid) + 16; + + MAT_VAL_TYPE const *valX_half = reinterpret_cast(&dX_val[0]); + MAT_VAL_TYPE *valY_half = reinterpret_cast(&dY_val[0]); + + if (bid < offset_reg) + { + // long part + int global_warpid = bid * warpNum_long + (tid >> 5); + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + fragC[target_idx] = 0.0; + + #pragma unroll + for (int i = 0; i < loopNum_long; i++) + { + int offset_cid = (global_warpid * loopNum_long + i) * MMA_M * MMA_K * 4; + int offset_val = offset_cid >> 1; + + uint32_t *curA_val = dlongA_val + offset_val; + int *curA_cid = dlongA_cid + offset_cid; + + fragA[0] = curA_val[idx_val], fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]], fragB[1] = valX_half[curA_cid[idx + 1]], fragB[2] = valX_half[curA_cid[idx + 2]], fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = fragC[target_idx]; + res = warpReduceSum(res); + + if (laneid == 0) dwarp_val[global_warpid] = res; + + // if (global_warpid >= row_long) return; + + // MAT_VAL_TYPE *cur_temp_val = dwarp_val + dlongA_rpt[global_warpid]; + // int len = dlongA_rpt[global_warpid + 1] - dlongA_rpt[global_warpid]; + + // MAT_VAL_TYPE thread_val = 0; + // for (int i = laneid; i < len; i += WARP_SIZE) + // { + // thread_val += cur_temp_val[i]; + // } + // thread_val = warpReduceSum(thread_val); + + // if (laneid == 0) valY_half[global_warpid] = thread_val; + } + else if (bid >= offset_reg && bid < offset_short1) + { + // row-block part + int bid_reg = bid - offset_reg; + int warp_local = tid >> 5; + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + MAT_VAL_TYPE *valA_irreg = reinterpret_cast(&dirregA_val[0]); + + if (rowloop == 1) + { + fragC[target_idx] = 0.0; + + int block_idx = bid_reg * 4 + warp_local; + int offset_A = dblockA_ptr[block_idx]; + int blocklen = dblockA_ptr[block_idx + 1] - offset_A; + // if (block_idx >= blocknum) return; + + for (int i = 0; i < blocklen; i += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + i) >> 1); + int *curA_cid = dregA_cid + offset_A + i; + + fragA[0] = curA_val[idx_val]; + fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]]; + fragB[1] = valX_half[curA_cid[idx + 1]]; + fragB[2] = valX_half[curA_cid[idx + 2]]; + fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + + int offset_y = block_idx * BlockSize + laneid; + if (laneid < 8 && offset_y < row_block) + { + for (int i = dirregA_rpt[offset_y]; i < dirregA_rpt[offset_y + 1]; i ++) + { + res += valA_irreg[i] * valX_half[dirregA_cid[i]]; + } + valY_half[row_long + offset_y] = res; + } + } + + if (rowloop == 2) + { + MAT_VAL_TYPE result; + fragC[target_idx] = 0.0; + + int block_idx = bid_reg * 8 + warp_local * 2; + int offset_A = dblockA_ptr[block_idx]; + int blocklen = dblockA_ptr[block_idx + 1] - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = curA_val[idx_val]; + fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]]; + fragB[1] = valX_half[curA_cid[idx + 1]]; + fragB[2] = valX_half[curA_cid[idx + 2]]; + fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + if (laneid < 8) result = res; + + // i = 1 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = dblockA_ptr[block_idx]; + blocklen = dblockA_ptr[block_idx + 1] - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = curA_val[idx_val]; + fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]]; + fragB[1] = valX_half[curA_cid[idx + 1]]; + fragB[2] = valX_half[curA_cid[idx + 2]]; + fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_up_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 1) result = res; + + int cur_row = bid_reg * 8 * BlockSize + warp_local * 2 * BlockSize + laneid; + if (laneid < 16 && cur_row < row_block) + { + for (int i = dirregA_rpt[cur_row]; i < dirregA_rpt[cur_row + 1]; i ++) + { + result += valA_irreg[i] * valX_half[dirregA_cid[i]]; + } + valY_half[row_long + cur_row] = result; + } + } + + if (rowloop == 4) + { + MAT_VAL_TYPE result; + + // i = 0 + fragC[target_idx] = 0.0; + + int block_idx = bid_reg * 16 + warp_local * 4; + int offset_A = dblockA_ptr[block_idx]; + int blocklen = dblockA_ptr[block_idx + 1] - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = curA_val[idx_val]; + fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]]; + fragB[1] = valX_half[curA_cid[idx + 1]]; + fragB[2] = valX_half[curA_cid[idx + 2]]; + fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + if (laneid < 8) result = res; + + // i = 1 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = dblockA_ptr[block_idx]; + blocklen = dblockA_ptr[block_idx + 1] - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = curA_val[idx_val]; + fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]]; + fragB[1] = valX_half[curA_cid[idx + 1]]; + fragB[2] = valX_half[curA_cid[idx + 2]]; + fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_down_sync(0xffffffff, res, 16); + res += __shfl_up_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 1) result = res; + + // i = 2 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = dblockA_ptr[block_idx]; + blocklen = dblockA_ptr[block_idx + 1] - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = curA_val[idx_val]; + fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]]; + fragB[1] = valX_half[curA_cid[idx + 1]]; + fragB[2] = valX_half[curA_cid[idx + 2]]; + fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_up_sync(0xffffffff, res, 16); + res += __shfl_down_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 2) result = res; + + // i = 3 + fragC[target_idx] = 0.0; + + block_idx += 1; + offset_A = dblockA_ptr[block_idx]; + blocklen = dblockA_ptr[block_idx + 1] - offset_A; + + for (int j = 0; j < blocklen; j += (MMA_M * MMA_K * 4)) + { + uint32_t *curA_val = dregA_val + ((offset_A + j) >> 1); + int *curA_cid = dregA_cid + offset_A + j; + + fragA[0] = curA_val[idx_val]; + fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]]; + fragB[1] = valX_half[curA_cid[idx + 1]]; + fragB[2] = valX_half[curA_cid[idx + 2]]; + fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + } + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + res += __shfl_up_sync(0xffffffff, res, 16); + res += __shfl_up_sync(0xffffffff, res, 8); + if ((laneid >> 3) == 3) result = res; + + int cur_row = bid_reg * 16 * BlockSize + warp_local * 4 * BlockSize + laneid; + if (cur_row < row_block) + { + for (int i = dirregA_rpt[cur_row]; i < dirregA_rpt[cur_row + 1]; i ++) + { + result += valA_irreg[i] * valX_half[dirregA_cid[i]]; + } + valY_half[row_long + cur_row] = result; + } + } + } + else if (bid >= offset_short1 && bid < offset_short13) + { + // short part - 1 nnz/row + int bid1 = bid - offset_short1; + int tid1 = bid1 * blockDim.x + tid; + uint32_t *cur_val = dshort_val + ((fill0_nnz_short13 + fill0_nnz_short34 + fill0_nnz_short22) >> 1); + int *cur_cid = dshort_cid + fill0_nnz_short13 + fill0_nnz_short34 + fill0_nnz_short22; + if (tid1 >= short_row_1) + { + return; + } + MAT_VAL_TYPE *valA = reinterpret_cast(&cur_val[tid1 >> 1]); + valY_half[row_long + row_block + common_13 * 2 + short_row_34 + short_row_2 + tid1] = valA[tid1 % 2] * valX_half[cur_cid[tid1]]; + } + else if (bid >= offset_short13 && bid < offset_short34) + { + // short part - block 1&3 + int warpid_local = tid >> 5; + int bid13 = bid - offset_short13; + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + #pragma unroll + for (int i = 0; i < groupNum; i ++) + { + // compute for 1 + fragC[target_idx] = 0.0; + + int offset = ((bid13 * groupNum + i) * warpNum_short + warpid_local) * MMA_M * MMA_K * 4; + uint32_t *curA_val = dshort_val + (offset >> 1); + int *curA_cid = dshort_cid + offset; + + fragA[0] = curA_val[idx_val], fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]], fragB[1] = 0, fragB[2] = 0, fragB[3] = 0; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + + int offset_y = ((bid13 * groupNum + i) * warpNum_short + warpid_local) * WARP_SIZE * 2 + laneid; + if (offset_y < common_13 * 2) + valY_half[row_long + row_block + offset_y] = res; + + // compute for 3 + fragC[target_idx] = 0.0; + + fragB[0] = 0, fragB[1] = valX_half[curA_cid[idx + 1]], fragB[2] = valX_half[curA_cid[idx + 2]], fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + + offset_y += WARP_SIZE; + if (offset_y < common_13 * 2) + valY_half[row_long + row_block + offset_y] = res; + + } + } + else if (bid >= offset_short34 && bid < offset_short22) + { + // short part - block3 & block4 + int warpid_local = tid >> 5; + int bid34 = bid - offset_short34; + + uint32_t fragA[2]; + MAT_VAL_TYPE fragB[4], fragC[8], res; + + #pragma unroll + for (int j = 0; j < groupNum; j ++) + { + fragC[target_idx] = 0.0; + + int offset = fill0_nnz_short13 + ((bid34 * groupNum + j) * warpNum_short + warpid_local) * MMA_M * MMA_K * loopNum_short; + uint32_t *curA_val = dshort_val + (offset >> 1); + int *curA_cid = dshort_cid + offset; + + fragA[0] = curA_val[idx_val], fragA[1] = curA_val[idx_val + 1]; + fragB[0] = valX_half[curA_cid[idx]], fragB[1] = valX_half[curA_cid[idx + 1]], fragB[2] = valX_half[curA_cid[idx + 2]], fragB[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v2(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC[target_idx], new_id); + + int offset_y = ((bid34 * groupNum + j) * warpNum_short + warpid_local) * WARP_SIZE + laneid; + if (offset_y < short_row_34) + valY_half[row_long + row_block + common_13 * 2 + offset_y] = res; + } + } + else + { + // short part - blocl 2&2 + int warpid_local = tid >> 5; + int bid22 = bid - offset_short22; + + uint32_t fragA[2], fragB[2], fragC[4]; + MAT_VAL_TYPE res; + + MAT_VAL_TYPE *fragB_half = reinterpret_cast(&fragB[0]); + MAT_VAL_TYPE *fragC_half = reinterpret_cast(&fragC[0]); + + #pragma unroll + for (int i = 0; i < groupNum; i ++) + { + // compute for 2 (1) + fragC_half[target_idx] = 0.0; + + int offset_block = ((bid22 * groupNum + i) * warpNum_short + warpid_local) * WARP_SIZE; + int offset = fill0_nnz_short13 + fill0_nnz_short34 + offset_block * 4; + int offset_y = offset_block * 2 + laneid; + uint32_t *curA_val = dshort_val + (offset >> 1); + int *curA_cid = dshort_cid + offset; + + fragA[0] = curA_val[idx_val], fragA[1] = curA_val[idx_val + 1]; + fragB_half[0] = valX_half[curA_cid[idx]], fragB_half[1] = valX_half[curA_cid[idx + 1]]; + fragB[1] = 0; + mma_m8n8k4_fp16_v3(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC_half[target_idx], new_id); + + if (offset_y < short_row_2) + valY_half[row_long + row_block + common_13 * 2 + short_row_34 + offset_y] = res; + + // compute for 2 (2) + fragC_half[target_idx] = 0.0; + + fragB[0] = 0; + fragB_half[2] = valX_half[curA_cid[idx + 2]], fragB_half[3] = valX_half[curA_cid[idx + 3]]; + mma_m8n8k4_fp16_v3(fragC, fragA, fragB); + res = __shfl_sync(0xffffffff, fragC_half[target_idx], new_id); + + offset_y += WARP_SIZE; + if (offset_y < short_row_2) + valY_half[row_long + row_block + common_13 * 2 + short_row_34 + offset_y] = res; + } + } +} + +__host__ void spmv_all(char *filename, MAT_VAL_TYPE *csrValA, MAT_PTR_TYPE *csrRowPtrA, int *csrColIdxA, + MAT_VAL_TYPE *X_val, MAT_VAL_TYPE *Y_val, int *order_rid, int rowA, int colA, MAT_PTR_TYPE nnzA, int NUM, double threshold, int block_longest) +{ + struct timeval t1, t2, t3, pre_t1, pre_t2; + + // three parts: short row (1 & 3 & 2 & 4), long row, row-block (regular（origin & fill0） & irregular) + gettimeofday(&pre_t1, NULL); + MAT_PTR_TYPE nnz_short, nnz_long, origin_nnz_reg, fill0_nnz_reg, nnz_irreg; + int row_long = 0, row_block = 0, row_zero = 0; + + // get the short part data + // (short_val, short_cid) + int short_row_1 = 0, short_row_3 = 0, short_row_2 = 0, short_row_4 = 0; + + for (int i = 0; i < rowA; i ++) + { + int row_len = csrRowPtrA[i + 1] - csrRowPtrA[i]; + if (row_len == 1) + { + short_row_1 ++; + } + else if (row_len == 3) + { + short_row_3 ++; + } + else if (row_len == 2) + { + short_row_2 ++; + } + else if (row_len == 0) + { + row_zero ++; + } + else if (row_len == 4) + { + short_row_4 ++; + } + // else if (row_len >= warpNum_long * loopNum_long * MMA_M * MMA_K) + else if (row_len >= block_longest) + { + row_long ++; + } + else + { + row_block ++; + } + } + + int rowloop; + if (row_block < 59990) rowloop = 1; + else if (row_block >= 59990 && row_block < 400000) rowloop = 2; + else rowloop = 4; + + int *short_rid_1 = (int *)malloc(sizeof(int) * short_row_1); + int *short_rid_2 = (int *)malloc(sizeof(int) * short_row_2); + int *short_rid_3 = (int *)malloc(sizeof(int) * short_row_3); + int *short_rid_4 = (int *)malloc(sizeof(int) * short_row_4); + int *long_rid = (int *)malloc(sizeof(int) * row_long); + int *zero_rid = (int *)malloc(sizeof(int) * row_zero); + int *ridA = (int *)malloc(sizeof(int) * row_block); + + MAT_PTR_TYPE *rptA = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_block + 1)); + memset(rptA, 0, sizeof(MAT_PTR_TYPE) * (row_block + 1)); + MAT_PTR_TYPE *long_rpt = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_long + 1)); + memset(long_rpt, 0, sizeof(MAT_PTR_TYPE) * (row_long + 1)); + + int short_row_flag1 = 0, short_row_flag3 = 0, short_row_flag2 = 0, short_row_flag4 = 0; + int row_long_flag = 0, flag0 = 0, row_block_flag = 0; + for (int i = 0; i < rowA; i ++) + { + int row_len = csrRowPtrA[i + 1] - csrRowPtrA[i]; + if (row_len == 1) + { + short_rid_1[short_row_flag1] = i; + short_row_flag1 ++; + } + else if (row_len == 3) + { + short_rid_3[short_row_flag3] = i; + short_row_flag3 ++; + } + else if (row_len == 2) + { + short_rid_2[short_row_flag2] = i; + short_row_flag2 ++; + } + else if (row_len == 0) + { + zero_rid[flag0] = i; + flag0 ++; + } + else if (row_len == 4) + { + short_rid_4[short_row_flag4] = i; + short_row_flag4 ++; + } + // else if (row_len >= warpNum_long * loopNum_long * MMA_M * MMA_K) + else if (row_len >= block_longest) + { + long_rpt[row_long_flag] = row_len; + long_rid[row_long_flag] = i; + row_long_flag ++; + } + else + { + rptA[row_block_flag] = row_len; + ridA[row_block_flag] = i; + row_block_flag ++; + } + } + nnz_short = short_row_1 + short_row_3 * 3 + short_row_2 * 2 + short_row_4 * 4; + + int common_13 = short_row_1 < short_row_3 ? short_row_1 : short_row_3; + if (common_13 / BlockSize >= 16) + { + common_13 = BlockSize * 4 * (common_13 / (BlockSize * 4)); + short_row_1 = short_row_1 - common_13; + short_row_3 = short_row_3 - common_13; + } + else + { + common_13 = 0; + } + + int short_block13 = (common_13 + BlockSize - 1) / BlockSize; + int half_short_row_2 = (short_row_2 + 1) / 2; + int short_block22 = (half_short_row_2 + BlockSize - 1) / BlockSize; + int short_row_34 = short_row_3 + short_row_4; + int short_block34 = (short_row_34 + BlockSize - 1) / BlockSize; + + int block13_per_threadblock = warpNum_short * groupNum * 4; + int block22_per_threadblock = warpNum_short * groupNum * 4; + int block34_per_threadblock = warpNum_short * groupNum * loopNum_short; + + int threadblock13 = (short_block13 + block13_per_threadblock - 1) / block13_per_threadblock; + int threadblock22 = (short_block22 + block22_per_threadblock - 1) / block22_per_threadblock; + int threadblock34 = (short_block34 + block34_per_threadblock - 1) / block34_per_threadblock; + + MAT_PTR_TYPE fill0_nnz_short13 = threadblock13 * block13_per_threadblock * MMA_M * MMA_K; + MAT_PTR_TYPE fill0_nnz_short34 = threadblock34 * block34_per_threadblock * MMA_M * MMA_K; + MAT_PTR_TYPE fill0_nnz_short22 = threadblock22 * block22_per_threadblock * MMA_M * MMA_K; + MAT_PTR_TYPE fill0_nnz_short = ((short_row_1 + 1) / 2) * 2 + fill0_nnz_short13 + fill0_nnz_short34 + fill0_nnz_short22; + MAT_VAL_TYPE *short_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * fill0_nnz_short); + int *short_cid = (int *)malloc(sizeof(int) * fill0_nnz_short); + memset(short_val, 0.0, sizeof(MAT_VAL_TYPE) * fill0_nnz_short); + memset(short_cid, 0, sizeof(int) * fill0_nnz_short); + + #pragma omp parallel for + for (int i = 0; i < short_block13; i ++) + { + MAT_VAL_TYPE *cur_short_val = short_val + i * MMA_M * MMA_K; + int *cur_short_cid = short_cid + i * MMA_M * MMA_K; + + for (int j = 0; j < BlockSize && i * BlockSize + j < common_13; j ++) + { + int cur_row_1 = short_rid_1[short_row_1 + i * BlockSize + j]; + int cur_row_3 = short_rid_3[i * BlockSize + j]; + cur_short_val[j * MMA_K] = csrValA[csrRowPtrA[cur_row_1]]; + cur_short_cid[j * MMA_K] = csrColIdxA[csrRowPtrA[cur_row_1]]; + cur_short_val[j * MMA_K + 1] = csrValA[csrRowPtrA[cur_row_3]]; + cur_short_val[j * MMA_K + 2] = csrValA[csrRowPtrA[cur_row_3] + 1]; + cur_short_val[j * MMA_K + 3] = csrValA[csrRowPtrA[cur_row_3] + 2]; + cur_short_cid[j * MMA_K + 1] = csrColIdxA[csrRowPtrA[cur_row_3]]; + cur_short_cid[j * MMA_K + 2] = csrColIdxA[csrRowPtrA[cur_row_3] + 1]; + cur_short_cid[j * MMA_K + 3] = csrColIdxA[csrRowPtrA[cur_row_3] + 2]; + } + } + + #pragma omp parallel for + for (int i = 0; i < short_row_3; i ++) + { + MAT_VAL_TYPE *cur_short_val = short_val + fill0_nnz_short13 + i * MMA_K; + int *cur_short_cid = short_cid + fill0_nnz_short13 + i * MMA_K; + + int cur_row = short_rid_3[common_13 + i]; + + cur_short_val[0] = csrValA[csrRowPtrA[cur_row]]; + cur_short_val[1] = csrValA[csrRowPtrA[cur_row] + 1]; + cur_short_val[2] = csrValA[csrRowPtrA[cur_row] + 2]; + cur_short_cid[0] = csrColIdxA[csrRowPtrA[cur_row]]; + cur_short_cid[1] = csrColIdxA[csrRowPtrA[cur_row] + 1]; + cur_short_cid[2] = csrColIdxA[csrRowPtrA[cur_row] + 2]; + } + + #pragma omp parallel for + for (int i = 0; i < short_row_4; i ++) + { + MAT_VAL_TYPE *cur_short_val = short_val + fill0_nnz_short13 + (short_row_3 + i) * MMA_K; + int *cur_short_cid = short_cid + fill0_nnz_short13 + (short_row_3 + i) * MMA_K; + + int cur_row = short_rid_4[i]; + + cur_short_val[0] = csrValA[csrRowPtrA[cur_row]]; + cur_short_val[1] = csrValA[csrRowPtrA[cur_row] + 1]; + cur_short_val[2] = csrValA[csrRowPtrA[cur_row] + 2]; + cur_short_val[3] = csrValA[csrRowPtrA[cur_row] + 3]; + cur_short_cid[0] = csrColIdxA[csrRowPtrA[cur_row]]; + cur_short_cid[1] = csrColIdxA[csrRowPtrA[cur_row] + 1]; + cur_short_cid[2] = csrColIdxA[csrRowPtrA[cur_row] + 2]; + cur_short_cid[3] = csrColIdxA[csrRowPtrA[cur_row] + 3]; + } + + int group22 = (short_block22 + 3) / 4; + #pragma omp parallel for + for (int i = 0; i < group22; i ++) + { + MAT_VAL_TYPE *cur_short_val = short_val + fill0_nnz_short13 + fill0_nnz_short34 + i * 4 * MMA_M * MMA_K; + int *cur_short_cid = short_cid + fill0_nnz_short13 + fill0_nnz_short34 + i * 4 * MMA_M * MMA_K; + + for (int j = 0; j < (BlockSize * 4 * 2) && (i * BlockSize * 4 * 2 + j) < short_row_2; j ++) + { + int cur_row = short_rid_2[i * BlockSize * 4 * 2 + j]; + cur_short_val[(j % (BlockSize * 4)) * MMA_K + (j / (BlockSize * 4)) * 2] = csrValA[csrRowPtrA[cur_row]]; + cur_short_val[(j % (BlockSize * 4)) * MMA_K + (j / (BlockSize * 4)) * 2 + 1] = csrValA[csrRowPtrA[cur_row] + 1]; + cur_short_cid[(j % (BlockSize * 4)) * MMA_K + (j / (BlockSize * 4)) * 2] = csrColIdxA[csrRowPtrA[cur_row]]; + cur_short_cid[(j % (BlockSize * 4)) * MMA_K + (j / (BlockSize * 4)) * 2 + 1] = csrColIdxA[csrRowPtrA[cur_row] + 1]; + } + } + + int offset_short_row1 = fill0_nnz_short13 + fill0_nnz_short34 + fill0_nnz_short22; + #pragma omp parallel for + for (int i = 0; i < short_row_1; i ++) + { + int cur_row = short_rid_1[i]; + short_val[offset_short_row1 + i] = csrValA[csrRowPtrA[cur_row]]; + short_cid[offset_short_row1 + i] = csrColIdxA[csrRowPtrA[cur_row]]; + } + + // resort except rows + radix_sort(rptA, ridA, row_block); + + // get the data except short row part + // (rptA, cidA, valA) + exclusive_scan(rptA, row_block + 1); + exclusive_scan(long_rpt, row_long + 1); + nnz_long = long_rpt[row_long]; + + //record the sort order + memcpy(order_rid, long_rid, sizeof(int) * row_long); + memcpy(order_rid + row_long, ridA, sizeof(int) * row_block); + int group13 = common_13 / (4 * BlockSize); + #pragma omp parallel for + for (int i = 0; i < group13; i ++) + { + int *cur_order_rid = order_rid + row_long + row_block + i * BlockSize * 4 * 2; + for (int j = 0; j < BlockSize * 4; j ++) + { + cur_order_rid[j] = short_rid_1[short_row_1 + i * BlockSize * 4 + j]; + cur_order_rid[BlockSize * 4 + j] = short_rid_3[i * BlockSize * 4 + j]; + } + } + memcpy(order_rid + row_long + row_block + common_13 * 2, short_rid_3 + common_13, sizeof(int) * short_row_3); + memcpy(order_rid + row_long + row_block + common_13 * 2 + short_row_3, short_rid_4, sizeof(int) * short_row_4); + memcpy(order_rid + row_long + row_block + common_13 * 2 + short_row_3 + short_row_4, short_rid_2, sizeof(int) * short_row_2); + memcpy(order_rid + row_long + row_block + common_13 * 2 + short_row_3 + short_row_4 + short_row_2, short_rid_1, sizeof(int) * short_row_1); + memcpy(order_rid + row_long + row_block + common_13 * 2 + short_row_3 + short_row_4 + short_row_2 + short_row_1, zero_rid, sizeof(int) * row_zero); + + // get the long part data + MAT_PTR_TYPE *long_rpt_new = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_long + 1)); + memset(long_rpt_new, 0, sizeof(MAT_PTR_TYPE) * (row_long + 1)); + int warp_number = 0; + #pragma omp parallel for + for (int i = 0; i < row_long; i ++) + { + int nnz_num = long_rpt[i + 1] - long_rpt[i]; + int cur_warp_num = (nnz_num + MMA_M * MMA_K * loopNum_long * 4 - 1) / (MMA_M * MMA_K * loopNum_long * 4); + long_rpt_new[i] = cur_warp_num; + } + exclusive_scan(long_rpt_new, row_long + 1); + warp_number = long_rpt_new[row_long]; + + int BlockNum_long = (warp_number + warpNum_long - 1) / warpNum_long; + int fill0_nnz_long = BlockNum_long * warpNum_long * loopNum_long * 4 * MMA_M * MMA_K; + warp_number = BlockNum_long * warpNum_long; + MAT_VAL_TYPE *val_by_warp = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * warp_number); + int *rid_by_warp = (int *)malloc(sizeof(int) * warp_number); + MAT_VAL_TYPE *long_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * fill0_nnz_long); + memset(long_val, 0.0, sizeof(MAT_VAL_TYPE) * fill0_nnz_long); + int *long_cid = (int *)malloc(sizeof(int) * fill0_nnz_long); + memset(long_cid, 0, sizeof(int) * fill0_nnz_long); + + #pragma omp parallel for + for (int i = 0; i < row_long; i ++) + { + MAT_VAL_TYPE *cur_val = long_val + long_rpt_new[i] * loopNum_long * 4 * MMA_M * MMA_K; + int *cur_cid = long_cid + long_rpt_new[i] * loopNum_long * 4 * MMA_M * MMA_K; + int real_rid = long_rid[i]; + if (csrRowPtrA[real_rid + 1] - csrRowPtrA[real_rid] != long_rpt[i + 1] - long_rpt[i]) printf("error!\n"); + + for (int j = 0; j < long_rpt[i + 1] - long_rpt[i]; j ++) + { + cur_val[j] = csrValA[csrRowPtrA[real_rid] + j]; + cur_cid[j] = csrColIdxA[csrRowPtrA[real_rid] + j]; + } + + for (int j = long_rpt_new[i]; j < long_rpt_new[i + 1]; j ++) + { + rid_by_warp[j] = i; + } + } + + // preprocessing the row-block part : divide that into regular part and irregular part + int blocknum = (row_block + BlockSize - 1) / BlockSize; + blocknum = ((blocknum + rowloop * 4 - 1) / (rowloop * 4)) * rowloop * 4; + MAT_PTR_TYPE *blockPtr = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (blocknum + 1)); + memset(blockPtr, 0, sizeof(MAT_PTR_TYPE) * (blocknum + 1)); + + MAT_PTR_TYPE *irreg_rpt = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_block + 1)); + memset(irreg_rpt, 0, sizeof(MAT_PTR_TYPE) * (row_block + 1)); + + #pragma omp parallel for + for (int i = 0; i < blocknum; i++) + { + int row_start = i * BlockSize; + int row_end = (i + 1) * BlockSize >= row_block ? row_block : (i + 1) * BlockSize; + int k = 1; + while(1) + { + int block_nnz = 0; + for (int cur_row = row_start; cur_row < row_end; cur_row++) + { + int row_len = rptA[cur_row + 1] - rptA[cur_row]; + if (row_len / MMA_K >= k) block_nnz += MMA_K; + else if(row_len / MMA_K == k - 1) block_nnz += row_len % MMA_K; + } + + if (block_nnz >= threshold * MMA_K * MMA_M) + { + blockPtr[i] += MMA_K * MMA_M; + } + else + { + for (int cur_row = row_start; cur_row < row_end; cur_row++ ) + { + int row_len = rptA[cur_row + 1] - rptA[cur_row]; + irreg_rpt[cur_row] = row_len - (k - 1) * MMA_K > 0 ? row_len - (k - 1) * MMA_K : 0; + } + break; + } + k++; + } + blockPtr[i] = ((blockPtr[i] + MMA_M * MMA_K * 4 - 1) / (MMA_M * MMA_K * 4)) * (MMA_M * MMA_K * 4); + } + + exclusive_scan(blockPtr, blocknum + 1); + exclusive_scan(irreg_rpt, row_block + 1); + + // int offset_row_block = row_long; + fill0_nnz_reg = blockPtr[blocknum]; + nnz_irreg = irreg_rpt[row_block]; + origin_nnz_reg = nnzA - nnz_irreg - nnz_long - nnz_short; + + // get the row-block part data---irregular part + MAT_PTR_TYPE fill0_nnz_irreg = ((nnz_irreg + 1) / 2) * 2; + MAT_VAL_TYPE *irreg_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * fill0_nnz_irreg); + int *irreg_cid = (int *)malloc(sizeof(int) * nnz_irreg); + #pragma omp parallel for + for (int i = 0; i < row_block; i ++) + { + int cur_rid = ridA[i]; + int irreg_offset = irreg_rpt[i]; + int irreg_len = irreg_rpt[i + 1] - irreg_offset; + for (int j = 0; j < irreg_len; j ++) + { + irreg_val[irreg_offset + j] = csrValA[csrRowPtrA[cur_rid + 1] - irreg_len + j]; + irreg_cid[irreg_offset + j] = csrColIdxA[csrRowPtrA[cur_rid + 1] - irreg_len + j]; + } + } + + // get the row_block part data---regular part + MAT_VAL_TYPE *reg_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * fill0_nnz_reg); + int *reg_cid = (int *)malloc(sizeof(int) * fill0_nnz_reg); + + #pragma omp parallel for + for (int bid = 0; bid < blocknum; bid ++) + { + int nnz_block = (blockPtr[bid + 1] - blockPtr[bid]); + int blocklen = nnz_block / BlockSize; + + for (int rowid = bid * BlockSize; rowid < (bid + 1) * BlockSize; rowid ++) + { + int regA_start = blockPtr[bid] + blocklen * (rowid - bid * BlockSize); + if (rowid < row_block) + { + int real_id = ridA[rowid]; + int A_start = csrRowPtrA[real_id]; + // int row_len = csrRowPtrA[real_id + 1] - A_start; + int row_len = csrRowPtrA[real_id + 1] - A_start - (irreg_rpt[rowid + 1] - irreg_rpt[rowid]); + for (int i = 0; i < blocklen; i ++) + { + if (i < row_len) + { + reg_val[regA_start + i] = csrValA[A_start + i]; + reg_cid[regA_start + i] = csrColIdxA[A_start + i]; + } + else + { + reg_val[regA_start + i] = 0; + reg_cid[regA_start + i] = 0; + } + } + } + else + { + for (int i = 0; i < blocklen; i ++) + { + reg_val[regA_start + i] = 0.0; + reg_cid[regA_start + i] = 0; + } + } + + } + + MAT_VAL_TYPE *temp_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * nnz_block); + int *temp_cid = (int *)malloc(sizeof(int) * nnz_block); + MAT_VAL_TYPE *cur_val = reg_val + blockPtr[bid]; + int *cur_cid = reg_cid + blockPtr[bid]; + + for (int i = 0; i < nnz_block; i ++) + { + int new_id = ((i % blocklen) / MMA_K) * BlockSize * MMA_K + (i / blocklen) * MMA_K + i % MMA_K; + temp_val[new_id] = cur_val[i]; + temp_cid[new_id] = cur_cid[i]; + } + memcpy(cur_val, temp_val, sizeof(MAT_VAL_TYPE) * nnz_block); + memcpy(cur_cid, temp_cid, sizeof(int) * nnz_block); + free(temp_val); + free(temp_cid); + } + gettimeofday(&pre_t2, NULL); + double dasp_pre = (pre_t2.tv_sec - pre_t1.tv_sec) * 1000.0 + (pre_t2.tv_usec - pre_t1.tv_usec) / 1000.0; + // printf("dasp preprocessing time: %8.4lf ms\n", dasp_pre); + + long fill0_nnz = fill0_nnz_short + fill0_nnz_long + nnz_irreg + fill0_nnz_reg; + double rate_fill0 = (double)(fill0_nnz - nnzA) / nnzA; + + long long int data_X = (rowA + colA) * sizeof(MAT_VAL_TYPE) + \ + fill0_nnz_long * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + warp_number * sizeof(MAT_VAL_TYPE) + (row_long + 1) * sizeof(int) + \ + fill0_nnz_short * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + \ + fill0_nnz_reg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (blocknum + 1) * sizeof(MAT_PTR_TYPE) + \ + fill0_nnz_irreg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (row_block + 1) * sizeof(MAT_PTR_TYPE); + + long long int data_X2 = (rowA + nnzA) * sizeof(MAT_VAL_TYPE) + \ + fill0_nnz_long * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + warp_number * sizeof(MAT_VAL_TYPE) + (row_long + 1) * sizeof(int) + \ + fill0_nnz_short * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + \ + fill0_nnz_reg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (blocknum + 1) * sizeof(MAT_PTR_TYPE) + \ + fill0_nnz_irreg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (row_block + 1) * sizeof(MAT_PTR_TYPE); + + int BlockNum = (blocknum + rowloop * 4 - 1) / (rowloop * 4); + + int ThreadNum_short = warpNum_short * WARP_SIZE; + int BlockNum_short_1 = (short_row_1 + ThreadNum_short - 1) / ThreadNum_short; + int BlockNum_short = BlockNum_short_1 + threadblock13 + threadblock34 + threadblock22; + + int offset_reg = BlockNum_long; + int offset_short1 = offset_reg + BlockNum; + int offset_short13 = offset_short1 + BlockNum_short_1; + int offset_short34 = offset_short13 + threadblock13; + int offset_short22 = offset_short34 + threadblock34; + + int BlockNum_all = BlockNum_long + BlockNum + BlockNum_short; + int ThreadNum_all = 4 * WARP_SIZE; + + int sumBlockNum = (row_long + 3) / 4; + + uint32_t *dX_val, *dY_val; + + // init cuda data of long part + uint32_t *dlong_val; + MAT_VAL_TYPE *dval_by_warp; + MAT_PTR_TYPE *dlong_ptr_warp; + int *dlong_cid; + int *drid_by_warp; + + // init cuda data of short part + uint32_t *dshort_val; + int *dshort_cid; + + // init cuda data of reg & irreg part + uint32_t *dreg_val; + uint32_t *dirreg_val; + MAT_PTR_TYPE *dblock_ptr, *dirreg_rpt; + int *dreg_cid, *dirreg_cid; + + cudaMalloc((void **)&dX_val, sizeof(MAT_VAL_TYPE) * (((colA + 1) / 2) * 2)); + cudaMalloc((void **)&dY_val, sizeof(MAT_VAL_TYPE) * (((rowA + 1) / 2) * 2)); + cudaMemcpy(dX_val, X_val, sizeof(MAT_VAL_TYPE) * (((colA + 1) / 2) * 2), cudaMemcpyHostToDevice); + cudaMemset(dY_val, 0.0, sizeof(MAT_VAL_TYPE) * (((rowA + 1) / 2) * 2)); + + // cudaMalloc((void **)&dlong_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_long); + cudaMalloc((void **)&dlong_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_long); + cudaMalloc((void **)&dlong_cid, sizeof(int) * fill0_nnz_long); + cudaMalloc((void **)&drid_by_warp, sizeof(int) * warp_number); + cudaMalloc((void **)&dval_by_warp, sizeof(MAT_VAL_TYPE) * warp_number); + cudaMalloc((void **)&dlong_ptr_warp, sizeof(MAT_PTR_TYPE) * (row_long + 1)); + cudaMemcpy(dlong_val, long_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_long, cudaMemcpyHostToDevice); + cudaMemcpy(dlong_cid, long_cid, sizeof(int) * fill0_nnz_long, cudaMemcpyHostToDevice); + cudaMemcpy(drid_by_warp, rid_by_warp, sizeof(int) * warp_number, cudaMemcpyHostToDevice); + cudaMemcpy(dlong_ptr_warp, long_rpt_new, sizeof(MAT_PTR_TYPE) * (row_long + 1), cudaMemcpyHostToDevice); + + cudaMalloc((void **)&dshort_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_short); + cudaMalloc((void **)&dshort_cid, sizeof(int) * fill0_nnz_short); + cudaMemcpy(dshort_val, short_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_short, cudaMemcpyHostToDevice); + cudaMemcpy(dshort_cid, short_cid, sizeof(int) * fill0_nnz_short, cudaMemcpyHostToDevice); + + cudaMalloc((void **)&dreg_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_reg); + cudaMalloc((void **)&dreg_cid, sizeof(int) * fill0_nnz_reg); + cudaMalloc((void **)&dblock_ptr, sizeof(MAT_PTR_TYPE) * (blocknum + 1)); + cudaMemcpy(dreg_val, reg_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_reg, cudaMemcpyHostToDevice); + cudaMemcpy(dreg_cid, reg_cid, sizeof(int) * fill0_nnz_reg, cudaMemcpyHostToDevice); + cudaMemcpy(dblock_ptr, blockPtr, sizeof(MAT_PTR_TYPE) * (blocknum + 1), cudaMemcpyHostToDevice); + + cudaMalloc((void **)&dirreg_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_irreg); + cudaMalloc((void **)&dirreg_rpt, sizeof(MAT_PTR_TYPE) * (row_block + 1)); + cudaMalloc((void **)&dirreg_cid, sizeof(int) * nnz_irreg); + cudaMemcpy(dirreg_val, irreg_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_irreg, cudaMemcpyHostToDevice); + cudaMemcpy(dirreg_rpt, irreg_rpt, sizeof(MAT_PTR_TYPE) * (row_block + 1), cudaMemcpyHostToDevice); + cudaMemcpy(dirreg_cid, irreg_cid, sizeof(int) * nnz_irreg, cudaMemcpyHostToDevice); + + int carveout = 0; + cudaFuncSetAttribute(dasp_spmv<1>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + cudaFuncSetAttribute(dasp_spmv<2>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + cudaFuncSetAttribute(dasp_spmv<4>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + cudaFuncSetAttribute(dasp_spmv2<1>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + cudaFuncSetAttribute(dasp_spmv2<2>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + cudaFuncSetAttribute(dasp_spmv2<4>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + + int warmup_time = 100; + int execute_time = 1000; + if (rowloop == 1) + { + for (int i = 0; i < warmup_time; ++i) + { + dasp_spmv<1><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + gettimeofday(&t1, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv<1><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t2, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv2<1><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t3, NULL); + + } + else if (rowloop == 2) + { + for (int i = 0; i < warmup_time; ++i) + { + dasp_spmv<2><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + gettimeofday(&t1, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv<2><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t2, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv2<2><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t3, NULL); + } + else + { + for (int i = 0; i < warmup_time; ++i) + { + dasp_spmv<4><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + gettimeofday(&t1, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv<4><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t2, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv2<4><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34, fill0_nnz_short22); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t3, NULL); + } + + double dasp_time = ((t2.tv_sec - t1.tv_sec) * 1000.0 + (t2.tv_usec - t1.tv_usec) / 1000.0) / execute_time; + double dasp_gflops = (double)((long)nnzA * 2) / (dasp_time * 1e6); + double dasp_time_bypass = ((t3.tv_sec - t2.tv_sec) * 1000.0 + (t3.tv_usec - t2.tv_usec) / 1000.0) / execute_time; + double dasp_gflops_bypass = (double)((long)nnzA * 2) / (dasp_time_bypass * 1e6); + double dasp_bandwidth1 = (double)data_X / (dasp_time_bypass * 1e6); + double dasp_bandwidth2 = (double)data_X2 / (dasp_time_bypass * 1e6); + printf("SpMV_X: %8.4lf ms, %8.4lf GFlop/s, %9.4lf GB/s, %9.4lf GB/s\n", dasp_time, dasp_gflops, dasp_bandwidth1, dasp_bandwidth2); + printf("SpMV_X2: %8.4lf ms, %8.4lf GFlop/s, %9.4lf GB/s, %9.4lf GB/s\n", dasp_time_bypass, dasp_gflops_bypass, dasp_bandwidth1, dasp_bandwidth2); + + // printf("\nrowA = %d, row_long = %d, row_block = %d, row_short1 = %d, common13 = %d, row_short_3 = %d, row_short_4 = %d, row_short_2 = %d\n", rowA, row_long, row_block, short_row_1, common_13, short_row_3, short_row_4, short_row_2); + + cudaMemcpy(Y_val, dY_val, sizeof(MAT_VAL_TYPE) * rowA, cudaMemcpyDeviceToHost); + + cudaFree(dX_val); + cudaFree(dY_val); + + cudaFree(dlong_val); + cudaFree(dlong_cid); + cudaFree(dval_by_warp); + cudaFree(drid_by_warp); + cudaFree(dlong_ptr_warp); + + cudaFree(dshort_cid); + cudaFree(dshort_val); + + cudaFree(dreg_val); + cudaFree(dreg_cid); + cudaFree(dblock_ptr); + cudaFree(dirreg_cid); + cudaFree(dirreg_rpt); + cudaFree(dirreg_val); + + /* write the device result y */ + // FILE* fp_y; + // fp_y = fopen("y_cuda.txt", "w"); + // for (int i = 0; i < rowA; i++) + // { + // float temp_val = Y_val[i]; + // fprintf(fp_y, "%f \n", temp_val); + // } + // fclose(fp_y); + + // int result = verify(Y_val2, Y_val, rowA, 1); + + FILE* fout; + fout = fopen("data/spmv_f16_record.csv", "a"); + fprintf(fout, "%s,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,", filename, rowA, colA, nnzA, short_row_1, common_13, short_row_3, short_row_4, short_row_2, row_long, row_block, nnz_short, fill0_nnz_short, nnz_long, fill0_nnz_long, origin_nnz_reg, fill0_nnz_reg, nnz_irreg); + fprintf(fout, "%lf,%d,%lld,%lf,%lf,%lf,%lf,%lf,%lf,%lf,", rate_fill0, block_longest, data_X, dasp_pre, dasp_time, dasp_gflops, dasp_time_bypass, dasp_gflops_bypass, dasp_bandwidth1, dasp_bandwidth2); + fclose(fout); + + printf("\n"); + + free(short_rid_1); + free(short_rid_2); + free(short_rid_3); + free(short_rid_4); + free(long_rid); + free(zero_rid); + free(ridA); + + free(rptA); + free(long_rpt); + + free(short_val); + free(short_cid); + + free(long_cid); + free(long_val); + free(long_rpt_new); + free(val_by_warp); + free(rid_by_warp); + + free(reg_val); + free(reg_cid); + free(blockPtr); + + free(irreg_rpt); + free(irreg_cid); + free(irreg_val); +} diff --git a/DASP/src/dasp_f64.h b/DASP/src/dasp_f64.h new file mode 100644 index 0000000..f4f5422 --- /dev/null +++ b/DASP/src/dasp_f64.h @@ -0,0 +1,1483 @@ +/* + 第一版整合版本，统一一个线程块4个warp + long part： 一个warp进行两次mma，多个block得到一个y + row_block part： + 根据row-block行数进行分情况讨论 + row-block < 59990 一个warp算1个行块 + row-block >= 59990 && row-block < 400000 一个warp算2个行块 + row-block >= 400000 一个warp算4个行块 + + short part：一个warp进行四次mma，一个warp得到32个y + + 增加 bypass L1 cache +*/ + +#include "common.h" +#include "utils.h" + +#define groupNum 1 +#define warpNum_short 4 +#define loopNum_short 4 +#define warpNum_long 4 +#define loopNum_long 2 + + +__device__ __forceinline__ MAT_VAL_TYPE warpReduceSum(MAT_VAL_TYPE sum){ + sum += __shfl_down_sync(0xffffffff,sum,16); + sum += __shfl_down_sync(0xffffffff,sum,8); + sum += __shfl_down_sync(0xffffffff,sum,4); + sum += __shfl_down_sync(0xffffffff,sum,2); + sum += __shfl_down_sync(0xffffffff,sum,1); + return sum; +} + +__device__ __forceinline__ MAT_VAL_TYPE load_double_from_global(const MAT_VAL_TYPE* a) +{ + MAT_VAL_TYPE r; + asm volatile("ld.global.cs.f64 %0, [%1];" : "=d"(r) : "l"(a)); + return r; +} + +__device__ __forceinline__ void store_double_to_global(const MAT_VAL_TYPE* a, MAT_VAL_TYPE v) +{ + asm volatile("st.global.cs.f64 [%0], %1;" :: "l"(a), "d"(v)); +} + +__device__ __forceinline__ int load_int_from_global(const int* a) +{ + int r; + asm volatile("ld.global.cs.s32 %0, [%1];" : "=r"(r) : "l"(a)); + return r; +} + +__global__ void longPart_sum(int *dlongA_rpt, MAT_VAL_TYPE *dwarp_val, MAT_VAL_TYPE *dY_val, int row_long) +{ + int bid = blockIdx.x; + int tid = threadIdx.x; + int laneid = 31 & tid; + int global_warpid = bid * warpNum_long + (tid >> 5); + + if (global_warpid >= row_long) return; + + int offset_longA = load_int_from_global(dlongA_rpt + global_warpid); + MAT_VAL_TYPE *cur_temp_val = dwarp_val + offset_longA; + int len = load_int_from_global(dlongA_rpt + global_warpid + 1) - offset_longA; + + MAT_VAL_TYPE thread_val = 0; + for (int i = laneid; i < len; i += WARP_SIZE) + { + thread_val += load_double_from_global(cur_temp_val + i); + } + thread_val = warpReduceSum(thread_val); + + if (laneid == 0) + store_double_to_global(dY_val + global_warpid, thread_val); +} + +template // this parameter must be 1 or 2 or 4 +__global__ void dasp_spmv2(MAT_VAL_TYPE *dX_val, MAT_VAL_TYPE *dY_val, + MAT_VAL_TYPE *dlongA_val, int *dlongA_cid, MAT_VAL_TYPE *dwarp_val, MAT_PTR_TYPE *dlongA_rpt, int row_long, + MAT_VAL_TYPE *dregA_val, int *dregA_cid, MAT_PTR_TYPE *dblockA_ptr, int row_block, int blocknum, + MAT_VAL_TYPE *dirregA_val, int *dirregA_cid, MAT_PTR_TYPE *dirregA_rpt, + MAT_VAL_TYPE *dshort_val, int *dshort_cid, int short_row_1, int common_13, int short_row_34, int short_row_2, + int offset_reg, int offset_short1, int offset_short13, int offset_short34, int offset_short22, + MAT_PTR_TYPE fill0_nnz_short13, MAT_PTR_TYPE fill0_nnz_short34) +{ + int bid = blockIdx.x; + int tid = threadIdx.x; + int laneid = 31 & tid; + + if (bid < offset_reg) + { + // long part + int global_warpid = bid * warpNum_long + (tid >> 5); + int offset = global_warpid * loopNum_long * MMA_M * MMA_K; + MAT_VAL_TYPE *curA_val = dlongA_val + offset; + int *curA_cid = dlongA_cid + offset; + + int groupID = laneid >> 2; + int tID_in_group = 3 & laneid; + + MAT_VAL_TYPE fragA, fragB; + MAT_VAL_TYPE fragC[2]; + fragC[0] = 0.0, fragC[1] = 0.0; + + int idx = tID_in_group + groupID * MMA_K; + + #pragma unroll + for (int i = 0; i < loopNum_long; i++) + { + fragA = load_double_from_global(curA_val + idx); + int x_idx = load_int_from_global(curA_cid + idx); + fragB = dX_val[x_idx]; + + mma_m8n8k4(fragC, fragA, fragB); + idx += 32; + } + + fragC[0] += __shfl_down_sync(0xffffffff, fragC[0], 9, 32); + fragC[0] += __shfl_down_sync(0xffffffff, fragC[0], 18, 32); + fragC[1] += __shfl_down_sync(0xffffffff, fragC[1], 9, 32); + fragC[1] += __shfl_down_sync(0xffffffff, fragC[1], 18, 32); + fragC[0] += __shfl_sync(0xffffffff, fragC[1], 4); + + if (laneid == 0) + store_double_to_global(dwarp_val + global_warpid, fragC[0]); + + // if (global_warpid >= row_long) return; + + // // MAT_VAL_TYPE *cur_temp_val = dwarp_val + dlongA_rpt[global_warpid]; + // int offset_longA = load_int_from_global(dlongA_rpt + global_warpid); + // MAT_VAL_TYPE *cur_temp_val = dwarp_val + offset_longA; + // int len = load_int_from_global(dlongA_rpt + global_warpid + 1) - offset_longA; + + // MAT_VAL_TYPE thread_val = 0; + // for (int i = laneid; i < len; i += WARP_SIZE) + // { + // thread_val += load_double_from_global(cur_temp_val + i); + // } + // thread_val = warpReduceSum(thread_val); + + // if (laneid == 0) + // store_double_to_global(dY_val + global_warpid, thread_val); + + } + else if (bid >= offset_reg && bid < offset_short1) + { + // row-block part + int bid_reg = bid - offset_reg; + int warp_local = tid >> 5; + + int groupID = laneid >> 2; + int tID_in_group = 3 & laneid; + MAT_VAL_TYPE fragA, fragB, fragC[2]; + + if (rowloop == 1) + { + int block_idx = bid_reg * 4 + warp_local; + // int offset_A = dblockA_ptr[block_idx]; + int offset_A = load_int_from_global(dblockA_ptr + block_idx); + int blocklen = (load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A) >> 3; + + if (block_idx >= blocknum) return; + + MAT_VAL_TYPE *curA_val = dregA_val + offset_A; + int *curA_cid = dregA_cid + offset_A; + + fragC[0] = 0.0, fragC[1] = 0.0; + int idx = tID_in_group + groupID * MMA_K; + for (int i = 0; i < blocklen; i += MMA_K) + { + fragA = load_double_from_global(curA_val + idx); + int x_idx = load_int_from_global(curA_cid + idx); + fragB = dX_val[x_idx]; + mma_m8n8k4(fragC, fragA, fragB); + idx += 32; + } + + int offset_y = block_idx * BlockSize + groupID; + if (tID_in_group == (groupID >> 1) && offset_y < row_block) + { + store_double_to_global(dY_val + row_long + offset_y, fragC[1 & groupID]); + } + + int cur_row = block_idx * BlockSize + laneid; + if (laneid < BlockSize && cur_row < row_block) + { + MAT_VAL_TYPE cur_y = 0.0; + // for (int i = dirregA_rpt[cur_row]; i < dirregA_rpt[cur_row + 1]; i ++) + for (int i = dirregA_rpt[cur_row]; i < dirregA_rpt[cur_row + 1]; i ++) + { + cur_y += load_double_from_global(dirregA_val + i) * dX_val[dirregA_cid[i]]; + } + cur_y += load_double_from_global(dY_val + row_long + cur_row); + store_double_to_global(dY_val + row_long + cur_row, cur_y); + } + } + + if (rowloop == 2) + { + MAT_VAL_TYPE res; + #pragma unroll + for (int i = 0; i < 2; i ++) + { + int block_idx = bid_reg * 8 + warp_local * 2 + i; + int offset_A = load_int_from_global(dblockA_ptr + block_idx); + int blocklen = (load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A) >> 3; + // int offset_A = dblockA_ptr[block_idx]; + // int blocklen = (dblockA_ptr[block_idx + 1] - offset_A) >> 3; + + MAT_VAL_TYPE *curA_val = dregA_val + offset_A; + int *curA_cid = dregA_cid + offset_A; + + fragC[0] = 0.0, fragC[1] = 0.0; + int idx = tID_in_group + groupID * MMA_K; + for (int j = 0; j < blocklen; j += MMA_K) + { + fragA = load_double_from_global(curA_val + idx); + int x_idx = load_int_from_global(curA_cid + idx); + fragB = dX_val[x_idx]; + mma_m8n8k4(fragC, fragA, fragB); + idx += 32; + } + int target_id = ((laneid - i * 8) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if ((laneid >> 3) == i) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + } + + int cur_row = bid_reg * 8 * BlockSize + warp_local * 2 * BlockSize + laneid; + if (laneid < 16 && cur_row < row_block) + { + for (int i = dirregA_rpt[cur_row]; i < dirregA_rpt[cur_row + 1]; i ++) + { + res += load_double_from_global(dirregA_val + i) * dX_val[dirregA_cid[i]]; + } + store_double_to_global(dY_val + row_long + cur_row, res); + } + } + + if (rowloop == 4) + { + MAT_VAL_TYPE res; + #pragma unroll + for (int i = 0; i < 4; i ++) + { + int block_idx = bid_reg * 16 + warp_local * 4 + i; + // int offset_A = dblockA_ptr[block_idx]; + // int blocklen = (dblockA_ptr[block_idx + 1] - offset_A) >> 3; + int offset_A = load_int_from_global(dblockA_ptr + block_idx); + int blocklen = (load_int_from_global(dblockA_ptr + block_idx + 1) - offset_A) >> 3; + + MAT_VAL_TYPE *curA_val = dregA_val + offset_A; + int *curA_cid = dregA_cid + offset_A; + + fragC[0] = 0.0, fragC[1] = 0.0; + int idx = tID_in_group + groupID * MMA_K; + for (int j = 0; j < blocklen; j += MMA_K) + { + fragA = load_double_from_global(curA_val + idx); + int x_idx = load_int_from_global(curA_cid + idx); + fragB = dX_val[x_idx]; + mma_m8n8k4(fragC, fragA, fragB); + idx += 32; + } + int target_id = ((laneid - i * 8) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if ((laneid >> 3) == i) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + } + int cur_row = bid_reg * 16 * BlockSize + warp_local * 4 * BlockSize + laneid; + if (cur_row < row_block) + { + for (int i = dirregA_rpt[cur_row]; i < dirregA_rpt[cur_row + 1]; i ++) + { + res += load_double_from_global(dirregA_val + i) * dX_val[dirregA_cid[i]]; + } + store_double_to_global(dY_val + row_long + cur_row, res); + } + } + } + else if (bid >= offset_short1 && bid < offset_short13) + { + // short part - 1 nnz/row + int bid1 = bid - offset_short1; + int tid1 = bid1 * blockDim.x + tid; + if (tid1 >= short_row_1) + { + return; + } + + int x_idx = load_int_from_global(dshort_cid + tid1); + MAT_VAL_TYPE temp_y = load_double_from_global(dshort_val + tid1) * dX_val[x_idx]; + store_double_to_global(dY_val + row_long + row_block + tid1, temp_y); + + } + else if (bid >= offset_short13 && bid < offset_short34) + { + // short part - block 1&3 + int warpid_local = tid >> 5; + int bid13 = bid - offset_short13; + + MAT_VAL_TYPE fragA = 0.0, fragB = 0.0, fragC[2], res; + int groupID = laneid >> 2; + int tID_in_group = 3 & laneid; + + #pragma unroll + for (int i = 0; i < groupNum; i ++) + { + int offset = short_row_1 + ((bid13 * groupNum + i) * warpNum_short + warpid_local) * MMA_M * MMA_K * 2; + MAT_VAL_TYPE *cur_val = dshort_val + offset; + int *cur_cid = dshort_cid + offset; + int idx = tID_in_group + groupID * MMA_K; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + int cid = load_int_from_global(cur_cid + idx); + fragB = tID_in_group == 0 ? dX_val[cid] : 0; + mma_m8n8k4(fragC, fragA, fragB); + int target_id = (laneid >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid < 8) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragB = tID_in_group == 0 ? 0 : dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 8) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >> 3 == 1) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + idx += 32; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + cid = load_int_from_global(cur_cid + idx); + fragB = tID_in_group == 0 ? dX_val[cid] : 0; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 16) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >> 3 == 2) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragB = tID_in_group == 0 ? 0 : dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 24) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >= 24) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + + int offset_y = ((bid13 * groupNum + i) * warpNum_short + warpid_local) * WARP_SIZE + laneid; + if (offset_y < common_13 * 2) + store_double_to_global(dY_val + row_long + row_block + short_row_1 + offset_y, res); + + } + } + else if (bid >= offset_short34 && bid < offset_short22) + { + // short part - block3 & block4 + int warpid_local = tid >> 5; + int bid34 = bid - offset_short34; + + MAT_VAL_TYPE fragA = 0.0, fragB = 0.0, fragC[2], res; + int groupID = laneid >> 2; + int tID_in_group = 3 & laneid; + + #pragma unroll + for (int j = 0; j < groupNum; j ++) + { + int offset = short_row_1 + fill0_nnz_short13 + ((bid34 * groupNum + j) * warpNum_short + warpid_local) * MMA_M * MMA_K * loopNum_short; + MAT_VAL_TYPE *cur_val = dshort_val + offset; + int *cur_cid = dshort_cid + offset; + int idx = tID_in_group + groupID * MMA_K; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + int cid = load_int_from_global(cur_cid + idx); + fragB = dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + int target_id = (laneid >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid < 8) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + idx += 32; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + cid = load_int_from_global(cur_cid + idx); + fragB = dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 8) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >> 3 == 1) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + idx += 32; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + cid = load_int_from_global(cur_cid + idx); + fragB = dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 16) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >> 3 == 2) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + idx += 32; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + cid = load_int_from_global(cur_cid + idx); + fragB = dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 24) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >= 24) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + + int offset_y = ((bid34 * groupNum + j) * warpNum_short + warpid_local) * WARP_SIZE + laneid; + if (offset_y < short_row_34) + store_double_to_global(dY_val + row_long + row_block + short_row_1 + common_13 * 2 + offset_y, res); + + } + } + else + { + // short part - blocl 2&2 + int warpid_local = tid >> 5; + int bid22 = bid - offset_short22; + + MAT_VAL_TYPE fragA = 0.0, fragB = 0.0, fragC[2], res; + int groupID = laneid >> 2; + int tID_in_group = 3 & laneid; + + #pragma unroll + for (int i = 0; i < groupNum; i ++) + { + int offset = short_row_1 + fill0_nnz_short13 + fill0_nnz_short34 + ((bid22 * groupNum + i) * warpNum_short + warpid_local) * MMA_M * MMA_K * 2; + MAT_VAL_TYPE *cur_val = dshort_val + offset; + int *cur_cid = dshort_cid + offset; + int idx = tID_in_group + groupID * MMA_K; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + int cid = load_int_from_global(cur_cid + idx); + fragB = tID_in_group < 2 ? dX_val[cid] : 0; + mma_m8n8k4(fragC, fragA, fragB); + int target_id = (laneid >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid < 8) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragB = tID_in_group < 2 ? 0 : dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 8) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >> 3 == 1) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + idx += 32; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragA = load_double_from_global(cur_val + idx); + cid = load_int_from_global(cur_cid + idx); + fragB = tID_in_group < 2 ? dX_val[cid] : 0; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 16) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >> 3 == 2) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + + fragC[0] = 0.0, fragC[1] = 0.0; + fragB = tID_in_group < 2 ? 0 : dX_val[cid]; + mma_m8n8k4(fragC, fragA, fragB); + target_id = ((laneid - 24) >> 1) * 9; + fragC[0] = __shfl_sync(0xffffffff, fragC[0], target_id); + fragC[1] = __shfl_sync(0xffffffff, fragC[1], target_id + 4); + if (laneid >= 24) res = (1 & laneid) == 0 ? fragC[0] : fragC[1]; + + int offset_y = ((bid22 * groupNum + i) * warpNum_short + warpid_local) * WARP_SIZE + laneid; + if (offset_y < short_row_2) + store_double_to_global(dY_val + row_long + row_block + short_row_1 + common_13 * 2 + short_row_34 + offset_y, res); + } + } +} + +__host__ void spmv_all(char *filename, MAT_VAL_TYPE *csrValA, MAT_PTR_TYPE *csrRowPtrA, int *csrColIdxA, + MAT_VAL_TYPE *X_val, MAT_VAL_TYPE *Y_val, int *order_rid, int rowA, int colA, MAT_PTR_TYPE nnzA, int NUM, double threshold, int block_longest) +{ + struct timeval t1, t2; + + // three parts: short row (1 & 3 & 2 & 4), long row, row-block (regular（origin & fill0） & irregular) + MAT_PTR_TYPE nnz_short, nnz_long, origin_nnz_reg, fill0_nnz_reg, nnz_irreg; + int row_long = 0, row_block = 0, row_zero = 0; + + // get the short part data + // (short_val, short_cid) + int short_row_1 = 0, short_row_3 = 0, short_row_2 = 0, short_row_4 = 0; + + for (int i = 0; i < rowA; i ++) + { + int row_len = csrRowPtrA[i + 1] - csrRowPtrA[i]; + if (row_len == 1) + { + short_row_1 ++; + } + else if (row_len == 3) + { + short_row_3 ++; + } + else if (row_len == 2) + { + short_row_2 ++; + } + else if (row_len == 0) + { + row_zero ++; + } + else if (row_len == 4) + { + short_row_4 ++; + } + // else if (row_len >= warpNum_long * loopNum_long * MMA_M * MMA_K) + else if (row_len >= block_longest) + { + row_long ++; + } + else + { + row_block ++; + } + } + + int rowloop; + if (row_block < 59990) rowloop = 1; + else if (row_block >= 59990 && row_block < 400000) rowloop = 2; + else rowloop = 4; + + int *short_rid_1 = (int *)malloc(sizeof(int) * short_row_1); + int *short_rid_2 = (int *)malloc(sizeof(int) * short_row_2); + int *short_rid_3 = (int *)malloc(sizeof(int) * short_row_3); + int *short_rid_4 = (int *)malloc(sizeof(int) * short_row_4); + int *long_rid = (int *)malloc(sizeof(int) * row_long); + int *zero_rid = (int *)malloc(sizeof(int) * row_zero); + int *ridA = (int *)malloc(sizeof(int) * row_block); + + MAT_PTR_TYPE *rptA = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_block + 1)); + memset(rptA, 0, sizeof(MAT_PTR_TYPE) * (row_block + 1)); + MAT_PTR_TYPE *long_rpt = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_long + 1)); + memset(long_rpt, 0, sizeof(MAT_PTR_TYPE) * (row_long + 1)); + + int short_row_flag1 = 0, short_row_flag3 = 0, short_row_flag2 = 0, short_row_flag4 = 0; + int row_long_flag = 0, flag0 = 0, row_block_flag = 0; + for (int i = 0; i < rowA; i ++) + { + int row_len = csrRowPtrA[i + 1] - csrRowPtrA[i]; + if (row_len == 1) + { + short_rid_1[short_row_flag1] = i; + short_row_flag1 ++; + } + else if (row_len == 3) + { + short_rid_3[short_row_flag3] = i; + short_row_flag3 ++; + } + else if (row_len == 2) + { + short_rid_2[short_row_flag2] = i; + short_row_flag2 ++; + } + else if (row_len == 0) + { + zero_rid[flag0] = i; + flag0 ++; + } + else if (row_len == 4) + { + short_rid_4[short_row_flag4] = i; + short_row_flag4 ++; + } + // else if (row_len >= warpNum_long * loopNum_long * MMA_M * MMA_K) + else if (row_len >= block_longest) + { + long_rpt[row_long_flag] = row_len; + long_rid[row_long_flag] = i; + row_long_flag ++; + } + else + { + rptA[row_block_flag] = row_len; + ridA[row_block_flag] = i; + row_block_flag ++; + } + } + nnz_short = short_row_1 + short_row_3 * 3 + short_row_2 * 2 + short_row_4 * 4; + + int common_13 = short_row_1 < short_row_3 ? short_row_1 : short_row_3; + if (common_13 / BlockSize >= 16) + { + common_13 = BlockSize * (common_13 / BlockSize); + short_row_1 = short_row_1 - common_13; + short_row_3 = short_row_3 - common_13; + } + else + { + common_13 = 0; + } + + int short_block13 = (common_13 + BlockSize - 1) / BlockSize; + int half_short_row_2 = (short_row_2 + 1) / 2; + int short_block22 = (half_short_row_2 + BlockSize - 1) / BlockSize; + int short_row_34 = short_row_3 + short_row_4; + int short_block34 = (short_row_34 + BlockSize - 1) / BlockSize; + + // int warpnum13 = (short_block13 + groupNum * 2 - 1) / (groupNum * 2); + // int warpnum34 = (short_block34 + groupNum * loopNum_short - 1) / (groupNum * loopNum_short); + // int warpnum22 = (short_block22 + groupNum * 2 - 1) / (groupNum * 2); + + int block13_per_threadblock = warpNum_short * groupNum * 2; + int block22_per_threadblock = warpNum_short * groupNum * 2; + int block34_per_threadblock = warpNum_short * groupNum * loopNum_short; + + int threadblock13 = (short_block13 + block13_per_threadblock - 1) / block13_per_threadblock; + int threadblock22 = (short_block22 + block22_per_threadblock - 1) / block22_per_threadblock; + int threadblock34 = (short_block34 + block34_per_threadblock - 1) / block34_per_threadblock; + + MAT_PTR_TYPE fill0_nnz_short13 = threadblock13 * block13_per_threadblock * MMA_M * MMA_K; + MAT_PTR_TYPE fill0_nnz_short34 = threadblock34 * block34_per_threadblock * MMA_M * MMA_K; + MAT_PTR_TYPE fill0_nnz_short22 = threadblock22 * block22_per_threadblock * MMA_M * MMA_K; + MAT_PTR_TYPE fill0_nnz_short = short_row_1 + fill0_nnz_short13 + fill0_nnz_short34 + fill0_nnz_short22; + MAT_VAL_TYPE *short_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * fill0_nnz_short); + int *short_cid = (int *)malloc(sizeof(int) * fill0_nnz_short); + memset(short_val, 0.0, sizeof(MAT_VAL_TYPE) * fill0_nnz_short); + memset(short_cid, 0, sizeof(int) * fill0_nnz_short); + + int super_group = 1 + threadblock13 + threadblock34 + threadblock22; + MAT_PTR_TYPE *superX_ptr = (MAT_PTR_TYPE *)malloc(sizeof(int) * (super_group + 1)); + + for (int i = 0; i < short_row_1; i ++) + { + int cur_row = short_rid_1[i]; + short_val[i] = csrValA[csrRowPtrA[cur_row]]; + short_cid[i] = csrColIdxA[csrRowPtrA[cur_row]]; + } + + for (int i = 0; i < short_block13; i ++) + { + MAT_VAL_TYPE *cur_short_val = short_val + short_row_1 + i * MMA_M * MMA_K; + int *cur_short_cid = short_cid + short_row_1 + i * MMA_M * MMA_K; + + for (int j = 0; j < BlockSize && i * BlockSize + j < common_13; j ++) + { + int cur_row_1 = short_rid_1[short_row_1 + i * BlockSize + j]; + int cur_row_3 = short_rid_3[i * BlockSize + j]; + cur_short_val[j * MMA_K] = csrValA[csrRowPtrA[cur_row_1]]; + cur_short_cid[j * MMA_K] = csrColIdxA[csrRowPtrA[cur_row_1]]; + cur_short_val[j * MMA_K + 1] = csrValA[csrRowPtrA[cur_row_3]]; + cur_short_val[j * MMA_K + 2] = csrValA[csrRowPtrA[cur_row_3] + 1]; + cur_short_val[j * MMA_K + 3] = csrValA[csrRowPtrA[cur_row_3] + 2]; + cur_short_cid[j * MMA_K + 1] = csrColIdxA[csrRowPtrA[cur_row_3]]; + cur_short_cid[j * MMA_K + 2] = csrColIdxA[csrRowPtrA[cur_row_3] + 1]; + cur_short_cid[j * MMA_K + 3] = csrColIdxA[csrRowPtrA[cur_row_3] + 2]; + } + } + + for (int i = 0; i < short_row_3; i ++) + { + // MAT_VAL_TYPE *cur_short_val = short_val + short_row_1 + short_block13 * MMA_M * MMA_K + i * MMA_K; + // int *cur_short_cid = short_cid + short_row_1 + short_block13 * MMA_M * MMA_K + i * MMA_K; + MAT_VAL_TYPE *cur_short_val = short_val + short_row_1 + fill0_nnz_short13 + i * MMA_K; + int *cur_short_cid = short_cid + short_row_1 + fill0_nnz_short13 + i * MMA_K; + + int cur_row = short_rid_3[common_13 + i]; + + cur_short_val[0] = csrValA[csrRowPtrA[cur_row]]; + cur_short_val[1] = csrValA[csrRowPtrA[cur_row] + 1]; + cur_short_val[2] = csrValA[csrRowPtrA[cur_row] + 2]; + cur_short_cid[0] = csrColIdxA[csrRowPtrA[cur_row]]; + cur_short_cid[1] = csrColIdxA[csrRowPtrA[cur_row] + 1]; + cur_short_cid[2] = csrColIdxA[csrRowPtrA[cur_row] + 2]; + } + + for (int i = 0; i < short_row_4; i ++) + { + MAT_VAL_TYPE *cur_short_val = short_val + short_row_1 + fill0_nnz_short13 + (short_row_3 + i) * MMA_K; + int *cur_short_cid = short_cid + short_row_1 + fill0_nnz_short13 + (short_row_3 + i) * MMA_K; + + int cur_row = short_rid_4[i]; + + cur_short_val[0] = csrValA[csrRowPtrA[cur_row]]; + cur_short_val[1] = csrValA[csrRowPtrA[cur_row] + 1]; + cur_short_val[2] = csrValA[csrRowPtrA[cur_row] + 2]; + cur_short_val[3] = csrValA[csrRowPtrA[cur_row] + 3]; + cur_short_cid[0] = csrColIdxA[csrRowPtrA[cur_row]]; + cur_short_cid[1] = csrColIdxA[csrRowPtrA[cur_row] + 1]; + cur_short_cid[2] = csrColIdxA[csrRowPtrA[cur_row] + 2]; + cur_short_cid[3] = csrColIdxA[csrRowPtrA[cur_row] + 3]; + } + + for (int i = 0; i < short_block22; i ++) + { + MAT_VAL_TYPE *cur_short_val = short_val + short_row_1 + fill0_nnz_short13 + fill0_nnz_short34 + i * MMA_M * MMA_K; + int *cur_short_cid = short_cid + short_row_1 + fill0_nnz_short13 + fill0_nnz_short34 + i * MMA_M * MMA_K; + + for (int j = 0; j < BlockSize * 2 && (i * BlockSize * 2 + j) < short_row_2; j ++) + { + int cur_row = short_rid_2[i * BlockSize * 2 + j]; + cur_short_val[j % BlockSize * MMA_K + (j / BlockSize) * 2] = csrValA[csrRowPtrA[cur_row]]; + cur_short_val[j % BlockSize * MMA_K + (j / BlockSize) * 2 + 1] = csrValA[csrRowPtrA[cur_row] + 1]; + cur_short_cid[j % BlockSize * MMA_K + (j / BlockSize) * 2] = csrColIdxA[csrRowPtrA[cur_row]]; + cur_short_cid[j % BlockSize * MMA_K + (j / BlockSize) * 2 + 1] = csrColIdxA[csrRowPtrA[cur_row] + 1]; + } + } + + int *short_cid_temp = (int *)malloc(sizeof(int) * fill0_nnz_short); + memcpy(short_cid_temp, short_cid, sizeof(int) * fill0_nnz_short); + + quick_sort_key(short_cid_temp, short_row_1); + int nnzr = short_row_1 > 0 ? 1 : 0; + for (int i = 1; i < short_row_1; i ++) + { + nnzr += short_cid_temp[i] != short_cid_temp[i - 1] ? 1 : 0; + } + superX_ptr[0] = nnzr; + + MAT_PTR_TYPE *cur_superX_ptr = superX_ptr + 1; + for (int i = 0; i < threadblock13; i++) + { + int *cur_short_cid_temp = short_cid_temp + short_row_1 + i * block13_per_threadblock * MMA_M * MMA_K; + int len = block13_per_threadblock * MMA_M * MMA_K; + quick_sort_key(cur_short_cid_temp, len); + int nnzcid = len > 0 ? 1 : 0; + for (int j = 1; j < len; j ++) + { + nnzcid += cur_short_cid_temp[j] != cur_short_cid_temp[j - 1] ? 1 : 0; + } + cur_superX_ptr[i] = nnzcid; + } + + cur_superX_ptr = superX_ptr + 1 + threadblock13; + for (int i = 0; i < threadblock34; i++) + { + int *cur_short_cid_temp = short_cid_temp + short_row_1 + fill0_nnz_short13 + i * block34_per_threadblock * MMA_M * MMA_K; + int len = block34_per_threadblock * MMA_M * MMA_K; + quick_sort_key(cur_short_cid_temp, len); + int nnzcid = len > 0 ? 1 : 0; + for (int j = 1; j < len; j ++) + { + nnzcid += cur_short_cid_temp[j] != cur_short_cid_temp[j - 1] ? 1 : 0; + } + cur_superX_ptr[i] = nnzcid; + } + + cur_superX_ptr = superX_ptr + 1 + threadblock13 + threadblock34; + for (int i = 0; i < threadblock22; i++) + { + int *cur_short_cid_temp = short_cid_temp + short_row_1 + fill0_nnz_short13 + fill0_nnz_short34 + i * block22_per_threadblock * MMA_M * MMA_K; + int len = block22_per_threadblock * MMA_M * MMA_K; + quick_sort_key(cur_short_cid_temp, len); + int nnzcid = len > 0 ? 1 : 0; + for (int j = 1; j < len; j ++) + { + nnzcid += cur_short_cid_temp[j] != cur_short_cid_temp[j - 1] ? 1 : 0; + } + cur_superX_ptr[i] = nnzcid; + } + exclusive_scan(superX_ptr, super_group + 1); + MAT_PTR_TYPE nnz_superX = superX_ptr[super_group]; + + int new_cid_len = short_row_1 + threadblock13 * block13_per_threadblock * MMA_M * MMA_K / 4 + \ + threadblock34 * block34_per_threadblock * MMA_M * MMA_K / 4 + \ + threadblock22 * block22_per_threadblock * MMA_M * MMA_K / 4; + + int *short_cid_new = (int *)malloc(sizeof(int) * new_cid_len); + + int *superX_cid = (int *)malloc(sizeof(int) * nnz_superX); + int flag = 0; + if (short_row_1) + { + superX_cid[0] = short_cid_temp[0]; + flag ++; + } + for (int j = 1; j < short_row_1; j ++) + { + if (short_cid_temp[j] != short_cid_temp[j - 1]) + { + superX_cid[flag] = short_cid_temp[j]; + flag ++; + } + } + if (flag != superX_ptr[1]) printf("flag1 = %d, len = %d\n", flag, superX_ptr[1]); + for (int i = 0; i < short_row_1; i ++) + { + short_cid_new[i] = BinarySearch(superX_cid, superX_ptr[1], short_cid[i]); + } + + cur_superX_ptr = superX_ptr + 1; + for (int i = 0; i < threadblock13; i ++) + { + int *cur_short_cid_temp = short_cid_temp + short_row_1 + i * block13_per_threadblock * MMA_M * MMA_K; + int len = block13_per_threadblock * MMA_M * MMA_K; + int *cur_superX_cid = superX_cid + cur_superX_ptr[i]; + int xlen = cur_superX_ptr[i + 1] - cur_superX_ptr[i]; + int flag_cid = 0; + if (len) + { + cur_superX_cid[0] = cur_short_cid_temp[0]; + flag_cid ++; + } + else + { + continue; + } + for (int j = 1; j < len; j ++) + { + if (cur_short_cid_temp[j] != cur_short_cid_temp[j - 1]) + { + cur_superX_cid[flag_cid] = cur_short_cid_temp[j]; + flag_cid ++; + } + } + if (flag_cid != xlen) printf("flag13 = %d, len = %d\n", flag_cid, xlen); + + int *cur_short_cid_new = short_cid_new + short_row_1 + i * (block13_per_threadblock * MMA_M * MMA_K / 4); + int *cur_short_cid = short_cid + short_row_1 + i * block13_per_threadblock * MMA_M * MMA_K; + for (int j = 0; j < len; j ++) + { + // cur_short_cid_new[j] = BinarySearch(cur_superX_cid, xlen, cur_short_cid[j]); + SET_8_BIT(cur_short_cid_new[j / 4], BinarySearch(cur_superX_cid, xlen, cur_short_cid[j]), j % 4); + } + } + + cur_superX_ptr = superX_ptr + 1 + threadblock13; + for (int i = 0; i < threadblock34; i ++) + { + int *cur_short_cid_temp = short_cid_temp + short_row_1 + fill0_nnz_short13 + i * block34_per_threadblock * MMA_M * MMA_K; + int len = block34_per_threadblock * MMA_M * MMA_K; + int *cur_superX_cid = superX_cid + cur_superX_ptr[i]; + int xlen = cur_superX_ptr[i + 1] - cur_superX_ptr[i]; + int flag_cid = 0; + if (len) + { + cur_superX_cid[0] = cur_short_cid_temp[0]; + flag_cid ++; + } + else + { + continue; + } + for (int j = 1; j < len; j ++) + { + if (cur_short_cid_temp[j] != cur_short_cid_temp[j - 1]) + { + cur_superX_cid[flag_cid] = cur_short_cid_temp[j]; + flag_cid ++; + } + } + if (flag_cid != xlen) printf("flag34 = %d, len = %d\n", flag_cid, xlen); + + int *cur_short_cid_new = short_cid_new + short_row_1 + fill0_nnz_short13 / 4 + i * (block34_per_threadblock * MMA_M * MMA_K / 4); + int *cur_short_cid = short_cid + short_row_1 + fill0_nnz_short13 + i * block34_per_threadblock * MMA_M * MMA_K; + for (int j = 0; j < len; j ++) + { + // cur_short_cid_new[j] = BinarySearch(cur_superX_cid, xlen, cur_short_cid[j]); + SET_8_BIT(cur_short_cid_new[j / 4], BinarySearch(cur_superX_cid, xlen, cur_short_cid[j]), j % 4); + } + } + + cur_superX_ptr = superX_ptr + 1 + threadblock13 + threadblock34; + for (int i = 0; i < threadblock22; i ++) + { + int *cur_short_cid_temp = short_cid_temp + short_row_1 + fill0_nnz_short13 + fill0_nnz_short34 + i * block22_per_threadblock * MMA_M * MMA_K; + int len = block22_per_threadblock * MMA_M * MMA_K; + int *cur_superX_cid = superX_cid + cur_superX_ptr[i]; + int xlen = cur_superX_ptr[i + 1] - cur_superX_ptr[i]; + int flag_cid = 0; + if (len) + { + cur_superX_cid[0] = cur_short_cid_temp[0]; + flag_cid ++; + } + else + { + continue; + } + for (int j = 1; j < len; j ++) + { + if (cur_short_cid_temp[j] != cur_short_cid_temp[j - 1]) + { + cur_superX_cid[flag_cid] = cur_short_cid_temp[j]; + flag_cid ++; + } + } + if (flag_cid != xlen) printf("flag22 = %d, len = %d\n", flag_cid, xlen); + + int *cur_short_cid_new = short_cid_new + short_row_1 + (fill0_nnz_short13 + fill0_nnz_short34) / 4 + i * (block22_per_threadblock * MMA_M * MMA_K / 4); + int *cur_short_cid = short_cid + short_row_1 + fill0_nnz_short13 + fill0_nnz_short34 + i * block22_per_threadblock * MMA_M * MMA_K; + for (int j = 0; j < len; j ++) + { + // cur_short_cid_new[j] = BinarySearch(cur_superX_cid, xlen, cur_short_cid[j]); + SET_8_BIT(cur_short_cid_new[j / 4], BinarySearch(cur_superX_cid, xlen, cur_short_cid[j]), j % 4); + } + } + + MAT_VAL_TYPE *superX_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * nnz_superX); + for (int i = 0; i < nnz_superX; i ++) + { + superX_val[i] = X_val[superX_cid[i]]; + } + + // printf("superX_nnz = %d, cid_len = %d\n", nnz_superX, new_cid_len); + + // resort except rows + radix_sort(rptA, ridA, row_block); + + // int sort_group_len = block_longest / 4; + // int *sort_rpt = (int *)malloc(sizeof(int) * (sort_group_len + 1)); + // memset(sort_rpt, 0, sizeof(int) * (sort_group_len + 1)); + // for (int i = 0; i < row_block; i ++) + // { + // sort_rpt[rptA[i] / 4] ++; + // } + // exclusive_scan(sort_rpt, sort_group_len + 1); + + // #pragma omp parallel for + // for (int i = 0; i < sort_group_len; i ++) + // { + // int group_len = sort_rpt[i + 1] - sort_rpt[i]; + // quick_sort_key_idx(ridA + sort_rpt[i], rptA + sort_rpt[i], group_len); + // } + + // FILE* fp_rid; + // fp_rid = fopen("rid.txt", "w"); + // for (int i = 0; i < sort_group_len; ++ i) + // { + // int group_len = sort_rpt[i + 1] - sort_rpt[i]; + // fprintf(fp_rid, "i = %d, len = %d: ", i, group_len); + // for (int j = 0; j < group_len; j ++) + // { + // fprintf(fp_rid, "%d ", ridA[sort_rpt[i] + j]); + // } + // fprintf(fp_rid, "\n"); + // } + // fclose(fp_rid); + + // free(sort_rpt); + + // printf("resort over!\n"); + + + + // get the data except short row part + // (rptA, cidA, valA) + exclusive_scan(rptA, row_block + 1); + exclusive_scan(long_rpt, row_long + 1); + // nnz_row_block = rptA[row_block]; + nnz_long = long_rpt[row_long]; + + //record the sort order + memcpy(order_rid, long_rid, sizeof(int) * row_long); + memcpy(order_rid + row_long, ridA, sizeof(int) * row_block); + memcpy(order_rid + row_long + row_block, short_rid_1, sizeof(int) * short_row_1); + for (int i = 0; i < short_block13; i ++) + { + int *cur_order_rid = order_rid + row_long + row_block + short_row_1 + i * BlockSize * 2; + + for (int j = 0; j < BlockSize; j ++) + { + cur_order_rid[j] = short_rid_1[short_row_1 + i * BlockSize + j]; + cur_order_rid[BlockSize + j] = short_rid_3[i * BlockSize + j]; + } + } + memcpy(order_rid + row_long + row_block + short_row_1 + common_13 * 2, short_rid_3 + common_13, sizeof(int) * short_row_3); + memcpy(order_rid + row_long + row_block + short_row_1 + common_13 * 2 + short_row_3, short_rid_4, sizeof(int) * short_row_4); + memcpy(order_rid + row_long + row_block + short_row_1 + common_13 * 2 + short_row_3 + short_row_4, short_rid_2, sizeof(int) * short_row_2); + memcpy(order_rid + row_long + row_block + short_row_1 + common_13 * 2 + short_row_3 + short_row_4 + short_row_2, zero_rid, sizeof(int) * row_zero); + + int short_row = short_row_1 + common_13 * 2 + short_row_34 + short_row_2; + int offset_short_row = row_long + row_block; + + MAT_VAL_TYPE *short3_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * nnz_short); + int *short3_cid = (int *)malloc(sizeof(int) * nnz_short); + MAT_PTR_TYPE *short3_rpt = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (short_row + 1)); + + for (int i = 0; i < short_row; i ++) + { + int idx = order_rid[offset_short_row + i]; + short3_rpt[i] = csrRowPtrA[idx + 1] - csrRowPtrA[idx]; + } + exclusive_scan(short3_rpt, short_row + 1); + + for (int i = 0; i < short_row; i ++) + { + int idx = order_rid[offset_short_row + i]; + memcpy(short3_val + short3_rpt[i], csrValA + csrRowPtrA[idx], sizeof(MAT_VAL_TYPE) * (csrRowPtrA[idx + 1] - csrRowPtrA[idx])); + memcpy(short3_cid + short3_rpt[i], csrColIdxA + csrRowPtrA[idx], sizeof(int) * (csrRowPtrA[idx + 1] - csrRowPtrA[idx])); + } + + // get the long part data + MAT_PTR_TYPE *long_rpt_new = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_long + 1)); + memset(long_rpt_new, 0, sizeof(MAT_PTR_TYPE) * (row_long + 1)); + int warp_number = 0; + for (int i = 0; i < row_long; i ++) + { + int nnz_num = long_rpt[i + 1] - long_rpt[i]; + int cur_warp_num = (nnz_num + MMA_M * MMA_K * loopNum_long - 1) / (MMA_M * MMA_K * loopNum_long); + // warp_number += cur_warp_num; + long_rpt_new[i] = cur_warp_num; + } + exclusive_scan(long_rpt_new, row_long + 1); + warp_number = long_rpt_new[row_long]; + + int BlockNum_long = (warp_number + warpNum_long - 1) / warpNum_long; + int fill0_nnz_long = BlockNum_long * warpNum_long * loopNum_long * MMA_M * MMA_K; + warp_number = BlockNum_long * warpNum_long; + MAT_VAL_TYPE *val_by_warp = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * warp_number); + int *rid_by_warp = (int *)malloc(sizeof(int) * warp_number); + MAT_VAL_TYPE *long_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * fill0_nnz_long); + memset(long_val, 0.0, sizeof(MAT_VAL_TYPE) * fill0_nnz_long); + int *long_cid = (int *)malloc(sizeof(int) * fill0_nnz_long); + memset(long_cid, 0, sizeof(int) * fill0_nnz_long); + + // int count_warp = 0; + for (int i = 0; i < row_long; i ++) + { + MAT_VAL_TYPE *cur_val = long_val + long_rpt_new[i] * loopNum_long * MMA_M * MMA_K; + int *cur_cid = long_cid + long_rpt_new[i] * loopNum_long * MMA_M * MMA_K; + int real_rid = long_rid[i]; + for (int j = 0; j < long_rpt[i + 1] - long_rpt[i]; j ++) + { + cur_val[j] = csrValA[csrRowPtrA[real_rid] + j]; + cur_cid[j] = csrColIdxA[csrRowPtrA[real_rid] + j]; + } + + for (int j = long_rpt_new[i]; j < long_rpt_new[i + 1]; j ++) + { + rid_by_warp[j] = i; + } + } + + + + // preprocessing the row-block part : divide that into regular part and irregular part + int blocknum = (row_block + BlockSize - 1) / BlockSize; + blocknum = ((blocknum + rowloop * 4 - 1) / (rowloop * 4)) * rowloop * 4; + MAT_PTR_TYPE *blockPtr = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (blocknum + 1)); + memset(blockPtr, 0, sizeof(MAT_PTR_TYPE) * (blocknum + 1)); + + MAT_PTR_TYPE *irreg_rpt = (MAT_PTR_TYPE *)malloc(sizeof(MAT_PTR_TYPE) * (row_block + 1)); + memset(irreg_rpt, 0, sizeof(MAT_PTR_TYPE) * (row_block + 1)); + + #pragma omp parallel for + for (int i = 0; i < blocknum; i++) + { + int row_start = i * BlockSize; + int row_end = (i + 1) * BlockSize >= row_block ? row_block : (i + 1) * BlockSize; + int k = 1; + while(1) + { + int block_nnz = 0; + for (int cur_row = row_start; cur_row < row_end; cur_row++) + { + int row_len = rptA[cur_row + 1] - rptA[cur_row]; + if (row_len / MMA_K >= k) block_nnz += MMA_K; + else if(row_len / MMA_K == k - 1) block_nnz += row_len % MMA_K; + } + + if (block_nnz >= threshold * MMA_K * MMA_M) + { + blockPtr[i] += MMA_K * MMA_M; + } + else + { + for (int cur_row = row_start; cur_row < row_end; cur_row++ ) + { + int row_len = rptA[cur_row + 1] - rptA[cur_row]; + irreg_rpt[cur_row] = row_len - (k - 1) * MMA_K > 0 ? row_len - (k - 1) * MMA_K : 0; + } + break; + } + k++; + } + } + + exclusive_scan(blockPtr, blocknum + 1); + exclusive_scan(irreg_rpt, row_block + 1); + + // int offset_row_block = row_long; + fill0_nnz_reg = blockPtr[blocknum]; + nnz_irreg = irreg_rpt[row_block]; + origin_nnz_reg = nnzA - nnz_irreg - nnz_long - nnz_short; + + // get the row-block part data---irregular part + MAT_VAL_TYPE *irreg_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * nnz_irreg); + int *irreg_cid = (int *)malloc(sizeof(int) * nnz_irreg); + for (int i = 0; i < row_block; i ++) + { + int cur_rid = ridA[i]; + int irreg_offset = irreg_rpt[i]; + int irreg_len = irreg_rpt[i + 1] - irreg_offset; + for (int j = 0; j < irreg_len; j ++) + { + irreg_val[irreg_offset + j] = csrValA[csrRowPtrA[cur_rid + 1] - irreg_len + j]; + irreg_cid[irreg_offset + j] = csrColIdxA[csrRowPtrA[cur_rid + 1] - irreg_len + j]; + } + } + + // get the row_block part data---regular part + MAT_VAL_TYPE *reg_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * fill0_nnz_reg); + int *reg_cid = (int *)malloc(sizeof(int) * fill0_nnz_reg); + + for (int bid = 0; bid < blocknum; bid ++) + { + int nnz_block = (blockPtr[bid + 1] - blockPtr[bid]); + int blocklen = nnz_block / BlockSize; + + for (int rowid = bid * BlockSize; rowid < (bid + 1) * BlockSize; rowid ++) + { + int regA_start = blockPtr[bid] + blocklen * (rowid - bid * BlockSize); + if (rowid < row_block) + { + int real_id = ridA[rowid]; + int A_start = csrRowPtrA[real_id]; + int row_len = csrRowPtrA[real_id + 1] - A_start; + for (int i = 0; i < blocklen; i ++) + { + reg_val[regA_start + i] = i < row_len ? csrValA[A_start + i] : 0.0; + reg_cid[regA_start + i] = i < row_len ? csrColIdxA[A_start + i] : 0; + } + } + else + { + for (int i = 0; i < blocklen; i ++) + { + reg_val[regA_start + i] = 0.0; + reg_cid[regA_start + i] = 0; + } + } + + } + + MAT_VAL_TYPE *temp_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * nnz_block); + int *temp_cid = (int *)malloc(sizeof(int) * nnz_block); + MAT_VAL_TYPE *cur_val = reg_val + blockPtr[bid]; + int *cur_cid = reg_cid + blockPtr[bid]; + + for (int i = 0; i < nnz_block; i ++) + { + int new_id = ((i % blocklen) / MMA_K) * BlockSize * MMA_K + (i / blocklen) * MMA_K + i % MMA_K; + temp_val[new_id] = cur_val[i]; + temp_cid[new_id] = cur_cid[i]; + } + memcpy(cur_val, temp_val, sizeof(MAT_VAL_TYPE) * nnz_block); + memcpy(cur_cid, temp_cid, sizeof(int) * nnz_block); + free(temp_val); + free(temp_cid); + } + + long fill0_nnz = fill0_nnz_short + fill0_nnz_long + nnz_irreg + fill0_nnz_reg; + double rate_fill0 = (double)(fill0_nnz - nnzA) / nnzA; + + long long int data_X = (rowA + colA) * sizeof(MAT_VAL_TYPE) + \ + fill0_nnz_long * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + warp_number * sizeof(MAT_VAL_TYPE) + (row_long + 1) * sizeof(int) + \ + fill0_nnz_short * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + \ + fill0_nnz_reg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (blocknum + 1) * sizeof(MAT_PTR_TYPE) + \ + nnz_irreg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (row_block + 1) * sizeof(MAT_PTR_TYPE); + + long long int data_X2 = (rowA + nnzA) * sizeof(MAT_VAL_TYPE) + \ + fill0_nnz_long * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + warp_number * sizeof(MAT_VAL_TYPE) + (row_long + 1) * sizeof(int) + \ + fill0_nnz_short * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + \ + fill0_nnz_reg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (blocknum + 1) * sizeof(MAT_PTR_TYPE) + \ + nnz_irreg * (sizeof(MAT_VAL_TYPE) + sizeof(int)) + (row_block + 1) * sizeof(MAT_PTR_TYPE); + + // int ThreadNum_short3 = 4 * WARP_SIZE; + // int BlockNum_short3 = (short_row + ThreadNum_short3 - 1) / ThreadNum_short3; + + int *dshort3_cid; + MAT_PTR_TYPE *dshort3_rpt; + MAT_VAL_TYPE *dshort3_val; + + cudaMalloc((void **)&dshort3_val, sizeof(MAT_VAL_TYPE) * nnz_short); + cudaMalloc((void **)&dshort3_cid, sizeof(int) * nnz_short); + cudaMalloc((void **)&dshort3_rpt, sizeof(MAT_VAL_TYPE) * (short_row + 1)); + cudaMemcpy(dshort3_cid, short3_cid, sizeof(int) * nnz_short, cudaMemcpyHostToDevice); + cudaMemcpy(dshort3_val, short3_val, sizeof(MAT_VAL_TYPE) * nnz_short, cudaMemcpyHostToDevice); + cudaMemcpy(dshort3_rpt, short3_rpt, sizeof(MAT_PTR_TYPE) * (short_row + 1), cudaMemcpyHostToDevice); + + // int ThreadNum_long = warpNum_long * WARP_SIZE; + + // int BlockNum_segsum = (row_long + warpNum_long - 1) / warpNum_long; + + // int ThreadNum = NUM * WARP_SIZE; + // int BlockNum = (blocknum + NUM - 1) / NUM; + int BlockNum = (blocknum + rowloop * 4 - 1) / (rowloop * 4); + + int ThreadNum_short = warpNum_short * WARP_SIZE; + int BlockNum_short_1 = (short_row_1 + ThreadNum_short - 1) / ThreadNum_short; + // int BlockNum_short_13 = (short_block13 + warpNum_short - 1) / warpNum_short; + // int BlockNum_short_34 = (short_block34 + warpNum_short * loopNum_short - 1) / (warpNum_short * loopNum_short); + // int BlockNum_short_22 = (short_block22 + warpNum_short - 1) / warpNum_short; + + // int BlockNum_short = BlockNum_short_1 + BlockNum_short_13 + BlockNum_short_34+ BlockNum_short_22; + int BlockNum_short = BlockNum_short_1 + threadblock13 + threadblock34 + threadblock22; + + int offset_reg = BlockNum_long; + int offset_short1 = offset_reg + BlockNum; + int offset_short13 = offset_short1 + BlockNum_short_1; + int offset_short34 = offset_short13 + threadblock13; + int offset_short22 = offset_short34 + threadblock34; + + int BlockNum_all = BlockNum_long + BlockNum + BlockNum_short; + int ThreadNum_all = 4 * WARP_SIZE; + + int sumBlockNum = (row_long + 3) / 4; + + // printf("1:%d, 13:%d, 34:%d, 22:%d\n", BlockNum_short_1, BlockNum_short_13, BlockNum_short_34, BlockNum_short_22); + + MAT_VAL_TYPE *dX_val, *dY_val; + + // init cuda data of long part + MAT_VAL_TYPE *dlong_val, *dval_by_warp; + MAT_PTR_TYPE *dlong_ptr_warp; + int *dlong_cid; + int *drid_by_warp; + + // init cuda data of short part + MAT_VAL_TYPE *dshort_val; + int *dshort_cid; + + MAT_PTR_TYPE *dsuperX_ptr; + MAT_VAL_TYPE *dsuperX_val; + int *dshort_cid_new; + + // init cuda data of reg & irreg part + MAT_VAL_TYPE *dreg_val, *dirreg_val; + MAT_PTR_TYPE *dblock_ptr, *dirreg_rpt; + int *dreg_cid, *dirreg_cid; + + cudaMalloc((void **)&dX_val, sizeof(MAT_VAL_TYPE) * colA); + cudaMalloc((void **)&dY_val, sizeof(MAT_VAL_TYPE) * rowA); + cudaMemcpy(dX_val, X_val, sizeof(MAT_VAL_TYPE) * colA, cudaMemcpyHostToDevice); + cudaMemset(dY_val, 0.0, sizeof(MAT_VAL_TYPE) * rowA); + + cudaMalloc((void **)&dlong_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_long); + cudaMalloc((void **)&dlong_cid, sizeof(int) * fill0_nnz_long); + cudaMalloc((void **)&drid_by_warp, sizeof(int) * warp_number); + cudaMalloc((void **)&dval_by_warp, sizeof(MAT_VAL_TYPE) * warp_number); + cudaMalloc((void **)&dlong_ptr_warp, sizeof(MAT_PTR_TYPE) * (row_long + 1)); + cudaMemcpy(dlong_val, long_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_long, cudaMemcpyHostToDevice); + cudaMemcpy(dlong_cid, long_cid, sizeof(int) * fill0_nnz_long, cudaMemcpyHostToDevice); + cudaMemcpy(drid_by_warp, rid_by_warp, sizeof(int) * warp_number, cudaMemcpyHostToDevice); + cudaMemcpy(dlong_ptr_warp, long_rpt_new, sizeof(MAT_PTR_TYPE) * (row_long + 1), cudaMemcpyHostToDevice); + + cudaMalloc((void **)&dsuperX_ptr, sizeof(MAT_PTR_TYPE) * (super_group + 1)); + cudaMalloc((void **)&dsuperX_val, sizeof(MAT_VAL_TYPE) * nnz_superX); + cudaMalloc((void **)&dshort_cid_new, sizeof(int) * new_cid_len); + cudaMemcpy(dsuperX_ptr, superX_ptr, sizeof(MAT_PTR_TYPE) * (super_group + 1), cudaMemcpyHostToDevice); + cudaMemcpy(dsuperX_val, superX_val, sizeof(MAT_VAL_TYPE) * nnz_superX, cudaMemcpyHostToDevice); + cudaMemcpy(dshort_cid_new, short_cid_new, sizeof(int) * new_cid_len, cudaMemcpyHostToDevice); + + cudaMalloc((void **)&dshort_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_short); + cudaMalloc((void **)&dshort_cid, sizeof(int) * fill0_nnz_short); + cudaMemcpy(dshort_val, short_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_short, cudaMemcpyHostToDevice); + cudaMemcpy(dshort_cid, short_cid, sizeof(int) * fill0_nnz_short, cudaMemcpyHostToDevice); + + cudaMalloc((void **)&dreg_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_reg); + cudaMalloc((void **)&dreg_cid, sizeof(int) * fill0_nnz_reg); + cudaMalloc((void **)&dblock_ptr, sizeof(MAT_PTR_TYPE) * (blocknum + 1)); + cudaMemcpy(dreg_val, reg_val, sizeof(MAT_VAL_TYPE) * fill0_nnz_reg, cudaMemcpyHostToDevice); + cudaMemcpy(dreg_cid, reg_cid, sizeof(int) * fill0_nnz_reg, cudaMemcpyHostToDevice); + cudaMemcpy(dblock_ptr, blockPtr, sizeof(MAT_PTR_TYPE) * (blocknum + 1), cudaMemcpyHostToDevice); + + cudaMalloc((void **)&dirreg_val, sizeof(MAT_VAL_TYPE) * nnz_irreg); + cudaMalloc((void **)&dirreg_rpt, sizeof(MAT_PTR_TYPE) * (row_block + 1)); + cudaMalloc((void **)&dirreg_cid, sizeof(int) * nnz_irreg); + cudaMemcpy(dirreg_val, irreg_val, sizeof(MAT_VAL_TYPE) * nnz_irreg, cudaMemcpyHostToDevice); + cudaMemcpy(dirreg_rpt, irreg_rpt, sizeof(MAT_PTR_TYPE) * (row_block + 1), cudaMemcpyHostToDevice); + cudaMemcpy(dirreg_cid, irreg_cid, sizeof(int) * nnz_irreg, cudaMemcpyHostToDevice); + + int carveout = 0; + cudaFuncSetAttribute(dasp_spmv2<1>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + cudaFuncSetAttribute(dasp_spmv2<2>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + cudaFuncSetAttribute(dasp_spmv2<4>, cudaFuncAttributePreferredSharedMemoryCarveout, carveout); + + int warmup_time = 100; + int execute_time = 1000; + if (rowloop == 1) + { + for (int i = 0; i < warmup_time; ++i) + { + dasp_spmv2<1><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34); + } + cudaDeviceSynchronize(); + gettimeofday(&t1, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv2<1><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t2, NULL); + } + else if (rowloop == 2) + { + for (int i = 0; i < warmup_time; ++i) + { + dasp_spmv2<2><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34); + } + cudaDeviceSynchronize(); + gettimeofday(&t1, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv2<2><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t2, NULL); + } + else + { + for (int i = 0; i < warmup_time; ++i) + { + dasp_spmv2<4><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34); + } + cudaDeviceSynchronize(); + gettimeofday(&t1, NULL); + for (int i = 0; i < execute_time; ++i) + { + dasp_spmv2<4><<>>(dX_val, dY_val, + dlong_val, dlong_cid, dval_by_warp, dlong_ptr_warp, row_long, + dreg_val, dreg_cid, dblock_ptr, row_block, blocknum, + dirreg_val, dirreg_cid, dirreg_rpt, + dshort_val, dshort_cid, short_row_1, common_13, short_row_34, short_row_2, + offset_reg, offset_short1, offset_short13, offset_short34, offset_short22, + fill0_nnz_short13, fill0_nnz_short34); + } + cudaDeviceSynchronize(); + if (row_long) + { + for (int i = 0; i < execute_time; ++i) + { + longPart_sum<<>>(dlong_ptr_warp, dval_by_warp, dY_val, row_long); + } + cudaDeviceSynchronize(); + } + gettimeofday(&t2, NULL); + } + + + double dasp_time = ((t2.tv_sec - t1.tv_sec) * 1000.0 + (t2.tv_usec - t1.tv_usec) / 1000.0) / execute_time; + double dasp_gflops = (double)((long)nnzA * 2) / (dasp_time * 1e6); + double dasp_bandwidth1 = (double)data_X / (dasp_time * 1e6); + double dasp_bandwidth2 = (double)data_X2 / (dasp_time * 1e6); + printf("SpMV_X: %8.4lf ms, %8.4lf GFlop/s, %9.4lf GB/s, %9.4lf GB/s\n", dasp_time, dasp_gflops, dasp_bandwidth1, dasp_bandwidth2); + + // printf("\nrowA = %d, row_long = %d, row_block = %d, row_short1 = %d, common13 = %d, row_short_3 = %d, row_short_4 = %d, row_short_2 = %d\n", rowA, row_long, row_block, short_row_1, common_13, short_row_3, short_row_4, short_row_2); + + cudaMemcpy(Y_val, dY_val, sizeof(MAT_VAL_TYPE) * rowA, cudaMemcpyDeviceToHost); + + cudaFree(dX_val); + cudaFree(dY_val); + + cudaFree(dlong_val); + cudaFree(dlong_cid); + cudaFree(dval_by_warp); + cudaFree(drid_by_warp); + cudaFree(dlong_ptr_warp); + + cudaFree(dshort_cid); + cudaFree(dshort_val); + + cudaFree(dshort3_cid); + cudaFree(dshort3_rpt); + cudaFree(dshort3_val); + + cudaFree(dreg_val); + cudaFree(dreg_cid); + cudaFree(dblock_ptr); + cudaFree(dirreg_cid); + cudaFree(dirreg_rpt); + cudaFree(dirreg_val); + + /* write the device result y */ + // FILE* fp_y; + // fp_y = fopen("y_cuda.txt", "w"); + // for (int i = 0; i < rowA; i++) + // { + // fprintf(fp_y, "%lf \n", Y_val[i]); + // } + // fclose(fp_y); + + // int result = verify(Y_val2, Y_val, rowA, 1); + + FILE* fout; + fout = fopen("data/spmv_f64_record.csv", "a"); + fprintf(fout, "%s,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,", filename, rowA, colA, nnzA, short_row_1, common_13, short_row_3, short_row_4, short_row_2, row_long, row_block, nnz_short, fill0_nnz_short, nnz_long, fill0_nnz_long, origin_nnz_reg, fill0_nnz_reg, nnz_irreg); + fprintf(fout, "%lf,%d,%lld,%lf,%lf,%lf,%lf,", rate_fill0, block_longest, data_X, dasp_time, dasp_gflops, dasp_bandwidth1, dasp_bandwidth2); + fclose(fout); + + printf("\n"); + + free(short_rid_1); + free(short_rid_2); + free(short_rid_3); + free(short_rid_4); + free(long_rid); + free(zero_rid); + free(ridA); + + free(superX_ptr); + free(superX_cid); + free(superX_val); + free(short_cid_temp); + free(short_cid_new); + + free(rptA); + free(long_rpt); + + free(short_val); + free(short_cid); + + free(short3_cid); + free(short3_rpt); + free(short3_val); + + free(long_cid); + free(long_val); + free(long_rpt_new); + free(val_by_warp); + free(rid_by_warp); + + free(reg_val); + free(reg_cid); + free(blockPtr); + + free(irreg_rpt); + free(irreg_cid); + free(irreg_val); +} diff --git a/DASP/src/main_f16.cu b/DASP/src/main_f16.cu new file mode 100644 index 0000000..2684135 --- /dev/null +++ b/DASP/src/main_f16.cu @@ -0,0 +1,164 @@ +#include "dasp_f16.h" + +int verify_new(MAT_VAL_TYPE *cusp_val, MAT_VAL_TYPE *cuda_val, int *new_order, int length) +{ + for (int i = 0; i < length; i ++) + { + int cusp_idx = new_order[i]; + float temp_cusp_val = cusp_val[cusp_idx]; + float temp_cuda_val = cuda_val[i]; + if (fabs(temp_cusp_val - temp_cuda_val) > 1) + { + printf("error in (%d), cusp(%4.2f), cuda(%4.2f),please check your code!\n", i, temp_cusp_val, temp_cuda_val); + return -1; + } + } + printf("Y(%d), compute succeed!\n", length); + return 0; +} + +__host__ +void cusparse_spmv_all(MAT_VAL_TYPE *cu_ValA, MAT_PTR_TYPE *cu_RowPtrA, int *cu_ColIdxA, + MAT_VAL_TYPE *cu_ValX, MAT_VAL_TYPE *cu_ValY, int rowA, int colA, MAT_PTR_TYPE nnzA, + long long int data_origin1, long long int data_origin2, double *pre_time, double *cu_time, double *cu_gflops, double *cu_bandwidth1, double *cu_bandwidth2) +{ + struct timeval t1, t2; + + MAT_VAL_TYPE *dA_val, *dX, *dY; + int *dA_cid; + MAT_PTR_TYPE *dA_rpt; + float alpha = 1.0, beta = 0.0; + + cudaMalloc((void **)&dA_val, sizeof(MAT_VAL_TYPE) * nnzA); + cudaMalloc((void **)&dA_cid, sizeof(int) * nnzA); + cudaMalloc((void **)&dA_rpt, sizeof(MAT_PTR_TYPE) * (rowA + 1)); + cudaMalloc((void **)&dX, sizeof(MAT_VAL_TYPE) * colA); + cudaMalloc((void **)&dY, sizeof(MAT_VAL_TYPE) * rowA); + + cudaMemcpy(dA_val, cu_ValA, sizeof(MAT_VAL_TYPE) * nnzA, cudaMemcpyHostToDevice); + cudaMemcpy(dA_cid, cu_ColIdxA, sizeof(int) * nnzA, cudaMemcpyHostToDevice); + cudaMemcpy(dA_rpt, cu_RowPtrA, sizeof(MAT_PTR_TYPE) * (rowA + 1), cudaMemcpyHostToDevice); + cudaMemcpy(dX, cu_ValX, sizeof(MAT_VAL_TYPE) * colA, cudaMemcpyHostToDevice); + // cudaMemset(dY, 0.0, sizeof(MAT_VAL_TYPE) * rowA); + + cusparseHandle_t handle = NULL; + cusparseSpMatDescr_t matA; + cusparseDnVecDescr_t vecX, vecY; + void* dBuffer = NULL; + size_t bufferSize = 0; + + gettimeofday(&t1, NULL); + cusparseCreate(&handle); + cusparseCreateCsr(&matA, rowA, colA, nnzA, dA_rpt, dA_cid, dA_val, + CUSPARSE_INDEX_32I, CUSPARSE_INDEX_32I, + CUSPARSE_INDEX_BASE_ZERO, CUDA_R_16F); + cusparseCreateDnVec(&vecX, colA, dX, CUDA_R_16F); + cusparseCreateDnVec(&vecY, rowA, dY, CUDA_R_16F); + cusparseSpMV_bufferSize(handle, CUSPARSE_OPERATION_NON_TRANSPOSE, + &alpha, matA, vecX, &beta, vecY, CUDA_R_32F, + CUSPARSE_SPMV_ALG_DEFAULT, &bufferSize); + cudaMalloc(&dBuffer, bufferSize); + gettimeofday(&t2, NULL); + *pre_time = (t2.tv_sec - t1.tv_sec) * 1000.0 + (t2.tv_usec - t1.tv_usec) / 1000.0; + // printf("cusparse preprocessing time: %8.4lf ms\n", *pre_time); + + for (int i = 0; i < 100; ++i) + { + cusparseSpMV(handle, CUSPARSE_OPERATION_NON_TRANSPOSE, + &alpha, matA, vecX, &beta, vecY, CUDA_R_32F, + CUSPARSE_SPMV_ALG_DEFAULT, dBuffer); + } + cudaDeviceSynchronize(); + + gettimeofday(&t1, NULL); + for (int i = 0; i < 1000; ++i) + { + cusparseSpMV(handle, CUSPARSE_OPERATION_NON_TRANSPOSE, + &alpha, matA, vecX, &beta, vecY, CUDA_R_32F, + CUSPARSE_SPMV_ALG_DEFAULT, dBuffer); + } + cudaDeviceSynchronize(); + gettimeofday(&t2, NULL); + *cu_time = ((t2.tv_sec - t1.tv_sec) * 1000.0 + (t2.tv_usec - t1.tv_usec) / 1000.0) / 1000; + *cu_gflops = (double)((long)nnzA * 2) / (*cu_time * 1e6); + *cu_bandwidth1 = (double)data_origin1 / (*cu_time * 1e6); + *cu_bandwidth2 = (double)data_origin2 / (*cu_time * 1e6); + printf("cusparse:%8.4lf ms, %8.4lf Gflop/s, %9.4lf GB/s, %9.4lf GB/s\n", *cu_time, *cu_gflops, *cu_bandwidth1, *cu_bandwidth2); + + cusparseDestroySpMat(matA); + cusparseDestroyDnVec(vecX); + cusparseDestroyDnVec(vecY); + cusparseDestroy(handle); + + cudaMemcpy(cu_ValY, dY, sizeof(MAT_VAL_TYPE) * rowA, cudaMemcpyDeviceToHost); + + cudaFree(dA_val); + cudaFree(dA_cid); + cudaFree(dA_rpt); + cudaFree(dX); + cudaFree(dY); +} + +__host__ +int main(int argc, char **argv) +{ + if (argc < 2) + { + printf("Run the code by './spmv_half matrix.mtx'.\n"); + return 0; + } + + // struct timeval t1, t2; + int rowA, colA; + MAT_PTR_TYPE nnzA; + int isSymmetricA; + // float *csrValA_f32; + + MAT_VAL_TYPE *csrValA; + int *csrColIdxA; + MAT_PTR_TYPE *csrRowPtrA; + + char *filename; + filename = argv[1]; + // int NUM = atoi(argv[2]); + // int block_longest = atoi(argv[3]); + int NUM = 4; + int block_longest = 256; + double threshold = 0.75; + + printf("\n===%s===\n\n", filename); + + mmio_allinone(&rowA, &colA, &nnzA, &isSymmetricA, &csrRowPtrA, &csrColIdxA, &csrValA, filename); + MAT_VAL_TYPE *X_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * colA); + initVec(X_val, colA); + initVec(csrValA, nnzA); + + MAT_VAL_TYPE *dY_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * rowA); + MAT_VAL_TYPE *Y_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * rowA); + int *new_order = (int *)malloc(sizeof(int) * rowA); + + double pre_time = 0, cu_time = 0, cu_gflops = 0, cu_bandwidth1 = 0, cu_bandwidth2 = 0; + long long int data_origin1 = (nnzA + colA + rowA) * sizeof(MAT_VAL_TYPE) + nnzA * sizeof(int) + (rowA + 1) * sizeof(MAT_PTR_TYPE); + long long int data_origin2 = (nnzA + nnzA + rowA) * sizeof(MAT_VAL_TYPE) + nnzA * sizeof(int) + (rowA + 1) * sizeof(MAT_PTR_TYPE); + + cusparse_spmv_all(csrValA, csrRowPtrA, csrColIdxA, X_val, dY_val, rowA, colA, nnzA, data_origin1, data_origin2, &pre_time, &cu_time, &cu_gflops, &cu_bandwidth1, &cu_bandwidth2); + + spmv_all(filename, csrValA, csrRowPtrA, csrColIdxA, X_val, Y_val, new_order, rowA, colA, nnzA, NUM, threshold, block_longest); + + FILE* fout; + fout = fopen("data/spmv_f16_record.csv", "a"); + fprintf(fout, "%lld,%lf,%lf,%lf,%lf,%lf\n", data_origin1, pre_time, cu_time, cu_gflops, cu_bandwidth1, cu_bandwidth2); + fclose(fout); + + // int result = verify_new(dY_val, Y_val, new_order, rowA); + + free(X_val); + free(Y_val); + free(dY_val); + free(csrColIdxA); + free(csrRowPtrA); + free(csrValA); + free(new_order); + + return 0; +} \ No newline at end of file diff --git a/DASP/src/main_f64.cu b/DASP/src/main_f64.cu new file mode 100644 index 0000000..77b44ec --- /dev/null +++ b/DASP/src/main_f64.cu @@ -0,0 +1,168 @@ +#include "dasp_f64.h" + +int verify_new(MAT_VAL_TYPE *cusp_val, MAT_VAL_TYPE *cuda_val, int *new_order, int length) +{ + for (int i = 0; i < length; i ++) + { + int cusp_idx = new_order[i]; + if (fabs(cusp_val[cusp_idx] - cuda_val[i]) > 1e-5) + { + printf("error in (%d), cusp(%4.2f), cuda(%4.2f),please check your code!\n", i, cusp_val[cusp_idx], cuda_val[i]); + return -1; + } + } + printf("Y(%d), compute succeed!\n", length); + return 0; +} + +__host__ +void cusparse_spmv_all(MAT_VAL_TYPE *cu_ValA, MAT_PTR_TYPE *cu_RowPtrA, int *cu_ColIdxA, + MAT_VAL_TYPE *cu_ValX, MAT_VAL_TYPE *cu_ValY, int rowA, int colA, MAT_PTR_TYPE nnzA, + long long int data_origin1, long long int data_origin2, double *cu_time, double *cu_gflops, double *cu_bandwidth1, double *cu_bandwidth2, double *cu_pre) +{ + struct timeval t1, t2; + + MAT_VAL_TYPE *dA_val, *dX, *dY; + int *dA_cid; + MAT_PTR_TYPE *dA_rpt; + MAT_VAL_TYPE alpha = 1.0, beta = 0.0; + + cudaMalloc((void **)&dA_val, sizeof(MAT_VAL_TYPE) * nnzA); + cudaMalloc((void **)&dA_cid, sizeof(int) * nnzA); + cudaMalloc((void **)&dA_rpt, sizeof(MAT_PTR_TYPE) * (rowA + 1)); + cudaMalloc((void **)&dX, sizeof(MAT_VAL_TYPE) * colA); + cudaMalloc((void **)&dY, sizeof(MAT_VAL_TYPE) * rowA); + + cudaMemcpy(dA_val, cu_ValA, sizeof(MAT_VAL_TYPE) * nnzA, cudaMemcpyHostToDevice); + cudaMemcpy(dA_cid, cu_ColIdxA, sizeof(int) * nnzA, cudaMemcpyHostToDevice); + cudaMemcpy(dA_rpt, cu_RowPtrA, sizeof(MAT_PTR_TYPE) * (rowA + 1), cudaMemcpyHostToDevice); + cudaMemcpy(dX, cu_ValX, sizeof(MAT_VAL_TYPE) * colA, cudaMemcpyHostToDevice); + cudaMemset(dY, 0.0, sizeof(MAT_VAL_TYPE) * rowA); + + cusparseHandle_t handle = NULL; + cusparseSpMatDescr_t matA; + cusparseDnVecDescr_t vecX, vecY; + void* dBuffer = NULL; + size_t bufferSize = 0; + + gettimeofday(&t1, NULL); + cusparseCreate(&handle); + cusparseCreateCsr(&matA, rowA, colA, nnzA, dA_rpt, dA_cid, dA_val, + CUSPARSE_INDEX_32I, CUSPARSE_INDEX_32I, + CUSPARSE_INDEX_BASE_ZERO, CUDA_R_64F); + cusparseCreateDnVec(&vecX, colA, dX, CUDA_R_64F); + cusparseCreateDnVec(&vecY, rowA, dY, CUDA_R_64F); + cusparseSpMV_bufferSize(handle, CUSPARSE_OPERATION_NON_TRANSPOSE, + &alpha, matA, vecX, &beta, vecY, CUDA_R_64F, + CUSPARSE_SPMV_ALG_DEFAULT, &bufferSize); + cudaMalloc(&dBuffer, bufferSize); + // cudaDeviceSynchronize(); + gettimeofday(&t2, NULL); + double cusparse_pre = (t2.tv_sec - t1.tv_sec) * 1000.0 + (t2.tv_usec - t1.tv_usec) / 1000.0; + // printf("cusparse preprocessing time: %8.4lf ms\n", cusparse_pre); + *cu_pre = cusparse_pre; + + for (int i = 0; i < 100; ++i) + { + cusparseSpMV(handle, CUSPARSE_OPERATION_NON_TRANSPOSE, + &alpha, matA, vecX, &beta, vecY, CUDA_R_64F, + CUSPARSE_SPMV_ALG_DEFAULT, dBuffer); + } + cudaDeviceSynchronize(); + + gettimeofday(&t1, NULL); + for (int i = 0; i < 1000; ++i) + { + cusparseSpMV(handle, CUSPARSE_OPERATION_NON_TRANSPOSE, + &alpha, matA, vecX, &beta, vecY, CUDA_R_64F, + CUSPARSE_SPMV_ALG_DEFAULT, dBuffer); + } + cudaDeviceSynchronize(); + gettimeofday(&t2, NULL); + *cu_time = ((t2.tv_sec - t1.tv_sec) * 1000.0 + (t2.tv_usec - t1.tv_usec) / 1000.0) / 1000; + *cu_gflops = (double)((long)nnzA * 2) / (*cu_time * 1e6); + *cu_bandwidth1 = (double)data_origin1 / (*cu_time * 1e6); + *cu_bandwidth2 = (double)data_origin2 / (*cu_time * 1e6); + printf("cusparse:%8.4lf ms, %8.4lf Gflop/s, %9.4lf GB/s, %9.4lf GB/s\n", *cu_time, *cu_gflops, *cu_bandwidth1, *cu_bandwidth2); + + cusparseDestroySpMat(matA); + cusparseDestroyDnVec(vecX); + cusparseDestroyDnVec(vecY); + cusparseDestroy(handle); + + cudaMemcpy(cu_ValY, dY, sizeof(MAT_VAL_TYPE) * rowA, cudaMemcpyDeviceToHost); + + cudaFree(dA_val); + cudaFree(dA_cid); + cudaFree(dA_rpt); + cudaFree(dX); + cudaFree(dY); +} + +__host__ +int main(int argc, char **argv) +{ + if (argc < 2) + { + printf("Run the code by './spmv_double matrix.mtx'. \n"); + return 0; + } + + // struct timeval t1, t2; + int rowA, colA; + MAT_PTR_TYPE nnzA; + int isSymmetricA; + MAT_VAL_TYPE *csrValA; + int *csrColIdxA; + MAT_PTR_TYPE *csrRowPtrA; + + char *filename; + filename = argv[1]; + // int NUM = atoi(argv[2]); + // int block_longest = atoi(argv[3]); + int NUM = 4; + int block_longest = 256; + double threshold = 0.75; + + printf("\n===%s===\n\n", filename); + + mmio_allinone(&rowA, &colA, &nnzA, &isSymmetricA, &csrRowPtrA, &csrColIdxA, &csrValA, filename); + MAT_VAL_TYPE *X_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * colA); + initVec(X_val, colA); + initVec(csrValA, nnzA); + + printf("INIT DONE\n"); + + MAT_VAL_TYPE *dY_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * rowA); + MAT_VAL_TYPE *Y_val = (MAT_VAL_TYPE *)malloc(sizeof(MAT_VAL_TYPE) * rowA); + int *new_order = (int *)malloc(sizeof(int) * rowA); + + // int warmup = 3, pre_num = 10; + + double cu_time = 0, cu_gflops = 0, cu_bandwidth1 = 0, cu_bandwidth2 = 0, cu_pre = 0; + long long int data_origin1 = (nnzA + colA + rowA) * sizeof(MAT_VAL_TYPE) + nnzA * sizeof(int) + (rowA + 1) * sizeof(MAT_PTR_TYPE); + long long int data_origin2 = (nnzA + nnzA + rowA) * sizeof(MAT_VAL_TYPE) + nnzA * sizeof(int) + (rowA + 1) * sizeof(MAT_PTR_TYPE); + + cusparse_spmv_all(csrValA, csrRowPtrA, csrColIdxA, X_val, dY_val, rowA, colA, nnzA, data_origin1, data_origin2, &cu_time, &cu_gflops, &cu_bandwidth1, &cu_bandwidth2, &cu_pre); + + // double dasp_pre = 0; + spmv_all(filename, csrValA, csrRowPtrA, csrColIdxA, X_val, Y_val, new_order, rowA, colA, nnzA, NUM, threshold, block_longest); + + FILE* fout; + fout = fopen("data/spmv_f64_record.csv", "a"); + fprintf(fout, "%lld,%lf,%lf,%lf,%lf\n", data_origin1, cu_time, cu_gflops, cu_bandwidth1, cu_bandwidth2); + fclose(fout); + + /* verify the result with cusparse */ + // int result = verify_new(dY_val, Y_val, new_order, rowA); + + free(X_val); + free(Y_val); + free(dY_val); + free(csrColIdxA); + free(csrRowPtrA); + free(csrValA); + free(new_order); + + return 0; +} \ No newline at end of file diff --git a/DASP/src/mmio.h b/DASP/src/mmio.h new file mode 100644 index 0000000..938d2e4 --- /dev/null +++ b/DASP/src/mmio.h @@ -0,0 +1,1100 @@ +/* +* Matrix Market I/O library for ANSI C +* +* See http://math.nist.gov/MatrixMarket for details. +* +* +*/ + +#include +#include +#include +#include + +#ifndef MM_IO_H +#define MM_IO_H + +#define MM_MAX_LINE_LENGTH 1025 +#define MatrixMarketBanner "%%MatrixMarket" +#define MM_MAX_TOKEN_LENGTH 64 + +typedef char MM_typecode[4]; +char *mm_typecode_to_str(MM_typecode matcode); +int mm_read_banner(FILE *f, MM_typecode *matcode); +int mm_read_mtx_crd_size(FILE *f, int *M, int *N, int *nz); +int mm_read_mtx_array_size(FILE *f, int *M, int *N); +int mm_write_banner(FILE *f, MM_typecode matcode); +int mm_write_mtx_crd_size(FILE *f, int M, int N, int nz); +int mm_write_mtx_array_size(FILE *f, int M, int N); + +/********************* MM_typecode query fucntions ***************************/ + +#define mm_is_matrix(typecode) ((typecode)[0]=='M') +#define mm_is_sparse(typecode) ((typecode)[1]=='C') +#define mm_is_coordinate(typecode)((typecode)[1]=='C') +#define mm_is_dense(typecode) ((typecode)[1]=='A') +#define mm_is_array(typecode) ((typecode)[1]=='A') +#define mm_is_complex(typecode) ((typecode)[2]=='C') +#define mm_is_real(typecode) ((typecode)[2]=='R') +#define mm_is_pattern(typecode) ((typecode)[2]=='P') +#define mm_is_integer(typecode) ((typecode)[2]=='I') +#define mm_is_symmetric(typecode)((typecode)[3]=='S') +#define mm_is_general(typecode) ((typecode)[3]=='G') +#define mm_is_skew(typecode) ((typecode)[3]=='K') +#define mm_is_hermitian(typecode)((typecode)[3]=='H') + +int mm_is_valid(MM_typecode matcode); /* too complex for a macro */ + +/********************* MM_typecode modify fucntions ***************************/ + +#define mm_set_matrix(typecode) ((*typecode)[0]='M') +#define mm_set_coordinate(typecode) ((*typecode)[1]='C') +#define mm_set_array(typecode) ((*typecode)[1]='A') +#define mm_set_dense(typecode) mm_set_array(typecode) +#define mm_set_sparse(typecode) mm_set_coordinate(typecode) +#define mm_set_complex(typecode)((*typecode)[2]='C') +#define mm_set_real(typecode) ((*typecode)[2]='R') +#define mm_set_pattern(typecode)((*typecode)[2]='P') +#define mm_set_integer(typecode)((*typecode)[2]='I') +#define mm_set_symmetric(typecode)((*typecode)[3]='S') +#define mm_set_general(typecode)((*typecode)[3]='G') +#define mm_set_skew(typecode) ((*typecode)[3]='K') +#define mm_set_hermitian(typecode)((*typecode)[3]='H') +#define mm_clear_typecode(typecode) ((*typecode)[0]=(*typecode)[1]=(*typecode)[2]=' ',(*typecode)[3]='G') +#define mm_initialize_typecode(typecode) mm_clear_typecode(typecode) + +/********************* Matrix Market error codes ***************************/ + +#define MM_COULD_NOT_READ_FILE 11 +#define MM_PREMATURE_EOF 12 +#define MM_NOT_MTX 13 +#define MM_NO_HEADER 14 +#define MM_UNSUPPORTED_TYPE 15 +#define MM_LINE_TOO_LONG 16 +#define MM_COULD_NOT_WRITE_FILE 17 + +/******************** Matrix Market internal definitions ******************** + + + + MM_matrix_typecode: 4-character sequence + + + + ojbect sparse/ data storage + + dense type scheme + + + + string position: [0] [1] [2] [3] + + + + Matrix typecode: M(atrix) C(oord) R(eal) G(eneral) + + A(array) C(omplex) H(ermitian) + + P(attern) S(ymmetric) + + I(nteger) K(kew) + + + + ***********************************************************************/ + + + +#define MM_MTX_STR "matrix" + +#define MM_ARRAY_STR "array" + +#define MM_DENSE_STR "array" + +#define MM_COORDINATE_STR "coordinate" + +#define MM_SPARSE_STR "coordinate" + +#define MM_COMPLEX_STR "complex" + +#define MM_REAL_STR "real" + +#define MM_INT_STR "integer" + +#define MM_GENERAL_STR "general" + +#define MM_SYMM_STR "symmetric" + +#define MM_HERM_STR "hermitian" + +#define MM_SKEW_STR "skew-symmetric" + +#define MM_PATTERN_STR "pattern" + + + + + +/* high level routines */ + + + +int mm_write_mtx_crd(char fname[], int M, int N, int nz, int I[], int J[], + + double val[], MM_typecode matcode); + +int mm_read_mtx_crd_data(FILE *f, int M, int N, int nz, int I[], int J[], + + double val[], MM_typecode matcode); + +int mm_read_mtx_crd_entry(FILE *f, int *I, int *J, double *real, double *img, + + MM_typecode matcode); + + + +int mm_read_unsymmetric_sparse(const char *fname, int *M_, int *N_, int *nz_, + + double **val_, int **I_, int **J_); + + + +char *mm_strdup(const char *s) + +{ + + int len = strlen(s); + + char *s2 = (char *) malloc((len+1)*sizeof(char)); + + return strcpy(s2, s); + +} + + + +char *mm_typecode_to_str(MM_typecode matcode) + +{ + + char buffer[MM_MAX_LINE_LENGTH]; + + char *types[4]; + + char *mm_strdup(const char *); + + //int error =0; + + + + /* check for MTX type */ + + if (mm_is_matrix(matcode)) + + types[0] = (char *)MM_MTX_STR; + + //else + + // error=1; + + + + /* check for CRD or ARR matrix */ + + if (mm_is_sparse(matcode)) + + types[1] = (char *)MM_SPARSE_STR; + + else + + if (mm_is_dense(matcode)) + + types[1] = (char *)MM_DENSE_STR; + + else + + return NULL; + + + + /* check for element data type */ + + if (mm_is_real(matcode)) + + types[2] = (char *)MM_REAL_STR; + + else + + if (mm_is_complex(matcode)) + + types[2] = (char *)MM_COMPLEX_STR; + + else + + if (mm_is_pattern(matcode)) + + types[2] = (char *)MM_PATTERN_STR; + + else + + if (mm_is_integer(matcode)) + + types[2] = (char *)MM_INT_STR; + + else + + return NULL; + + + + + + /* check for symmetry type */ + + if (mm_is_general(matcode)) + + types[3] = (char *)MM_GENERAL_STR; + + else + + if (mm_is_symmetric(matcode)) + + types[3] = (char *)MM_SYMM_STR; + + else + + if (mm_is_hermitian(matcode)) + + types[3] = (char *)MM_HERM_STR; + + else + + if (mm_is_skew(matcode)) + + types[3] = (char *)MM_SKEW_STR; + + else + + return NULL; + + + + sprintf(buffer,"%s %s %s %s", types[0], types[1], types[2], types[3]); + + return mm_strdup(buffer); + + + +} + + + +int mm_read_mtx_crd(char *fname, int *M, int *N, int *nz, int **I, int **J, + + double **val, MM_typecode *matcode) + +{ + + int ret_code; + + FILE *f; + + + + if (strcmp(fname, "stdin") == 0) f=stdin; + + else + + if ((f = fopen(fname, "r")) == NULL) + + return MM_COULD_NOT_READ_FILE; + + + + + + if ((ret_code = mm_read_banner(f, matcode)) != 0) + + return ret_code; + + + + if (!(mm_is_valid(*matcode) && mm_is_sparse(*matcode) && + + mm_is_matrix(*matcode))) + + return MM_UNSUPPORTED_TYPE; + + + + if ((ret_code = mm_read_mtx_crd_size(f, M, N, nz)) != 0) + + return ret_code; + + + + + + *I = (int *) malloc(*nz * sizeof(int)); + + *J = (int *) malloc(*nz * sizeof(int)); + + *val = NULL; + + + + if (mm_is_complex(*matcode)) + + { + + *val = (double *) malloc(*nz * 2 * sizeof(double)); + + ret_code = mm_read_mtx_crd_data(f, *M, *N, *nz, *I, *J, *val, + + *matcode); + + if (ret_code != 0) return ret_code; + + } + + else if (mm_is_real(*matcode)) + + { + + *val = (double *) malloc(*nz * sizeof(double)); + + ret_code = mm_read_mtx_crd_data(f, *M, *N, *nz, *I, *J, *val, + + *matcode); + + if (ret_code != 0) return ret_code; + + } + + + + else if (mm_is_pattern(*matcode)) + + { + + ret_code = mm_read_mtx_crd_data(f, *M, *N, *nz, *I, *J, *val, + + *matcode); + + if (ret_code != 0) return ret_code; + + } + + + + if (f != stdin) fclose(f); + + return 0; + +} + + + +int mm_read_banner(FILE *f, MM_typecode *matcode) + +{ + + char line[MM_MAX_LINE_LENGTH]; + + char banner[MM_MAX_TOKEN_LENGTH]; + + char mtx[MM_MAX_TOKEN_LENGTH]; + + char crd[MM_MAX_TOKEN_LENGTH]; + + char data_type[MM_MAX_TOKEN_LENGTH]; + + char storage_scheme[MM_MAX_TOKEN_LENGTH]; + + char *p; + + + + + + mm_clear_typecode(matcode); + + + + if (fgets(line, MM_MAX_LINE_LENGTH, f) == NULL) + + return MM_PREMATURE_EOF; + + + + if (sscanf(line, "%s %s %s %s %s", banner, mtx, crd, data_type, + + storage_scheme) != 5) + + return MM_PREMATURE_EOF; + + + + for (p=mtx; *p!='\0'; *p=tolower(*p),p++); /* convert to lower case */ + + for (p=crd; *p!='\0'; *p=tolower(*p),p++); + + for (p=data_type; *p!='\0'; *p=tolower(*p),p++); + + for (p=storage_scheme; *p!='\0'; *p=tolower(*p),p++); + + + + /* check for banner */ + + if (strncmp(banner, MatrixMarketBanner, strlen(MatrixMarketBanner)) != 0) + + return MM_NO_HEADER; + + + + /* first field should be "mtx" */ + + if (strcmp(mtx, MM_MTX_STR) != 0) + + return MM_UNSUPPORTED_TYPE; + + mm_set_matrix(matcode); + + + + + + /* second field describes whether this is a sparse matrix (in coordinate + + storgae) or a dense array */ + + + + + + if (strcmp(crd, MM_SPARSE_STR) == 0) + + mm_set_sparse(matcode); + + else + + if (strcmp(crd, MM_DENSE_STR) == 0) + + mm_set_dense(matcode); + + else + + return MM_UNSUPPORTED_TYPE; + + + + + + /* third field */ + + + + if (strcmp(data_type, MM_REAL_STR) == 0) + + mm_set_real(matcode); + + else + + if (strcmp(data_type, MM_COMPLEX_STR) == 0) + + mm_set_complex(matcode); + + else + + if (strcmp(data_type, MM_PATTERN_STR) == 0) + + mm_set_pattern(matcode); + + else + + if (strcmp(data_type, MM_INT_STR) == 0) + + mm_set_integer(matcode); + + else + + return MM_UNSUPPORTED_TYPE; + + + + + + /* fourth field */ + + + + if (strcmp(storage_scheme, MM_GENERAL_STR) == 0) + + mm_set_general(matcode); + + else + + if (strcmp(storage_scheme, MM_SYMM_STR) == 0) + + mm_set_symmetric(matcode); + + else + + if (strcmp(storage_scheme, MM_HERM_STR) == 0) + + mm_set_hermitian(matcode); + + else + + if (strcmp(storage_scheme, MM_SKEW_STR) == 0) + + mm_set_skew(matcode); + + else + + return MM_UNSUPPORTED_TYPE; + + + + + + return 0; + +} + + + +int mm_read_mtx_crd_size(FILE *f, int *M, int *N, int *nz) + +{ + + char line[MM_MAX_LINE_LENGTH]; + + int num_items_read; + + + + /* set return null parameter values, in case we exit with errors */ + + *M = *N = *nz = 0; + + + + /* now continue scanning until you reach the end-of-comments */ + + do + + { + + if (fgets(line,MM_MAX_LINE_LENGTH,f) == NULL) + + return MM_PREMATURE_EOF; + + }while (line[0] == '%'); + + + + /* line[] is either blank or has M,N, nz */ + + if (sscanf(line, "%d %d %d", M, N, nz) == 3) + + return 0; + + + + else + + do + + { + + num_items_read = fscanf(f, "%d %d %d", M, N, nz); + + if (num_items_read == EOF) return MM_PREMATURE_EOF; + + } + + while (num_items_read != 3); + + + + return 0; + +} + + + +int mm_read_mtx_array_size(FILE *f, int *M, int *N) + +{ + + char line[MM_MAX_LINE_LENGTH]; + + int num_items_read; + + /* set return null parameter values, in case we exit with errors */ + + *M = *N = 0; + + + + /* now continue scanning until you reach the end-of-comments */ + + do + + { + + if (fgets(line,MM_MAX_LINE_LENGTH,f) == NULL) + + return MM_PREMATURE_EOF; + + }while (line[0] == '%'); + + + + /* line[] is either blank or has M,N, nz */ + + if (sscanf(line, "%d %d", M, N) == 2) + + return 0; + + + + else /* we have a blank line */ + + do + + { + + num_items_read = fscanf(f, "%d %d", M, N); + + if (num_items_read == EOF) return MM_PREMATURE_EOF; + + } + + while (num_items_read != 2); + + + + return 0; + +} + + + +int mm_write_banner(FILE *f, MM_typecode matcode) + +{ + + char *str = mm_typecode_to_str(matcode); + + int ret_code; + + + + ret_code = fprintf(f, "%s %s\n", MatrixMarketBanner, str); + + free(str); + + if (ret_code !=2 ) + + return MM_COULD_NOT_WRITE_FILE; + + else + + return 0; + +} + + + +int mm_write_mtx_crd_size(FILE *f, int M, int N, int nz) + +{ + + if (fprintf(f, "%d %d %d\n", M, N, nz) != 3) + + return MM_COULD_NOT_WRITE_FILE; + + else + + return 0; + +} + + + +int mm_write_mtx_array_size(FILE *f, int M, int N) + +{ + + if (fprintf(f, "%d %d\n", M, N) != 2) + + return MM_COULD_NOT_WRITE_FILE; + + else + + return 0; + +} + + + + + + + + + +int mm_is_valid(MM_typecode matcode) /* too complex for a macro */ + +{ + + if (!mm_is_matrix(matcode)) return 0; + + if (mm_is_dense(matcode) && mm_is_pattern(matcode)) return 0; + + if (mm_is_real(matcode) && mm_is_hermitian(matcode)) return 0; + + if (mm_is_pattern(matcode) && (mm_is_hermitian(matcode) || + + mm_is_skew(matcode))) return 0; + + return 1; + +} + + + + + + + + + +/* high level routines */ + + + +int mm_write_mtx_crd(char fname[], int M, int N, int nz, int I[], int J[], + + double val[], MM_typecode matcode) + +{ + + FILE *f; + + int i; + + + + if (strcmp(fname, "stdout") == 0) + + f = stdout; + + else + + if ((f = fopen(fname, "w")) == NULL) + + return MM_COULD_NOT_WRITE_FILE; + + + + /* print banner followed by typecode */ + + fprintf(f, "%s ", MatrixMarketBanner); + + fprintf(f, "%s\n", mm_typecode_to_str(matcode)); + + + + /* print matrix sizes and nonzeros */ + + fprintf(f, "%d %d %d\n", M, N, nz); + + + + /* print values */ + + if (mm_is_pattern(matcode)) + + for (i=0; i arr[mid]) low = mid + 1; + else return mid; + } + return -1; +} + +void swap_key(int *a, int *b) +{ + int tmp = *a; + *a = *b; + *b = tmp; +} + +// quick sort key (child function) +int partition_key(int *key, int length, int pivot_index) +{ + int i = 0; + int small_length = pivot_index; + + int pivot = key[pivot_index]; + swap_key(&key[pivot_index], &key[pivot_index + (length - 1)]); + + for (; i < length; i++) + { + if (key[pivot_index + i] < pivot) + { + swap_key(&key[pivot_index + i], &key[small_length]); + small_length++; + } + } + + swap_key(&key[pivot_index + length - 1], &key[small_length]); + + return small_length; +} + +// quick sort key (child function) +int partition_key_idx(int *key, int *len, int length, int pivot_index) +{ + int i = 0; + int small_length = pivot_index; + + int pivot = key[pivot_index]; + swap_key(&key[pivot_index], &key[pivot_index + (length - 1)]); + swap_key(&len[pivot_index], &len[pivot_index + (length - 1)]); + + for (; i < length; i++) + { + if (key[pivot_index + i] < pivot) + { + swap_key(&key[pivot_index + i], &key[small_length]); + swap_key(&len[pivot_index + i], &len[small_length]); + small_length++; + } + } + + swap_key(&key[pivot_index + length - 1], &key[small_length]); + swap_key(&len[pivot_index + length - 1], &len[small_length]); + + return small_length; +} + +// quick sort key (main function) +void quick_sort_key(int *key, int length) +{ + if (length == 0 || length == 1) + return; + + int small_length = partition_key(key, length, 0); + quick_sort_key(key, small_length); + quick_sort_key(&key[small_length + 1], length - small_length - 1); +} + +void quick_sort_key_idx(int *key, int *len, int length) +{ + if (length == 0 || length == 1) + return; + + int small_length = partition_key_idx(key, len, length, 0); + quick_sort_key_idx(key, len, small_length); + quick_sort_key_idx(&key[small_length + 1], &len[small_length + 1], length - small_length - 1); +} + +void initVec(MAT_VAL_TYPE *vec, int length) +{ + for (int i = 0; i < length; ++ i) + { + // vec[i] = rand() % 20 * 0.1; + vec[i] = 1; + } +} + +#ifdef f64 +__device__ __forceinline__ void mma_m8n8k4(MAT_VAL_TYPE *acc, MAT_VAL_TYPE &frag_a, MAT_VAL_TYPE &frag_b) +{ + asm volatile( + "mma.sync.aligned.m8n8k4.row.col.f64.f64.f64.f64" + " { %0, %1 }, " + " { %2 }, " + " { %3 }, " + " { %0, %1 };" + : "+d"(acc[0]), "+d"(acc[1]): + "d"(frag_a), "d"(frag_b) + ); +} +#endif + + +int get_max(int *arr, int len) +{ + int max = arr[0]; + for (int i = 1; i < len; i ++) + { + if (arr[i] > max) max = arr[i]; + } + return max; +} + +void count_sort(int *arr, int *idx, int len, int exp) +{ + int *temp_arr = (int *)malloc(sizeof(int) * len); + int *temp_idx = (int *)malloc(sizeof(int) * len); + int buckets[10] = {0}; + + for (int i = 0; i < len; i ++) + { + buckets[(arr[i] / exp) % 10] ++; + } + + for (int i = 1; i < 10; i ++) + { + buckets[i] += buckets[i - 1]; + } + + for (int i = 0; i < len; i ++) + { + int offset = len - (buckets[(arr[i] / exp) % 10] - 1) - 1; + temp_arr[offset] = arr[i]; + temp_idx[offset] = idx[i]; + buckets[(arr[i] / exp) % 10] --; + } + + for (int i = 0; i < len; i ++) + { + arr[i] = temp_arr[i]; + idx[i] = temp_idx[i]; + } + + free(temp_arr); + free(temp_idx); +} + +void count_sort_asce(int *arr, int *idx, int len, int exp) +{ + int *temp_arr = (int *)malloc(sizeof(int) * len); + int *temp_idx = (int *)malloc(sizeof(int) * len); + int buckets[10] = {0}; + + for (int i = 0; i < len; i ++) + { + buckets[(arr[i] / exp) % 10] ++; + } + + for (int i = 1; i < 10; i ++) + { + buckets[i] += buckets[i - 1]; + } + + for (int i = len - 1; i >= 0; i ++) + { + int offset = buckets[(arr[i] / exp) % 10] - 1; + temp_arr[offset] = arr[i]; + temp_idx[offset] = idx[i]; + buckets[(arr[i] / exp) % 10] --; + } + + for (int i = 0; i < len; i ++) + { + arr[i] = temp_arr[i]; + idx[i] = temp_idx[i]; + } + + free(temp_arr); + free(temp_idx); +} + +void radix_sort(int *arr, int *idx, int len) +{ + int max = get_max(arr, len); + for (int exp = 1; max / exp > 0; exp *= 10) + { + count_sort(arr, idx, len, exp); + } +} + +void radix_sort_asce(int *arr, int *idx, int len) +{ + int max = get_max(arr, len); + for (int exp = 1; max / exp > 0; exp *= 10) + { + count_sort_asce(arr, idx, len, exp); + } +} \ No newline at end of file diff --git a/DASP/test/cop20k_A.mtx b/DASP/test/cop20k_A.mtx new file mode 100644 index 0000000..d2a587d --- /dev/null +++ b/DASP/test/cop20k_A.mtx @@ -0,0 +1,1362146 @@ +%%MatrixMarket matrix coordinate real symmetric +%------------------------------------------------------------------------------- +% UF Sparse Matrix Collection, Tim Davis +% http://www.cise.ufl.edu/research/sparse/matrices/Williams/cop20k_A +% name: Williams/cop20k_A +% [FEM/Accelerator: Accelerator cavity design. Williams et al.] +% id: 2378 +% date: 2008 +% author: unknown +% ed: S. Williams, L. Oliker, R. Vuduc, J. Shalf, K. Yelick, J. Demmel +% fields: name title A id date author ed kind notes +% kind: 2D/3D problem +%------------------------------------------------------------------------------- +% notes: +% Matrices used by S. Williams et al for sparse matrix multiplication on GPUs. +% +% 14 matrices were used in the following paper: +% +% S. Williams, L. Oliker, R. Vuduc, J. Shalf, K. Yelick, J. Demmel, +% "Optimization of Sparse Matrix-Vector Multiplication on Emerging Multicore +% Platforms", Parallel Computing Volume 35, Issue 3, March 2009, Pages +% 178-194. Special issue on Revolutionary Technologies for Acceleration of +% Emerging Petascale Applications. +% +% https://hpcrd.lbl.gov/~swwilliams/research/papers/parco08_spmv.pdf +% http://dx.doi.org/10.1016/j.parco.2008.12.006 +% +% This same set of 14 matrices was also used in a subsequent technical report by +% NVIDIA: +% +% http://www.nvidia.com/object/nvidia_research_pub_001.html "Efficient Sparse +% Matrix-Vector Multiplication on CUDA" Nathan Bell and Michael Garland, in, +% "NVIDIA Technical Report NVR-2008-004", December 2008 +% +% file Name dim* nnz description +% +% dense2 Dense 2K 4.0M dense matrix in sparse format +% pdb1HYS Protein 36K 4.3M protein data bank 1HYS +% consph FEM/Spheres 83K 6.0M FEM concentric spheres +% cant FEM/Cantilever 62K 4.0M FEM cantilever +% pwtk Wind Tunnel 218K 11.6M pressurized wind tunnel +% rma10 FEM/Harbor 47K 2.37M 3D CFD of Charleston Harbor +% qcd5_4 QCD 49K 1.90M quark propagators (QCD/LGT) +% shipsec1 FEM/Ship 141K 3.98M FEM Ship section / detail +% mac_econ_fwd500 Economics 207K 1.27M Macroeconomic model +% mc2depi Epidemiology 526K 2.1M 2D Markov model of epidemic +% cop20k_A FEM/Accelerator 121K 2.62M Accelerator cavity design +% scircuit Circuit 171K 959K Motorola circuit simulation +% webbase-1M webbase 1M 3.1M Web connectivity matrix +% rail4284 LP 4Kx1.1M 11.3M Railways set cover, +% constraint matrix +% +% (*) the matrix is square if only one dimension listed. +% +% Six of the matrices are nearly identical to the matrices already in the +% UF Collection. They are thus not included in the UF Collection. See +% the README.txt file for this collection for details. +%------------------------------------------------------------------------------- +121192 121192 1362087 +1 1 58.4576 +2 1 -3.85937 +3 1 -13.8465 +4 1 23.9126 +5 1 1.83923 +6 1 12.1303 +26 1 -6.43044 +29 1 4.54642 +30 1 2.65958 +31 1 -15.129 +32 1 13.8167 +33 1 -2.83982 +663 1 -22.7829 +3827 1 7.923 +6396 1 16.2295 +6397 1 .123025 +42699 1 .368949 +42700 1 2.50666 +42701 1 -.132805 +42702 1 1.49256 +42703 1 .0237173 +42704 1 1.35976 +42705 1 -.858611 +42706 1 2.35951 +42743 1 .1667 +42744 1 -.674784 +42745 1 .992428 +42746 1 -2.36454 +42747 1 -.781926 +42748 1 -1.55868 +42749 1 .0602184 +42750 1 -.735003 +49953 1 1.38304 +49954 1 -1.99827 +55711 1 -1.22966 +55712 1 .238242 +57519 1 -.392666 +57520 1 -1.6056 +68025 1 -.976038 +68026 1 1.22966 +68027 1 -.426519 +68028 1 1.2457 +71687 1 1.85645 +71688 1 -2.04473 +102313 1 -1.05265 +102314 1 -.992081 +2 2 109.454 +3 2 -34.5342 +4 2 -4.4767 +5 2 2.30757 +6 2 28.4934 +30 2 -1.69024 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121189 -.709488 +121190 121190 1.31467 +121191 121191 .862768 +121192 121191 -.337398 +121192 121192 .931292 diff --git a/DASP/test/run_double.sh b/DASP/test/run_double.sh new file mode 100644 index 0000000..a82deb3 --- /dev/null +++ b/DASP/test/run_double.sh @@ -0,0 +1,3 @@ +#!/bin/bash +cd .. +./spmv_double test/cop20k_A.mtx \ No newline at end of file diff --git a/DASP/test/run_half.sh b/DASP/test/run_half.sh new file mode 100644 index 0000000..73f206d --- /dev/null +++ b/DASP/test/run_half.sh @@ -0,0 +1,3 @@ +#!/bin/bash +cd .. +./spmv_half test/cop20k_A.mtx \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..ea8ae62 --- /dev/null +++ b/LICENSE @@ -0,0 +1,45 @@ + +Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. +All rights reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + +http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. + + +Copyright (c) 2013-2019, hpcg-benchmark +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +* Neither the name of hpcg nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..8b83ea3 --- /dev/null +++ b/Makefile @@ -0,0 +1,54 @@ +# -*- Makefile -*- + +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# by default, "arch" is unknown, should be specified in the command line +arch = UNKNOWN + +setup_file = setup/Make.$(arch) +include $(setup_file) + +bin_name='bin/xhpcg' + +ifeq ($(USE_CUDA), 0) + ifneq ($(USE_GRACE), 0) + bin_name='bin/xhpcg-cpu' + endif +endif + +HPCG_DEPS = src/CG.o src/CG_ref.o src/TestCG.o src/ComputeResidual.o \ + src/ExchangeHalo.o src/GenerateGeometry.o src/GenerateProblem.o \ + src/GenerateProblem_ref.o src/CheckProblem.o \ + src/OptimizeProblem.o src/ReadHpcgDat.o src/ReportResults.o \ + src/SetupHalo.o src/SetupHalo_ref.o src/TestSymmetry.o src/TestNorms.o src/WriteProblem.o \ + src/YAML_Doc.o src/YAML_Element.o src/ComputeDotProduct.o \ + src/ComputeDotProduct_ref.o src/finalize.o src/init.o src/mytimer.o src/ComputeSPMV.o \ + src/ComputeSPMV_ref.o src/ComputeSYMGS.o src/ComputeSYMGS_ref.o src/ComputeWAXPBY.o src/ComputeWAXPBY_ref.o \ + src/ComputeMG_ref.o src/ComputeMG.o src/ComputeProlongation_ref.o src/ComputeRestriction_ref.o src/GenerateCoarseProblem.o \ + src/ComputeOptimalShapeXYZ.o src/MixedBaseCounter.o src/CheckAspectRatio.o src/OutputFile.o \ + src/ComputeProlongation.o src/ComputeRestriction.o + +$(bin_name): src/main.o $(HPCG_DEPS) + $(LINKER) $(LINKFLAGS) src/main.o $(HPCG_DEPS) -o $(bin_name) $(HPCG_LIBS) + +install: + cp build/bin/xhpcg* bin/ + +clean: + rm -f $(HPCG_DEPS) $(bin_name) src/main.o + +.PHONY: clean + diff --git a/Makefile.ext b/Makefile.ext new file mode 100644 index 0000000..04234c4 --- /dev/null +++ b/Makefile.ext @@ -0,0 +1,221 @@ +# -*- Makefile -*- + +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +arch = UNKNOWN +setup_file = setup/Make.$(arch) + +include $(setup_file) + +bin_name='bin/xhpcg' +ifeq ($(USE_CUDA), 0) + ifneq ($(USE_GRACE), 0) + bin_name='bin/xhpcg-cpu' + endif +endif + +HPCG_DEPS = src/CG.o \ + src/CG_ref.o \ + src/TestCG.o \ + src/ComputeResidual.o \ + src/ExchangeHalo.o \ + src/GenerateGeometry.o \ + src/GenerateProblem.o \ + src/GenerateProblem_ref.o \ + src/CheckProblem.o \ + src/MixedBaseCounter.o \ + src/OptimizeProblem.o \ + src/ReadHpcgDat.o \ + src/ReportResults.o \ + src/SetupHalo.o \ + src/SetupHalo_ref.o \ + src/TestSymmetry.o \ + src/TestNorms.o \ + src/WriteProblem.o \ + src/YAML_Doc.o \ + src/YAML_Element.o \ + src/ComputeDotProduct.o \ + src/ComputeDotProduct_ref.o \ + src/mytimer.o \ + src/ComputeOptimalShapeXYZ.o \ + src/ComputeSPMV.o \ + src/ComputeSPMV_ref.o \ + src/ComputeSYMGS.o \ + src/ComputeSYMGS_ref.o \ + src/ComputeWAXPBY.o \ + src/ComputeWAXPBY_ref.o \ + src/ComputeMG_ref.o \ + src/ComputeMG.o \ + src/ComputeProlongation_ref.o \ + src/ComputeRestriction_ref.o \ + src/ComputeProlongation.o \ + src/ComputeRestriction.o \ + src/CheckAspectRatio.o \ + src/OutputFile.o \ + src/GenerateCoarseProblem.o \ + src/init.o \ + src/finalize.o \ + src/CudaKernels.o \ + src/CpuKernels.o + +# These header files are included in many source files, so we recompile every file if one or more of these header is modified. +PRIMARY_HEADERS = HPCG_SRC_PATH/src/Geometry.hpp HPCG_SRC_PATH/src/SparseMatrix.hpp HPCG_SRC_PATH/src/Vector.hpp HPCG_SRC_PATH/src/CGData.hpp \ + HPCG_SRC_PATH/src/MGData.hpp HPCG_SRC_PATH/src/hpcg.hpp + +all: $(bin_name) + +$(bin_name): src/main.o $(HPCG_DEPS) + $(LINKER) $(LINKFLAGS) src/main.o $(HPCG_DEPS) $(HPCG_LIBS) -o $(bin_name) + +install: + cp $(bin_name) ../bin/ + +clean: + rm -f src/*.o $(bin_name) + +.PHONY: all clean + +src/main.o: HPCG_SRC_PATH/src/main.cpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/CG.o: HPCG_SRC_PATH/src/CG.cpp HPCG_SRC_PATH/src/CG.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/CG_ref.o: HPCG_SRC_PATH/src/CG_ref.cpp HPCG_SRC_PATH/src/CG_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/TestCG.o: HPCG_SRC_PATH/src/TestCG.cpp HPCG_SRC_PATH/src/TestCG.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeResidual.o: HPCG_SRC_PATH/src/ComputeResidual.cpp HPCG_SRC_PATH/src/ComputeResidual.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ExchangeHalo.o: HPCG_SRC_PATH/src/ExchangeHalo.cpp HPCG_SRC_PATH/src/ExchangeHalo.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/GenerateGeometry.o: HPCG_SRC_PATH/src/GenerateGeometry.cpp HPCG_SRC_PATH/src/GenerateGeometry.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/GenerateProblem.o: HPCG_SRC_PATH/src/GenerateProblem.cpp HPCG_SRC_PATH/src/GenerateProblem.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/GenerateProblem_ref.o: HPCG_SRC_PATH/src/GenerateProblem_ref.cpp HPCG_SRC_PATH/src/GenerateProblem_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/CheckProblem.o: HPCG_SRC_PATH/src/CheckProblem.cpp HPCG_SRC_PATH/src/CheckProblem.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/MixedBaseCounter.o: HPCG_SRC_PATH/src/MixedBaseCounter.cpp HPCG_SRC_PATH/src/MixedBaseCounter.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/OptimizeProblem.o: HPCG_SRC_PATH/src/OptimizeProblem.cpp HPCG_SRC_PATH/src/OptimizeProblem.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ReadHpcgDat.o: HPCG_SRC_PATH/src/ReadHpcgDat.cpp HPCG_SRC_PATH/src/ReadHpcgDat.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ReportResults.o: HPCG_SRC_PATH/src/ReportResults.cpp HPCG_SRC_PATH/src/ReportResults.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/SetupHalo.o: HPCG_SRC_PATH/src/SetupHalo.cpp HPCG_SRC_PATH/src/SetupHalo.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/SetupHalo_ref.o: HPCG_SRC_PATH/src/SetupHalo_ref.cpp HPCG_SRC_PATH/src/SetupHalo_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/TestSymmetry.o: HPCG_SRC_PATH/src/TestSymmetry.cpp HPCG_SRC_PATH/src/TestSymmetry.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/TestNorms.o: HPCG_SRC_PATH/src/TestNorms.cpp HPCG_SRC_PATH/src/TestNorms.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/WriteProblem.o: HPCG_SRC_PATH/src/WriteProblem.cpp HPCG_SRC_PATH/src/WriteProblem.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/YAML_Doc.o: HPCG_SRC_PATH/src/YAML_Doc.cpp HPCG_SRC_PATH/src/YAML_Doc.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/YAML_Element.o: HPCG_SRC_PATH/src/YAML_Element.cpp HPCG_SRC_PATH/src/YAML_Element.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeDotProduct.o: HPCG_SRC_PATH/src/ComputeDotProduct.cpp HPCG_SRC_PATH/src/ComputeDotProduct.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeDotProduct_ref.o: HPCG_SRC_PATH/src/ComputeDotProduct_ref.cpp HPCG_SRC_PATH/src/ComputeDotProduct_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/finalize.o: HPCG_SRC_PATH/src/finalize.cpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/init.o: HPCG_SRC_PATH/src/init.cpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/mytimer.o: HPCG_SRC_PATH/src/mytimer.cpp HPCG_SRC_PATH/src/mytimer.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeOptimalShapeXYZ.o: HPCG_SRC_PATH/src/ComputeOptimalShapeXYZ.cpp HPCG_SRC_PATH/src/ComputeOptimalShapeXYZ.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeSPMV.o: HPCG_SRC_PATH/src/ComputeSPMV.cpp HPCG_SRC_PATH/src/ComputeSPMV.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeSPMV_ref.o: HPCG_SRC_PATH/src/ComputeSPMV_ref.cpp HPCG_SRC_PATH/src/ComputeSPMV_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeSYMGS.o: HPCG_SRC_PATH/src/ComputeSYMGS.cpp HPCG_SRC_PATH/src/ComputeSYMGS.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeSYMGS_ref.o: HPCG_SRC_PATH/src/ComputeSYMGS_ref.cpp HPCG_SRC_PATH/src/ComputeSYMGS_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeWAXPBY.o: HPCG_SRC_PATH/src/ComputeWAXPBY.cpp HPCG_SRC_PATH/src/ComputeWAXPBY.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeWAXPBY_ref.o: HPCG_SRC_PATH/src/ComputeWAXPBY_ref.cpp HPCG_SRC_PATH/src/ComputeWAXPBY_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeMG_ref.o: HPCG_SRC_PATH/src/ComputeMG_ref.cpp HPCG_SRC_PATH/src/ComputeMG_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeMG.o: HPCG_SRC_PATH/src/ComputeMG.cpp HPCG_SRC_PATH/src/ComputeMG.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeProlongation_ref.o: HPCG_SRC_PATH/src/ComputeProlongation_ref.cpp HPCG_SRC_PATH/src/ComputeProlongation_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeRestriction_ref.o: HPCG_SRC_PATH/src/ComputeRestriction_ref.cpp HPCG_SRC_PATH/src/ComputeRestriction_ref.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeProlongation.o: HPCG_SRC_PATH/src/ComputeProlongation.cpp HPCG_SRC_PATH/src/ComputeProlongation.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/ComputeRestriction.o: HPCG_SRC_PATH/src/ComputeRestriction.cpp HPCG_SRC_PATH/src/ComputeRestriction.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/GenerateCoarseProblem.o: HPCG_SRC_PATH/src/GenerateCoarseProblem.cpp HPCG_SRC_PATH/src/GenerateCoarseProblem.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/CheckAspectRatio.o: HPCG_SRC_PATH/src/CheckAspectRatio.cpp HPCG_SRC_PATH/src/CheckAspectRatio.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/OutputFile.o: HPCG_SRC_PATH/src/OutputFile.cpp HPCG_SRC_PATH/src/OutputFile.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/CpuKernels.o: HPCG_SRC_PATH/src/CpuKernels.cpp HPCG_SRC_PATH/src/CpuKernels.hpp $(PRIMARY_HEADERS) + $(CXX) -c $(CXXFLAGS) -IHPCG_SRC_PATH/src $< -o $@ + +src/CudaKernels.o: HPCG_SRC_PATH/src/CudaKernels.cu + nvcc -c -O3 $(CUDA_ARCH) $(HPCG_DEFS) -IHPCG_SRC_PATH/src -I$(CUDA_HOME)/include -I$(CUBLASROOT)/include -I$(MPdir)/include $< -o $@ diff --git a/README.md b/README.md new file mode 100644 index 0000000..c5f20a8 --- /dev/null +++ b/README.md @@ -0,0 +1,90 @@ + +# NVIDIA High Performance Conjugate Gradient Benchmark (HPCG) + + +NVIDIA HPCG is based on the [HPCG](https://github.com/hpcg-benchmark/hpcg) benchmark and optimized for performance on NVIDIA accelerated HPC systems. + +NVIDIA's HPCG benchmark accelerates the High Performance Conjugate Gradients (HPCG) Benchmark. HPCG is a software package that performs a fixed number of multigrid preconditioned (using a symmetric Gauss-Seidel smoother) conjugate gradient (PCG) iterations using double precision (64 bit) floating point values. + +## Main Features +* The NVIDIA HPCG benchmark exploits NVIDIA high-performance math libraries: [cuSPARSE](https://docs.nvidia.com/cuda/cusparse/) and [NVPL Sparse](https://docs.nvidia.com/nvpl/_static/sparse/index.html) to achieve the highest possible performance for Sparse Matrix-vector multiplication (SpMV) and Sparse Matrix triangular solvers (SpSV) on NVIDIA GPUs and Grace CPUs. + +* The NVIDIA HPCG benchmark supports highly configurable command line parameters to decide: + * Problem sizes for the GPU and Grace CPU + * 3D rank grid shape + * Execution modes: CPU-only, GPU-only and heterogeneous + * Point-to-point communication: MPI_Host (Send/Recv), MPI_Host_Alltoallv, MPI_CUDA_Aware, MPI_CUDA_Aware_Alltoallv, and NCCL + * NUMA-related configurations + + See `bin/RUNNING-x86` and `bin/RUNNING-aarch64` for detailed description. +* The supported sparse storage format in the NVIDIA HPCG benchmark is the standard [sliced-ELLPACK format (SELL)](https://docs.nvidia.com/cuda/cusparse/#sliced-ellpack-sell). + +## Supported Platforms +* The NVIDIA HPCG benchmark supports GPU-only execution on x86 and NVIDIA Grace CPU systems with NVIDIA Ampere GPU architecture (sm80) and NVIDIA Hopper GPU architecture (sm90), CPU only execution for NVIDIA Grace CPUs, and heterogeneous GPU-Grace execution for NVIDIA Grace Hopper superchips. +* NVIDIA HPCG only supports Linux operating systems. + +## Prerequisite +* Git +* MPI, OpenMPI 4.1+ and MPICH 4.0+ +* CUDA Toolkit 12.3+, for NVIDIA GPU execution +* cuSPARSE 12.3+, for NVIDIA GPU execution +* cuBLAS 12.2+, for NVIDIA GPU execution +* GCC 13.0+ NVIDIA Grace CPU execution +* NVPL 24.03+, for NVIDIA Grace CPU execution +* NCCL 2.19+, optional for inter-process communication + +## Compile and build +### Cloning the repo +SSH +``` +git clone ssh://github.com/NVIDIA/nvidia-hpcg +``` +HTTPS +``` +git clone https://github.com/NVIDIA/nvidia-hpcg +``` +GitHub CLI +``` +gh repo clone NVIDIA/nvidia-hpcg +``` + +### Compile the NVIDIA HPCG benchmark +The `build_sample.sh` script can be used to compile and build the NVIDIA HPCG benchmark. The paths to MPI, CUDA toolkit, CUDA Mathlibs, NCCL, and NVPL Sparse must be exported into `MPI_PATH`, `CUDA_PATH`, `MATHLIBS_PATH`, `NCCL_PATH`, and `NVPL_SPARSE_PATH` before running the `make` command. +The following options can used to decide the target platform: +* `USE_CUDA`, set to 1 to build for NVIDIA GPUs and 0 otherwise. +* `USE_GRACE`, set to 1 to build for NVIDIA Grace CPUs and 0 otherwise. When set to 0, the code builds for x86 platforms. +* `USE_NCCL`, set to 1 to build for NCCL and 0 otherwise. + +The `USE_CUDA` and `USE_GRACE` options are used to create binaries that support one of three execution modes as follows: +* For GPU-only, set `USE_CUDA` to 1. When `USE_GRACE=1`, build for `aarch64`. When `USE_GRACE=0`, build for `x86`. +* For Grace-only, set `USE_CUDA` to 0 and `USE_GRACE` to 1. +* For GPU-Grace, set `USE_CUDA` to 1 and `USE_GRACE` to 1. + +The `build_sample.sh` script uses `setup/MAKE.CUDA_AARCH64` and `setup/MAKE.CUDA_X86` to compose the include and link lines for the `make` command. These two scripts define compile-time options that are used in the source code. These options are explained in the two `setup/MAKE.CUDA_*` script files. The build script creates `build` directory and stores the NVIDIA HPCG binary in `build/bin` and `bin` directories (the binary is copied from `build/bin` to `bin`). The build script can create one of the following binaries: +* xhpcg, when `USE_CUDA=1`. +* xhpcg-cpu, when `USE_CUDA=0` and `USE_GRACE=1`. + + +## Running the NVIDIA HPCG benchmark +The NVIDIA HPCG benchmark uses the same input format as the standard HPCG benchmark or user can pass benchmarks parameters with help of options. Please see the HPCG benchmark for getting started with the HPCG software concepts and best practices. The `bin` directory has scripts to run the NVIDIA HPCG benchmark along with descriptions and samples. Files `bin/RUNNING-x86` and `bin/RUNNING-aa64` explain, in detail, how to run the NVIDIA HPCG benchmark on `x86` and `aarch64` platforms, respectively. The `run_sample.sh` script provides four examples to run on `x86` and Grace Hopper x4 platforms. + +### Heterogenous (GPU-GRACE) execution mode in-depth +The NVIDIA HPCG benchmark can run efficiently on heterogeneous systems comprising GPUs and Grace CPUs like GRACE HOPPER. The approach involves assigning an MPI rank to each GPU and one or more MPI ranks to the Grace CPU. Given that the GPU performs significantly faster than the Grace CPU, the strategy is to allocate a larger local problem size to the GPU compared to the Grace CPU. This ensures that during MPI blocking communication steps like `MPI_Allreduce`, the GPU's execution is not interrupted by the Grace CPU's slower execution. + +In the NVIDIA HPCG benchmark, the GPU and Grace local problems are configured to differ in only one dimension while keeping the other dimensions identical. This design enables proper halo exchange operations across the dimensions that remain identical between the GPU and Grace ranks. The image below depicts an example of this design. The GPU and Grace ranks have the same x and y dimensions, where the halo exchange takes place. The z dimension is different which enables assigning different local problems for the GPU and Grace ranks. The NVIDIA HPCG benchmark has the flexibility to choose the 3D shape of ranks, choose the different dimension, and configure the sizes of GPU and Grace ranks. Refer to `bin/RUNNING-aarch64` for more details. + +drawing + +### Interpreting the results +By default, the NVIDIA HPCG benchmark outputs the logs to the standard output (`stdout`). To print into log files, set knob `--of` to 1. +Even though a run can be valid, there are performance flags to observe in performance logs (line numbers are considered when output to log files): +* In the iterations summary section (line 68), the number of optimized CG iterations per set (line 72) should be as close as possible to the reference value (i.e., 50 iterations). The user can try different parameters such as the local problem size and 3D grid shape to achieve low iterations value. +* In the GFLOP/s summary (line 100), the value of `Total with convergence and optimization phase overhead` at line 107 should be as close as possible to `Raw Total`. Otherwise, make sure the number of optimized CG iterations per set, the setup time (line 20), and the optimization time (line 82) are reasonable compared to the total execution time. This is important when scaling on multi-node. +* When scaling on multi-node platforms, most of the DDOT computation time is the time of the `MPI_Allreduce`. High `MPI_Allreduce` time indicates scaling bottlenecks due to a small local problem size or a problem in configurations or platforms. + +## Support +For questions or to provide feedback, please contact [HPCBenchmarks@nvidia.com](mailto:HPCBenchmarks@nvidia.com) + +## License +The license file can be found in the [LICENSE](LICENSE) file. + diff --git a/build_sample.sh b/build_sample.sh new file mode 100755 index 0000000..9ff79d8 --- /dev/null +++ b/build_sample.sh @@ -0,0 +1,104 @@ +#! /usr/bin/env bash + +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +export CXX_PATH=/usr +export PATH=${CXX_PATH}/bin:${PATH} + +if [[ -z "${MPI_PATH}" ]]; then + export MPI_PATH=/path/to/mpi #Change this to correct MPI path +fi + +if [[ -z "${CUDA_PATH}" ]]; then + export MATHLIBS_PATH=/path/to/mathlibs #Change this to correct CUDA mathlibs +fi + +if [[ -z "${NCCL_PATH}" ]]; then + export NCCL_PATH=/path/to/nccl #Change to correct NCCL path +fi + +if [[ -z "${CUDA_PATH}" ]]; then + export CUDA_PATH=/path/to/cuda #Change this to correct CUDA path +fi + +if [[ -z "${NVPL_SPARSE_PATH}" ]]; then + export NVPL_SPARSE_PATH=/path/to/nvpllibs #Change this to correct NVPL mathlibs +fi + +export PATH=${CUDA_PATH}/bin:${PATH} +export LD_LIBRARY_PATH=${CUDA_PATH}/lib64:${LD_LIBRARY_PATH} +export LD_LIBRARY_PATH=${NVPL_SPARSE_PATH}/lib:${LD_LIBRARY_PATH} + +#xhpcg binary will be located in build/bin +mkdir -p build +cd build + +######## USE Nvidia GPU? ############ +# 1: Yes +# O: No +export USE_CUDA=1 +if [[ $5 == "0" ]]; then + export USE_CUDA=0 +fi +################################################ + +######## USE Grace CPU? ############ +# 1: Yes +# O: No +export USE_GRACE=1 +if [[ $6 == "0" ]]; then + export USE_GRACE=0 +fi +################################################ + +######## USE NCCL? ############ +# 1: Yes +# O: No +export USE_NCCL=1 +if [[ $7 == "0" ]]; then + export USE_NCCL=0 +fi +################################################ + +if [[ $USE_GRACE == 1 ]]; then + ../configure CUDA_AARCH64 +else + ../configure CUDA_X86 +fi + +export build_B100=0 +if [[ $8 == "1" ]]; then + export build_B100=1 +fi + +make -j 16 \ + USE_CUDA=${USE_CUDA} \ + USE_GRACE=${USE_GRACE} \ + USE_NCCL=${USE_NCCL} \ + MPdir=${MPI_PATH} \ + MPlib=${MPI_PATH}/lib \ + Mathdir=${MATHLIBS_PATH} \ + NCCLdir=${NCCL_PATH} \ + CUDA_HOME=${CUDA_PATH} \ + NVPL_PATH=${NVPL_SPARSE_PATH} \ + HPCG_ENG_VERSION=${is_ENG_VERSION} \ + HPCG_COMMIT_HASH=$2 \ + HPCG_VER_MAJOR=$3 \ + HPCG_VER_MINOR=$4 \ + BUILD_B100=${build_B100} + +#Move build/bin/xhpcg to bin/xhpcg +make install \ No newline at end of file diff --git a/configure b/configure new file mode 100755 index 0000000..be965e1 --- /dev/null +++ b/configure @@ -0,0 +1,50 @@ +#! /bin/sh + +src_path=`echo $0 | sed -e s:/configure$::` +bld_path=`pwd` + +#FIXME: need to check whether src and bld are the same (test f1 -ef f2) + +if test x"$#" != x"1" -o x"$1" = "x" ; then + echo + echo Please specify '"'arch'"' argument, for example: + echo + echo $0 Unix + echo + exit 127 +fi + +arg_arch="$1" + +setup_file=${src_path}/setup/Make.${arg_arch} + +if test ! -f $setup_file ; then + echo + echo Please create the configuration file $setup_file + echo + exit 127 +fi + +mkfile=${bld_path}/Makefile + +if test -d $mkfile -o -f $mkfile ; then + rm -rf $mkfile +fi + +sed -e "s:HPCG_ROOT_PATH:${bld_path}:g" ${src_path}/Makefile.ext | sed -e "s:HPCG_SRC_PATH:${src_path}:g" | sed -e "s:UNKNOWN:${arg_arch}:" > $mkfile + +# creating missing directories +for path in src testing bin setup +do + if test ! -d $path ; then + mkdir $path + fi +done + +# copy hpcg.dat if it doesn't exist +if test ! -f bin/hpcg.dat ; then + cp ${src_path}/bin/hpcg.dat bin/hpcg.dat +fi + +# copy the architecture setup file +cp -f $setup_file setup diff --git a/images/hpcg-gpu-grace-example.png b/images/hpcg-gpu-grace-example.png new file mode 100644 index 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--npx $npx --npy $npy --npz $npz \ + --mem-affinity 0:0:1:1:2:2:3:3 --cpu-affinity 0-7:8-71:72-79:80-143:144-151:152-215:216-223:224-287 \ No newline at end of file diff --git a/setup/Make.CUDA_AARCH64 b/setup/Make.CUDA_AARCH64 new file mode 100644 index 0000000..f4125af --- /dev/null +++ b/setup/Make.CUDA_AARCH64 @@ -0,0 +1,202 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +#HEADER +# -- High Performance Conjugate Gradient Benchmark (HPCG) +# HPCG - 3.1 - March 28, 2019 + +# Michael A. Heroux +# Scalable Algorithms Group, Computing Research Division +# Sandia National Laboratories, Albuquerque, NM +# +# Piotr Luszczek +# Jack Dongarra +# University of Tennessee, Knoxville +# Innovative Computing Laboratory +# +# (C) Copyright 2013-2019 All Rights Reserved +# +# +# -- Copyright notice and Licensing terms: +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions +# are met: +# +# 1. Redistributions of source code must retain the above copyright +# notice, this list of conditions and the following disclaimer. +# +# 2. Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions, and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# +# 3. All advertising materials mentioning features or use of this +# software must display the following acknowledgement: +# This product includes software developed at Sandia National +# Laboratories, Albuquerque, NM and the University of +# Tennessee, Knoxville, Innovative Computing Laboratory. +# +# 4. The name of the University, the name of the Laboratory, or the +# names of its contributors may not be used to endorse or promote +# products derived from this software without specific written +# permission. +# +# -- Disclaimer: +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +# ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +# A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE UNIVERSITY +# OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, +# SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT +# LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, +# DATA OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY +# THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +# ###################################################################### +#@HEADER +# ---------------------------------------------------------------------- +# - shell -------------------------------------------------------------- +# ---------------------------------------------------------------------- +# +SHELL = /bin/sh +# +CD = cd +CP = cp +LN_S = ln -s -f +MKDIR = mkdir -p +RM = /bin/rm -f +TOUCH = touch +# +# ---------------------------------------------------------------------- +# - HPCG Directory Structure / HPCG library ------------------------------ +# ---------------------------------------------------------------------- +# +TOPdir = . +SRCdir = $(TOPdir)/src +INCdir = $(TOPdir)/src +BINdir = $(TOPdir)/bin +# +# ---------------------------------------------------------------------- +# - Message Passing library (MPI) -------------------------------------- +# ---------------------------------------------------------------------- +# MPinc tells the C compiler where to find the Message Passing library +# header files, MPlib is defined to be the name of the library to be +# used. The variable MPdir is only used for defining MPinc and MPlib. +# +#MPdir = +#MPinc = +#MPlib = +# +# +# ---------------------------------------------------------------------- +# - HPCG includes / libraries / specifics ------------------------------- +# ---------------------------------------------------------------------- +# + +NVPL_SPARSE_INC=$(NVPL_PATH)/include +NVPL_SPARSE_LIB=$(NVPL_PATH)/lib + +HPCG_INCLUDES = -I$(INCdir) -I$(INCdir)/$(arch) -I$(MPdir)/include $(CRAY_CUDATOOLKIT_INCLUDE_OPTS) +HPCG_LIBS = -L${MPlib} -lmpi + +ifeq ($(USE_CUDA), 1) + HPCG_INCLUDES += -I$(CUDA_HOME)/include -I$(Mathdir)/include + HPCG_LIBS += -L$(Mathdir)/lib -lcuda -lcusparse -lcublas -lcublasLt -L$(CUDA_HOME)/lib64 +endif + +ifeq ($(USE_GRACE), 1) + HPCG_INCLUDES += -I$(NVPL_SPARSE_INC) + HPCG_LIBS += -L$(NVPL_SPARSE_LIB) -lnvpl_sparse +endif + +ifeq ($(USE_NCCL), 1) + HPCG_INCLUDES += -I$(NCCLdir)/include + HPCG_LIBS += -L$(NCCLdir)/lib -lnccl +endif + +# +# - Compile time options ----------------------------------------------- +# +# -DHPCG_NO_MPI Define to disable MPI +# -DHPCG_NO_OPENMP Define to disable OPENMP +# -DHPCG_CONTIGUOUS_ARRAYS Define to have sparse matrix arrays long and contiguous +# -DHPCG_DEBUG Define to enable debugging output +# -DHPCG_DETAILED_DEBUG Define to enable very detailed debugging output +# -DUSE_CUDA Define to enable GPU execution +# -DUSE_GRACE Define to enable Grace CPU execution +# -DUSE_NCCL Define to enable NCCL P2P communication. Use --p2p=4 for NCCL +# -DUSE_INT64 Define to enable INT64 indexing + +# By default HPCG will: +# *) Build with MPI enabled. +# *) Build with OpenMP enabled. +# *) Not generate debugging output. +# +HPCG_OPTS = -DHPCG_CUBIC_RADICAL_SEARCH -DHPCG_CONTIGUOUS_ARRAYS #-DHPCG_DEBUG #-DHPCG_NO_MPI +ifeq ($(USE_CUDA), 1) + HPCG_OPTS += -DUSE_CUDA +endif + +ifeq ($(USE_GRACE), 1) + HPCG_OPTS += -DUSE_GRACE +endif + +ifeq ($(USE_NCCL), 1) + HPCG_OPTS += -DUSE_NCCL +endif + +ifeq ($(HPCG_ENG_VERSION), 1) + HPCG_OPTS += -DHPCG_ENG_VERSION +endif + +ifeq ($(USE_INT64), 1) + HPCG_OPTS += -DINDEX_64 +endif + +#If not set, the defualt values in src/hpcg.hpp will be used +HPCG_OPTS += -Dmake_HPCG_VER_MAJOR=$(HPCG_VER_MAJOR) +HPCG_OPTS += -Dmake_HPCG_VER_MINOR=$(HPCG_VER_MINOR) +HPCG_OPTS += -DHPCG_COMMIT_HASH=$(HPCG_COMMIT_HASH) +# +# ---------------------------------------------------------------------- +# +HPCG_DEFS = $(HPCG_OPTS) $(HPCG_INCLUDES) +# +# ---------------------------------------------------------------------- +# - Compilers / linkers - Optimization flags --------------------------- +# ---------------------------------------------------------------------- +# +ifeq ($(USE_CUDA), 1) + CUDA_ARCH = -gencode=arch=compute_80,code=sm_80 -gencode=arch=compute_90,code=sm_90 +endif +ifeq ($(BUILD_B100), 1) +CUDA_ARCH += --generate-code arch=compute_100,code=sm_100 +endif +CPU_ARCH ?= native + +CXX = nvcc +CXXFLAGS = $(HPCG_DEFS) -O3 -Xcompiler --std=c++17 -Xcompiler -Ofast,-fopenmp,-mcpu=$(CPU_ARCH),-mtune=$(CPU_ARCH),-ftree-vectorize,-funroll-loops $(CUDA_ARCH) + +# +LINKER = $(CXX) +LINKFLAGS = $(CXXFLAGS) $(HPCG_LIBS) +# +ARCHIVER = ar +ARFLAGS = r +RANLIB = echo +# +# ---------------------------------------------------------------------- diff --git a/setup/Make.CUDA_X86 b/setup/Make.CUDA_X86 new file mode 100644 index 0000000..3e2da13 --- /dev/null +++ b/setup/Make.CUDA_X86 @@ -0,0 +1,186 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +#HEADER +# -- High Performance Conjugate Gradient Benchmark (HPCG) +# HPCG - 3.1 - March 28, 2019 + +# Michael A. Heroux +# Scalable Algorithms Group, Computing Research Division +# Sandia National Laboratories, Albuquerque, NM +# +# Piotr Luszczek +# Jack Dongarra +# University of Tennessee, Knoxville +# Innovative Computing Laboratory +# +# (C) Copyright 2013-2019 All Rights Reserved +# +# +# -- Copyright notice and Licensing terms: +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions +# are met: +# +# 1. Redistributions of source code must retain the above copyright +# notice, this list of conditions and the following disclaimer. +# +# 2. Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions, and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# +# 3. All advertising materials mentioning features or use of this +# software must display the following acknowledgement: +# This product includes software developed at Sandia National +# Laboratories, Albuquerque, NM and the University of +# Tennessee, Knoxville, Innovative Computing Laboratory. +# +# 4. The name of the University, the name of the Laboratory, or the +# names of its contributors may not be used to endorse or promote +# products derived from this software without specific written +# permission. +# +# -- Disclaimer: +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +# ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +# A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE UNIVERSITY +# OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, +# SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT +# LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, +# DATA OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY +# THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +# ###################################################################### +#@HEADER +# ---------------------------------------------------------------------- +# - shell -------------------------------------------------------------- +# ---------------------------------------------------------------------- +# +SHELL = /bin/sh +# +CD = cd +CP = cp +LN_S = ln -s -f +MKDIR = mkdir -p +RM = /bin/rm -f +TOUCH = touch +# +# ---------------------------------------------------------------------- +# - HPCG Directory Structure / HPCG library ------------------------------ +# ---------------------------------------------------------------------- +# +TOPdir = . +SRCdir = $(TOPdir)/src +INCdir = $(TOPdir)/src +BINdir = $(TOPdir)/bin +# +# ---------------------------------------------------------------------- +# - Message Passing library (MPI) -------------------------------------- +# ---------------------------------------------------------------------- +# MPinc tells the C compiler where to find the Message Passing library +# header files, MPlib is defined to be the name of the library to be +# used. The variable MPdir is only used for defining MPinc and MPlib. +# +#MPdir = +#MPinc = +#MPlib = +# +# +# ---------------------------------------------------------------------- +# - HPCG includes / libraries / specifics ------------------------------- +# ---------------------------------------------------------------------- +# + +NVPL_SPARSE_INC=$(NVPL_PATH)/include +NVPL_SPARSE_LIB=$(NVPL_PATH)/lib + +HPCG_INCLUDES = -I$(INCdir) -I$(INCdir)/$(arch) -I$(MPdir)/include $(CRAY_CUDATOOLKIT_INCLUDE_OPTS) +HPCG_LIBS = -L${MPlib} -lmpi + +HPCG_INCLUDES += -I$(CUDA_HOME)/include -I$(Mathdir)/include +HPCG_LIBS += -L$(Mathdir)/lib -lcuda -lcusparse -lcublas -lcublasLt -L$(CUDA_HOME)/lib64 + +ifeq ($(USE_NCCL), 1) + HPCG_INCLUDES += -I$(NCCLdir)/include + HPCG_LIBS += -L$(NCCLdir)/lib -lnccl +endif + +# +# - Compile time options ----------------------------------------------- +# +# -DHPCG_NO_MPI Define to disable MPI +# -DHPCG_NO_OPENMP Define to disable OPENMP +# -DHPCG_CONTIGUOUS_ARRAYS Define to have sparse matrix arrays long and contiguous +# -DHPCG_DEBUG Define to enable debugging output +# -DHPCG_DETAILED_DEBUG Define to enable very detailed debugging output +# -DUSE_CUDA Define to enable GPU execution +# -DUSE_NCCL Define to enabele NCCL P2P communication. Use --p2p=4 for NCCL +# -DUSE_INT64 Define to enable INT64 indexing + +# By default HPCG will: +# *) Build with MPI enabled. +# *) Build with OpenMP enabled. +# *) Not generate debugging output. +# +HPCG_OPTS = -DHPCG_CUBIC_RADICAL_SEARCH -DHPCG_CONTIGUOUS_ARRAYS #-DHPCG_DEBUG #-DHPCG_NO_MPI +HPCG_OPTS += -DUSE_CUDA + +ifeq ($(USE_NCCL), 1) + HPCG_OPTS += -DUSE_NCCL +endif + +ifeq ($(HPCG_ENG_VERSION), 1) + HPCG_OPTS += -DHPCG_ENG_VERSION +endif + +ifeq ($(USE_INT64), 1) + HPCG_OPTS += -DINDEX_64 +endif + +#If not set, the defualt values in src/hpcg.hpp will be used +HPCG_OPTS += -Dmake_HPCG_VER_MAJOR=$(HPCG_VER_MAJOR) +HPCG_OPTS += -Dmake_HPCG_VER_MINOR=$(HPCG_VER_MINOR) +HPCG_OPTS += -DHPCG_COMMIT_HASH=$(HPCG_COMMIT_HASH) +# +# ---------------------------------------------------------------------- +# +HPCG_DEFS = $(HPCG_OPTS) $(HPCG_INCLUDES) +# +# ---------------------------------------------------------------------- +# - Compilers / linkers - Optimization flags --------------------------- +# ---------------------------------------------------------------------- +# +CUDA_ARCH = -gencode=arch=compute_80,code=sm_80 -gencode=arch=compute_90,code=sm_90 +ifeq ($(BUILD_B100), 1) +CUDA_ARCH += --generate-code arch=compute_100,code=sm_100 +endif +CPU_ARCH ?= native + +CXX = nvcc +CXXFLAGS = $(HPCG_DEFS) -O3 -Xcompiler --std=c++17 -Xcompiler -Ofast,-fopenmp,-mcpu=$(CPU_ARCH),-mtune=$(CPU_ARCH),-ftree-vectorize,-funroll-loops $(CUDA_ARCH) + +# +LINKER = $(CXX) +LINKFLAGS = $(CXXFLAGS) $(HPCG_LIBS) +# +ARCHIVER = ar +ARFLAGS = r +RANLIB = echo +# +# ---------------------------------------------------------------------- diff --git a/setup/Make.UNKNOWN b/setup/Make.UNKNOWN new file mode 100644 index 0000000..7cfd94d --- /dev/null +++ b/setup/Make.UNKNOWN @@ -0,0 +1,24 @@ +# -*- Makefile -*- + +arch=UNKNOWN + +VERSION = 3.1 + +UNKNOWN: + @echo + @echo Please specify "'"arch"'" variable, for example: + @echo 1. Create file "'"Make.Unix"'" in the "'"setup"'" directory + @echo 2. Type: "'"make arch=Unix"'" + @echo + +#GNUTAR = gnutar # or "gtar" on Linux +GNUTAR = gtar + +dist: + @echo Packaging for version $(VERSION) + ln -s -f . hpcg-$(VERSION) + grep :0: /etc/group | sed -e 's/:.*//' | xargs -I '{}' $(GNUTAR) --owner=root --group='{}' -cvhof hpcg-$(VERSION).tar hpcg-$(VERSION)/src/*.[ch]pp hpcg-$(VERSION)/[BCHIQRTV]* hpcg-$(VERSION)/bin/hpcg.dat hpcg-$(VERSION)/setup/Make.* hpcg-$(VERSION)/configure hpcg-$(VERSION)/Makefile hpcg-$(VERSION)/Makefile.ext hpcg-$(VERSION)/tools/hpcg.dox + gzip -v --best hpcg-$(VERSION).tar + rm -f hpcg-$(VERSION) + +.PHONY: UNKNOWN dist diff --git a/src/CG.cpp b/src/CG.cpp new file mode 100644 index 0000000..ba6038d --- /dev/null +++ b/src/CG.cpp @@ -0,0 +1,241 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file CG.cpp + + HPCG routine + */ + +#include + +#include + +#include "hpcg.hpp" + +#include "CG.hpp" +#include "ComputeDotProduct.hpp" +#include "ComputeMG.hpp" +#include "ComputeSPMV.hpp" +#include "ComputeWAXPBY.hpp" +#include "mytimer.hpp" +#include + +#include "CpuKernels.hpp" + +#include + +extern int use_output_file; + +#define TICKD() t0 = mytimer() //!< record current time in 't0' +#define TOCKD(t) t += mytimer() - t0 //!< store time difference in 't' using time in 't0' + +/*! + Routine to compute an approximate solution to Ax = b + + @param[in] geom The description of the problem's geometry. + @param[inout] A The known system matrix + @param[inout] data The data structure with all necessary CG vectors preallocated + @param[in] b The known right hand side vector + @param[inout] x On entry: the initial guess; on exit: the new approximate solution + @param[in] max_iter The maximum number of iterations to perform, even if tolerance is not met. + @param[in] tolerance The stopping criterion to assert convergence: if norm of residual is <= to tolerance. + @param[out] niters The number of iterations actually performed. + @param[out] normr The 2-norm of the residual vector after the last iteration. + @param[out] normr0 The 2-norm of the residual vector before the first iteration. + @param[out] times The 7-element vector of the timing information accumulated during all of the iterations. + @param[in] doPreconditioning The flag to indicate whether the preconditioner should be invoked at each iteration. + + @return Returns zero on success and a non-zero value otherwise. + + @see CG_ref() +*/ +int CG(const SparseMatrix& A, CGData& data, const Vector& b, Vector& x, const int max_iter, const double tolerance, + int& niters, double& normr, double& normr0, double* times, bool doPreconditioning, int flag) +{ + + double t_begin = mytimer(); // Start timing right away + normr = 0.0; + double rtz = 0.0, oldrtz = 0.0, alpha = 0.0, beta = 0.0, pAp = 0.0; + double t0 = 0.0, t1 = 0.0, t2 = 0.0, t3 = 0.0, t4 = 0.0, t5 = 0.0; + // #ifndef HPCG_NO_MPI + // double t6 = 0.0; + // #endif + local_int_t nrow = A.localNumberOfRows; + Vector& r = data.r; // Residual vector + Vector& z = data.z; // Preconditioned residual vector + Vector& p = data.p; // Direction vector (in MPI mode ncol>=nrow) + Vector& Ap = data.Ap; + + if (!doPreconditioning && A.geom->rank == 0) + if (use_output_file) + { + HPCG_fout << "WARNING: PERFORMING UNPRECONDITIONED ITERATIONS" << std::endl; + } + else + { + std::cout << "WARNING: PERFORMING UNPRECONDITIONED ITERATIONS" << std::endl; + } + + int print_freq = 1; + if (print_freq > 50) + print_freq = 50; + if (print_freq < 1) + print_freq = 1; + + // p is of length ncols, copy x to p for sparse MV operation + if (A.rankType == GPU) + { +#ifdef USE_CUDA + CopyVectorD2D(x, p); +#endif + } + else + { + CopyVector(x, p); + } + + TICKD(); + ComputeSPMV(A, p, Ap); + TOCKD(t3); // Ap = A*p + TICKD(); + ComputeWAXPBY(nrow, 1.0, b, -1.0, Ap, r, A.isWaxpbyOptimized, A.rankType); + TOCKD(t2); // r = b - Ax (x stored in p) + TICKD(); + ComputeDotProduct(nrow, r, r, normr, t4, A.isDotProductOptimized, A.rankType); + TOCKD(t1); + normr = sqrt(normr); + + if (A.geom->rank == 0 && flag) + if (use_output_file) + { + HPCG_fout << "Initial Residual = " << normr << std::endl; + } + else + { + std::cout << "Initial Residual = " << normr << std::endl; + } + + // Record initial residual for convergence testing + normr0 = normr; + + // Start iterations + for (int k = 1; k <= max_iter && normr / normr0 * (1.0 + 1.0e-6) > tolerance; k++) + { + TICKD(); + if (doPreconditioning) + { + ComputeMG(A, r, z); // Apply preconditioner + if (A.rankType == GPU) + { +#ifdef USE_CUDA + cudaStreamSynchronize(stream); +#endif + } + } + else + { + if (A.rankType == GPU) + { +#ifdef USE_CUDA + CopyVectorD2D(r, z); // copy r to z (no preconditioning) +#endif + } + else + { + CopyVector(r, z); // copy r to z (no preconditioning) + } + } + TOCKD(t5); // Preconditioner apply time + + if (k == 1) + { + TICKD(); + ComputeWAXPBY(nrow, 1.0, z, 0.0, z, p, A.isWaxpbyOptimized, A.rankType); + TOCKD(t2); // Copy Mr to p + TICKD(); + ComputeDotProduct(nrow, r, z, rtz, t4, A.isDotProductOptimized, A.rankType); + TOCKD(t1); // rtz = r'*z + } + else + { + oldrtz = rtz; + TICKD(); + ComputeDotProduct(nrow, r, z, rtz, t4, A.isDotProductOptimized, A.rankType); + TOCKD(t1); // rtz = r'*z + beta = rtz / oldrtz; + TICKD(); + ComputeWAXPBY(nrow, 1.0, z, beta, p, p, A.isWaxpbyOptimized, A.rankType); + TOCKD(t2); // p = beta*p + z + } + TICKD(); + ComputeSPMV(A, p, Ap); + TOCKD(t3); // Ap = A*p + TICKD(); + ComputeDotProduct(nrow, p, Ap, pAp, t4, A.isDotProductOptimized, A.rankType); + TOCKD(t1); // alpha = p'*Ap + alpha = rtz / pAp; + + TICKD(); + ComputeWAXPBY(nrow, 1.0, x, alpha, p, x, A.isWaxpbyOptimized, A.rankType); // x = x + alpha*p + ComputeWAXPBY(nrow, 1.0, r, -alpha, Ap, r, A.isWaxpbyOptimized, A.rankType); + TOCKD(t2); // r = r - alpha*Ap + TICKD(); + ComputeDotProduct(nrow, r, r, normr, t4, A.isDotProductOptimized, A.rankType); + TOCKD(t1); + + normr = sqrt(normr); + + if (flag && A.geom->rank == 0 && (k % print_freq == 0 || k == max_iter)) + if (use_output_file) + { + HPCG_fout << "Iteration = " << k << " Scaled Residual = " << normr / normr0 << std::endl; + } + else + { + std::cout << "Iteration = " << k << " Scaled Residual = " << normr / normr0 << std::endl; + } + + niters = k; + } + + // Store times + times[1] += t1; // dot-product time + times[2] += t2; // WAXPBY time + times[3] += t3; // SPMV time + times[4] += t4; // AllReduce time + times[5] += t5; // preconditioner apply time + // #ifndef HPCG_NO_MPI + // times[6] += t6; // exchange halo time + // #endif + times[0] += mytimer() - t_begin; // Total time. All done... + return 0; +} diff --git a/src/CG.hpp b/src/CG.hpp new file mode 100644 index 0000000..7bff926 --- /dev/null +++ b/src/CG.hpp @@ -0,0 +1,55 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef CG_HPP +#define CG_HPP + +#include "CGData.hpp" +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +int CG(const SparseMatrix& A, CGData& data, const Vector& b, Vector& x, const int max_iter, const double tolerance, + int& niters, double& normr, double& normr0, double* times, bool doPreconditioning, int flag); + +// this function will compute the Conjugate Gradient iterations. +// geom - Domain and processor topology information +// A - Matrix +// b - constant +// x - used for return value +// max_iter - how many times we iterate +// tolerance - Stopping tolerance for preconditioned iterations. +// niters - number of iterations performed +// normr - computed residual norm +// normr0 - Original residual +// times - array of timing information +// doPreconditioning - bool to specify whether or not symmetric GS will be applied. + +#endif // CG_HPP diff --git a/src/CGData.hpp b/src/CGData.hpp new file mode 100644 index 0000000..797653f --- /dev/null +++ b/src/CGData.hpp @@ -0,0 +1,84 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file CGData.hpp + + HPCG data structure + */ + +#ifndef CGDATA_HPP +#define CGDATA_HPP + +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +struct CGData_STRUCT +{ + Vector r; //!< pointer to residual vector + Vector z; //!< pointer to preconditioned residual vector + Vector p; //!< pointer to direction vector + Vector Ap; //!< pointer to Krylov vector +}; +typedef struct CGData_STRUCT CGData; + +/*! + Constructor for the data structure of CG vectors. + + @param[in] A the data structure that describes the problem matrix and its structure + @param[out] data the data structure for CG vectors that will be allocated to get it ready for use in CG iterations + */ +inline void InitializeSparseCGData(SparseMatrix& A, CGData& data) +{ + local_int_t nrow = A.localNumberOfRows; + local_int_t ncol = A.localNumberOfColumns; + InitializeVector(data.r, nrow, A.rankType); + InitializeVector(data.z, ncol, A.rankType, true /*Only when rank type is GPU*/); + InitializeVector(data.p, ncol, A.rankType, true); + InitializeVector(data.Ap, nrow, A.rankType); + return; +} + +/*! + Destructor for the CG vectors data. + + @param[inout] data the CG vectors data structure whose storage is deallocated + */ +inline void DeleteCGData(CGData& data) +{ + DeleteVector(data.r); + DeleteVector(data.z); + DeleteVector(data.p); + DeleteVector(data.Ap); + return; +} + +#endif // CGDATA_HPP diff --git a/src/CG_ref.cpp b/src/CG_ref.cpp new file mode 100644 index 0000000..ee4c98e --- /dev/null +++ b/src/CG_ref.cpp @@ -0,0 +1,198 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file CG_ref.cpp + + HPCG routine + */ + +#include +#include +#include + +#include "hpcg.hpp" + +#include "CG_ref.hpp" +#include "ComputeDotProduct_ref.hpp" +#include "ComputeMG_ref.hpp" +#include "ComputeSPMV_ref.hpp" +#include "ComputeWAXPBY_ref.hpp" +#include "mytimer.hpp" + +extern int use_output_file; + +// Use TICK and TOCK to time a code section in MATLAB-like fashion +#define TICK() t0 = mytimer() //!< record current time in 't0' +#define TOCK(t) t += mytimer() - t0 //!< store time difference in 't' using time in 't0' + +/*! + Reference routine to compute an approximate solution to Ax = b + + @param[inout] A The known system matrix + @param[inout] data The data structure with all necessary CG vectors preallocated + @param[in] b The known right hand side vector + @param[inout] x On entry: the initial guess; on exit: the new approximate solution + @param[in] max_iter The maximum number of iterations to perform, even if tolerance is not met. + @param[in] tolerance The stopping criterion to assert convergence: if norm of residual is <= to tolerance. + @param[out] niters The number of iterations actually performed. + @param[out] normr The 2-norm of the residual vector after the last iteration. + @param[out] normr0 The 2-norm of the residual vector before the first iteration. + @param[out] times The 7-element vector of the timing information accumulated during all of the iterations. + @param[in] doPreconditioning The flag to indicate whether the preconditioner should be invoked at each iteration. + + @return Returns zero on success and a non-zero value otherwise. + + @see CG() +*/ + +int CG_ref(const SparseMatrix& A, CGData& data, const Vector& b, Vector& x, const int max_iter, const double tolerance, + int& niters, double& normr, double& normr0, double* times, bool doPreconditioning, int flag) +{ + + double t_begin = mytimer(); // Start timing right away + normr = 0.0; + double rtz = 0.0, oldrtz = 0.0, alpha = 0.0, beta = 0.0, pAp = 0.0; + + double t0 = 0.0, t1 = 0.0, t2 = 0.0, t3 = 0.0, t4 = 0.0, t5 = 0.0; + // #ifndef HPCG_NO_MPI + // double t6 = 0.0; + // #endif + + local_int_t nrow = A.localNumberOfRows; + + Vector& r = data.r; // Residual vector + Vector& z = data.z; // Preconditioned residual vector + Vector& p = data.p; // Direction vector (in MPI mode ncol>=nrow) + Vector& Ap = data.Ap; + + if (!doPreconditioning && A.geom->rank == 0) + if (use_output_file) + { + HPCG_fout << "WARNING: PERFORMING UNPRECONDITIONED ITERATIONS" << std::endl; + } + else + { + std::cout << "WARNING: PERFORMING UNPRECONDITIONED ITERATIONS" << std::endl; + } + +#if 1 + // def HPCG_DEBUG + int print_freq = 1; + if (print_freq > 50) + print_freq = 50; + if (print_freq < 1) + print_freq = 1; +#endif + // p is of length ncols, copy x to p for sparse MV operation + CopyVector(x, p); + TICK(); + ComputeSPMV_ref(A, p, Ap); + TOCK(t3); // Ap = A*p + TICK(); + ComputeWAXPBY_ref(nrow, 1.0, b, -1.0, Ap, r); + TOCK(t2); // r = b - Ax (x stored in p) + TICK(); + ComputeDotProduct_ref(nrow, r, r, normr, t4); + TOCK(t1); + normr = sqrt(normr); +#if 1 + // def HPCG_DEBUG + if (A.geom->rank == 0 && flag) + if (use_output_file) + { + HPCG_fout << "Initial Residual = " << normr << std::endl; + } + else + { + std::cout << "Initial Residual = " << normr << std::endl; + } +#endif + + // Record initial residual for convergence testing + normr0 = normr; + + // Start iterations + + for (int k = 1; k <= max_iter && normr / normr0 > tolerance; k++) + { + TICK(); + if (doPreconditioning) + ComputeMG_ref(A, r, z); // Apply preconditioner + else + ComputeWAXPBY_ref(nrow, 1.0, r, 0.0, r, z); // copy r to z (no preconditioning) + TOCK(t5); // Preconditioner apply time + + if (k == 1) + { + CopyVector(z, p); + TOCK(t2); // Copy Mr to p + TICK(); + ComputeDotProduct_ref(nrow, r, z, rtz, t4); + TOCK(t1); // rtz = r'*z + } + else + { + oldrtz = rtz; + TICK(); + ComputeDotProduct_ref(nrow, r, z, rtz, t4); + TOCK(t1); // rtz = r'*z + beta = rtz / oldrtz; + TICK(); + ComputeWAXPBY_ref(nrow, 1.0, z, beta, p, p); + TOCK(t2); // p = beta*p + z + } + + TICK(); + ComputeSPMV_ref(A, p, Ap); + TOCK(t3); // Ap = A*p + TICK(); + ComputeDotProduct_ref(nrow, p, Ap, pAp, t4); + TOCK(t1); // alpha = p'*Ap + alpha = rtz / pAp; + TICK(); + ComputeWAXPBY_ref(nrow, 1.0, x, alpha, p, x); // x = x + alpha*p + ComputeWAXPBY_ref(nrow, 1.0, r, -alpha, Ap, r); + TOCK(t2); // r = r - alpha*Ap + TICK(); + ComputeDotProduct_ref(nrow, r, r, normr, t4); + TOCK(t1); + normr = sqrt(normr); +#if 1 + // def HPCG_DEBUG + if (flag && A.geom->rank == 0 && (k % print_freq == 0 || k == max_iter)) + if (use_output_file) + { + HPCG_fout << "Iteration = " << k << " Scaled Residual = " << normr / normr0 << std::endl; + } + else + { + std::cout << "Iteration = " << k << " Scaled Residual = " << normr / normr0 << std::endl; + } +#endif + niters = k; + } + + // Store times + times[1] += t1; // dot product time + times[2] += t2; // WAXPBY time + times[3] += t3; // SPMV time + times[4] += t4; // AllReduce time + times[5] += t5; // preconditioner apply time + // #ifndef HPCG_NO_MPI + // times[6] += t6; // exchange halo time + // #endif + times[0] += mytimer() - t_begin; // Total time. All done... + return 0; +} diff --git a/src/CG_ref.hpp b/src/CG_ref.hpp new file mode 100644 index 0000000..2d5189e --- /dev/null +++ b/src/CG_ref.hpp @@ -0,0 +1,42 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef CG_REF_HPP +#define CG_REF_HPP + +#include "CGData.hpp" +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +// The use of CPU and GPU Sparse Matrix is intended to resolve +// the linked list structures for MG coarse levels +// There is no change of th erefernce code + +int CG_ref(const SparseMatrix& A, CGData& data, const Vector& b, Vector& x, const int max_iter, const double tolerance, + int& niters, double& normr, double& normr0, double* times, bool doPreconditioning, int flag); + +// this function will compute the Conjugate Gradient iterations. +// geom - Domain and processor topology information +// A - Matrix +// b - constant +// x - used for return value +// max_iter - how many times we iterate +// tolerance - Stopping tolerance for preconditioned iterations. +// niters - number of iterations performed +// normr - computed residual norm +// normr0 - Original residual +// times - array of timing information +// doPreconditioning - bool to specify whether or not symmetric GS will be applied. + +#endif // CG_REF_HPP diff --git a/src/CheckAspectRatio.cpp b/src/CheckAspectRatio.cpp new file mode 100644 index 0000000..8f7659f --- /dev/null +++ b/src/CheckAspectRatio.cpp @@ -0,0 +1,84 @@ +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file CheckAspectRatio.cpp + + HPCG routine + */ + +#include +#include + +#ifndef HPCG_NO_MPI +#include +#endif + +#include "hpcg.hpp" + +#include "CheckAspectRatio.hpp" + +extern int use_output_file; + +int CheckAspectRatio(double smallest_ratio, int x, int y, int z, const char* what, bool DoIo) +{ + double current_ratio = std::min(std::min(x, y), z) / double(std::max(std::max(x, y), z)); + + if (current_ratio < smallest_ratio) + { // ratio of the smallest to the largest + if (DoIo) + { + if (use_output_file) + { + HPCG_fout << "The " << what << " sizes (" << x << "," << y << "," << z + << ") are invalid because the ratio min(x,y,z)/max(x,y,z)=" << current_ratio + << " is too small (at least " << smallest_ratio << " is required)." << std::endl; + HPCG_fout << "The shape should resemble a 3D cube. Please adjust and try again." << std::endl; + HPCG_fout.flush(); + } + else + { + std::cout << "The " << what << " sizes (" << x << "," << y << "," << z + << ") are invalid because the ratio min(x,y,z)/max(x,y,z)=" << current_ratio + << " is too small (at least " << smallest_ratio << " is required)." << std::endl; + std::cout << "The shape should resemble a 3D cube. Please adjust and try again." << std::endl + << std::flush; + } + } + +#ifndef HPCG_NO_MPI + MPI_Abort(MPI_COMM_WORLD, 127); +#endif + + return 127; + } + + return 0; +} diff --git a/src/CheckAspectRatio.hpp b/src/CheckAspectRatio.hpp new file mode 100644 index 0000000..8316281 --- /dev/null +++ b/src/CheckAspectRatio.hpp @@ -0,0 +1,18 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef CHECKASPECTRATIO_HPP +#define CHECKASPECTRATIO_HPP +extern int CheckAspectRatio(double smallest_ratio, int x, int y, int z, const char* what, bool DoIo); +#endif // CHECKASPECTRATIO_HPP diff --git a/src/CheckProblem.cpp b/src/CheckProblem.cpp new file mode 100644 index 0000000..4148a3e --- /dev/null +++ b/src/CheckProblem.cpp @@ -0,0 +1,192 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file CheckProblem.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include +#endif + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#if defined(HPCG_DEBUG) || defined(HPCG_DETAILED_DEBUG) +#include +using std::endl; +#include "hpcg.hpp" +#endif +#include + +#include "CheckProblem.hpp" + +/*! + Check the contents of the generated sparse matrix to see if values match expected contents. + + @param[in] A The known system matrix + @param[inout] b The newly allocated and generated right hand side vector (if b!=0 on entry) + @param[inout] x The newly allocated solution vector with entries set to 0.0 (if x!=0 on entry) + @param[inout] xexact The newly allocated solution vector with entries set to the exact solution (if the xexact!=0 + non-zero on entry) + + @see GenerateGeometry +*/ + +void CheckProblem(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact) +{ + + // Make local copies of geometry information. Use global_int_t since the RHS products in the calculations + // below may result in global range values. + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + + local_int_t localNumberOfRows = nx * ny * nz; // This is the size of our subblock + global_int_t totalNumberOfRows = gnx * gny * gnz; // Total number of grid points in mesh + + double* bv = 0; + double* xv = 0; + double* xexactv = 0; + if (b != 0) + bv = b->values; // Only compute exact solution if requested + if (x != 0) + xv = x->values; // Only compute exact solution if requested + if (xexact != 0) + xexactv = xexact->values; // Only compute exact solution if requested + + local_int_t localNumberOfNonzeros = 0; + // TODO: This triply nested loop could be flattened or use nested parallelism +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t iz = 0; iz < nz; iz++) + { + global_int_t giz = giz0 + iz; + for (local_int_t iy = 0; iy < ny; iy++) + { + global_int_t giy = giy0 + iy; + for (local_int_t ix = 0; ix < nx; ix++) + { + global_int_t gix = gix0 + ix; + local_int_t currentLocalRow = iz * nx * ny + iy * nx + ix; + global_int_t currentGlobalRow = giz * gnx * gny + giy * gnx + gix; + assert(A.localToGlobalMap[currentLocalRow] == currentGlobalRow); +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << " rank, globalRow, localRow = " << A.geom->rank << " " << currentGlobalRow << " " + << A.globalToLocalMap.find(currentGlobalRow)->second << endl; +#endif + char numberOfNonzerosInRow = 0; + double* currentValuePointer + = A.matrixValues[currentLocalRow]; // Pointer to current value in current row + global_int_t* currentIndexPointerG + = A.mtxIndG[currentLocalRow]; // Pointer to current index in current row + for (int sz = -1; sz <= 1; sz++) + { + if (giz + sz > -1 && giz + sz < gnz) + { + for (int sy = -1; sy <= 1; sy++) + { + if (giy + sy > -1 && giy + sy < gny) + { + for (int sx = -1; sx <= 1; sx++) + { + if (gix + sx > -1 && gix + sx < gnx) + { + global_int_t curcol = currentGlobalRow + sz * gnx * gny + sy * gnx + sx; + if (curcol == currentGlobalRow) + { + assert(A.matrixDiagonal[currentLocalRow] == currentValuePointer); + assert(*currentValuePointer++ == 26.0); + } + else + { + assert(*currentValuePointer++ == -1.0); + } + assert(*currentIndexPointerG++ == curcol); + numberOfNonzerosInRow++; + } // end x bounds test + } // end sx loop + } // end y bounds test + } // end sy loop + } // end z bounds test + } // end sz loop + assert(A.nonzerosInRow[currentLocalRow] == numberOfNonzerosInRow); +#ifndef HPCG_NO_OPENMP +#pragma omp critical +#endif + localNumberOfNonzeros += numberOfNonzerosInRow; // Protect this with an atomic + if (b != 0) + assert(bv[currentLocalRow] == 26.0 - ((double) (numberOfNonzerosInRow - 1))); + if (x != 0) + assert(xv[currentLocalRow] == 0.0); + if (xexact != 0) + assert(xexactv[currentLocalRow] == 1.0); + } // end ix loop + } // end iy loop + } // end iz loop +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << "Process " << A.geom->rank << " of " << A.geom->size << " has " << localNumberOfRows << " rows." + << endl + << "Process " << A.geom->rank << " of " << A.geom->size << " has " << localNumberOfNonzeros + << " nonzeros." << endl; +#endif + + global_int_t totalNumberOfNonzeros = 0; +#ifndef HPCG_NO_MPI + // Use MPI's reduce function to sum all nonzeros +#ifdef HPCG_NO_LONG_LONG + MPI_Allreduce(&localNumberOfNonzeros, &totalNumberOfNonzeros, 1, MPI_INT, MPI_SUM, MPI_COMM_WORLD); +#else + long long lnnz = localNumberOfNonzeros, gnnz = 0; // convert to 64 bit for MPI call + MPI_Allreduce(&lnnz, &gnnz, 1, MPI_LONG_LONG_INT, MPI_SUM, MPI_COMM_WORLD); + totalNumberOfNonzeros = gnnz; // Copy back +#endif +#else + totalNumberOfNonzeros = localNumberOfNonzeros; +#endif + + assert(A.totalNumberOfRows == totalNumberOfRows); + assert(A.totalNumberOfNonzeros == totalNumberOfNonzeros); + assert(A.localNumberOfRows == localNumberOfRows); + assert(A.localNumberOfNonzeros == localNumberOfNonzeros); + + return; +} diff --git a/src/CheckProblem.hpp b/src/CheckProblem.hpp new file mode 100644 index 0000000..23fcb62 --- /dev/null +++ b/src/CheckProblem.hpp @@ -0,0 +1,21 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef CHECKPROBLEM_HPP +#define CHECKPROBLEM_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +void CheckProblem(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact); +#endif // CHECKPROBLEM_HPP diff --git a/src/ComputeDotProduct.cpp b/src/ComputeDotProduct.cpp new file mode 100644 index 0000000..645a539 --- /dev/null +++ b/src/ComputeDotProduct.cpp @@ -0,0 +1,114 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ComputeDotProduct.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include "mytimer.hpp" +#include +#endif +#include "ComputeDotProduct.hpp" +#include "ComputeDotProduct_ref.hpp" +#ifdef USE_CUDA +#include "Cuda.hpp" +#define CHECK_CUBLAS(x) \ + do \ + { \ + cublasStatus_t cublasStatus = (x); \ + if (cublasStatus != CUBLAS_STATUS_SUCCESS) \ + { \ + fprintf(stderr, "CUBLAS: %s = %d at (%s:%d)\n", #x, cublasStatus, __FILE__, __LINE__); \ + exit(1); \ + } \ + } while (0) +#endif + +#ifdef USE_GRACE +#include "CpuKernels.hpp" +#endif + +/*! + Routine to compute the dot product of two vectors. + + This routine calls the reference dot-product implementation by default, but + can be replaced by a custom routine that is optimized and better suited for + the target system. + + @param[in] n the number of vector elements (on this processor) + @param[in] x, y the input vectors + @param[out] result a pointer to scalar value, on exit will contain the result. + @param[out] time_allreduce the time it took to perform the communication between processes + @param[out] isOptimized should be set to false if this routine uses the reference implementation (is not optimized); + otherwise leave it unchanged + + @return returns 0 upon success and non-zero otherwise + + @see ComputeDotProduct_ref +*/ + +int ComputeDotProduct(const local_int_t n, const Vector& x, const Vector& y, double& result, double& time_allreduce, + bool& isOptimized, rank_type_t rt) +{ + + double local_result = 0.0; + if (rt == GPU) + { +#ifdef USE_CUDA + cublasStatus_t t = cublasDdot(cublashandle, n, x.values_d, 1, y.values_d, 1, &local_result); +#endif + } + else + { +#ifdef USE_GRACE + // Consider replacing with NVPL BLAS dot product + ComputeDotProductCpu(n, x, y, local_result, isOptimized); +#endif + } + +#ifndef HPCG_NO_MPI + // Use MPI's reduce function to collect all partial sums + double t0 = mytimer(); + double global_result = 0.0; + MPI_Allreduce(&local_result, &global_result, 1, MPI_DOUBLE, MPI_SUM, MPI_COMM_WORLD); + result = global_result; + t0 = mytimer() - t0; + time_allreduce += t0; +#else + time_allreduce += 0.0; + result = local_result; +#endif + + return 0; +} \ No newline at end of file diff --git a/src/ComputeDotProduct.hpp b/src/ComputeDotProduct.hpp new file mode 100644 index 0000000..5c7cd95 --- /dev/null +++ b/src/ComputeDotProduct.hpp @@ -0,0 +1,39 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef COMPUTEDOTPRODUCT_HPP +#define COMPUTEDOTPRODUCT_HPP +#include "Vector.hpp" + +int ComputeDotProduct(const local_int_t n, const Vector& x, const Vector& y, double& result, double& time_allreduce, + bool& isOptimized, rank_type_t rt); + +#endif // COMPUTEDOTPRODUCT_HPP diff --git a/src/ComputeDotProduct_ref.cpp b/src/ComputeDotProduct_ref.cpp new file mode 100644 index 0000000..2077088 --- /dev/null +++ b/src/ComputeDotProduct_ref.cpp @@ -0,0 +1,84 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeDotProduct_ref.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include "mytimer.hpp" +#include +#endif +#ifndef HPCG_NO_OPENMP +#include +#endif +#include "ComputeDotProduct_ref.hpp" +#include + +/*! + Routine to compute the dot product of two vectors where: + + This is the reference dot-product implementation. It _CANNOT_ be modified for the + purposes of this benchmark. + + @param[in] n the number of vector elements (on this processor) + @param[in] x, y the input vectors + @param[in] result a pointer to scalar value, on exit will contain result. + @param[out] time_allreduce the time it took to perform the communication between processes + + @return returns 0 upon success and non-zero otherwise + + @see ComputeDotProduct +*/ +int ComputeDotProduct_ref(const local_int_t n, const Vector& x, const Vector& y, double& result, double& time_allreduce) +{ + assert(x.localLength >= n); // Test vector lengths + assert(y.localLength >= n); + + double local_result = 0.0; + double* xv = x.values; + double* yv = y.values; + if (yv == xv) + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for reduction(+ : local_result) +#endif + for (local_int_t i = 0; i < n; i++) + local_result += xv[i] * xv[i]; + } + else + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for reduction(+ : local_result) +#endif + for (local_int_t i = 0; i < n; i++) + local_result += xv[i] * yv[i]; + } + +#ifndef HPCG_NO_MPI + // Use MPI's reduce function to collect all partial sums + double t0 = mytimer(); + double global_result = 0.0; + MPI_Allreduce(&local_result, &global_result, 1, MPI_DOUBLE, MPI_SUM, MPI_COMM_WORLD); + result = global_result; + time_allreduce += mytimer() - t0; +#else + time_allreduce += 0.0; + result = local_result; +#endif + + return 0; +} diff --git a/src/ComputeDotProduct_ref.hpp b/src/ComputeDotProduct_ref.hpp new file mode 100644 index 0000000..fe31179 --- /dev/null +++ b/src/ComputeDotProduct_ref.hpp @@ -0,0 +1,21 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTEDOTPRODUCT_REF_HPP +#define COMPUTEDOTPRODUCT_REF_HPP +#include "Vector.hpp" +int ComputeDotProduct_ref( + const local_int_t n, const Vector& x, const Vector& y, double& result, double& time_allreduce); + +#endif // COMPUTEDOTPRODUCT_REF_HPP diff --git a/src/ComputeMG.cpp b/src/ComputeMG.cpp new file mode 100644 index 0000000..0867a4b --- /dev/null +++ b/src/ComputeMG.cpp @@ -0,0 +1,96 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ComputeMG.cpp + + HPCG routine + */ + +#include "ComputeMG.hpp" +#include "ComputeProlongation.hpp" +#include "ComputeRestriction.hpp" +#include "ComputeSYMGS.hpp" +#include "CudaKernels.hpp" + +/*! + @param[in] A the known system matrix + @param[in] r the input vector + @param[inout] x On exit contains the result of the multigrid V-cycle with r as the RHS, x is the approximation to Ax = + r. + + @return returns 0 upon success and non-zero otherwise + + @see ComputeMG_ref +*/ + +int ComputeMG(const SparseMatrix& A, const Vector& r, Vector& x) +{ + int ierr = 0; + if (A.mgData != 0) + { // Go to next coarse level if defined + ComputeSYMGS(A, r, x, 1); + if (A.rankType == GPU) + { +#ifdef USE_CUDA + ComputeRestrictionCuda(A, r); +#endif + } + else + { +#ifdef USE_GRACE + ComputeRestriction(A, r); +#endif + } + + ierr = ComputeMG(*A.Ac, *A.mgData->rc, *A.mgData->xc); + + if (A.rankType == GPU) + { +#ifdef USE_CUDA + ComputeProlongationCuda(A, x); +#endif + } + else + { +#ifdef USE_GRACE + ComputeProlongation(A, x); +#endif + } + + ComputeSYMGS(A, r, x, 0); + } + else + { + ComputeSYMGS(A, r, x, 1); + } + return 0; +} \ No newline at end of file diff --git a/src/ComputeMG.hpp b/src/ComputeMG.hpp new file mode 100644 index 0000000..1e12303 --- /dev/null +++ b/src/ComputeMG.hpp @@ -0,0 +1,22 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTEMG_HPP +#define COMPUTEMG_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +int ComputeMG(const SparseMatrix& A, const Vector& r, Vector& x); + +#endif // COMPUTEMG_HPP diff --git a/src/ComputeMG_ref.cpp b/src/ComputeMG_ref.cpp new file mode 100644 index 0000000..c1f231e --- /dev/null +++ b/src/ComputeMG_ref.cpp @@ -0,0 +1,81 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeSYMGS_ref.cpp + + HPCG routine + */ + +#include "ComputeMG_ref.hpp" +#include "ComputeProlongation_ref.hpp" +#include "ComputeRestriction_ref.hpp" +#include "ComputeSPMV_ref.hpp" +#include "ComputeSYMGS_ref.hpp" +#include +#include + +/*! + + @param[in] A the known system matrix + @param[in] r the input vector + @param[inout] x On exit contains the result of the multigrid V-cycle with r as the RHS, x is the approximation to Ax = + r. + + @return returns 0 upon success and non-zero otherwise + + @see ComputeMG +*/ + +int ComputeMG_ref(const SparseMatrix& A, const Vector& r, Vector& x) +{ + assert(x.localLength == A.localNumberOfColumns); // Make sure x contain space for halo values + + ZeroVector(x); // initialize x to zero + + int ierr = 0; + if (A.mgData != 0) + { // Go to next coarse level if defined + int numberOfPresmootherSteps = A.mgData->numberOfPresmootherSteps; + for (int i = 0; i < numberOfPresmootherSteps; ++i) + ierr += ComputeSYMGS_ref(A, r, x); + if (ierr != 0) + return ierr; + ierr = ComputeSPMV_ref(A, x, *A.mgData->Axf); + if (ierr != 0) + return ierr; + // Perform restriction operation using simple injection + ierr = ComputeRestriction_ref(A, r); + if (ierr != 0) + return ierr; + ierr = ComputeMG_ref(*A.Ac, *A.mgData->rc, *A.mgData->xc); + if (ierr != 0) + return ierr; + ierr = ComputeProlongation_ref(A, x); + if (ierr != 0) + return ierr; + int numberOfPostsmootherSteps = A.mgData->numberOfPostsmootherSteps; + for (int i = 0; i < numberOfPostsmootherSteps; ++i) + ierr += ComputeSYMGS_ref(A, r, x); + if (ierr != 0) + return ierr; + } + else + { + ierr = ComputeSYMGS_ref(A, r, x); + if (ierr != 0) + return ierr; + } + return 0; +} diff --git a/src/ComputeMG_ref.hpp b/src/ComputeMG_ref.hpp new file mode 100644 index 0000000..2893e91 --- /dev/null +++ b/src/ComputeMG_ref.hpp @@ -0,0 +1,26 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTEMG_REF_HPP +#define COMPUTEMG_REF_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +// The use of CPU and GPU Sparse Matrix is intended to resolve +// the linked list structures for MG coarse levels (A->Ac) +// There is no change of th erefernce code + +int ComputeMG_ref(const SparseMatrix& A, const Vector& r, Vector& x); + +#endif // COMPUTEMG_REF_HPP diff --git a/src/ComputeOptimalShapeXYZ.cpp b/src/ComputeOptimalShapeXYZ.cpp new file mode 100644 index 0000000..100e91a --- /dev/null +++ b/src/ComputeOptimalShapeXYZ.cpp @@ -0,0 +1,175 @@ + +#include +#include + +#ifdef HPCG_CUBIC_RADICAL_SEARCH +#include +#endif +#include + +#include "ComputeOptimalShapeXYZ.hpp" +#include "MixedBaseCounter.hpp" + +#ifdef HPCG_CUBIC_RADICAL_SEARCH +static int min3(int a, int b, int c) +{ + return std::min(a, std::min(b, c)); +} + +static int max3(int a, int b, int c) +{ + return std::max(a, std::max(b, c)); +} + +static void cubic_radical_search(int n, int& x, int& y, int& z) +{ + double best = 0.0; + + for (int f1 = (int) (pow(n, 1.0 / 3.0) + 0.5); f1 > 0; --f1) + if (n % f1 == 0) + { + int n1 = n / f1; + for (int f2 = (int) (pow(n1, 0.5) + 0.5); f2 > 0; --f2) + if (n1 % f2 == 0) + { + int f3 = n1 / f2; + double current = (double) min3(f1, f2, f3) / max3(f1, f2, f3); + if (current > best) + { + best = current; + x = f1; + y = f2; + z = f3; + } + } + } +} + +#else + +static void ComputePrimeFactors(int n, std::map& factors) +{ + int d, sq = int((sqrt(double(n))) + 1L); + div_t r; + + // remove 2 as a factor with shifts instead "/" and "%" + for (; n > 1 && (n & 1) == 0; n >>= 1) + { + factors[2]++; + } + + // keep removing subsequent odd numbers + for (d = 3; d <= sq; d += 2) + { + while (1) + { + r = div(n, d); + if (r.rem == 0) + { + factors[d]++; + n = r.quot; + continue; + } + break; + } + } + if (n > 1 || factors.size() == 0) // left with a prime or x==1 + factors[n]++; +} + +static int pow_i(int x, int p) +{ + int v; + + if (0 == x || 1 == x) + return x; + + if (p < 0) + return 0; + + for (v = 1; p; p >>= 1) + { + if (1 & p) + v *= x; + x *= x; + } + + return v; +} + +#endif + +void ComputeOptimalShapeXYZ(int xyz, int& x, int& y, int& z) +{ +#ifdef HPCG_CUBIC_RADICAL_SEARCH + cubic_radical_search(xyz, x, y, z); +#else + std::map factors; + + ComputePrimeFactors(xyz, factors); // factors are sorted: ascending order + + std::map::iterator iter = factors.begin(); + + // there is at least one prime factor + x = (iter++)->first; // cache the first factor, move to the next one + + y = iter != factors.end() ? (iter++)->first : y; // try to cache the second factor in "y" + + if (factors.size() == 1) + { // only a single factor + z = pow_i(x, factors[x] / 3); + y = pow_i(x, factors[x] / 3 + ((factors[x] % 3) >= 2 ? 1 : 0)); + x = pow_i(x, factors[x] / 3 + ((factors[x] % 3) >= 1 ? 1 : 0)); + } + else if (factors.size() == 2 && factors[x] == 1 && factors[y] == 1) + { // two distinct prime factors + z = 1; + } + else if (factors.size() == 2 && factors[x] + factors[y] == 3) + { // three prime factors, one repeated + z = factors[x] == 2 ? x : y; // test which factor is repeated + } + else if (factors.size() == 3 && factors[x] == 1 && factors[y] == 1 && iter->second == 1) + { // three distinct and single prime factors + z = iter->first; + } + else + { // 3 or more prime factors so try all possible 3-subsets + + int i, distinct_factors[32 + 1], count_factors[32 + 1]; + + i = 0; + for (std::map::iterator iter = factors.begin(); iter != factors.end(); ++iter, ++i) + { + distinct_factors[i] = iter->first; + count_factors[i] = iter->second; + } + + // count total number of prime factors in "c_main" and distribute some factors into "c1" + MixedBaseCounter c_main(count_factors, factors.size()), c1(count_factors, factors.size()); + + // at the beginning, minimum area is the maximum area + double area, min_area = 2.0 * xyz + 1.0; + + for (c1.next(); !c1.is_zero(); c1.next()) + { + MixedBaseCounter c2(c_main, c1); // "c2" gets the factors remaining in "c_main" that "c1" doesn't have + for (c2.next(); !c2.is_zero(); c2.next()) + { + int tf1 = c1.product(distinct_factors); + int tf2 = c2.product(distinct_factors); + int tf3 = xyz / tf1 / tf2; // we derive the third dimension, we don't keep track of the factors it has + + area = tf1 * double(tf2) + tf2 * double(tf3) + tf1 * double(tf3); + if (area < min_area) + { + min_area = area; + x = tf1; + y = tf2; + z = tf3; + } + } + } + } +#endif +} diff --git a/src/ComputeOptimalShapeXYZ.hpp b/src/ComputeOptimalShapeXYZ.hpp new file mode 100644 index 0000000..b8f6511 --- /dev/null +++ b/src/ComputeOptimalShapeXYZ.hpp @@ -0,0 +1,2 @@ + +void ComputeOptimalShapeXYZ(int xyz, int& x, int& y, int& z); diff --git a/src/ComputeProlongation.cpp b/src/ComputeProlongation.cpp new file mode 100644 index 0000000..426d8e7 --- /dev/null +++ b/src/ComputeProlongation.cpp @@ -0,0 +1,72 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ComputeProlongation.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#include "ComputeProlongation.hpp" + +/*! + Routine to compute the coarse residual vector. + + @param[in] Af - Fine grid sparse matrix object containing pointers to current coarse grid correction and the f2c + operator. + @param[inout] xf - Fine grid solution vector, update with coarse grid correction. + + Note that the fine grid residual is never explicitly constructed. + We only compute it for the fine grid points that will be injected into corresponding coarse grid points. + + @return Returns zero on success and a non-zero value otherwise. +*/ +int ComputeProlongation(const SparseMatrix& Af, Vector& xf) +{ + double* xfv = xf.values; + double* xcv = Af.mgData->xc->values; + local_int_t* f2c = Af.mgData->f2cOperator; + local_int_t nc = Af.mgData->rc->localLength; + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < nc; ++i) + { + xfv[Af.f2cPerm[i]] += xcv[i]; + } + + return 0; +} diff --git a/src/ComputeProlongation.hpp b/src/ComputeProlongation.hpp new file mode 100644 index 0000000..4d3b079 --- /dev/null +++ b/src/ComputeProlongation.hpp @@ -0,0 +1,20 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTEPROLONGATION_HPP +#define COMPUTEPROLONGATION_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" +int ComputeProlongation(const SparseMatrix& Af, Vector& xf); +#endif // COMPUTEPROLONGATION_HPP diff --git a/src/ComputeProlongation_ref.cpp b/src/ComputeProlongation_ref.cpp new file mode 100644 index 0000000..c39737a --- /dev/null +++ b/src/ComputeProlongation_ref.cpp @@ -0,0 +1,55 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeProlongation_ref.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#include "ComputeProlongation_ref.hpp" + +/*! + Routine to compute the coarse residual vector. + + @param[in] Af - Fine grid sparse matrix object containing pointers to current coarse grid correction and the f2c + operator. + @param[inout] xf - Fine grid solution vector, update with coarse grid correction. + + Note that the fine grid residual is never explicitly constructed. + We only compute it for the fine grid points that will be injected into corresponding coarse grid points. + + @return Returns zero on success and a non-zero value otherwise. +*/ +int ComputeProlongation_ref(const SparseMatrix& Af, Vector& xf) +{ + + double* xfv = xf.values; + double* xcv = Af.mgData->xc->values; + local_int_t* f2c = Af.mgData->f2cOperator; + local_int_t nc = Af.mgData->rc->localLength; + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + // TODO: Somehow note that this loop can be safely vectorized since f2c has no repeated indices + for (local_int_t i = 0; i < nc; ++i) + xfv[f2c[i]] += xcv[i]; // This loop is safe to vectorize + + return 0; +} diff --git a/src/ComputeProlongation_ref.hpp b/src/ComputeProlongation_ref.hpp new file mode 100644 index 0000000..a4df25f --- /dev/null +++ b/src/ComputeProlongation_ref.hpp @@ -0,0 +1,20 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTEPROLONGATION_REF_HPP +#define COMPUTEPROLONGATION_REF_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" +int ComputeProlongation_ref(const SparseMatrix& Af, Vector& xf); +#endif // COMPUTEPROLONGATION_REF_HPP diff --git a/src/ComputeResidual.cpp b/src/ComputeResidual.cpp new file mode 100644 index 0000000..e392ac1 --- /dev/null +++ b/src/ComputeResidual.cpp @@ -0,0 +1,95 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeResidual.cpp + + HPCG routine + */ +#ifndef HPCG_NO_MPI +#include +#endif +#ifndef HPCG_NO_OPENMP +#include +#endif + +#include "Vector.hpp" + +#ifdef HPCG_DETAILED_DEBUG +#include "hpcg.hpp" +#include +#endif + +#include "ComputeResidual.hpp" +#include // needed for fabs +#ifdef HPCG_DETAILED_DEBUG +#include +#endif + +/*! + Routine to compute the inf-norm difference between two vectors where: + + @param[in] n number of vector elements (local to this processor) + @param[in] v1, v2 input vectors + @param[out] residual pointer to scalar value; on exit, will contain result: inf-norm difference + + @return Returns zero on success and a non-zero value otherwise. +*/ +int ComputeResidual(const local_int_t n, const Vector& v1, const Vector& v2, double& residual) +{ + + double* v1v = v1.values; + double* v2v = v2.values; + double local_residual = 0.0; + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel shared(local_residual, v1v, v2v) + { + double threadlocal_residual = 0.0; +#pragma omp for + for (local_int_t i = 0; i < n; i++) + { + double diff = std::fabs(v1v[i] - v2v[i]); + if (diff > threadlocal_residual) + threadlocal_residual = diff; + } +#pragma omp critical + { + if (threadlocal_residual > local_residual) + local_residual = threadlocal_residual; + } + } +#else // No threading + for (local_int_t i = 0; i < n; i++) + { + double diff = std::fabs(v1v[i] - v2v[i]); + if (diff > local_residual) + local_residual = diff; +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << " Computed, exact, diff = " << v1v[i] << " " << v2v[i] << " " << diff << std::endl; +#endif + } +#endif + +#ifndef HPCG_NO_MPI + // Use MPI's reduce function to collect all partial sums + double global_residual = 0; + MPI_Allreduce(&local_residual, &global_residual, 1, MPI_DOUBLE, MPI_MAX, MPI_COMM_WORLD); + residual = global_residual; +#else + residual = local_residual; +#endif + + return 0; +} diff --git a/src/ComputeResidual.hpp b/src/ComputeResidual.hpp new file mode 100644 index 0000000..3c76333 --- /dev/null +++ b/src/ComputeResidual.hpp @@ -0,0 +1,19 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTERESIDUAL_HPP +#define COMPUTERESIDUAL_HPP +#include "Vector.hpp" +int ComputeResidual(const local_int_t n, const Vector& v1, const Vector& v2, double& residual); +#endif // COMPUTERESIDUAL_HPP diff --git a/src/ComputeRestriction.cpp b/src/ComputeRestriction.cpp new file mode 100644 index 0000000..9d18e9b --- /dev/null +++ b/src/ComputeRestriction.cpp @@ -0,0 +1,75 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ComputeRestriction.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#include "ComputeRestriction.hpp" + +/*! + Routine to compute the coarse residual vector. + + @param[inout] A - Sparse matrix object containing pointers to mgData->Axf, the fine grid matrix-vector product and + mgData->rc the coarse residual vector. + @param[in] rf - Fine grid RHS. + + + Note that the fine grid residual is never explicitly constructed. + We only compute it for the fine grid points that will be injected into corresponding coarse grid points. + + @return Returns zero on success and a non-zero value otherwise. +*/ +int ComputeRestriction(const SparseMatrix& A, const Vector& rf) +{ + + double* Axfv = A.mgData->Axf->values; + double* rfv = rf.values; + double* rcv = A.mgData->rc->values; + local_int_t* f2c = A.mgData->f2cOperator; + local_int_t nc = A.mgData->rc->localLength; + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < nc; ++i) + { + rcv[i] = rfv[A.f2cPerm[i]] - Axfv[A.f2cPerm[i]]; + } + + return 0; +} diff --git a/src/ComputeRestriction.hpp b/src/ComputeRestriction.hpp new file mode 100644 index 0000000..e50fded --- /dev/null +++ b/src/ComputeRestriction.hpp @@ -0,0 +1,20 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTERESTRICTION_HPP +#define COMPUTERESTRICTION_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" +int ComputeRestriction(const SparseMatrix& A, const Vector& rf); +#endif // COMPUTERESTRICTION_HPP diff --git a/src/ComputeRestriction_ref.cpp b/src/ComputeRestriction_ref.cpp new file mode 100644 index 0000000..0b92bb1 --- /dev/null +++ b/src/ComputeRestriction_ref.cpp @@ -0,0 +1,56 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeRestriction_ref.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#include "ComputeRestriction_ref.hpp" + +/*! + Routine to compute the coarse residual vector. + + @param[inout] A - Sparse matrix object containing pointers to mgData->Axf, the fine grid matrix-vector product and + mgData->rc the coarse residual vector. + @param[in] rf - Fine grid RHS. + + + Note that the fine grid residual is never explicitly constructed. + We only compute it for the fine grid points that will be injected into corresponding coarse grid points. + + @return Returns zero on success and a non-zero value otherwise. +*/ +int ComputeRestriction_ref(const SparseMatrix& A, const Vector& rf) +{ + + double* Axfv = A.mgData->Axf->values; + double* rfv = rf.values; + double* rcv = A.mgData->rc->values; + local_int_t* f2c = A.mgData->f2cOperator; + local_int_t nc = A.mgData->rc->localLength; + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < nc; ++i) + rcv[i] = rfv[f2c[i]] - Axfv[f2c[i]]; + + return 0; +} diff --git a/src/ComputeRestriction_ref.hpp b/src/ComputeRestriction_ref.hpp new file mode 100644 index 0000000..ca463bf --- /dev/null +++ b/src/ComputeRestriction_ref.hpp @@ -0,0 +1,20 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTERESTRICTION_REF_HPP +#define COMPUTERESTRICTION_REF_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" +int ComputeRestriction_ref(const SparseMatrix& A, const Vector& rf); +#endif // COMPUTERESTRICTION_REF_HPP diff --git a/src/ComputeSPMV.cpp b/src/ComputeSPMV.cpp new file mode 100644 index 0000000..4f9a62d --- /dev/null +++ b/src/ComputeSPMV.cpp @@ -0,0 +1,111 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ComputeSPMV.cpp + + HPCG routine + */ + +#include "ComputeSPMV.hpp" +#include "ComputeSPMV_ref.hpp" +#ifndef HPCG_NO_MPI +#include "ExchangeHalo.hpp" +#endif +#ifdef USE_CUDA +#include "Cuda.hpp" +#include "CudaKernels.hpp" +#endif + +#include "CpuKernels.hpp" +/*! + Routine to compute sparse matrix vector product y = Ax where: + Precondition: First call exchange_externals to get off-processor values of x + + This routine calls the reference SpMV implementation by default, but + can be replaced by a custom, optimized routine suited for + the target system. + + @param[in] A the known system matrix + @param[in] x the known vector + @param[out] y the On exit contains the result: Ax. + + @return returns 0 upon success and non-zero otherwise + + @see ComputeSPMV_ref +*/ +int ComputeSPMV(const SparseMatrix& A, Vector& x, Vector& y) +{ + + double one = 1.0, zero = 0.0; + if (A.rankType == GPU) + { +// #ifdef USE_CUDA +#ifndef HPCG_NO_MPI + PackSendBufferCuda(A, x, false, copy_stream); +#endif + + cusparseDnVecSetValues(A.cusparseOpt.vecX, x.values_d); + cusparseDnVecSetValues(A.cusparseOpt.vecY, y.values_d); + cusparseSpMV(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &one, A.cusparseOpt.matA, A.cusparseOpt.vecX, + &zero, A.cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPMV_ALG_DEFAULT, A.bufferMvA); + +#ifndef HPCG_NO_MPI + if (A.totalToBeSent > 0) + { + ExchangeHaloCuda(A, x, copy_stream); + ExtSpMVCuda((SparseMatrix&) A, one, x.values_d + A.localNumberOfRows, y.values_d); + } +#endif + + cudaStreamSynchronize(stream); +// #endif + } +// else +// { +// #ifdef USE_GRACE +// nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecX, x.values); +// nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecY, y.values); +// nvpl_sparse_spmv(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &one, A.nvplSparseOpt.matA, +// A.nvplSparseOpt.vecX, &zero, A.nvplSparseOpt.vecY, A.nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, +// NVPL_SPARSE_SPMV_ALG_DEFAULT, A.nvplSparseOpt.spmvADescr); + +// #ifndef HPCG_NO_MPI +// if (A.totalToBeSent > 0) +// { +// ExchangeHaloCpu(A, x); +// ExtSpMVCpu(A, A.localNumberOfRows, 1.0, x.values, y.values); +// } +// #endif +// #endif // USE_GRACE +// } + return 0; +} diff --git a/src/ComputeSPMV.hpp b/src/ComputeSPMV.hpp new file mode 100644 index 0000000..d5fa2b9 --- /dev/null +++ b/src/ComputeSPMV.hpp @@ -0,0 +1,22 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTESPMV_HPP +#define COMPUTESPMV_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +int ComputeSPMV(const SparseMatrix& A, Vector& x, Vector& y); + +#endif // COMPUTESPMV_HPP diff --git a/src/ComputeSPMV_ref.cpp b/src/ComputeSPMV_ref.cpp new file mode 100644 index 0000000..114ea36 --- /dev/null +++ b/src/ComputeSPMV_ref.cpp @@ -0,0 +1,74 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeSPMV_ref.cpp + + HPCG routine + */ + +#include "ComputeSPMV_ref.hpp" + +#ifndef HPCG_NO_MPI +#include "ExchangeHalo.hpp" +#endif + +#ifndef HPCG_NO_OPENMP +#include +#endif +#include + +/*! + Routine to compute matrix vector product y = Ax where: + Precondition: First call exchange_externals to get off-processor values of x + + This is the reference SPMV implementation. It CANNOT be modified for the + purposes of this benchmark. + + @param[in] A the known system matrix + @param[in] x the known vector + @param[out] y the On exit contains the result: Ax. + + @return returns 0 upon success and non-zero otherwise + + @see ComputeSPMV +*/ +int ComputeSPMV_ref(const SparseMatrix& A, Vector& x, Vector& y) +{ + + assert(x.localLength >= A.localNumberOfColumns); // Test vector lengths + assert(y.localLength >= A.localNumberOfRows); + +#ifndef HPCG_NO_MPI + ExchangeHalo(A, x); +#endif + const double* const xv = x.values; + double* const yv = y.values; + const local_int_t nrow = A.localNumberOfRows; +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < nrow; i++) + { + double sum = 0.0; + const double* const cur_vals = A.matrixValues[i]; + const local_int_t* const cur_inds = A.mtxIndL[i]; + const int cur_nnz = A.nonzerosInRow[i]; + + for (int j = 0; j < cur_nnz; j++) + sum += cur_vals[j] * xv[cur_inds[j]]; + yv[i] = sum; + } + return 0; +} diff --git a/src/ComputeSPMV_ref.hpp b/src/ComputeSPMV_ref.hpp new file mode 100644 index 0000000..df25f15 --- /dev/null +++ b/src/ComputeSPMV_ref.hpp @@ -0,0 +1,22 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTESPMV_REF_HPP +#define COMPUTESPMV_REF_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +int ComputeSPMV_ref(const SparseMatrix& A, Vector& x, Vector& y); + +#endif // COMPUTESPMV_REF_HPP diff --git a/src/ComputeSYMGS.cpp b/src/ComputeSYMGS.cpp new file mode 100644 index 0000000..12ccc83 --- /dev/null +++ b/src/ComputeSYMGS.cpp @@ -0,0 +1,309 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ComputeSYMGS.cpp + + HPCG routine + */ +#ifdef USE_CUDA +#include "Cuda.hpp" +#endif +#ifndef HPCG_NO_MPI +#include "ExchangeHalo.hpp" +#endif +#include "ComputeSPMV.hpp" +#include "ComputeSYMGS.hpp" +#include "CpuKernels.hpp" +#include "CudaKernels.hpp" + +/*! + Routine to compute one step of symmetric Gauss-Seidel: + + Assumption about the structure of matrix A: + - Each row 'i' of the matrix has nonzero diagonal value whose address is matrixDiagonal[i] + - Entries in row 'i' are ordered such that: + - lower triangular terms are stored before the diagonal element. + - upper triangular terms are stored after the diagonal element. + - No other assumptions are made about entry ordering. + + Symmetric Gauss-Seidel notes: + - We use the input vector x as the RHS and start with an initial guess for y of all zeros. + - We perform one forward sweep. Since y is initially zero we can ignore the upper triangular terms of A. + - We then perform one back sweep. + - For simplicity we include the diagonal contribution in the for-j loop, then correct the sum after + + @param[in] A the known system matrix + @param[in] r the input vector + @param[inout] x On entry, x should contain relevant values, on exit x contains the result of one symmetric GS sweep + with r as the RHS. + + @return returns 0 upon success and non-zero otherwise + + @warning Early versions of this kernel (Version 1.1 and earlier) had the r and x arguments in reverse order, and out + of sync with other kernels. + + @see ComputeSYMGS_ref +*/ + +#ifdef USE_CUDA +int ComputeSYMGS_Gpu(const SparseMatrix& A, const Vector& r, Vector& x, bool step) +{ + double* tmp_d; + if (step == 1 && A.mgData != 0) + { + tmp_d = (*A.mgData->Axf).values_d; + } + else + { + tmp_d = A.tempBuffer; + } + const local_int_t nrow = A.localNumberOfRows; + double alpha = 1.0; + cusparseFillMode_t fillmode_l = CUSPARSE_FILL_MODE_LOWER; + cusparseFillMode_t fillmode_u = CUSPARSE_FILL_MODE_UPPER; + + if (step == 1) + { + // TRSV(D+L, r, t) + cusparseDnVecSetValues(A.cusparseOpt.vecX, r.values_d); + cusparseDnVecSetValues(A.cusparseOpt.vecY, tmp_d); + cusparseSpMatSetAttribute(A.cusparseOpt.matA, CUSPARSE_SPMAT_FILL_MODE, &(fillmode_l), sizeof(fillmode_l)); + cusparseSpSV_solve(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A.cusparseOpt.matA, + A.cusparseOpt.vecX, A.cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, A.cusparseOpt.spsvDescrL); + + // SPMV(D, t, t) + SpmvDiagCuda(nrow, tmp_d, A.diagonal); + + // TRSV(D+U, t, x) + cusparseDnVecSetValues(A.cusparseOpt.vecX, tmp_d); + cusparseDnVecSetValues(A.cusparseOpt.vecY, x.values_d); + cusparseSpMatSetAttribute(A.cusparseOpt.matA, CUSPARSE_SPMAT_FILL_MODE, &(fillmode_u), sizeof(fillmode_u)); + cusparseSpSV_solve(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A.cusparseOpt.matA, + A.cusparseOpt.vecX, A.cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, A.cusparseOpt.spsvDescrU); + + if (A.mgData != 0) + { +#ifndef HPCG_NO_MPI + cudaStreamSynchronize(stream); + PackSendBufferCuda(A, x, false, copy_stream); +#endif + + // SPMV(L, x, t): t = t + L * x + double alpha = 1.0; + cusparseDnVecSetValues(A.cusparseOpt.vecX, x.values_d); + cusparseDnVecSetValues(A.cusparseOpt.vecY, (*A.mgData->Axf).values_d); + cusparseSpMV(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A.cusparseOpt.matL, + A.cusparseOpt.vecX, &alpha, A.cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPMV_ALG_DEFAULT, A.bufferMvA); + +#ifndef HPCG_NO_MPI + if (A.totalToBeSent > 0) + { + ExchangeHaloCuda(A, x, copy_stream); + double one = 1.0, zero = 0.0; + ExtSpMVCuda((SparseMatrix&) A, one, x.values_d + A.localNumberOfRows, (*A.mgData->Axf).values_d); + } +#endif + } + } + else + { // step == 0 +#ifndef HPCG_NO_MPI + cudaStreamSynchronize(stream); + PackSendBufferCuda(A, x, false, copy_stream); +#endif + + // SPMV(U, x, t): t = U * x + double alpha = 1.0, beta = 0.0; + cusparseDnVecSetValues(A.cusparseOpt.vecX, x.values_d); + cusparseDnVecSetValues(A.cusparseOpt.vecY, (*A.mgData->Axf).values_d); + cusparseSpMV(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A.cusparseOpt.matU, A.cusparseOpt.vecX, + &beta, A.cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPMV_ALG_DEFAULT, A.bufferMvA); + + // tmp = rv - t + AxpbyCuda(nrow, r.values_d, (*A.mgData->Axf).values_d, tmp_d); + +#ifndef HPCG_NO_MPI + if (A.totalToBeSent > 0) + { + // MPI_Ibarrier --> will help improve MPI_Allreduce in dot product + ExchangeHaloCuda(A, x, copy_stream, A.level == 0 ? 1 /*call MPI_Ibarrier*/ : 0); + double mone = -1.0, zero = 0.0; + ExtSpMVCuda((SparseMatrix&) A, mone, x.values_d + A.localNumberOfRows, tmp_d); + } +#endif + + // TRSV(D+L, r-t, x) + cusparseDnVecSetValues(A.cusparseOpt.vecX, tmp_d); + cusparseDnVecSetValues(A.cusparseOpt.vecY, x.values_d); + cusparseSpMatSetAttribute(A.cusparseOpt.matA, CUSPARSE_SPMAT_FILL_MODE, &(fillmode_l), sizeof(fillmode_l)); + cusparseSpSV_solve(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A.cusparseOpt.matA, + A.cusparseOpt.vecX, A.cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, A.cusparseOpt.spsvDescrL); + + // SPMV(D, x, t) t += D*x + SpFmaCuda(nrow, x.values_d, A.diagonal, (*A.mgData->Axf).values_d); + + // TRSV(D+U, x, x) + cusparseDnVecSetValues(A.cusparseOpt.vecX, (*A.mgData->Axf).values_d); + cusparseDnVecSetValues(A.cusparseOpt.vecY, x.values_d); + cusparseSpMatSetAttribute(A.cusparseOpt.matA, CUSPARSE_SPMAT_FILL_MODE, &(fillmode_u), sizeof(fillmode_u)); + cusparseSpSV_solve(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A.cusparseOpt.matA, + A.cusparseOpt.vecX, A.cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, A.cusparseOpt.spsvDescrU); + } + return 0; +} +#endif + +#ifdef USE_GRACE +int ComputeSYMGS_Cpu(const SparseMatrix& A, const Vector& r, Vector& x, bool step) +{ + local_int_t nrow = A.localNumberOfRows; + double* temp; + if (step == 1 && A.mgData != 0) + { + temp = (*A.mgData->Axf).values; + } + else + { + temp = A.tempBuffer; + } + double* xv = x.values; + double* rv = r.values; + double one = 1.0, zero = 0.0; + nvpl_sparse_fill_mode_t fillmode_l = NVPL_SPARSE_FILL_MODE_LOWER; + nvpl_sparse_fill_mode_t fillmode_u = NVPL_SPARSE_FILL_MODE_UPPER; + + if (step == 1) + { + // TRSV(L, r, x) + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecX, r.values); + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecY, xv); + nvpl_sparse_sp_mat_set_attribute( + A.nvplSparseOpt.matL, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_l), sizeof(fillmode_l)); + nvpl_sparse_spsv_solve(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &one, A.nvplSparseOpt.matL, + A.nvplSparseOpt.vecX, A.nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, NVPL_SPARSE_SPSV_ALG_DEFAULT, + A.nvplSparseOpt.spsvDescrL); + + // SPMV(D, x, t) t = D*x + SpmvDiagCpu(nrow, A.diagonal, xv, temp); + + // TRSV(U, x, x) + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecX, temp); + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecY, xv); + nvpl_sparse_sp_mat_set_attribute( + A.nvplSparseOpt.matU, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_u), sizeof(fillmode_u)); + nvpl_sparse_spsv_solve(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &one, A.nvplSparseOpt.matU, + A.nvplSparseOpt.vecX, A.nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, NVPL_SPARSE_SPSV_ALG_DEFAULT, + A.nvplSparseOpt.spsvDescrU); + + if (A.mgData != 0) + { + // SPMV(L, x, t): t += L*x + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecX, xv); + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecY, temp); + nvpl_sparse_spmv(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &one, A.nvplSparseOpt.matL, + A.nvplSparseOpt.vecX, &one, A.nvplSparseOpt.vecY, A.nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPMV_ALG_DEFAULT, A.nvplSparseOpt.spmvLDescr); + +#ifndef HPCG_NO_MPI + ExchangeHaloCpu(A, x); + if (A.totalToBeSent > 0) + { + ExtSpMVCpu(A, nrow, 1.0, xv, temp); + } +#endif + } + } + else if (step == 0) + { + // SPMV(U, x, t) t = U*x + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecX, xv); + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecY, (*A.mgData->Axf).values); + + nvpl_sparse_spmv(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &one, A.nvplSparseOpt.matU, + A.nvplSparseOpt.vecX, &zero, A.nvplSparseOpt.vecY, A.nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPMV_ALG_DEFAULT, A.nvplSparseOpt.spmvUDescr); + + // axpy: t = r-t + AxpbyCpu(nrow, rv, (*A.mgData->Axf).values, temp); + +#ifndef HPCG_NO_MPI + // MPI_Ibarrier --> will help improve MPI_Allreduce in dot product + ExchangeHaloCpu(A, x, A.level == 0 ? 1 /*call MPI_Ibarrier*/ : 0); + if (A.totalToBeSent > 0) + { + ExtSpMVCpu(A, nrow, -1.0, xv, temp); + } +#endif + + // TRSV(L, r-t, x) + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecX, temp); + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecY, xv); + nvpl_sparse_sp_mat_set_attribute( + A.nvplSparseOpt.matL, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_l), sizeof(fillmode_l)); + nvpl_sparse_spsv_solve(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &one, A.nvplSparseOpt.matL, + A.nvplSparseOpt.vecX, A.nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, NVPL_SPARSE_SPSV_ALG_DEFAULT, + A.nvplSparseOpt.spsvDescrL); + + // SPMV(D, x, t) t += D*x + SpFmaCpu(nrow, A.diagonal, xv, (*A.mgData->Axf).values); + + // TRSV(U, x, x) + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecX, (*A.mgData->Axf).values); + nvpl_sparse_dn_vec_set_values(A.nvplSparseOpt.vecY, xv); + nvpl_sparse_sp_mat_set_attribute( + A.nvplSparseOpt.matU, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_u), sizeof(fillmode_u)); + nvpl_sparse_spsv_solve(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &one, A.nvplSparseOpt.matU, + A.nvplSparseOpt.vecX, A.nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, NVPL_SPARSE_SPSV_ALG_DEFAULT, + A.nvplSparseOpt.spsvDescrU); + } + + return 0; +} +#endif // USE_GRACE + +int ComputeSYMGS(const SparseMatrix& A, const Vector& r, Vector& x, bool step) +{ + if (A.rankType == GPU) + { +#ifdef USE_CUDA + ComputeSYMGS_Gpu(A, r, x, step); +#endif + } + else + { +#ifdef USE_GRACE + ComputeSYMGS_Cpu(A, r, x, step); +#endif + } + + return 0; +} diff --git a/src/ComputeSYMGS.hpp b/src/ComputeSYMGS.hpp new file mode 100644 index 0000000..e3f7d78 --- /dev/null +++ b/src/ComputeSYMGS.hpp @@ -0,0 +1,39 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef COMPUTESYMGS_HPP +#define COMPUTESYMGS_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +int ComputeSYMGS(const SparseMatrix& A, const Vector& r, Vector& x, bool step); + +#endif // COMPUTESYMGS_HPP diff --git a/src/ComputeSYMGS_ref.cpp b/src/ComputeSYMGS_ref.cpp new file mode 100644 index 0000000..3f9d266 --- /dev/null +++ b/src/ComputeSYMGS_ref.cpp @@ -0,0 +1,110 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeSYMGS_ref.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include "ExchangeHalo.hpp" +#endif +#include "ComputeSYMGS_ref.hpp" +#include + +/*! + Computes one step of symmetric Gauss-Seidel: + + Assumption about the structure of matrix A: + - Each row 'i' of the matrix has nonzero diagonal value whose address is matrixDiagonal[i] + - Entries in row 'i' are ordered such that: + - lower triangular terms are stored before the diagonal element. + - upper triangular terms are stored after the diagonal element. + - No other assumptions are made about entry ordering. + + Symmetric Gauss-Seidel notes: + - We use the input vector x as the RHS and start with an initial guess for y of all zeros. + - We perform one forward sweep. x should be initially zero on the first GS sweep, but we do not attempt to exploit + this fact. + - We then perform one back sweep. + - For simplicity we include the diagonal contribution in the for-j loop, then correct the sum after + + @param[in] A the known system matrix + @param[in] r the input vector + @param[inout] x On entry, x should contain relevant values, on exit x contains the result of one symmetric GS sweep + with r as the RHS. + + + @warning Early versions of this kernel (Version 1.1 and earlier) had the r and x arguments in reverse order, and out + of sync with other kernels. + + @return returns 0 upon success and non-zero otherwise + + @see ComputeSYMGS +*/ +int ComputeSYMGS_ref(const SparseMatrix& A, const Vector& r, Vector& x) +{ + + assert(x.localLength == A.localNumberOfColumns); // Make sure x contain space for halo values + +#ifndef HPCG_NO_MPI + ExchangeHalo(A, x); +#endif + + const local_int_t nrow = A.localNumberOfRows; + double** matrixDiagonal = A.matrixDiagonal; // An array of pointers to the diagonal entries A.matrixValues + const double* const rv = r.values; + double* const xv = x.values; + + for (local_int_t i = 0; i < nrow; i++) + { + const double* const currentValues = A.matrixValues[i]; + const local_int_t* const currentColIndices = A.mtxIndL[i]; + const int currentNumberOfNonzeros = A.nonzerosInRow[i]; + const double currentDiagonal = matrixDiagonal[i][0]; // Current diagonal value + double sum = rv[i]; // RHS value + + for (int j = 0; j < currentNumberOfNonzeros; j++) + { + local_int_t curCol = currentColIndices[j]; + sum -= currentValues[j] * xv[curCol]; + } + sum += xv[i] * currentDiagonal; // Remove diagonal contribution from previous loop + + xv[i] = sum / currentDiagonal; + } + + // Now the back sweep. + + for (local_int_t i = nrow - 1; i >= 0; i--) + { + const double* const currentValues = A.matrixValues[i]; + const local_int_t* const currentColIndices = A.mtxIndL[i]; + const int currentNumberOfNonzeros = A.nonzerosInRow[i]; + const double currentDiagonal = matrixDiagonal[i][0]; // Current diagonal value + double sum = rv[i]; // RHS value + + for (int j = 0; j < currentNumberOfNonzeros; j++) + { + local_int_t curCol = currentColIndices[j]; + sum -= currentValues[j] * xv[curCol]; + } + sum += xv[i] * currentDiagonal; // Remove diagonal contribution from previous loop + + xv[i] = sum / currentDiagonal; + } + + return 0; +} diff --git a/src/ComputeSYMGS_ref.hpp b/src/ComputeSYMGS_ref.hpp new file mode 100644 index 0000000..3a32ac4 --- /dev/null +++ b/src/ComputeSYMGS_ref.hpp @@ -0,0 +1,22 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTESYMGS_REF_HPP +#define COMPUTESYMGS_REF_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +int ComputeSYMGS_ref(const SparseMatrix& A, const Vector& r, Vector& x); + +#endif // COMPUTESYMGS_REF_HPP diff --git a/src/ComputeWAXPBY.cpp b/src/ComputeWAXPBY.cpp new file mode 100644 index 0000000..4f73e4f --- /dev/null +++ b/src/ComputeWAXPBY.cpp @@ -0,0 +1,89 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ComputeWAXPBY.cpp + + HPCG routine + */ +#ifndef HPCG_NO_MPI +#include "mytimer.hpp" +#include +#endif +#ifndef HPCG_NO_OPENMP +#include +#endif +#ifdef USE_CUDA +#include "Cuda.hpp" +#endif +#include "ComputeWAXPBY.hpp" +#include "ComputeWAXPBY_ref.hpp" +#include "CpuKernels.hpp" +#include "CudaKernels.hpp" +#include "SparseMatrix.hpp" + +/*! + Routine to compute the update of a vector with the sum of two + scaled vectors where: w = alpha*x + beta*y + + This routine calls the reference WAXPBY implementation by default, but + can be replaced by a custom, optimized routine suited for + the target system. + + @param[in] n the number of vector elements (on this processor) + @param[in] alpha, beta the scalars applied to x and y respectively. + @param[in] x, y the input vectors + @param[out] w the output vector + @param[out] isOptimized should be set to false if this routine uses the reference implementation (is not optimized); + otherwise leave it unchanged + + @return returns 0 upon success and non-zero otherwise + + @see ComputeWAXPBY_ref +*/ + +int ComputeWAXPBY(const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, + Vector& w, bool& isOptimized, rank_type_t rt) +{ + if (rt == GPU) + { +#ifdef USE_CUDA + ComputeWAXPBYCuda(n, alpha, x, beta, y, w); +#endif + } + else + { +#ifdef USE_GRACE + ComputeWAXPBYCpu(n, alpha, x, beta, y, w, isOptimized); +#endif + } + return 0; +} diff --git a/src/ComputeWAXPBY.hpp b/src/ComputeWAXPBY.hpp new file mode 100644 index 0000000..a77032c --- /dev/null +++ b/src/ComputeWAXPBY.hpp @@ -0,0 +1,39 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef COMPUTEWAXPBY_HPP +#define COMPUTEWAXPBY_HPP +#include "Vector.hpp" + +int ComputeWAXPBY(const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, + Vector& w, bool& isOptimized, rank_type_t rt); + +#endif // COMPUTEWAXPBY_HPP diff --git a/src/ComputeWAXPBY_ref.cpp b/src/ComputeWAXPBY_ref.cpp new file mode 100644 index 0000000..82552b7 --- /dev/null +++ b/src/ComputeWAXPBY_ref.cpp @@ -0,0 +1,79 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file ComputeWAXPBY_ref.cpp + + HPCG routine + */ + +#include "ComputeWAXPBY_ref.hpp" +#ifndef HPCG_NO_OPENMP +#include +#endif +#include +/*! + Routine to compute the update of a vector with the sum of two + scaled vectors where: w = alpha*x + beta*y + + This is the reference WAXPBY impmentation. It CANNOT be modified for the + purposes of this benchmark. + + @param[in] n the number of vector elements (on this processor) + @param[in] alpha, beta the scalars applied to x and y respectively. + @param[in] x, y the input vectors + @param[out] w the output vector. + + @return returns 0 upon success and non-zero otherwise + + @see ComputeWAXPBY +*/ +int ComputeWAXPBY_ref( + const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, Vector& w) +{ + + assert(x.localLength >= n); // Test vector lengths + assert(y.localLength >= n); + + const double* const xv = x.values; + const double* const yv = y.values; + double* const wv = w.values; + + if (alpha == 1.0) + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < n; i++) + wv[i] = xv[i] + beta * yv[i]; + } + else if (beta == 1.0) + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < n; i++) + wv[i] = alpha * xv[i] + yv[i]; + } + else + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < n; i++) + wv[i] = alpha * xv[i] + beta * yv[i]; + } + + return 0; +} diff --git a/src/ComputeWAXPBY_ref.hpp b/src/ComputeWAXPBY_ref.hpp new file mode 100644 index 0000000..4e4c800 --- /dev/null +++ b/src/ComputeWAXPBY_ref.hpp @@ -0,0 +1,20 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef COMPUTEWAXPBY_REF_HPP +#define COMPUTEWAXPBY_REF_HPP +#include "Vector.hpp" +int ComputeWAXPBY_ref( + const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, Vector& w); +#endif // COMPUTEWAXPBY_REF_HPP diff --git a/src/CpuKernels.cpp b/src/CpuKernels.cpp new file mode 100644 index 0000000..8bce9af --- /dev/null +++ b/src/CpuKernels.cpp @@ -0,0 +1,1351 @@ +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifdef USE_GRACE +#include "CpuKernels.hpp" + +extern bool Use_Hpcg_Mem_Reduction; /*USE HPCG aggresive memory reduction*/ + +//////////////////////// Allocate CPU/Grace Memory data structures ///////////// +size_t AllocateMemCpu(SparseMatrix& A_in) +{ + SparseMatrix* A = &A_in; + local_int_t numberOfMgLevels = 4; + local_int_t slice_size = A->slice_size; + size_t opt_mem = 0; + for (int level = 0; level < numberOfMgLevels; ++level) + { + A->level = level; + A->slice_size = slice_size; + size_t nrow = A->localNumberOfRows; + size_t ncol = A->localNumberOfColumns; + + A->diagonal = new double[nrow]; + + A->ref2opt = new local_int_t[ncol]; + A->opt2ref = new local_int_t[ncol]; + A->f2cPerm = new local_int_t[ncol]; + A->totalColors = 2 * 2 * 2; // two colors per axis + A->cpuAux.color = new local_int_t[nrow]; + A->cpuAux.firstRowOfColor = new local_int_t[nrow]; + A->cpuAux.nRowsWithColor = new local_int_t[A->totalColors]; + A->tempBuffer = new double[nrow]; + // CSR external matrix + A->csrExtOffsets = new local_int_t[nrow + 1]; + A->csrExtColumns = new local_int_t[A->extNnz]; + A->csrExtValues = new double[A->extNnz]; + + opt_mem += 2 * nrow * sizeof(double); + opt_mem += 3 * ncol * sizeof(local_int_t); + opt_mem += 4 * nrow * sizeof(local_int_t); + + size_t num_slices = (nrow + slice_size - 1) / slice_size; + size_t padded_nrow = num_slices * slice_size; + + /* + Size 512x512x288 is the largest int32 local problem size with + lowest convergence rate. Hard-coded size is used to avoid + allocate memory in the middle of the Optimization phase. + Size 512x512x296 is the largest possible int32 local problem + size. + Hard-coding is used only when Use_Hpcg_Mem_Reduction is set + to true in src/main. Other wise we use an estimation div- + isor for L and U matrices. + */ + bool power_two = (nrow & (nrow - 1)) == 0; + float divisor = nrow < 8192 ? 1.0 : (power_two? 1.85 : 1.60); + local_int_t estimated_size = (padded_nrow * HPCG_MAX_ROW_LEN * 1.0f) / divisor; + local_int_t v288x512x512[] = {1057190464, 132276512, 16615072, 2074384}; + local_int_t v296x512x512[] = {1095636608, 136618560, 16967616, 2883872}; + local_int_t* v = nrow == 288 * 512 * 512 ? v288x512x512 + : nrow == 296 * 512 * 512 ? v296x512x512 + : nullptr; + if (v != nullptr) + { + if (level == 0) + estimated_size = v[0]; + else if (level == 1) + estimated_size = v[1]; + else if (level == 2) + estimated_size = v[2]; + else if (level == 3) + estimated_size = v[3]; + } + + A->sellASliceMrl = new local_int_t[num_slices + 1]; + A->sellLSliceMrl = new local_int_t[num_slices + 1]; + A->sellUSliceMrl = new local_int_t[num_slices + 1]; + + A->sellAPermColumns = new local_int_t[padded_nrow * HPCG_MAX_ROW_LEN]; + A->sellLPermColumns = new local_int_t[estimated_size]; // Should be much less + A->sellUPermColumns = new local_int_t[estimated_size]; // Should be much less + + A->sellAPermValues = new double[padded_nrow * HPCG_MAX_ROW_LEN]; + A->sellLPermValues = new double[estimated_size]; + if (Use_Hpcg_Mem_Reduction) + { + // This optimization benefits from strictly L and U + A->sellUPermValues = A->sellLPermValues; + opt_mem += 1 * estimated_size * (sizeof(double)); + } + else + { + A->sellUPermValues = new double[estimated_size]; + opt_mem += 2 * estimated_size * (sizeof(double)); + } + + opt_mem += 3 * num_slices * sizeof(local_int_t); + opt_mem += padded_nrow * HPCG_MAX_ROW_LEN * (sizeof(double) + sizeof(local_int_t)); + opt_mem += 2 * estimated_size * sizeof(local_int_t); + + // SpSV related memory optimization + // HPCG estimated buffer size + if (Use_Hpcg_Mem_Reduction && nrow % 8 == 0) + { + // Helps SpSV reduce memory footprint/HPCG specific + opt_mem += 2048 + 8 * sizeof(local_int_t) * nrow; + A->bufferSvL = new char[2048 + 8 * sizeof(local_int_t) * nrow]; + // Same buffer since they both share the same diagional + A->bufferSvU = A->bufferSvL; + } + + // Temporal vectors for permutation + opt_mem += 2 * A->localNumberOfRows * sizeof(double); + + A = A->Ac; + } + return opt_mem; +} + +//////////////////////// Deallocate CPU/Grace Memory data structures ////////// +void DeleteMatrixCpu(SparseMatrix& A) +{ + local_int_t numberOfMgLevels = 4; + SparseMatrix* AA = &A; + for (int level = 0; level < numberOfMgLevels; ++level) + { +#ifndef HPCG_CONTIGUOUS_ARRAYS + for (local_int_t i = 0; i < AA->localNumberOfRows; ++i) + { + delete[] AA->matrixValues[i]; + delete[] AA->mtxIndL[i]; + } +#else + delete[] AA->matrixValues[0]; + delete[] AA->mtxIndL[0]; +#endif + if (AA->title) + delete[] AA->title; + if (AA->nonzerosInRow) + delete[] AA->nonzerosInRow; + if (AA->mtxIndG) + delete[] AA->mtxIndG; + if (AA->mtxIndL) + delete[] AA->mtxIndL; + if (AA->matrixValues) + delete[] AA->matrixValues; + if (AA->matrixDiagonal) + delete[] AA->matrixDiagonal; + if (AA->tempBuffer) + delete[] AA->tempBuffer; + + if (AA->ref2opt) + delete[] AA->ref2opt; + if (AA->opt2ref) + delete[] AA->opt2ref; + +#ifndef HPCG_NO_MPI + if (AA->elementsToSend) + delete[] AA->elementsToSend; + if (AA->neighbors) + delete[] AA->neighbors; + if (AA->receiveLength) + delete[] AA->receiveLength; + if (AA->sendLength) + delete[] AA->sendLength; + if (AA->sendBuffer) + delete[] AA->sendBuffer; +#endif + + if (AA->sellASliceMrl) + delete[] AA->sellASliceMrl; + if (AA->sellLSliceMrl) + delete[] AA->sellLSliceMrl; + if (AA->sellUSliceMrl) + delete[] AA->sellUSliceMrl; + + if (AA->sellAPermColumns) + delete[] AA->sellAPermColumns; + if (AA->sellLPermColumns) + delete[] AA->sellLPermColumns; + if (AA->sellUPermColumns) + delete[] AA->sellUPermColumns; + + if (AA->sellAPermValues) + delete[] AA->sellAPermValues; + if (AA->sellLPermValues) + delete[] AA->sellLPermValues; + if (AA->sellUPermValues && !Use_Hpcg_Mem_Reduction) + delete[] AA->sellUPermValues; + + if (AA->diagonal) + delete[] AA->diagonal; + + if (AA->csrExtOffsets) + delete[] AA->csrExtOffsets; + if (AA->csrExtColumns) + delete[] AA->csrExtColumns; + if (AA->csrExtValues) + delete[] AA->csrExtValues; + + if (AA->f2cPerm) + delete[] AA->f2cPerm; + if (AA->cpuAux.color) + delete[] AA->cpuAux.color; + if (AA->cpuAux.firstRowOfColor) + delete[] AA->cpuAux.firstRowOfColor; + if (AA->cpuAux.nRowsWithColor) + delete[] AA->cpuAux.nRowsWithColor; + + if (AA->bufferSvL) + delete[] AA->bufferSvL; + if (AA->nvplSparseOpt.vecX) + nvpl_sparse_destroy_dn_vec(AA->nvplSparseOpt.vecX); + if (AA->nvplSparseOpt.vecY) + nvpl_sparse_destroy_dn_vec(AA->nvplSparseOpt.vecY); + + if (AA->geom != 0) + { + DeleteGeometry(*AA->geom); + delete AA->geom; + AA->geom = 0; + } + if (AA->mgData != 0) + { + DeleteMGData(*AA->mgData); + delete AA->mgData; + AA->mgData = 0; + } // Delete MG data + +#ifndef HPCG_NO_MPI + if (P2P_Mode == MPI_CPU_All2allv) + { + delete[] AA->scounts; + delete[] AA->rcounts; + delete[] AA->sdispls; + delete[] AA->rdispls; + } +#endif + + AA = AA->Ac; + } +} + +///////// Find the size of CPU reference allocated memory // +size_t EstimateCpuRefMem(SparseMatrix& A) +{ + // Borrowed from ReportResults.cpp + const int numberOfMgLevels = 4; // Number of levels including first + local_int_t fnrow = A.localNumberOfRows; + + const SparseMatrix* Af = &A; + double numberOfNonzerosPerRow + = 27.0; // We are approximating a 27-point finite element/volume/difference 3D stencil + + double fnbytes = ((double) sizeof(Geometry)); // Geometry struct in main.cpp + //fnbytes += ((double) sizeof(double) * fNumberOfCgSets); // testnorms_data in main.cpp + + // Model for GenerateProblem_ref.cpp + fnbytes += fnrow * sizeof(char); // array nonzerosInRow + fnbytes += fnrow * ((double) sizeof(global_int_t*)); // mtxIndG + fnbytes += fnrow * ((double) sizeof(local_int_t*)); // mtxIndL + fnbytes += fnrow * ((double) sizeof(double*)); // matrixValues + fnbytes += fnrow * ((double) sizeof(double*)); // matrixDiagonal + fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(local_int_t)); // mtxIndL[1..nrows] + fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(double)); // matrixValues[1..nrows] + //fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(global_int_t)); // mtxIndG[1..nrows] + fnbytes += fnrow * ((double) 3 * sizeof(double)); // x, b, xexact + + // Model for CGData.hpp + double fncol = ((global_int_t) A.localNumberOfColumns); + fnbytes += fnrow * ((double) 2 * sizeof(double)); // r, Ap + fnbytes += fncol * ((double) 2 * sizeof(double)); // z, p + + std::vector fnbytesPerLevel(numberOfMgLevels); // Count byte usage per level (level 0 is main CG level) + fnbytesPerLevel[0] = fnbytes; + + Af = A.Ac; + for (int i = 1; i < numberOfMgLevels; ++i) + { + double fnrow_Af = Af->localNumberOfRows; + double fncol_Af = ((global_int_t) Af->localNumberOfColumns); + double fnbytes_Af = 0.0; + // Model for GenerateCoarseProblem.cpp + fnbytes_Af += fnrow_Af * ((double) sizeof(local_int_t)); // f2cOperator + fnbytes_Af += fnrow_Af * ((double) sizeof(double)); // rc + fnbytes_Af += 2.0 * fncol_Af + * ((double) sizeof(double)); // xc, Axf are estimated based on the size of these arrays on rank 0 + fnbytes_Af += ((double) (sizeof(Geometry) + sizeof(SparseMatrix) + 3 * sizeof(Vector) + + sizeof(MGData))); // Account for structs geomc, Ac, rc, xc, Axf - (minor) + + // Model for GenerateProblem.cpp (called within GenerateCoarseProblem.cpp) + fnbytes_Af += fnrow_Af * sizeof(char); // array nonzerosInRow + fnbytes_Af += fnrow_Af * ((double) sizeof(global_int_t*)); // mtxIndG + fnbytes_Af += fnrow_Af * ((double) sizeof(local_int_t*)); // mtxIndL + fnbytes_Af += fnrow_Af * ((double) sizeof(double*)); // matrixValues + fnbytes_Af += fnrow_Af * ((double) sizeof(double*)); // matrixDiagonal + fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(local_int_t)); // mtxIndL[1..nrows] + fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(double)); // matrixValues[1..nrows] + //fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(global_int_t)); // mtxIndG[1..nrows] + +// Model for SetupHalo_ref.cpp +#ifndef HPCG_NO_MPI + fnbytes_Af += ((double) sizeof(double) * Af->totalToBeSent); // sendBuffer + fnbytes_Af += ((double) sizeof(local_int_t) * Af->totalToBeSent); // elementsToSend + fnbytes_Af += ((double) sizeof(int) * Af->numberOfSendNeighbors); // neighbors + fnbytes_Af += ((double) sizeof(local_int_t) * Af->numberOfSendNeighbors); // receiveLength, sendLength +#endif + fnbytesPerLevel[i] = fnbytes_Af; + fnbytes += fnbytes_Af; // Running sum + Af = Af->Ac; // Go to next coarse level + } + + return fnbytes; +} +//////////////////////// Generate Problem ///////////////////////////////////// +/* + Inclusive Prefix Sum +*/ +void PrefixsumCpu(int* x, int N) +{ + local_int_t* suma; +#pragma omp parallel + { + const int ithread = omp_get_thread_num(); + const int nthreads = omp_get_num_threads(); + local_int_t sum = local_int_t{}; + +#pragma omp single + { + suma = new local_int_t[nthreads + 1]; + suma[0] = local_int_t{}; + } + +#pragma omp for schedule(static) + for (auto i = 0; i < N; i++) + { + sum += x[i]; + x[i] = sum; + } + suma[ithread + 1] = sum; + +#pragma omp barrier + + local_int_t offset = local_int_t{}; + for (local_int_t i = 0; i < (ithread + 1); i++) + { + offset += suma[i]; + } + +#pragma omp for schedule(static) + for (auto i = 0; i < N; i++) + { + x[i] += offset; + } + +#pragma omp single + delete[] suma; + } +} + +//////////////////////// Optimize Problem ///////////////////////////////////// +/* + //Assumes 8 colors +*/ +void Prefixsum8ColCpu(local_int_t* colors, local_int_t* temp, local_int_t N) +{ + local_int_t* sum_acc; +#pragma omp parallel + { + const int ithread = omp_get_thread_num(); + const int nthreads = omp_get_num_threads(); + local_int_t sum[8] = {0, 0, 0, 0, 0, 0, 0, 0}; + +#pragma omp single + { + sum_acc = new local_int_t[8 * (nthreads + 1)]; + sum_acc[0] = local_int_t{}; + sum_acc[1] = local_int_t{}; + sum_acc[2] = local_int_t{}; + sum_acc[3] = local_int_t{}; + sum_acc[4] = local_int_t{}; + sum_acc[5] = local_int_t{}; + sum_acc[6] = local_int_t{}; + sum_acc[7] = local_int_t{}; + } + +#pragma omp for schedule(static) + for (auto i = 0; i < N; i++) + { + local_int_t c = colors[i]; + sum[c]++; + temp[i] = sum[c] - 1; + } + + for (int i = 0; i < 8; i++) + sum_acc[8 * (ithread + 1) + i] = sum[i]; + +#pragma omp barrier + + local_int_t offset[8] = {0, 0, 0, 0, 0, 0, 0, 0}; + for (local_int_t i = 1; i < (ithread + 1); i++) + { + for (int j = 0; j < 8; j++) + offset[j] += sum_acc[8 * i + j]; + } + +#pragma omp for schedule(static) + for (local_int_t i = 0; i < N; i++) + { + temp[i] += offset[colors[i]]; + } + } + + delete[] sum_acc; +} + +local_int_t parCount(local_int_t* arr, local_int_t N, local_int_t val) +{ + local_int_t count = 0; +#pragma omp parallel for reduction(+:count) + for (local_int_t i = 0; i < N; i++) + { + count += (arr[i] == val); + } + return count; +} + +local_int_t parMaxElement(local_int_t* arr, local_int_t N) +{ + local_int_t maxElement = arr[0]; +#pragma omp parallel for reduction(max:maxElement) + for (local_int_t i = 1; i < N; i++) + { + maxElement = arr[i] > maxElement ? arr[i] : maxElement; + } + return maxElement; +} + +/* + CPU Kernel + Minmax hashing used for graph coloring + Colring is based on Jones-Plassmann Luby algorithm + Create hash by reversing bits +*/ +unsigned int hash(unsigned int n) +{ + unsigned int rev = 0; + for (int i = 0; i < sizeof(unsigned int) * 8; i++) + { + rev = rev << 1; + if ((n & 1) > 0) + { + rev = rev ^ 1; + } + n = n >> 1; + } + return rev; +} + +/* + CPU Kernel + Minmax hashing used for graph coloring + Colring is based on Jones-Plassmann Luby algorithm +*/ +void minmaxHashStep(SparseMatrix& A, int next_color, int next_color_p1, local_int_t nrow, + local_int_t* color, std::vector& count_colors) +{ +#pragma omp parallel for + for (local_int_t i = 0; i < nrow; i++) + { + // Skip already colored rows + if (color[i] != -1) + continue; + unsigned int i_rand = hash(i); + // is it local min or max? + bool not_min = false; + bool not_max = false; + for (int j = 0; j < A.nonzerosInRow[i]; j++) + { + local_int_t col_index = A.mtxIndL[i][j]; + // Skip diagonal and external values + if (col_index == i || col_index >= nrow) + continue; + int j_color = color[col_index]; + // skip colored neighbours (consider only graph formed by removing them) + if (j_color != -1 && j_color != next_color && j_color != next_color_p1) + { + continue; + } + unsigned int j_rand = hash(col_index); + // stop if any neighbour is greater or least than (i.e., not local min/max) + if (i_rand <= j_rand) + not_max = true; + if (i_rand >= j_rand) + not_min = true; + if (not_max && not_min) + break; + } + // we made it here, which means we have no higher/lower uncoloured neighbour + // so, we are selected + if (!not_min) + { + color[i] = next_color; + } + else if (!not_max) + { // else b/c we can be either min or max + color[i] = next_color_p1; + } + } +} + +/* + CPU Kernel + Minmax hashing used for graph coloring + Colring is based on Jones-Plassmann Luby algorithm + Create hash by reversing bits +*/ +void testHashStep3(SparseMatrix& A,local_int_t* color, int next_color, unsigned int seed, int check_color) +{ + local_int_t nrow = A.localNumberOfRows; +#pragma omp parallel + for (int i = 0; i < nrow; i++) + { + if (color[i] != check_color) + continue; + int trial_color; + int iter; + for (iter = 0; iter < check_color; iter++) + { + trial_color = (iter + (i % seed) + next_color) % seed; + bool color_used = false; + for (int jj = 0; jj < A.nonzerosInRow[i]; jj++) + { + local_int_t j = A.mtxIndL[i][jj]; + + // skip diagonal and external values + if (j == 1 || j == -1 || j >= nrow) + continue; + + int j_color = color[j]; + if (j_color == trial_color) + { + color_used = true; + break; + } + } + if (!color_used) + { + color[i] = trial_color; + } + } + } +} + +/* + Based on Jones-Plassmann Luby algorithm +*/ +void ColorMatrixCpu(SparseMatrix& A, int* num_colors) +{ + local_int_t nrow = A.localNumberOfRows; + local_int_t* color = A.cpuAux.color; + +#pragma omp parallel for + for (auto c = 0; c < nrow; c++) + { + color[c] = -1; + } + + int color_order[8] = {7, 4, 2, 6, 5, 1, 3, 0}; + int perm_colors[8] = {color_order[0], color_order[7], color_order[4], color_order[3], color_order[2], + color_order[5], color_order[6], color_order[1]}; + int next_color = 0; + int seed = 0; + int done = 0; + int step = 0; + int max_colors = 8; + *num_colors = 0; + local_int_t colored = 0; + std::vector count_colors(max_colors * 2); + while (!done && step < max_colors / 2) + { + done = 1; + if (next_color < 7) + { + // minmax hash step + minmaxHashStep(A, perm_colors[next_color], perm_colors[next_color + 1], nrow, color, count_colors); + // count how many rows we just colored + count_colors[perm_colors[next_color]] = parCount(color, nrow, perm_colors[next_color]);//std::count(color, color + nrow, perm_colors[next_color]); + count_colors[perm_colors[next_color + 1]] = parCount(color, nrow, perm_colors[next_color + 1]); + colored += count_colors[perm_colors[next_color]] + count_colors[perm_colors[next_color + 1]]; + } + else + { + // minmax hash step + minmaxHashStep(A, next_color, next_color + 1, nrow, color, count_colors); + // count how many rows we just colored + count_colors[next_color] = parCount(color, nrow, perm_colors[next_color]); + count_colors[next_color + 1] = parCount(color, nrow, perm_colors[next_color + 1]); + colored += count_colors[next_color] + count_colors[next_color + 1]; + } + // Are we done? + if (colored < nrow) + done = 0; + step++; + next_color += 2; + } + + // Up to here, matrix has been colored + // We'll try to improve the coloring + int check_color; + int color_target = 1; + int recolor_times = 10; + int maxx = parMaxElement(color, nrow); + + int max_used_color = maxx; + if (maxx > 15) + { + for (int target_color_count = maxx - 1; target_color_count > 13; target_color_count--) + { + int it_count = 0; + while (it_count < recolor_times && maxx > target_color_count) + { + for (check_color = maxx; check_color >= color_target; check_color--) + { + testHashStep3(A, color, it_count, 15, check_color); + } + maxx = parMaxElement(color, nrow); + count_colors[maxx] = parCount(color, nrow, maxx); + it_count++; + } + } + } + + for (int i = 0; i < max_colors; i++) + { + count_colors[i] = 0; + } + + for (check_color = 0; check_color < next_color; check_color++) + { + count_colors[check_color] = parCount(color, nrow, check_color); + } + max_used_color = 0; + for (int i = 0; i < max_colors; i++) + { + if (count_colors[i] > 0) + max_used_color = i; + } + + *num_colors = max_used_color + 1; + local_int_t nvcolors = *num_colors; + local_int_t *counter, nthreads; + #pragma omp parallel shared(counter, nthreads) + { + const int ithread = omp_get_thread_num(); + nthreads = omp_get_num_threads(); + #pragma omp single + { + counter = new local_int_t[nvcolors * omp_get_num_threads()]; + } + +#pragma omp for + for(int i = 0; i < nvcolors * nthreads; i++) + { + counter[i] = 0; + } + +#pragma omp for + for (local_int_t i = 0; i < nrow; i++) + { + local_int_t c = color[i]; + counter[ithread * nvcolors + c]++; + } + } + + // Sequential instead of atomics inside the omp region + for (int j = 0; j < nvcolors; j++) + { + local_int_t cc = 0; + for(int i = 0; i < nthreads; i++) + { + cc+= counter[i * nvcolors + j]; + } + + A.cpuAux.nRowsWithColor[j] = cc; + } + + delete [] counter; +} + +/* + Permute matrix rows and create A, L, and U in Sliced-Ellpack format +*/ +void CreateSellPermCpu(SparseMatrix& A) +{ + local_int_t nrow = A.localNumberOfRows; + local_int_t slice_size = A.slice_size; + local_int_t* temp = new local_int_t[nrow + 1]; + local_int_t* color = A.cpuAux.color; + Prefixsum8ColCpu(color, temp, nrow); + +#pragma omp parallel for + for (auto i = 0; i < nrow; i++) + { + auto c = color[i]; + local_int_t targetRowIdx = A.cpuAux.firstRowOfColor[c] + temp[i]; + A.ref2opt[i] = targetRowIdx; + A.opt2ref[targetRowIdx] = i; + } + delete[] temp; + + A.csrExtOffsets[0] = 0; +#pragma omp parallel for + for (auto i = 0; i < nrow; i++) + { + local_int_t originalRow = A.opt2ref[i]; + A.csrExtOffsets[i + 1] = A.cpuAux.tempIndex[originalRow]; + } + delete[] A.cpuAux.tempIndex; + PrefixsumCpu(A.csrExtOffsets + 1, nrow); + +// Don't translate external rows +#pragma omp parallel for + for (global_int_t i = nrow; i < A.localNumberOfColumns; i++) + { + A.ref2opt[i] = i; + A.opt2ref[i] = i; + } + + // Create data structures + local_int_t num_slices = (nrow + slice_size - 1) / slice_size; + local_int_t num_threads = omp_get_max_threads(); + local_int_t rows_per_thread = (nrow + num_threads - 1) / num_threads; + +#pragma omp parallel for + for (auto slice = 0; slice < num_slices + 1; slice++) + { + A.sellASliceMrl[slice] = (slice) *HPCG_MAX_ROW_LEN * slice_size; + A.sellLSliceMrl[slice] = 0; + A.sellUSliceMrl[slice] = 0; + } + +// Create A in SELL +#pragma omp parallel for + for (local_int_t i = 0; i < nrow; i++) + { + local_int_t l_nnz = 0; + local_int_t u_nnz = 0; + local_int_t ext_nnz = 0; + local_int_t originalRow = A.opt2ref[i]; + local_int_t slice_id = i / slice_size; + local_int_t in_slice_id = i % slice_size; + + local_int_t nnz_counter = 0; + local_int_t ext_nnz_index = A.csrExtOffsets[i]; + for (local_int_t j = 0; j < A.nonzerosInRow[originalRow]; j++) + { + local_int_t col = A.mtxIndL[originalRow][j]; + double val = A.matrixValues[originalRow][j]; + local_int_t new_col = A.ref2opt[col]; + if (col < nrow) + { + // Locality is bad, consider blocking + auto index = slice_id * slice_size * HPCG_MAX_ROW_LEN + nnz_counter * slice_size + in_slice_id; + A.sellAPermColumns[index] = new_col; + A.sellAPermValues[index] = val; + nnz_counter++; + + if (col == originalRow) + { // diagonal + A.diagonal[i] = val; + } + else if (new_col < i) + { // lower diagonal + l_nnz++; + } + else if (new_col > i) + { // upper diagonal + u_nnz++; + } + } + else + { + A.csrExtColumns[ext_nnz_index] = col; + A.csrExtValues[ext_nnz_index] = val; + ext_nnz_index++; + } + } + + for (; nnz_counter < HPCG_MAX_ROW_LEN; nnz_counter++) + { + auto index = slice_id * slice_size * HPCG_MAX_ROW_LEN + nnz_counter * slice_size + in_slice_id; + A.sellAPermColumns[index] = -1; + A.sellAPermValues[index] = 0.0f; + } + + local_int_t thread_slice0 = (slice_id * slice_size) / rows_per_thread; + local_int_t thread_slice1 = ((slice_id + 1) * slice_size - 1) / rows_per_thread; + + if (thread_slice0 == thread_slice1 && rows_per_thread > slice_size) + { + A.sellLSliceMrl[slice_id + 1] = std::max(A.sellLSliceMrl[slice_id + 1], l_nnz * slice_size); + A.sellUSliceMrl[slice_id + 1] = std::max(A.sellUSliceMrl[slice_id + 1], u_nnz * slice_size); + } + else + { +#pragma omp critical + { + A.sellLSliceMrl[slice_id + 1] = std::max(A.sellLSliceMrl[slice_id + 1], l_nnz * slice_size); + A.sellUSliceMrl[slice_id + 1] = std::max(A.sellUSliceMrl[slice_id + 1], u_nnz * slice_size); + } + } + } + + // Next Pefix-Sum + for (auto slice = 0; slice < num_slices; slice++) + { + A.sellLSliceMrl[slice + 1] += A.sellLSliceMrl[slice]; + A.sellUSliceMrl[slice + 1] += A.sellUSliceMrl[slice]; + } + +// Create lower and upper SELL formats +#pragma omp parallel for + for (auto i = 0; i < nrow; i++) + { + local_int_t row_inblock_id = i % slice_size; + local_int_t row_block_id = i / slice_size; + + local_int_t row_start_index = row_block_id * HPCG_MAX_ROW_LEN * slice_size + row_inblock_id; + local_int_t row_end_index = row_start_index + HPCG_MAX_ROW_LEN * slice_size; + + local_int_t l_row_start = A.sellLSliceMrl[row_block_id] + row_inblock_id; + local_int_t u_row_start = A.sellUSliceMrl[row_block_id] + row_inblock_id; + + local_int_t l_len = (A.sellLSliceMrl[row_block_id + 1] - A.sellLSliceMrl[row_block_id]) / slice_size; + local_int_t u_len = (A.sellUSliceMrl[row_block_id + 1] - A.sellUSliceMrl[row_block_id]) / slice_size; + + local_int_t l_row_end = l_row_start + l_len * slice_size; + local_int_t u_row_end = u_row_start + u_len * slice_size; + + for (local_int_t j = row_start_index; j < row_end_index; j += slice_size) + { + local_int_t col = A.sellAPermColumns[j]; + double val = A.sellAPermValues[j]; + if (col != -1 && col < i) + { + A.sellLPermColumns[l_row_start] = col; + A.sellLPermValues[l_row_start] = -1; + l_row_start += slice_size; + } + else if (col != -1 && col > i) + { + A.sellUPermColumns[u_row_start] = col; + A.sellUPermValues[u_row_start] = -1; + u_row_start += slice_size; + } + } + + // Padd lower + for (local_int_t j = l_row_start; j < l_row_end; j += slice_size) + { + A.sellLPermColumns[j] = -1; + A.sellLPermValues[j] = -1; + } + + // Padd upper + for (local_int_t j = u_row_start; j < u_row_end; j += slice_size) + { + A.sellUPermColumns[j] = -1; + A.sellUPermValues[j] = -1; + } + } +} + +/* + Permute a vector using coloring buffer + Note: Allocate and deallocates temp buffer (not efficient, + but part of auxiliary compuattaions that in optimized CG +*/ +void PermVectorCpu(local_int_t* perm, Vector& x, local_int_t length) +{ + Vector reorder; + InitializeVector(reorder, length, CPU); + CopyVector(x, reorder); + CopyAndReorderVector(reorder, x, perm); + DeleteVector(reorder); +} + +/* + Permutes the space injection operator +*/ +void F2cPermCpu(local_int_t nrow_c, local_int_t* f2c, local_int_t* f2cPerm, local_int_t* perm_f, local_int_t* iperm_c) +{ +#pragma omp parallel for + for (local_int_t i = 0; i < nrow_c; i++) + { + f2cPerm[i] = perm_f[f2c[iperm_c[i]]]; + } +} + +//////////////////////// Test CG ////////////////////////////////////////////// +/* + CPU Kernel + Replaces matrix, in sliced ELLPACK format, diagonal with values in + diagonal +*/ +void ReplaceMatrixDiagonalCpu(SparseMatrix& A, Vector diagonal) +{ +#pragma omp parallel for + for (local_int_t i = 0; i < A.localNumberOfRows; i++) + { + local_int_t slice_id = i / A.slice_size; + local_int_t in_slice_id = i % A.slice_size; + local_int_t slice_start = A.sellASliceMrl[slice_id]; + local_int_t slice_len = A.sellASliceMrl[slice_id + 1] - slice_start; + local_int_t start = slice_start + in_slice_id; + local_int_t end = start + slice_len; + for (local_int_t offset = start; offset < end; offset += A.slice_size) + { + local_int_t col = A.sellAPermColumns[offset]; + if (col == i) + A.sellAPermValues[offset] = diagonal.values[i]; + } + + A.diagonal[i] = diagonal.values[i]; + } +} + +//////////////////////// CG Support Kernels /////////////////////////////////// +/* + CPU Kernel + Computes dot product using SVE if available +*/ +void ComputeDotProductCpu( + const local_int_t n, const Vector& x, const Vector& y, double& local_result, bool& isOptimized) +{ + + local_result = 0.0; + double* xv = x.values; + double* yv = y.values; +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) + local_int_t offset0 = 0 * svcntd(); + local_int_t offset1 = 1 * svcntd(); + local_int_t offset2 = 2 * svcntd(); + local_int_t offset3 = 3 * svcntd(); + if (yv == xv) + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel + { + int threadId = omp_get_thread_num(); + int nthreads = omp_get_num_threads(); + local_int_t rowsperthread = (n + nthreads - 1) / nthreads; + local_int_t first = threadId * rowsperthread; + local_int_t last = std::min(first + rowsperthread, n); + svfloat64_t lres0 = svdup_f64(0.0); + svfloat64_t lres1 = svdup_f64(0.0); + svfloat64_t lres2 = svdup_f64(0.0); + svfloat64_t lres3 = svdup_f64(0.0); + + local_int_t stride = 4 * svcntd(); + local_int_t len = last - first; + local_int_t limit = ((len + stride - 1) / stride) * stride; + + for (local_int_t i = first; i < first + limit; i += stride) + { + svbool_t pg0 = svwhilelt_b64(i + offset0, last); + svbool_t pg1 = svwhilelt_b64(i + offset1, last); + svbool_t pg2 = svwhilelt_b64(i + offset2, last); + svbool_t pg3 = svwhilelt_b64(i + offset3, last); + svfloat64_t sv_xv0 = svld1_f64(pg0, &xv[i + offset0]); + svfloat64_t sv_xv1 = svld1_f64(pg1, &xv[i + offset1]); + svfloat64_t sv_xv2 = svld1_f64(pg2, &xv[i + offset2]); + svfloat64_t sv_xv3 = svld1_f64(pg3, &xv[i + offset3]); + lres0 = svmla_f64_m(pg0, lres0, sv_xv0, sv_xv0); + lres1 = svmla_f64_m(pg1, lres1, sv_xv1, sv_xv1); + lres2 = svmla_f64_m(pg2, lres2, sv_xv2, sv_xv2); + lres3 = svmla_f64_m(pg3, lres3, sv_xv3, sv_xv3); + } +#pragma omp critical + { + local_result += svaddv_f64(svptrue_b64(), lres0); + local_result += svaddv_f64(svptrue_b64(), lres1); + local_result += svaddv_f64(svptrue_b64(), lres2); + local_result += svaddv_f64(svptrue_b64(), lres3); + } + } +#endif // HPCG_NO_OPENMP + } + else + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel + { + int threadId = omp_get_thread_num(); + int nthreads = omp_get_num_threads(); + local_int_t rowsperthread = (n + nthreads - 1) / nthreads; + local_int_t first = threadId * rowsperthread; + local_int_t last = std::min(first + rowsperthread, n); + svfloat64_t lres0 = svdup_f64(0.0); + svfloat64_t lres1 = svdup_f64(0.0); + svfloat64_t lres2 = svdup_f64(0.0); + svfloat64_t lres3 = svdup_f64(0.0); + + local_int_t stride = 4 * svcntd(); + local_int_t len = last - first; + local_int_t limit = ((len + stride - 1) / stride) * stride; + + for (local_int_t i = first; i < first + limit; i += stride) + { + svbool_t pg0 = svwhilelt_b64(i + offset0, last); + svbool_t pg1 = svwhilelt_b64(i + offset1, last); + svbool_t pg2 = svwhilelt_b64(i + offset2, last); + svbool_t pg3 = svwhilelt_b64(i + offset3, last); + svfloat64_t sv_xv0 = svld1_f64(pg0, &xv[i + offset0]); + svfloat64_t sv_xv1 = svld1_f64(pg1, &xv[i + offset1]); + svfloat64_t sv_xv2 = svld1_f64(pg2, &xv[i + offset2]); + svfloat64_t sv_xv3 = svld1_f64(pg3, &xv[i + offset3]); + svfloat64_t sv_yv0 = svld1_f64(pg0, &yv[i + offset0]); + svfloat64_t sv_yv1 = svld1_f64(pg1, &yv[i + offset1]); + svfloat64_t sv_yv2 = svld1_f64(pg2, &yv[i + offset2]); + svfloat64_t sv_yv3 = svld1_f64(pg3, &yv[i + offset3]); + lres0 = svmla_f64_m(pg0, lres0, sv_xv0, sv_yv0); + lres1 = svmla_f64_m(pg1, lres1, sv_xv1, sv_yv1); + lres2 = svmla_f64_m(pg2, lres2, sv_xv2, sv_yv2); + lres3 = svmla_f64_m(pg3, lres3, sv_xv3, sv_yv3); + } +#pragma omp critical + { + local_result += svaddv_f64(svptrue_b64(), lres0); + local_result += svaddv_f64(svptrue_b64(), lres1); + local_result += svaddv_f64(svptrue_b64(), lres2); + local_result += svaddv_f64(svptrue_b64(), lres3); + } +#endif // HPCG_NO_OPENMP + } + } +#else + if (yv == xv) + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for reduction(+ : local_result) +#endif + for (local_int_t i = 0; i < n; i++) + local_result += xv[i] * xv[i]; + } + else + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for reduction(+ : local_result) +#endif + for (local_int_t i = 0; i < n; i++) + local_result += xv[i] * yv[i]; + } +#endif +} + +/* + CPU Kernel + Computes WAXPBY in SVE if available +*/ +int ComputeWAXPBYCpu(const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, + Vector& w, bool& isOptimized) +{ + const double* const xv = x.values; + const double* const yv = y.values; + double* const wv = w.values; + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel + { + int threadId = omp_get_thread_num(); + int nthreads = omp_get_num_threads(); + local_int_t rowsperthread = (n + nthreads - 1) / nthreads; + local_int_t first = rowsperthread * threadId; + local_int_t last = std::min(first + rowsperthread, n); +#else // HPCG_NO_OPENMP + local_int_t first = 0; + local_int_t last = n; +#endif // HPCG_NO_OPENMP + local_int_t i; + +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) // INDEX_64 in Geometry.hpp + local_int_t stride = 4 * svcntd(); + local_int_t len = last - first; + local_int_t limit = ((len + stride - 1) / stride) * stride; +#endif + + if (alpha == 1.0) + { +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) // INDEX_64 in Geometry.hpp + svfloat64_t sv_beta = svdup_f64(beta); + local_int_t off0 = svcntd() * 0; + local_int_t off1 = svcntd() * 1; + local_int_t off2 = svcntd() * 2; + local_int_t off3 = svcntd() * 3; + + for (i = first; i < last; i += stride) + { + // Generate predicates + svbool_t pg0 = svwhilelt_b64(i + off0, last); + svbool_t pg1 = svwhilelt_b64(i + off1, last); + svbool_t pg2 = svwhilelt_b64(i + off2, last); + svbool_t pg3 = svwhilelt_b64(i + off3, last); + + // Load xv values + svfloat64_t sv_xv0 = svld1_f64(pg0, &xv[i + off0]); + svfloat64_t sv_xv1 = svld1_f64(pg1, &xv[i + off1]); + svfloat64_t sv_xv2 = svld1_f64(pg2, &xv[i + off2]); + svfloat64_t sv_xv3 = svld1_f64(pg3, &xv[i + off3]); + + // Load yv values + svfloat64_t sv_yv0 = svld1_f64(pg0, &yv[i + off0]); + svfloat64_t sv_yv1 = svld1_f64(pg1, &yv[i + off1]); + svfloat64_t sv_yv2 = svld1_f64(pg2, &yv[i + off2]); + svfloat64_t sv_yv3 = svld1_f64(pg3, &yv[i + off3]); + + // Compute result + svfloat64_t sv_wv0 = svmla_f64_z(pg0, sv_xv0, sv_beta, sv_yv0); + svfloat64_t sv_wv1 = svmla_f64_z(pg1, sv_xv1, sv_beta, sv_yv1); + svfloat64_t sv_wv2 = svmla_f64_z(pg2, sv_xv2, sv_beta, sv_yv2); + svfloat64_t sv_wv3 = svmla_f64_z(pg3, sv_xv3, sv_beta, sv_yv3); + + // Store + svst1_f64(pg0, &wv[i + off0], sv_wv0); + svst1_f64(pg1, &wv[i + off1], sv_wv1); + svst1_f64(pg2, &wv[i + off2], sv_wv2); + svst1_f64(pg3, &wv[i + off3], sv_wv3); + } +#else // ! __ARM_FEATURE_SVE + for (i = first; i < last; i++) + { + wv[i] = xv[i] + beta * yv[i]; + } +#endif // __ARM_FEATURE_SVE + } + else if (beta == 1.0) + { +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) // INDEX_64 in Geometry.hpp + svfloat64_t sv_alpha = svdup_f64(alpha); + local_int_t off0 = svcntd() * 0; + local_int_t off1 = svcntd() * 1; + local_int_t off2 = svcntd() * 2; + local_int_t off3 = svcntd() * 3; + + for (i = first; i < last; i += stride) + { + // Generate predicates + svbool_t pg0 = svwhilelt_b64(i + off0, last); + svbool_t pg1 = svwhilelt_b64(i + off1, last); + svbool_t pg2 = svwhilelt_b64(i + off2, last); + svbool_t pg3 = svwhilelt_b64(i + off3, last); + + // Load xv values + svfloat64_t sv_xv0 = svld1_f64(pg0, &xv[i + off0]); + svfloat64_t sv_xv1 = svld1_f64(pg1, &xv[i + off1]); + svfloat64_t sv_xv2 = svld1_f64(pg2, &xv[i + off2]); + svfloat64_t sv_xv3 = svld1_f64(pg3, &xv[i + off3]); + + // Load yv values + svfloat64_t sv_yv0 = svld1_f64(pg0, &yv[i + off0]); + svfloat64_t sv_yv1 = svld1_f64(pg1, &yv[i + off1]); + svfloat64_t sv_yv2 = svld1_f64(pg2, &yv[i + off2]); + svfloat64_t sv_yv3 = svld1_f64(pg3, &yv[i + off3]); + + // Compute result + svfloat64_t sv_wv0 = svmla_f64_z(pg0, sv_yv0, sv_alpha, sv_xv0); + svfloat64_t sv_wv1 = svmla_f64_z(pg1, sv_yv1, sv_alpha, sv_xv1); + svfloat64_t sv_wv2 = svmla_f64_z(pg2, sv_yv2, sv_alpha, sv_xv2); + svfloat64_t sv_wv3 = svmla_f64_z(pg3, sv_yv3, sv_alpha, sv_xv3); + + // Store + svst1_f64(pg0, &wv[i + off0], sv_wv0); + svst1_f64(pg1, &wv[i + off1], sv_wv1); + svst1_f64(pg2, &wv[i + off2], sv_wv2); + svst1_f64(pg3, &wv[i + off3], sv_wv3); + } +#else // ! __ARM_FEATURE_SVE + for (i = first; i < last; i++) + { + wv[i] = alpha * xv[i] + yv[i]; + } +#endif // __ARM_FEATURE_SVE + } + else + { +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) // INDEX_64 in Geometry.hpp + svfloat64_t sv_alpha = svdup_f64(alpha); + svfloat64_t sv_beta = svdup_f64(beta); + local_int_t off0 = svcntd() * 0; + local_int_t off1 = svcntd() * 1; + local_int_t off2 = svcntd() * 2; + local_int_t off3 = svcntd() * 3; + for (i = first; i < last; i += svcntd()) + { + // Generate predicates + svbool_t pg0 = svwhilelt_b64(i + off0, last); + svbool_t pg1 = svwhilelt_b64(i + off1, last); + svbool_t pg2 = svwhilelt_b64(i + off2, last); + svbool_t pg3 = svwhilelt_b64(i + off3, last); + + // Load xv values + svfloat64_t sv_xv0 = svld1_f64(pg0, &xv[i + off0]); + svfloat64_t sv_xv1 = svld1_f64(pg1, &xv[i + off1]); + svfloat64_t sv_xv2 = svld1_f64(pg2, &xv[i + off2]); + svfloat64_t sv_xv3 = svld1_f64(pg3, &xv[i + off3]); + + // Load yv values + svfloat64_t sv_yv0 = svld1_f64(pg0, &yv[i + off0]); + svfloat64_t sv_yv1 = svld1_f64(pg1, &yv[i + off1]); + svfloat64_t sv_yv2 = svld1_f64(pg2, &yv[i + off2]); + svfloat64_t sv_yv3 = svld1_f64(pg3, &yv[i + off3]); + + // Compute xva = xv * alpha + svfloat64_t sv_xva0 = svmul_f64_z(pg0, sv_xv0, sv_alpha); + svfloat64_t sv_xva1 = svmul_f64_z(pg1, sv_xv1, sv_alpha); + svfloat64_t sv_xva2 = svmul_f64_z(pg2, sv_xv2, sv_alpha); + svfloat64_t sv_xva3 = svmul_f64_z(pg3, sv_xv3, sv_alpha); + + // Compute xva + yv * beta + svfloat64_t sv_wv0 = svmla_f64_z(pg0, sv_xva0, sv_beta, sv_yv0); + svfloat64_t sv_wv1 = svmla_f64_z(pg1, sv_xva1, sv_beta, sv_yv1); + svfloat64_t sv_wv2 = svmla_f64_z(pg2, sv_xva2, sv_beta, sv_yv2); + svfloat64_t sv_wv3 = svmla_f64_z(pg3, sv_xva3, sv_beta, sv_yv3); + + // Store + svst1_f64(pg0, &wv[i + off0], sv_wv0); + svst1_f64(pg1, &wv[i + off1], sv_wv1); + svst1_f64(pg2, &wv[i + off2], sv_wv2); + svst1_f64(pg3, &wv[i + off3], sv_wv3); + } +#else // ! __ARM_FEATURE_SVE + for (i = first; i < last; i++) + { + wv[i] = alpha * xv[i] + beta * yv[i]; + } +#endif // __ARM_FEATURE_SVE + } +#ifndef HPCG_NO_OPENMP + } // omp parallel +#endif // HPCG_NO_OPENMP + + return 0; +} + +//////////////////////// CG Support Kernels: SYMG ///////////////////////////// +/* + Multiplies x values with d and accumultaes back to x +*/ +void SpmvDiagCpu(local_int_t n, const double* x, double* y, double* z) +{ +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) // INDEX_64 in Geometry.hpp +#pragma omp parallel for + for (local_int_t i = 0; i < n; i += svcntd()) + { + svbool_t pg = svwhilelt_b64(i, n); + svfloat64_t xv = svld1_f64(pg, &x[i]); + svfloat64_t yv = svld1_f64(pg, &y[i]); + svst1_f64(pg, &z[i], svmul_f64_z(pg, xv, yv)); + } +#else +#pragma omp parallel for + for (local_int_t i = 0; i < n; i++) + { + z[i] = x[i] * y[i]; + } +#endif +} + +/* + Computes z = x - r +*/ +void AxpbyCpu(local_int_t n, double* x, double* y, double* z) +{ +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) // INDEX_64 in Geometry.hpp +#pragma omp parallel for + for (local_int_t i = 0; i < n; i += svcntd()) + { + svbool_t pg = svwhilelt_b64(i, n); + svfloat64_t xv = svld1_f64(pg, &x[i]); + svfloat64_t yv = svld1_f64(pg, &y[i]); + svst1_f64(pg, &z[i], svsub_f64_z(pg, xv, yv)); + } +#else +#pragma omp parallel for + for (local_int_t i = 0; i < n; i++) + { + z[i] = x[i] - y[i]; + } +#endif +} + +/* + Computes z += x * y +*/ +void SpFmaCpu(local_int_t n, const double* x, double* y, double* z) +{ +#if defined(__ARM_FEATURE_SVE) && !defined(INDEX_64) // INDEX_64 in Geometry.hpp +#pragma omp parallel for + for (local_int_t i = 0; i < n; i += svcntd()) + { + svbool_t pg = svwhilelt_b64(i, n); + svfloat64_t xv = svld1_f64(pg, &x[i]); + svfloat64_t yv = svld1_f64(pg, &y[i]); + svfloat64_t zv = svld1_f64(pg, &z[i]); + svst1_f64(pg, &z[i], svmad_f64_z(pg, xv, yv, zv)); + } +#else +#pragma omp parallel for + for (local_int_t i = 0; i < n; i++) + { + z[i] += x[i] * y[i]; + } +#endif +} + +/* + SpMV for external matrix +*/ +void ExtSpMVCpu(const SparseMatrix& A, const local_int_t n, const double alpha, const double* x, double* y) +{ +#pragma omp parallel for + for (local_int_t i = 0; i < n; i++) + { + double sum = 0.0; + local_int_t first = A.csrExtOffsets[i]; + local_int_t last = A.csrExtOffsets[i + 1]; + for (local_int_t j = first; j < last; j++) + { + local_int_t col = A.csrExtColumns[j]; + double val = A.csrExtValues[j]; + sum += val * x[col]; + } + y[i] += alpha * sum; + } +} +#endif // USE_GRACE \ No newline at end of file diff --git a/src/CpuKernels.hpp b/src/CpuKernels.hpp new file mode 100644 index 0000000..60e1b10 --- /dev/null +++ b/src/CpuKernels.hpp @@ -0,0 +1,92 @@ +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef CPUKERNELS_HPP +#define CPUKERNELS_HPP + +#ifdef USE_GRACE + +#include +extern nvpl_sparse_handle_t nvpl_sparse_handle; + +#include "SparseMatrix.hpp" +#include "Vector.hpp" +#include +#include +#include + +#ifdef __ARM_FEATURE_SVE +#include +#endif + +#ifndef HPCG_NO_MPI +#include +#endif + +#ifndef HPCG_NO_OPENMP +#include +#endif + +///////// Deallocate CPU Memory for data structures // +void DeleteMatrixCpu(SparseMatrix& A); + +///////// Find the size of CPU reference allocated memory // +size_t EstimateCpuRefMem(SparseMatrix& A); + +/* + Translation of a 3D point in all directions + 27 possibilities +*/ +constexpr int tid2indCpu[32][4] = {{-1, -1, -1, 0}, {0, -1, -1, 0}, {1, -1, -1, 0}, {-1, 0, -1, 0}, {0, 0, -1, 0}, + {1, 0, -1, 0}, {-1, 1, -1, 0}, {0, 1, -1, 0}, {1, 1, -1, 0}, {-1, -1, 0, 0}, {0, -1, 0, 0}, {1, -1, 0, 0}, + {-1, 0, 0, 0}, {0, 0, 0, 0}, {1, 0, 0, 0}, {-1, 1, 0, 0}, {0, 1, 0, 0}, {1, 1, 0, 0}, {-1, -1, 1, 0}, {0, -1, 1, 0}, + {1, -1, 1, 0}, {-1, 0, 1, 0}, {0, 0, 1, 0}, {1, 0, 1, 0}, {-1, 1, 1, 0}, {0, 1, 1, 0}, {1, 1, 1, 0}, {0, 0, 0, 0}, + {0, 0, 0, 0}, {0, 0, 0, 0}, {0, 0, 0, 0}, {0, 0, 0, 0}}; + +// Generate Problem +// Inclusive Prefix Sum +void PrefixsumCpu(int* x, int N); + +// Optimize Problem +size_t AllocateMemCpu(SparseMatrix& A_in); +void ColorMatrixCpu(SparseMatrix& A, int* num_colors); +void CreateSellPermCpu(SparseMatrix& A); +void F2cPermCpu(local_int_t nrow_c, local_int_t* f2c, local_int_t* f2c_perm, local_int_t* perm_f, local_int_t* iperm_c); + +// Permute a vector using coloring buffer +void PermVectorCpu(local_int_t* perm, Vector& x, local_int_t length); + +// Test CG +void ReplaceMatrixDiagonalCpu(SparseMatrix& A, Vector diagonal); + +// CG Support Kernels +// Dot-product Per single rank +void ComputeDotProductCpu(const local_int_t n, const Vector& x, const Vector& y, double& result, bool& isOptimized); + +// WAXPBY +int ComputeWAXPBYCpu(const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, + Vector& w, bool& isOptimized); +// SYMGS +void SpmvDiagCpu(local_int_t n, const double* x, double* y, double* z); +void AxpbyCpu(local_int_t n, double* x, double* y, double* z); +void SpFmaCpu(local_int_t n, const double* x, double* y, double* z); + +// External Matrix SpMV + Scatter +void ExtSpMVCpu(const SparseMatrix& A, const local_int_t n, const double alpha, const double* x, double* y); + +#endif // USE_GRACE +#endif // CPUKERNELS_HPP \ No newline at end of file diff --git a/src/Cuda.hpp b/src/Cuda.hpp new file mode 100644 index 0000000..4b97d35 --- /dev/null +++ b/src/Cuda.hpp @@ -0,0 +1,87 @@ + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#pragma once +#ifdef USE_CUDA +#include "cublas_v2.h" +#include "cuda_runtime_api.h" +#include "cusparse.h" +#include +#ifdef USE_NCCL +#include "nccl.h" +#endif +#ifdef USE_NVTX +#include +#endif +#include + +extern cusparseHandle_t cusparsehandle; +extern cublasHandle_t cublashandle; +extern cudaStream_t stream; +extern cudaEvent_t copy_done; +extern cudaStream_t copy_stream; +extern int* ranktoId; // DEV:Compress rank in MPI_WORLD to Neighbors +extern int* rankToId_h; // HOST:Compress rank in MPI_WORLD to Neighbors +extern int* idToRank_h; +extern bool Use_Compression; /*USE CUDA L2 compression*/ +extern bool Use_Hpcg_Mem_Reduction; /*USE HPCG aggresive memory reduction*/ +#endif + +#ifdef USE_CUDA +#define CHECK_CUDART(x) \ + do \ + { \ + cudaError_t res = (x); \ + if (res != cudaSuccess) \ + { \ + char rank_name[1024]; \ + gethostname(rank_name, 1024); \ + fprintf(stderr, "CUDART: %s = %d (%s) on %s at (%s:%d)\n", #x, res, cudaGetErrorString(res), rank_name, \ + __FILE__, __LINE__); \ + exit(1); \ + } \ + } while (0) + +// IF NVTX is needed for profiling, please define USE_NVTX +// Then, add PUSH_RANGE and POP_RANGE around the target code block +// See, https://developer.nvidia.com/blog/cuda-pro-tip-generate-custom-application-profile-timelines-nvtx/ +// #define USE_NVTX +#ifdef USE_NVTX +const uint32_t colors[] = {0xff00ff00, 0xff0000ff, 0xffffff00, 0xffff00ff, 0xff00ffff, 0xffff0000, 0xffffffff}; +const int num_colors = sizeof(colors) / sizeof(uint32_t); +#define PUSH_RANGE(name, cid) \ + { \ + int color_id = cid; \ + color_id = color_id % num_colors; \ + nvtxEventAttributes_t eventAttrib = {0}; \ + eventAttrib.version = NVTX_VERSION; \ + eventAttrib.size = NVTX_EVENT_ATTRIB_STRUCT_SIZE; \ + eventAttrib.colorType = NVTX_COLOR_ARGB; \ + eventAttrib.color = colors[color_id]; \ + eventAttrib.messageType = NVTX_MESSAGE_TYPE_ASCII; \ + eventAttrib.message.ascii = name; \ + nvtxRangePushEx(&eventAttrib); \ + } +#define POP_RANGE nvtxRangePop(); +#else +#define PUSH_RANGE(name, cid) \ + { \ + } +#define POP_RANGE +#endif +#endif \ No newline at end of file diff --git a/src/CudaKernels.cu b/src/CudaKernels.cu new file mode 100644 index 0000000..a763097 --- /dev/null +++ b/src/CudaKernels.cu @@ -0,0 +1,2613 @@ +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +// #ifdef USE_CUDA +#include +#include +#include + +// Thrust for coloring +#include +#include +#include +#include +#include + +#include +#include +#include + +#include "Cuda.hpp" +#include "SparseMatrix.hpp" +#include "mytimer.hpp" + +#ifndef HPCG_NO_MPI +#include "ExchangeHalo.hpp" +#include "Geometry.hpp" +#include +#include +extern p2p_comm_mode_t P2P_Mode; // Initialized in src/init.cpp +#ifdef USE_NCCL +extern ncclComm_t Nccl_Comm; // Initialized in src/init.cpp +#endif +#endif + +// Support Atomic Add +__device__ int atomic_add(int* ptr, int val) +{ + return atomicAdd(ptr, val); +} + +__device__ long atomic_add(long long* ptr, long long val) +{ + return atomicAdd(reinterpret_cast(ptr), static_cast(val)); +} + +///////// L2 Memory Compression Allocation Support Routines // +cudaError_t setProp(CUmemAllocationProp* prop) +{ + CUdevice currentDevice; + if (cuCtxGetDevice(¤tDevice) != CUDA_SUCCESS) + { + printf("CUDA context not initialized?"); + return cudaErrorInvalidValue; + } + + int compressionAvailable = 0; + if (cuDeviceGetAttribute(&compressionAvailable, CU_DEVICE_ATTRIBUTE_GENERIC_COMPRESSION_SUPPORTED, currentDevice) + != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + + memset(prop, 0, sizeof(CUmemAllocationProp)); + prop->type = CU_MEM_ALLOCATION_TYPE_PINNED; + prop->location.type = CU_MEM_LOCATION_TYPE_DEVICE; + prop->location.id = currentDevice; + if (compressionAvailable) + prop->allocFlags.compressionType = CU_MEM_ALLOCATION_COMP_GENERIC; + return cudaSuccess; +} + +cudaError_t cudaMallocCompressible(void** adr, size_t size) +{ + CUmemAllocationProp prop = {}; + cudaError_t err = setProp(&prop); + if (err != cudaSuccess) + return err; + + size_t granularity = 0; + if (cuMemGetAllocationGranularity(&granularity, &prop, CU_MEM_ALLOC_GRANULARITY_MINIMUM) != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + size = ((size - 1) / granularity + 1) * granularity; + CUdeviceptr dptr; + if (cuMemAddressReserve(&dptr, size, 0, 0, 0) != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + + CUmemGenericAllocationHandle allocationHandle; + if (cuMemCreate(&allocationHandle, size, &prop, 0) != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + + if (cuMemMap(dptr, size, 0, allocationHandle, 0) != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + + if (cuMemRelease(allocationHandle) != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + + CUmemAccessDesc accessDescriptor; + accessDescriptor.location.id = prop.location.id; + accessDescriptor.location.type = prop.location.type; + accessDescriptor.flags = CU_MEM_ACCESS_FLAGS_PROT_READWRITE; + + if (cuMemSetAccess(dptr, size, &accessDescriptor, 1) != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + + *adr = (void*) dptr; + return cudaSuccess; +} + +cudaError_t cudaFreeCompressible(void* ptr, size_t size) +{ + CUmemAllocationProp prop = {}; + cudaError_t err = setProp(&prop); + if (err != cudaSuccess) + return err; + + size_t granularity = 0; + if (cuMemGetAllocationGranularity(&granularity, &prop, CU_MEM_ALLOC_GRANULARITY_MINIMUM) != CUDA_SUCCESS) + return cudaErrorMemoryAllocation; + size = ((size - 1) / granularity + 1) * granularity; + + if (ptr == nullptr) + return cudaSuccess; + if (cuMemUnmap((CUdeviceptr) ptr, size) != CUDA_SUCCESS + || cuMemAddressFree((CUdeviceptr) ptr, size) != CUDA_SUCCESS) + return cudaErrorInvalidValue; + return cudaSuccess; +} + +///////// Allocate CUDA Memory data structures // +/* + This functions estimates the neede memory for SELL L and U matrices + Helps reduce memory footprint +*/ +local_int_t EstimateLUmem(local_int_t n, local_int_t padded_n, local_int_t level, int slice_size) { + bool power_two = (n & (n - 1)) == 0; + float divisor = n <= slice_size * 6 ? 1.0 : (power_two? 1.85 : 1.60); + local_int_t estimated_size = (padded_n * HPCG_MAX_ROW_LEN * 1.0f) / divisor; + local_int_t v288x512x512[] = {1057190464, 132276512, 16615072, 2074384}; + local_int_t v296x512x512[] = {1095636608, 136618560, 16967616, 2883872}; + local_int_t* v = n == 288 * 512 * 512 ? v288x512x512 + : n == 296 * 512 * 512 ? v296x512x512 + : nullptr; + if (v != nullptr) + { + if (level == 0) + estimated_size = v[0]; + else if (level == 1) + estimated_size = v[1]; + else if (level == 2) + estimated_size = v[2]; + else if (level == 3) + estimated_size = v[3]; + } + + return estimated_size; +} +/* + This function allocates GPU device memory needed to setup the probem + Supports L2 compression for gpuAux.values +*/ +void AllocateMemCuda(SparseMatrix& A_in) +{ + SparseMatrix* A = &A_in; + global_int_t nx = A->geom->nx; + global_int_t ny = A->geom->ny; + global_int_t nz = A->geom->nz; + + local_int_t numberOfMgLevels = 4; + local_int_t slice_size = A->slice_size; + CHECK_CUDART(cudaMalloc((void**) &(ranktoId), sizeof(local_int_t) * (A->geom->size + 1))); + + for (int level = 0; level < numberOfMgLevels; ++level) + { + A->level = level; + A->slice_size = slice_size; + local_int_t localNumberOfRows = nx * ny * nz; + + size_t num_blocks = (localNumberOfRows + slice_size - 1) / slice_size; + size_t paddedRowLen = num_blocks * slice_size; + + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.nnzPerRow), sizeof(local_int_t) * (localNumberOfRows + 1))); + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.csrLPermOffsets), sizeof(local_int_t) * (localNumberOfRows + 1))); + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.csrUPermOffsets), sizeof(local_int_t) * (localNumberOfRows + 1))); + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.map), sizeof(local_int_t) * (localNumberOfRows + 1))); + CHECK_CUDART(cudaMalloc((void**) &(A->csrExtOffsets), sizeof(local_int_t) * (localNumberOfRows + 1))); + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.diagonalIdx), sizeof(local_int_t) * localNumberOfRows)); + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.localToGlobalMap), sizeof(global_int_t) * localNumberOfRows)); + CHECK_CUDART(cudaMalloc(&(A->ref2opt), localNumberOfRows * sizeof(local_int_t))); + CHECK_CUDART(cudaMalloc(&(A->opt2ref), localNumberOfRows * sizeof(local_int_t))); + CHECK_CUDART(cudaMalloc(&(A->f2cPerm), localNumberOfRows * sizeof(local_int_t))); + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.f2c), localNumberOfRows * sizeof(local_int_t))); + CHECK_CUDART(cudaMalloc((void**) &(A->diagonal), sizeof(double) * localNumberOfRows)); + CHECK_CUDART(cudaMalloc((void**) &(A->tempBuffer), sizeof(double) * localNumberOfRows)); + + /* + Size 512x512x288 is the largest int32 local problem size with + lowest convergence rate. Hard-coded size is used to avoid + allocate memory in the middle of the Optimization phase. + Size 512x512x296 is the largest possible int32 local problem + size. + Hard-coding is used only when Use_Hpcg_Mem_Reduction is set + to true in src/main. Other wise we use an estimation div- + isor for L and U matrices. + */ + + /*Memory Estimation for lower and upper parts*/ + local_int_t estimated_size = EstimateLUmem(localNumberOfRows, paddedRowLen, level, slice_size); + + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.columns), sizeof(local_int_t) * estimated_size * 2)); + + if (!Use_Compression) + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.values), + sizeof(double) * (paddedRowLen * HPCG_MAX_ROW_LEN + slice_size * HPCG_MAX_ROW_LEN))); + else + CHECK_CUDART(cudaMallocCompressible((void**) &(A->gpuAux.values), + sizeof(double) * (paddedRowLen * HPCG_MAX_ROW_LEN + slice_size * HPCG_MAX_ROW_LEN))); + + nx /= 2; + ny /= 2; + nz /= 2; + A->Ac = new SparseMatrix; + if (level == numberOfMgLevels - 1) + { + A->Ac = 0; + } + else + { + A = A->Ac; + } + } +} + +/* + This function allocates GPU device memory needed to optimize the problem + It creates sliced ellpack data structures for the general, lower, and upper + matrices. It also allocates cusparse spsv + buffer im memoty reduction mode + Supports L2 compression for sell_perm_[l,u]_values +*/ +void AllocateMemOptCuda(SparseMatrix& A_in) +{ + SparseMatrix* A = &A_in; + global_int_t nx = A->geom->nx; + global_int_t ny = A->geom->ny; + global_int_t nz = A->geom->nz; + + local_int_t numberOfMgLevels = 4; + for (int level = 0; level < numberOfMgLevels; ++level) + { + local_int_t localNumberOfRows = nx * ny * nz; + int slice_size = A->slice_size; + + local_int_t num_blocks = (localNumberOfRows + slice_size - 1) / slice_size; + local_int_t paddedRowLen = num_blocks * slice_size; + + // Okay We need to find the memory needed + CHECK_CUDART(cudaMalloc((void**) &(A->sellAPermColumns), + sizeof(local_int_t) * (paddedRowLen * HPCG_MAX_ROW_LEN + slice_size * HPCG_MAX_ROW_LEN))); + A->sellAPermValues = A->gpuAux.values; // Use the same space as values + + /*Memory Estimation for lower and upper parts*/ + local_int_t estimated_size = EstimateLUmem(localNumberOfRows, paddedRowLen, level, slice_size); + + // Reuse columns arrays, not used after we create SELL + A->sellLPermColumns = A->gpuAux.columns; + A->sellUPermColumns = A->gpuAux.columns + estimated_size; + if (!Use_Compression) + { + if (Use_Hpcg_Mem_Reduction) + { + CHECK_CUDART(cudaMalloc((void**) &(A->sellUPermValues), sizeof(double) * estimated_size)); + + // Both matrices have the same values, -1 + A->sellLPermValues = A->sellUPermValues; + } + else + { + CHECK_CUDART(cudaMalloc((void**) &(A->sellUPermValues), sizeof(double) * estimated_size)); + CHECK_CUDART(cudaMalloc((void**) &(A->sellLPermValues), sizeof(double) * estimated_size)); + } + } + else + { + if (Use_Hpcg_Mem_Reduction) + { + CHECK_CUDART(cudaMalloc((void**) &(A->sellUPermValues), sizeof(double) * estimated_size)); + + // Both matrices have the same values, -1 + A->sellLPermValues = A->sellUPermValues; + } + else + { + CHECK_CUDART(cudaMallocCompressible((void**) &(A->sellUPermValues), sizeof(double) * estimated_size)); + CHECK_CUDART(cudaMallocCompressible((void**) &(A->sellLPermValues), sizeof(double) * estimated_size)); + } + } + + CHECK_CUDART(cudaMalloc((void**) &(A->sellLSliceMrl), sizeof(local_int_t) * (paddedRowLen / slice_size + 1))); + CHECK_CUDART(cudaMalloc((void**) &(A->sellUSliceMrl), sizeof(local_int_t) * (paddedRowLen / slice_size + 1))); + CHECK_CUDART(cudaMalloc((void**) &(A->sellASliceMrl), sizeof(local_int_t) * (paddedRowLen / slice_size + 1))); + + CHECK_CUDART(cudaMalloc((void**) &(A->gpuAux.color), localNumberOfRows * sizeof(local_int_t))); + CHECK_CUDART(cudaMemset(A->gpuAux.color, -1, localNumberOfRows * sizeof(local_int_t))); + A->gpuAux.colorCountCpu = new int[64]; + for (int i = 0; i < 64; i++) + { + A->gpuAux.colorCountCpu[i] = 0; + } + + // SpSV related memory optimization + // HPCG estimated buffer size + if (Use_Hpcg_Mem_Reduction && (localNumberOfRows % 8 == 0)) + { + size_t buffer_size_sv_l = 2048 + (8 * sizeof(local_int_t) * size_t(localNumberOfRows)); + CHECK_CUDART(cudaMalloc(&A->bufferSvL, buffer_size_sv_l)); + // Same buffer since we they both share the same diagional + A->bufferSvU = A->bufferSvL; + } + + nx /= 2; + ny /= 2; + nz /= 2; + if (level == numberOfMgLevels - 1) + { + } + else + { + A = A->Ac; + } + } +} + +/* + This function deallocates GPU device memory +*/ +void DeleteMatrixGpu(SparseMatrix& A) +{ + local_int_t numberOfMgLevels = 4; + SparseMatrix* AA = &A; + for (int level = 0; level < numberOfMgLevels; ++level) + { +#ifndef HPCG_CONTIGUOUS_ARRAYS + for (local_int_t i = 0; i < AA->localNumberOfRows; ++i) + { + delete[] AA->matrixValues[i]; + delete[] AA->mtxIndL[i]; + } +#else + delete[] AA->matrixValues[0]; + delete[] AA->mtxIndL[0]; +#endif + if (AA->title) + delete[] AA->title; + if (AA->nonzerosInRow) + delete[] AA->nonzerosInRow; + + if (AA->mtxIndL) + delete[] AA->mtxIndL; + if (AA->matrixValues) + delete[] AA->matrixValues; + if (AA->matrixDiagonal) + delete[] AA->matrixDiagonal; + +#ifndef HPCG_NO_MPI + if (AA->elementsToSend) + delete[] AA->elementsToSend; + if (AA->neighbors) + delete[] AA->neighbors; + + if (AA->receiveLength) + delete[] AA->receiveLength; + if (AA->sendLength) + delete[] AA->sendLength; + if (AA->sendBuffer) + cudaFreeHost(AA->sendBuffer); +#endif + + if (AA->geom != 0) + { + DeleteGeometry(*AA->geom); + delete AA->geom; + AA->geom = 0; + } + if (AA->mgData != 0) + { + DeleteMGData(*AA->mgData); + delete AA->mgData; + AA->mgData = 0; + } // Delete MG data + + // CUDA Free + int slice_size = AA->slice_size; + size_t num_blocks = (AA->localNumberOfRows + slice_size - 1) / slice_size; + size_t paddedRowLen = num_blocks * slice_size; + + CHECK_CUDART(cudaFree(AA->gpuAux.nnzPerRow)); + CHECK_CUDART(cudaFree(AA->gpuAux.csrLPermOffsets)); + CHECK_CUDART(cudaFree(AA->gpuAux.csrUPermOffsets)); + CHECK_CUDART(cudaFree(AA->gpuAux.map)); + CHECK_CUDART(cudaFree(AA->gpuAux.diagonalIdx)); + CHECK_CUDART(cudaFree(AA->gpuAux.localToGlobalMap)); + CHECK_CUDART(cudaFree(AA->ref2opt)); + CHECK_CUDART(cudaFree(AA->opt2ref)); + CHECK_CUDART(cudaFree(AA->f2cPerm)); + CHECK_CUDART(cudaFree(AA->gpuAux.f2c)); + CHECK_CUDART(cudaFree(AA->diagonal)); + CHECK_CUDART(cudaFree(AA->tempBuffer)); + CHECK_CUDART(cudaFree(AA->gpuAux.columns)); + + if (!Use_Compression) + CHECK_CUDART(cudaFree(AA->gpuAux.values)); + else + CHECK_CUDART(cudaFreeCompressible(AA->gpuAux.values, + sizeof(double) * (paddedRowLen * HPCG_MAX_ROW_LEN + slice_size * HPCG_MAX_ROW_LEN))); + + CHECK_CUDART(cudaFree(AA->sellAPermColumns)); + + if (!Use_Compression) + { + if (Use_Hpcg_Mem_Reduction) + { + CHECK_CUDART(cudaFree(AA->sellLPermValues)); + } + else + { + CHECK_CUDART(cudaFree(AA->sellLPermValues)); + CHECK_CUDART(cudaFree(AA->sellUPermValues)); + } + } + else + { + local_int_t estimated_size = EstimateLUmem(AA->localNumberOfRows, paddedRowLen, level, slice_size); + if (Use_Hpcg_Mem_Reduction) + { + CHECK_CUDART(cudaFreeCompressible(AA->sellLPermValues, sizeof(double) * estimated_size)); + } + else + { + CHECK_CUDART(cudaFreeCompressible(AA->sellLPermValues, sizeof(double) * estimated_size)); + CHECK_CUDART(cudaFreeCompressible(AA->sellUPermValues, sizeof(double) * estimated_size)); + } + } + + CHECK_CUDART(cudaFree(AA->sellLSliceMrl)); + CHECK_CUDART(cudaFree(AA->sellUSliceMrl)); + CHECK_CUDART(cudaFree(AA->sellASliceMrl)); + + if (AA->cusparseOpt.vecX) + cusparseDestroyDnVec(AA->cusparseOpt.vecX); + if (AA->cusparseOpt.vecY) + cusparseDestroyDnVec(AA->cusparseOpt.vecY); + + cusparseDestroySpMat(AA->cusparseOpt.matA); + cusparseDestroySpMat(AA->cusparseOpt.matL); + cusparseDestroySpMat(AA->cusparseOpt.matU); + + CHECK_CUDART(cudaFree(AA->csrExtOffsets)); + CHECK_CUDART(cudaFree(AA->csrExtColumns)); + CHECK_CUDART(cudaFree(AA->csrExtValues)); + + CHECK_CUDART(cudaFree(AA->gpuAux.color)); + delete[] AA->gpuAux.colorCountCpu; + + CHECK_CUDART(cudaFree(AA->bufferSvL)); + if (!Use_Hpcg_Mem_Reduction || AA->localNumberOfRows % 8 != 0) + CHECK_CUDART(cudaFree(AA->bufferSvU)); + +#ifndef HPCG_NO_MPI + if (P2P_Mode == MPI_GPU_All2allv || P2P_Mode == MPI_CPU_All2allv) + { + if (A.scounts) + delete[] AA->scounts; + if (A.rcounts) + delete[] AA->rcounts; + if (A.sdispls) + delete[] AA->sdispls; + if (A.rdispls) + delete[] AA->rdispls; + } +#endif + + AA = AA->Ac; + } +} + + +///////// Genrerate Problem // +#define FULL_MASK 0xffffffff + +/* + Translation of a 3D coordinate in all directions + 27 possible neighbor +*/ +__device__ char4 tid2ind[32] = {{-1, -1, -1, 0}, {0, -1, -1, 0}, {1, -1, -1, 0}, {-1, 0, -1, 0}, {0, 0, -1, 0}, + {1, 0, -1, 0}, {-1, 1, -1, 0}, {0, 1, -1, 0}, {1, 1, -1, 0}, {-1, -1, 0, 0}, {0, -1, 0, 0}, {1, -1, 0, 0}, + {-1, 0, 0, 0}, {0, 0, 0, 0}, {1, 0, 0, 0}, {-1, 1, 0, 0}, {0, 1, 0, 0}, {1, 1, 0, 0}, {-1, -1, 1, 0}, {0, -1, 1, 0}, + {1, -1, 1, 0}, {-1, 0, 1, 0}, {0, 0, 1, 0}, {1, 0, 1, 0}, {-1, 1, 1, 0}, {0, 1, 1, 0}, {1, 1, 1, 0}, {0, 0, 0, 0}, + {0, 0, 0, 0}, {0, 0, 0, 0}, {0, 0, 0, 0}, {0, 0, 0, 0}}; + +/* + GPU Kernel + Sets an array values to minus one +*/ +__global__ void __launch_bounds__(128) setMinusOne_kernel(local_int_t count, double* arr) +{ + const local_int_t i = blockIdx.x * 128 + threadIdx.x; + if (i < count) + arr[i] = -1.0; +} + +/* + GPU Device Function + Shifts a 64 bit value form one thread in a warp to the remaining + threads. First it divides the 64-bit value to lower and upper + parts. Then sends the lower and upper parts seperately from src + to other threads +*/ +__device__ __inline__ double shfl64_device(long long int x, int src) +{ + + int lo, hi; + asm volatile("mov.b64 {%0,%1}, %2;" : "=r"(lo), "=r"(hi) : "l"(x)); + lo = __shfl_sync(FULL_MASK, lo, src); + hi = __shfl_sync(FULL_MASK, hi, src); + asm volatile("mov.b64 %0, {%1,%2};" : "=l"(x) : "r"(lo), "r"(hi)); + return x; +} + +/* + GPU Kernel + Prefix sum to find extenal row offset + Finds the map from compressed external row id + to original row id + **Note** The generated external matrix is compressed + to have rows with external nnz only, empty rows are + skipped +*/ +template +__global__ void __launch_bounds__(THREADS_PER_CTA) compressCsrOffsets_kernel(local_int_t localNumberOfRows, + local_int_t* csr_offsets, local_int_t* map, local_int_t* tmp_offsets, int* temp, local_int_t* nnz_per_row, int rank) +{ + + const int tidx = threadIdx.x; + const int bidx = blockIdx.x * THREADS_PER_CTA + tidx; + const int str = (int64_t(bidx + 0) * int64_t(localNumberOfRows + 1)) / (THREADS_PER_CTA * GRIDX); + const int end = (int64_t(bidx + 1) * int64_t(localNumberOfRows + 1)) / (THREADS_PER_CTA * GRIDX) - 1; + nnz_per_row[0] = 0; + int j = 0; + if (str <= end) + tmp_offsets[str] = nnz_per_row[str]; + for (local_int_t i = str; i < end; i++) + { + if (nnz_per_row[i + 1] > 0) + j++; + tmp_offsets[i + 1] = nnz_per_row[i + 1] + tmp_offsets[i]; + } + if (str <= end && end < localNumberOfRows) + { + if (nnz_per_row[end + 1] > 0) + j++; + } + + temp[bidx] = j; + __syncthreads(); + if (tidx == 0) + { + __threadfence(); + atomicAdd(temp + THREADS_PER_CTA * GRIDX, 1); + while (1) + { + if (((volatile int*) temp)[THREADS_PER_CTA * GRIDX] >= GRIDX) + break; + } + __threadfence(); + } + __syncthreads(); + + int tmp = 0; + int map_str = 0; + for (int i = 1; i < bidx + 1; i++) + { + const int64_t ptr1 = ((int64_t) (i + 0) * (localNumberOfRows + 1)) / (THREADS_PER_CTA * GRIDX); + const int64_t ptr2 = ((int64_t) (i + 1) * (localNumberOfRows + 1)) / (THREADS_PER_CTA * GRIDX); + map_str += temp[i - 1]; + if (ptr1 == 0 || ptr1 >= ptr2) + continue; + tmp += tmp_offsets[ptr1 - 1]; + } + __syncthreads(); + if (tidx == 0) + { + __threadfence(); + atomicAdd(temp + THREADS_PER_CTA * GRIDX, 1); + while (1) + { + if (((volatile int*) temp)[THREADS_PER_CTA * GRIDX] >= 2 * GRIDX) + break; + } + __threadfence(); + } + __syncthreads(); + j = 0; + for (local_int_t i = str; i < end + 1; i++) + { + tmp_offsets[i] += tmp; + if (i < localNumberOfRows) + { + if (nnz_per_row[i + 1] > 0) + { + csr_offsets[map_str + j] = tmp_offsets[i]; + map[map_str + j] = i; + j++; + } + } + } + if (bidx == (THREADS_PER_CTA * GRIDX - 1)) + { + csr_offsets[map_str + temp[bidx]] = tmp_offsets[localNumberOfRows]; + map[localNumberOfRows] = map_str + temp[bidx]; + } +} + +/* + GPU Kernel + Generates the HPCG problem: + Finds internal and external nnz per row + position of diagonal + localToGlobalMap + Sets the neighbors of the current rank to one, this would help + find the logical order of neighbors (rankToId) + Sets matrix_values of diagonal to 26.0 +*/ +__global__ void __launch_bounds__(128) generateProblem_kernel(int rank, int partition_by, local_int_t npx, + local_int_t npy, local_int_t nx, local_int_t ny, local_int_t nz, local_int_t gnx, local_int_t gny, local_int_t gnz, + local_int_t gix0, local_int_t giy0, local_int_t giz0, local_int_t* csr_offsets, local_int_t* columns, + double* values, double* bv, double* xv, double* ev, local_int_t* diagonalIdx, double* diagonal, + local_int_t* csrExtOffsets, global_int_t* localToGlobalMap, bool update, int* rankToId) +{ + + extern __shared__ int shdiag[]; + int* shd = shdiag + (threadIdx.x & (~31)); + + const int lrow = blockIdx.x * blockDim.x + threadIdx.x; + const int wid = lrow / 32; + const int lid = lrow % 32; + + int ntot = nx * ny * nz; + + if (wid * 32 >= ntot) + return; + + const int iz = lrow / (nx * ny); + const int iy = (lrow - iz * nx * ny) / nx; + const int ix = lrow - (iz * ny + iy) * nx; + + const int ipz0 = rank / (npx * npy); + const int ipy0 = (rank - ipz0 * npx * npy) / npx; + const int ipx0 = rank - (ipz0 * npy + ipy0) * npx; + + const long long int gix = gix0 + ix; + const long long int giy = giy0 + iy; + const long long int giz = giz0 + iz; + + local_int_t nnz = 0; + local_int_t nnz_ext = 0; + char4 disp = tid2ind[lid]; + const global_int_t currentGlobalRow = giz * gnx * gny + giy * gnx + gix; + for (int i = 0; i < min(32, ntot - wid * 32); i++) + { + long long int cgix = shfl64_device(gix, i) + disp.x; + long long int cgiy = shfl64_device(giy, i) + disp.y; + long long int cgiz = shfl64_device(giz, i) + disp.z; + + int ok + = cgiz > -1 && cgiz < gnz && cgiy > -1 && cgiy < gny && cgix > -1 && cgix < gnx && lid < HPCG_MAX_ROW_LEN; + //////////////////////////////////////////////////////// + int ipz = cgiz / nz; + int ipy = cgiy / ny; + int ipx = cgix / nx; + + if (partition_by == 2 /*Z*/) + { + long long int local = cgiz - giz0; + if (local >= 0 && local < nz) + ipz = ipz0; + else if (local < 0) + ipz = ipz0 - 1; + else if (local >= nz) + ipz = ipz0 + 1; + } + else if (partition_by == 1 /*Y*/) + { + long long int local = cgiy - giy0; + if (local >= 0 && local < ny) + ipy = ipy0; + else if (local < 0) + ipy = ipy0 - 1; + else if (local >= ny) + ipy = ipy0 + 1; + } + else if (partition_by == 0 /*X*/) + { + long long int local = cgix - gix0; + if (local >= 0 && local < nx) + ipx = ipx0; + else if (local < 0) + ipx = ipx0 - 1; + else if (local >= nx) + ipx = ipx0 + 1; + } + int col_rank = ipx + ipy * npx + ipz * npy * npx; + int int_msk = __ballot_sync(FULL_MASK, ok && (rank == col_rank)); + int ext_msk = __ballot_sync(FULL_MASK, ok && (rank != col_rank)); + + if (lid == i) + nnz = __popc(int_msk | ext_msk); + if (lid == i) + nnz_ext = __popc(ext_msk); + + int ipos = __popc(int_msk & ((1 << lid) - 1)); + if (ok) + { + if (lid == 13) + shd[i] = ipos; + if (update && rank != col_rank) + rankToId[col_rank] = 1; + } + } + + __syncthreads(); + if (lrow >= ntot) + return; + + local_int_t in_id = (local_int_t)shd[lid] + (local_int_t)lrow * HPCG_MAX_ROW_LEN; + + diagonalIdx[lrow] = in_id; + + localToGlobalMap[lrow] = currentGlobalRow; + diagonal[lrow] = 26.0; + csr_offsets[lrow] = nnz; + csrExtOffsets[lrow + 1] = nnz_ext; + atomic_add(&csr_offsets[ntot], nnz); + + + values[in_id] = 26.0; + if (bv != NULL) + bv[lrow] = 26.0 - ((double) (nnz - 1)); + if (xv != NULL) + xv[lrow] = 0.0; + if (ev != NULL) + ev[lrow] = 1.0; + return; +} + +/* + Transforms neighbors ranks to sequential ids --> reduces memory allocation + Calls generateProblem_kernel, compressCsrOffsets_kernel + Allocates and creates the external matrix on GPU +*/ +void GenerateProblemCuda(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact) +{ + global_int_t npx = A.geom->npx; + global_int_t npy = A.geom->npy; + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + local_int_t localNumberOfRows = nx * ny * nz; + + int* temp = NULL; + size_t temp_storage_bytes = 0; + if (A.level == 0) + cub::DeviceScan::InclusiveSum(temp, temp_storage_bytes, ranktoId, ranktoId, A.geom->size); + + size_t max_size = max(sizeof(int) * (128 * 64 + 1), temp_storage_bytes); + CHECK_CUDART(cudaMalloc(&temp, max_size)); + + local_int_t n = nx * ny * nz; + dim3 block2(128, 1, 1); + dim3 grid2((n + block2.x - 1) / block2.x, 1, 1); + + double* bv = b != 0 ? b->values_d : NULL; + double* xv = x != 0 ? x->values_d : NULL; + double* ev = xexact != 0 ? xexact->values_d : NULL; + + // Generete nnzPerRow + cudaMemsetAsync(&(A.gpuAux.nnzPerRow[localNumberOfRows]), 0, sizeof(local_int_t), stream); + const local_int_t grid_nnz = (localNumberOfRows * HPCG_MAX_ROW_LEN + 128 - 1) / 128; + setMinusOne_kernel<<>>(localNumberOfRows * HPCG_MAX_ROW_LEN, A.gpuAux.values); + generateProblem_kernel<<>>(A.geom->logical_rank, + A.geom->different_dim, npx, npy, nx, ny, nz, gnx, gny, gnz, gix0, giy0, giz0, A.gpuAux.nnzPerRow, + A.gpuAux.columns, A.gpuAux.values, bv, xv, ev, A.gpuAux.diagonalIdx, A.diagonal, A.csrExtOffsets, + A.gpuAux.localToGlobalMap, A.level == 0, ranktoId); + + CHECK_CUDART(cudaMemcpy(A.gpuAux.csrUPermOffsets, A.csrExtOffsets, sizeof(local_int_t) * (localNumberOfRows + 1), + cudaMemcpyDeviceToDevice)); + CHECK_CUDART(cudaMemsetAsync(&(temp[64 * 128]), 0, sizeof(int), stream)); + compressCsrOffsets_kernel<128, 64><<<64, 128, 0, stream>>>(localNumberOfRows, A.csrExtOffsets, A.gpuAux.map, + A.gpuAux.csrLPermOffsets, temp, A.gpuAux.csrUPermOffsets, A.geom->logical_rank); + cudaMemcpy(&(A.gpuAux.compressNumberOfRows), &(A.gpuAux.map[localNumberOfRows]), sizeof(local_int_t), + cudaMemcpyDeviceToHost); + + A.extNnz = 0; + CHECK_CUDART(cudaMemcpy( + &(A.extNnz), &(A.csrExtOffsets[A.gpuAux.compressNumberOfRows]), sizeof(local_int_t), cudaMemcpyDeviceToHost)); + local_int_t localNumberOfNonzeros = 0; + CHECK_CUDART(cudaMemcpy( + &localNumberOfNonzeros, &(A.gpuAux.nnzPerRow[localNumberOfRows]), sizeof(local_int_t), cudaMemcpyDeviceToHost)); + + CHECK_CUDART(cudaMalloc((void**) &(A.csrExtColumns), sizeof(local_int_t) * A.extNnz)); + CHECK_CUDART(cudaMalloc((void**) &(A.csrExtValues), sizeof(double) * A.extNnz)); + CHECK_CUDART(cudaMalloc((void**) &(A.gpuAux.ext2csrOffsets), sizeof(local_int_t) * A.extNnz)); + + if (A.level == 0) + cub::DeviceScan::InclusiveSum(temp, temp_storage_bytes, ranktoId, ranktoId, A.geom->size); + + A.localNumberOfNonzeros = localNumberOfNonzeros; + CHECK_CUDART(cudaFree(temp)); +} + +///////// Setup Halo // +/* + GPU Kernel + Generates column indices and stores them in gpuAux.columns + Finds send buffer indices + + **Note** For external column indices, the -rank - 1 is stored, + and the real column index is stored in csrExtColumns + This trick helps find the rank of each external col index + fast +*/ +__global__ void __launch_bounds__(128) setupHalo_kernel(int rank, int partition_by, int pnd /*previous neighbor dim + */ + , + int nnd /*next neighbor dim*/, local_int_t npx, local_int_t npy, local_int_t nx, local_int_t ny, local_int_t nz, + local_int_t gnx, local_int_t gny, local_int_t gnz, local_int_t gix0, local_int_t giy0, local_int_t giz0, + local_int_t* csr_offsets, local_int_t* columns, double* values, local_int_t* diagonalIdx, double* diagonal, + local_int_t* csrExtOffsets, local_int_t* csrExtColumns, local_int_t* ext2csrOffsets, global_int_t* localToGlobalMap, + local_int_t* f2c, local_int_t sendbufld, local_int_t* sendcnt, local_int_t* sendbuf, int* rankToId) +{ + + __shared__ int rank_row[128][HPCG_MAX_ROW_LEN]; + const local_int_t WARPSIZE = 32; + + const local_int_t lrow = blockIdx.x * blockDim.x + threadIdx.x; + const int wid = lrow / WARPSIZE; + const int lid = lrow % WARPSIZE; + const local_int_t ntot = nx * ny * nz; + if (wid * WARPSIZE >= ntot) + return; + + const int iz = lrow / (nx * ny); + const int iy = (lrow - iz * nx * ny) / nx; + const int ix = lrow - (iz * ny + iy) * nx; + + const int ipz0 = rank / (npx * npy); + const int ipy0 = (rank - ipz0 * npx * npy) / npx; + const int ipx0 = rank - (ipz0 * npy + ipy0) * npx; + + const long long int gix = gix0 + ix; + const long long int giy = giy0 + iy; + const long long int giz = giz0 + iz; + + char4 disp = tid2ind[lid]; + + global_int_t offset = wid * WARPSIZE * HPCG_MAX_ROW_LEN; + + csrExtColumns += csrExtOffsets[wid * WARPSIZE]; + ext2csrOffsets += csrExtOffsets[wid * WARPSIZE]; + + const int wx = threadIdx.x / WARPSIZE; + if (iz % 2 == 0 && iy % 2 == 0 && iz % 2 == 0) + { + local_int_t currentCoarseRow = (iz * nx * ny) / 8 + (iy * nx) / 4 + ix / 2; + f2c[currentCoarseRow] = lrow; + } + + for (int i = 0; i < HPCG_MAX_ROW_LEN; i++) + rank_row[threadIdx.x][i] = 0; + + columns += offset; + for (size_t i = 0; i < min(WARPSIZE, ntot - wid * WARPSIZE); i++) + { + long long int cgix = shfl64_device(gix, i) + disp.x; + long long int cgiy = shfl64_device(giy, i) + disp.y; + long long int cgiz = shfl64_device(giz, i) + disp.z; + + int ok + = cgiz > -1 && cgiz < gnz && cgiy > -1 && cgiy < gny && cgix > -1 && cgix < gnx && lid < HPCG_MAX_ROW_LEN; + //////////////////////////////////////////////////////// + int ipz = cgiz / nz; + int ipy = cgiy / ny; + int ipx = cgix / nx; + + local_int_t zi = (cgiz) % nz; + local_int_t yi = (cgiy) % ny; + local_int_t xi = (cgix) % nx; + + global_int_t new_nx = nx; + global_int_t new_ny = ny; + + if (partition_by == 2 /*Z*/) + { + long long int local = cgiz - giz0; + if (local >= 0 && local < nz) + { + ipz = ipz0; + zi = local; + } + else if (local < 0) + { + ipz = ipz0 - 1; + zi = pnd - 1; + } + else if (local >= nz) + { + ipz = ipz0 + 1; + zi = 0; + } + } + else if (partition_by == 1 /*Y*/) + { + long long int local = cgiy - giy0; + if (local >= 0 && local < ny) + { + ipy = ipy0; + yi = local; + } + else if (local < 0) + { + ipy = ipy0 - 1; + yi = pnd - 1; + new_ny = pnd; + } + else if (local >= ny) + { + ipy = ipy0 + 1; + yi = 0; + new_ny = nnd; + } + } + else if (partition_by == 0 /*X*/) + { + long long int local = cgix - gix0; + if (local >= 0 && local < nx) + { + ipx = ipx0; + xi = local; + } + else if (local < 0) + { + ipx = ipx0 - 1; + xi = pnd - 1; + new_nx = pnd; + } + else if (local >= nx) + { + ipx = ipx0 + 1; + xi = 0; + new_nx = nnd; + } + } + int col_rank = ipx + ipy * npx + ipz * npy * npx; + local_int_t lcol = zi * new_ny * new_nx + yi * new_nx + xi; + //////////////////////////////////////////////////////// + int int_msk = __ballot_sync(FULL_MASK, ok && (rank == col_rank)); + int ext_msk = __ballot_sync(FULL_MASK, ok && (rank != col_rank)); + + int int_nnz = __popc(int_msk); + int ext_nnz = __popc(ext_msk); + + int ipos = __popc(int_msk & ((1 << lid) - 1)); + int xpos = __popc(ext_msk & ((1 << lid) - 1)); + + if (ok) + { + if (rank != col_rank) + { + columns[xpos + int_nnz] = -col_rank - 1; + csrExtColumns[xpos] = lcol; + ext2csrOffsets[xpos] = offset + xpos + int_nnz; // pos; + + // Here we create rankToId to avoid creating space to each rank, + // Instead, each neighbor rank has now a sequential Id + rank_row[wx * WARPSIZE + i][rankToId[col_rank] - 1] = 0x2C1 /*hash/magic number*/; + } + else if ((rank == col_rank)) + { + columns[ipos] = lcol; + } + } + + columns += HPCG_MAX_ROW_LEN; + csrExtColumns += ext_nnz; + ext2csrOffsets += ext_nnz; + offset += HPCG_MAX_ROW_LEN; + } + + __syncthreads(); + + const local_int_t one = 1; + if (lrow < ntot) + { + for (int i = 0; i < HPCG_MAX_ROW_LEN; i++) + if (rank_row[threadIdx.x][i] == 0x2C1) + sendbuf[i * sendbufld + atomic_add(&sendcnt[i], one)] = lrow; + } + return; +} + +/* + GPU Kernel + This is kernel is called for each neighbor + Stores the sequential index of each external column id + We add localNumberOfRows to each index to know it is + an external column index +*/ +__global__ void __launch_bounds__(128) extToLocMap_kernel( + local_int_t localNumberOfRows, local_int_t str, local_int_t end, local_int_t* extToLocMap, local_int_t* eltsToRecv) +{ + + const local_int_t tidx = blockIdx.x * 128 + threadIdx.x; + const local_int_t i = tidx + str; + if (i >= end) + return; + + const local_int_t col = eltsToRecv[i]; + extToLocMap[col] = localNumberOfRows + i; +} + +/* + GPU Kernel + external column indices are corrected for gpuAux.columns + the margin of localNumberOfRows is kept to know + it external (these indices will be removed in + OptimizeProblem) + csrExtColumns has the correct external column + indices + + Sets the extranl values to -1.0 +*/ +__global__ void __launch_bounds__(128) + extToloc_kernel(local_int_t localNumberOfRows, int neighborId, local_int_t ext_nnz, local_int_t* csrExtColumns, + double* csrExtValues, local_int_t* ext2csrOffsets, local_int_t* extToLocMap, local_int_t* columns) +{ + + const local_int_t i = blockIdx.x * 128 + threadIdx.x; + if (i >= ext_nnz) + return; + + const global_int_t col = csrExtColumns[i]; + const local_int_t off = ext2csrOffsets[i]; + const local_int_t rankIdOfColumnEntry = -columns[off] - 1; + if (neighborId == rankIdOfColumnEntry) + { + columns[off] = extToLocMap[col]; + csrExtColumns[i] = extToLocMap[col] - localNumberOfRows; + csrExtValues[i] = -1.0; + } +} + +/* + Setups the halo region + Finds the total to send + Calls setupHalo_kernel +*/ +void SetupHaloCuda(SparseMatrix& A, local_int_t sendbufld, local_int_t* sendlen, local_int_t* sendbuff, + local_int_t* tot_to_send, int* nneighs, int* neighs_h, local_int_t* sendlen_h, local_int_t** elem_to_send_d) +{ + global_int_t npx = A.geom->npx; + global_int_t npy = A.geom->npy; + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + local_int_t localNumberOfRows = nx * ny * nz; + + local_int_t n = nx * ny * nz; + dim3 block2(128, 1, 1); + dim3 grid2((n + block2.x - 1) / block2.x, 1, 1); + + // USE csrLPermOffsets as temporal array only! + cudaMemsetAsync(A.gpuAux.f2c, 0, sizeof(local_int_t) * localNumberOfRows, stream); + + setupHalo_kernel<<>>(A.geom->logical_rank, A.geom->different_dim, + A.geom->previous_neighbor_dim, A.geom->next_neighbor_dim, npx, npy, nx, ny, nz, gnx, gny, gnz, gix0, giy0, giz0, + A.gpuAux.nnzPerRow, A.gpuAux.columns, A.gpuAux.values, A.gpuAux.diagonalIdx, A.diagonal, + A.gpuAux.csrLPermOffsets, A.csrExtColumns, A.gpuAux.ext2csrOffsets, A.gpuAux.localToGlobalMap, A.gpuAux.f2c, + sendbufld, sendlen, sendbuff, ranktoId); + + if (A.level == 0) + { + rankToId_h = new int[A.geom->size]; + CHECK_CUDART(cudaMemcpy(rankToId_h, ranktoId, A.geom->size * sizeof(int), cudaMemcpyDeviceToHost)); + idToRank_h = new int[rankToId_h[A.geom->size - 1]]; + } + + nneighs[0] = rankToId_h[A.geom->size - 1]; + + int counter = 1; + for (int i = 0; i < A.geom->size; i++) + { + if (rankToId_h[i] == counter) + { + idToRank_h[counter - 1] = i; + counter++; + } + } + + CHECK_CUDART(cudaMemcpy(sendlen_h, sendlen, HPCG_MAX_ROW_LEN * sizeof(local_int_t), cudaMemcpyDeviceToHost)); + tot_to_send[0] = 0; + for (int i = 0; i < HPCG_MAX_ROW_LEN; i++) + { + tot_to_send[0] += sendlen_h[i]; + } + + if (tot_to_send[0]) + { + CHECK_CUDART(cudaMalloc(elem_to_send_d, tot_to_send[0] * sizeof(local_int_t))); + tot_to_send[0] = 0; + for (int i = 0; i < nneighs[0]; i++) + { + sendlen_h[i] = sendlen_h[i]; + neighs_h[i] = idToRank_h[i]; + + // Compreess + CHECK_CUDART(cudaMemcpy(elem_to_send_d[0] + tot_to_send[0], sendbuff + i * sendbufld, + sendlen_h[i] * sizeof(local_int_t), cudaMemcpyDeviceToDevice)); + thrust::device_ptr keys(elem_to_send_d[0] + tot_to_send[0]); + thrust::sort(keys, keys + sendlen_h[i]); + + tot_to_send[0] += sendlen_h[i]; + } + } + + return; +} + +/* + Calls extToloc_kernel +*/ +void ExtToLocMapCuda( + local_int_t localNumberOfRows, local_int_t str, local_int_t end, local_int_t* extToLocMap, local_int_t* eltsToRecv) +{ + const int grid = (end - str + 128 - 1) / 128; + extToLocMap_kernel<<>>(localNumberOfRows, str, end, extToLocMap, eltsToRecv); +} + +/* + Calls extToLoc_kernel +*/ +void ExtTolocCuda(local_int_t localNumberOfRows, int neighborId, local_int_t ext_nnz, local_int_t* csrExtColumns, + double* csrExtValues, local_int_t* ext2csrOffsets, local_int_t* extToLocMap, local_int_t* columns) +{ + + const local_int_t grid = (ext_nnz + 128 - 1) / 128; + extToloc_kernel<<>>( + localNumberOfRows, neighborId, ext_nnz, csrExtColumns, csrExtValues, ext2csrOffsets, extToLocMap, columns); +} + +#ifndef HPCG_NO_MPI +/* + GPU Kernel + Gathers x values to send to neighbors +*/ +__global__ void __launch_bounds__(128) + sendbuf_kernel(local_int_t totalToBeSent, double* sendBuffer, double* xv, local_int_t* elementsToSend) +{ + + const local_int_t i = blockIdx.x * 128 + threadIdx.x; + if (i < totalToBeSent) + { + sendBuffer[i] = xv[elementsToSend[i]]; + } +} + +/* + Calls sendbuf_kernel + Transfers the gathered buffer to CPU, when USE_CPU_MPI is defined +*/ +void PackSendBufferCuda(const SparseMatrix& A, Vector& x, bool cpu_data, cudaStream_t stream1) +{ + if (A.totalToBeSent > 0) + { + const int grid = (A.totalToBeSent + 128 - 1) / 128; + sendbuf_kernel<<>>( + A.totalToBeSent, A.gpuAux.sendBuffer, x.values_d, A.gpuAux.elementsToSend); + + if (P2P_Mode == MPI_CPU || P2P_Mode == MPI_CPU_All2allv) + { + cudaMemcpyAsync( + A.sendBuffer, A.gpuAux.sendBuffer, A.totalToBeSent * sizeof(double), cudaMemcpyDeviceToHost, stream1); + cudaEventRecord(copy_done, stream1); + } + } +} + +/* + After the scattred x buffer is received, send and recieve from neighbors + Supports different P2P modes based on the communication method defined by + --p2p parameter + [Experimental/Deactivated] A smart trick to improve MPI_Allreduce in DDOT, + by calling MPI_Ibarrier once at the last routine call in MG. +*/ +void ExchangeHaloCuda(const SparseMatrix& A, Vector& x, cudaStream_t stream1, int use_ibarrier) +{ + local_int_t localNumberOfRows = A.localNumberOfRows; + int num_neighbors = A.numberOfSendNeighbors; + local_int_t* receiveLength = A.receiveLength; + local_int_t* sendLength = A.sendLength; + int* neighbors = A.neighborsPhysical; + + if (P2P_Mode == MPI_CPU) + { + double* const xv = x.values; + double* sendBuffer = A.sendBuffer; + double* x_external = (double*) xv + localNumberOfRows; + + int MPI_MY_TAG = 99; + MPI_Request* request = new MPI_Request[num_neighbors + 1]; + + for (int i = 0; i < num_neighbors; i++) + { + local_int_t n_recv = receiveLength[i]; + MPI_Irecv(x_external, n_recv, MPI_DOUBLE, neighbors[i], MPI_MY_TAG, MPI_COMM_WORLD, request + i); + x_external += n_recv; + } + + cudaEventSynchronize(copy_done); + for (int i = 0; i < num_neighbors; i++) + { + local_int_t n_send = sendLength[i]; + MPI_Send(sendBuffer, n_send, MPI_DOUBLE, neighbors[i], MPI_MY_TAG, MPI_COMM_WORLD); + sendBuffer += n_send; + } + + MPI_Waitall(num_neighbors, request, MPI_STATUSES_IGNORE); + + //[Experimental] Can improve MPI_Allreduce performance + #if 0 + if (use_ibarrier == 1) + MPI_Ibarrier(MPI_COMM_WORLD, request); + #endif + + cudaMemcpyAsync(x.values_d + A.localNumberOfRows, x.values + A.localNumberOfRows, + A.numberOfExternalValues * sizeof(double), cudaMemcpyHostToDevice, copy_stream); + cudaEventRecord(copy_done, copy_stream); + cudaStreamWaitEvent(0, copy_done, 0); + delete[] request; + } + else if (P2P_Mode == MPI_CUDA_AWARE) + { + double* const xv = x.values_d; + double* sendBuffer = A.gpuAux.sendBuffer; + double* x_external = (double*) xv + localNumberOfRows; + + int MPI_MY_TAG = 99; + MPI_Request* request = new MPI_Request[num_neighbors + 1]; + + for (int i = 0; i < num_neighbors; i++) + { + local_int_t n_recv = receiveLength[i]; + MPI_Irecv(x_external, n_recv, MPI_DOUBLE, neighbors[i], MPI_MY_TAG, MPI_COMM_WORLD, request + i); + x_external += n_recv; + } + + cudaStreamSynchronize(stream1); + for (int i = 0; i < num_neighbors; i++) + { + local_int_t n_send = sendLength[i]; + MPI_Send(sendBuffer, n_send, MPI_DOUBLE, neighbors[i], MPI_MY_TAG, MPI_COMM_WORLD); + sendBuffer += n_send; + } + + MPI_Waitall(num_neighbors, request, MPI_STATUSES_IGNORE); + + //[Experimental] Can improve MPI_Allreduce performance + #if 0 + if (use_ibarrier == 1) + MPI_Ibarrier(MPI_COMM_WORLD, request); + #endif + + delete[] request; + } + else if (P2P_Mode == MPI_GPU_All2allv) + { + double* const xv = x.values_d; + double* sendBuffer = A.gpuAux.sendBuffer; + double* x_external = (double*) xv + localNumberOfRows; + cudaStreamSynchronize(stream1); + MPI_Alltoallv( + sendBuffer, A.scounts, A.sdispls, MPI_DOUBLE, x_external, A.rcounts, A.rdispls, MPI_DOUBLE, MPI_COMM_WORLD); + } + else if (P2P_Mode == MPI_CPU_All2allv) + { + double* const xv = x.values; + double* sendBuffer = A.sendBuffer; + double* x_external = (double*) xv + localNumberOfRows; + cudaEventSynchronize(copy_done); + MPI_Alltoallv( + sendBuffer, A.scounts, A.sdispls, MPI_DOUBLE, x_external, A.rcounts, A.rdispls, MPI_DOUBLE, MPI_COMM_WORLD); + cudaMemcpyAsync(x.values_d + A.localNumberOfRows, x.values + A.localNumberOfRows, + A.numberOfExternalValues * sizeof(double), cudaMemcpyHostToDevice, copy_stream); + cudaEventRecord(copy_done, copy_stream); + cudaStreamWaitEvent(0, copy_done, 0); + } + else if (P2P_Mode == NCCL) + { +#ifdef USE_NCCL + double* const xv = x.values_d; + double* sendBuffer = A.gpuAux.sendBuffer; + double* x_external = (double*) xv + localNumberOfRows; + ncclGroupStart(); + for (int d = 0; d < num_neighbors; d++) + { + local_int_t n_send = sendLength[d]; + ncclSend(sendBuffer, n_send, ncclDouble, neighbors[d], Nccl_Comm, stream1); + sendBuffer += n_send; + + local_int_t n_recv = receiveLength[d]; + ncclRecv(x_external, n_recv, ncclDouble, neighbors[d], Nccl_Comm, stream1); + x_external += n_recv; + } + ncclGroupEnd(); +#endif + cudaStreamSynchronize(stream1); + } + return; +} +#endif + +//////////////////////// Optimize Problem ///////////////////////////////////// +/* + GPU Kernel + Fills an array with sequential numbers from 0...n-1 +*/ +__global__ void setVectorAsc_kernel(local_int_t* arr, local_int_t n) +{ + local_int_t id = threadIdx.x + blockDim.x * blockIdx.x; + if (id >= n) + return; + arr[id] = id; +} + +/* + GPU Kernel + Minmax hashing used for graph coloring + Colring is based on Jones-Plassmann Luby algorithm +*/ +__global__ void minmaxHashStep_kernel(const local_int_t* A_cols, const local_int_t* nnz_per_row, local_int_t* color, + int next_color, int next_color_p1, unsigned int seed, local_int_t n, int* hash_d) +{ + local_int_t i = threadIdx.x + blockIdx.x * blockDim.x; + if (i >= n) + return; + // skip if previously matched + if (color[i] != -1) + return; + unsigned int i_rand = __brev(i) /* hash function*/; + // have we been proved to be not min or max + bool not_min = false; + bool not_max = false; + local_int_t row_start = i * HPCG_MAX_ROW_LEN; + local_int_t row_end = row_start + nnz_per_row[i]; + for (auto r = row_start; r < row_end; r++) + { + auto j = A_cols[r]; + // skip diagonal + if (j == i || j >= n || j < 0) + continue; + auto j_color = color[j]; + // ignore colored neighbors (consider only the graph formed by removing them) + if (j_color != -1 && j_color != next_color && j_color != next_color_p1) + continue; + unsigned int j_rand = __brev(j) /* hash function*/; + // bail if any neighbor is greater + if (i_rand <= j_rand) + not_max = true; + if (i_rand >= j_rand) + not_min = true; + if (not_max && not_min) + return; + } + // we made it here, which means we have no higher/lower uncolored neighbor. So we are selected. + if (!not_min) + color[i] = next_color; + else if (!not_max) // else b/c we can be either min or max, so just pick one + color[i] = next_color_p1; +} + +/* + GPU Kernel + Minmax hashing used for graph coloring + Colring is based on Jones-Plassmann Luby algorithm +*/ +__global__ void testHashStep3_kernel(const local_int_t* A_cols, const local_int_t* nnz_per_row, local_int_t* color, + int next_color, unsigned int seed, local_int_t n, int check_color) +{ + local_int_t i = threadIdx.x + blockIdx.x * blockDim.x; + + if (i >= n) + return; + if (color[i] != check_color) + return; + local_int_t row_start = i * HPCG_MAX_ROW_LEN; + local_int_t row_end = row_start + nnz_per_row[i]; + int trial_color; + int iter; + + for (iter = 0; iter < check_color; iter++) + { + trial_color = (iter + (i % seed) + next_color) % seed; + bool color_used = false; + for (auto r = row_start; r < row_end; r++) + { + auto j = A_cols[r]; + + // skip diagonal + if (j == i || j == -1 || j >= n) + continue; + + auto j_color = color[j]; + if (j_color == trial_color) + { + color_used = true; + break; + } + } + if (!color_used) + { + color[i] = trial_color; + return; + } + } +} + +__global__ void inversePerm_kernel(local_int_t* out, local_int_t* opt2ref, local_int_t elements) +{ + local_int_t index = threadIdx.x + blockDim.x * blockIdx.x; + if (index < elements) + { + out[opt2ref[index]] = index; + } +} + +/* + GPU Kernel + Use the coloring algorithm perm/ref2opt array to permute the values + of elements to send array +*/ +__global__ void __launch_bounds__(128) + permElemToSend_kernel(local_int_t totalToBeSent, local_int_t* elementsToSend, local_int_t* ref2opt) +{ + const local_int_t i = blockIdx.x * 128 + threadIdx.x; + if (i >= totalToBeSent) + return; + elementsToSend[i] = ref2opt[elementsToSend[i]]; +} + +/* + GPU Kernel + Creates the internal problem matrix, permutes the rows and columns + based on the coloring perm array + Padds -1 from row length to HPCG_MAX_ROW_LEN + Counts the number of lower and upper elements for each row + + **Note** The internal column indices are assumed to be ascendingly + ordered. Order is enforced during setupHalo_kernel +*/ +template +__global__ void __launch_bounds__(BLOCK_SIZE) ellPermColumnsValues_kernel(local_int_t localNumberOfRows, + local_int_t* nnzPerRow, local_int_t* columns, double* values, local_int_t* csr_perm_offsets, + local_int_t* csr_perm_columns, double* csr_perm_values, local_int_t* opt2ref, local_int_t* ref2opt, + local_int_t* ell_diagonal_idx, local_int_t* csrLPermOffsets, local_int_t* csrUPermOffsets) +{ + + int lx = threadIdx.x % GROUP_SIZE; + int wx = threadIdx.x / GROUP_SIZE; + const int RPB = BLOCK_SIZE / GROUP_SIZE; + + __shared__ int counter[RPB]; + + const local_int_t row = blockIdx.x * RPB + wx; + if (row >= localNumberOfRows) + return; + + if (lx == 0) + { + counter[wx] = 0; + csrLPermOffsets[row] = 0; + csrUPermOffsets[row] = 0; + } + __syncwarp(); + + const local_int_t perm_row = opt2ref[row]; + const local_int_t str = perm_row * HPCG_MAX_ROW_LEN; + const local_int_t nnz = nnzPerRow[perm_row]; + columns += str; + local_int_t perm_str = row * HPCG_MAX_ROW_LEN; + csr_perm_columns += perm_str; + local_int_t l_nnz = 0, u_nnz = 0; +#pragma unroll 9 + for (auto i = lx; i < HPCG_MAX_ROW_LEN; i += GROUP_SIZE) + { + local_int_t orig_col = i < nnz ? columns[i] : localNumberOfRows; + if (orig_col < localNumberOfRows) + { + local_int_t col = ref2opt[orig_col]; + csr_perm_columns[i] = col; + if (col == row) + { + csr_perm_values[perm_str + i] = 26.0; + } + + if (DIAG) + if (col == row) + { + ell_diagonal_idx[row] = perm_str + i; + } + if (col < row) + l_nnz++; + if (col > row) + u_nnz++; + } + else + { + csr_perm_columns[i] = -1; + } + } + + atomic_add(&(csrLPermOffsets[row]), l_nnz); + atomic_add(&(csrUPermOffsets[row]), u_nnz); +} + +/* + GPU Kernel + Transpose a block of values, for HPCG using sliced size of A = slice_size x 27 +*/ +__device__ void transposeBlock_device_kernel( + local_int_t n, int stride, double* outd, local_int_t* outi, double* ind, local_int_t* ini, local_int_t block_id) +{ + __shared__ double scratchd[16][16]; + __shared__ local_int_t scratchi[16][16]; + local_int_t tx = threadIdx.x; + local_int_t ty = threadIdx.y; + + for(local_int_t i = 0; i < stride; i += blockDim.x * gridDim.x) { + + local_int_t row_index_in = ty + blockDim.x * blockIdx.x + i; + local_int_t col_index_in = tx + blockDim.y * blockIdx.y; + if (row_index_in < stride && col_index_in < HPCG_MAX_ROW_LEN) + { + local_int_t in_id = col_index_in + HPCG_MAX_ROW_LEN * row_index_in; + scratchd[ty][tx] = ind[in_id]; + scratchi[ty][tx] = ini[in_id]; + } + __syncthreads(); + + local_int_t row_index_out = tx + blockDim.x * blockIdx.x + i; + local_int_t col_index_out = ty + blockDim.y * blockIdx.y; + if (row_index_out < stride && col_index_out < HPCG_MAX_ROW_LEN) + { + local_int_t out_id = row_index_out + stride * col_index_out; + outd[out_id] = scratchd[tx][ty]; + outi[out_id] = scratchi[tx][ty]; + } + } +} + + +__global__ void transpose_kernel(local_int_t n, local_int_t *sellCollIndex, double *sellValues, local_int_t slice_size) +{ + using namespace cooperative_groups; + cooperative_groups::grid_group grid = cooperative_groups::this_grid(); + + for(local_int_t i = 0; i < n; i += slice_size) + { + transposeBlock_device_kernel(n, slice_size, + sellValues + i * HPCG_MAX_ROW_LEN, + sellCollIndex + i * HPCG_MAX_ROW_LEN, + sellValues + (i + slice_size) * HPCG_MAX_ROW_LEN, + sellCollIndex + (i + slice_size) * HPCG_MAX_ROW_LEN, + i/slice_size); + + grid.sync(); + } +} + +/* + GPU Kernel + Finds the maximum row length for lower and upper sliced ELLPACK slices +*/ +__global__ void ellMaxRowLenPerBlock_kernel(local_int_t nrow, local_int_t slice_size, local_int_t* csrLPermOffsets, + local_int_t* csrUPermOffsets, local_int_t* ell_l_per_color_mrl, local_int_t* ell_u_per_color_mrl) +{ + __shared__ local_int_t l_global_mrl, u_global_mrl; + + local_int_t nrows_per_block = slice_size; + local_int_t block_str = blockIdx.x * nrows_per_block; + + if (threadIdx.x == 0) + { + l_global_mrl = 0; + u_global_mrl = 0; + } + + __syncthreads(); + + local_int_t l_local_mrl = 0; + local_int_t u_local_mrl = 0; + for (auto i = threadIdx.x + block_str; i < block_str + nrows_per_block; i += blockDim.x) + { + if (i < nrow) + { + auto l_rl = csrLPermOffsets[i]; + auto u_rl = csrUPermOffsets[i]; + + if (l_local_mrl < l_rl) + l_local_mrl = l_rl; + + if (u_local_mrl < u_rl) + u_local_mrl = u_rl; + } + } + + if (l_local_mrl > l_global_mrl) + atomicMax(&l_global_mrl, l_local_mrl); + + if (u_local_mrl > u_global_mrl) + atomicMax(&u_global_mrl, u_local_mrl); + + __syncthreads(); + + ell_l_per_color_mrl[blockIdx.x + 1] = l_global_mrl; + ell_u_per_color_mrl[blockIdx.x + 1] = u_global_mrl; +} + +/* + GPU Kernel + Multiplies each element in arr with slice_size to create a slice offset + based on the number of nonzeros +*/ +__global__ void multiplyBySliceSize_kernel(local_int_t nrow, local_int_t slice_size, local_int_t* arr) +{ + + const local_int_t i = blockIdx.x * 128 + threadIdx.x; + if (i >= nrow) + return; + + arr[i] = arr[i] * slice_size; +} + +/* + GPU Kernel + Generates the HPCG general matrix slice offset, based on the slice size + and 27 nnz per row +*/ +__global__ void createAMatrixSliceOffsets_kernel(local_int_t nrow, local_int_t slice_size, local_int_t* arr) +{ + const local_int_t i = blockIdx.x * 128 + threadIdx.x; + if (i >= nrow) + return; + + arr[i] = HPCG_MAX_ROW_LEN * i * slice_size; +} + +/* + GPU Kernel + Fills the lower and upper values with minus one +*/ +template +__global__ void __launch_bounds__(THREADS_PER_CTA) + setLUValues_kernel(local_int_t nnz, double* __restrict__ l_values, double* __restrict__ u_values) +{ + const local_int_t gid = blockIdx.x * blockDim.x + threadIdx.x; + const local_int_t stride = blockDim.x * gridDim.x; + + // Process multiple elements per thread with unrolling + #pragma unroll + for (int i = 0; i < ELEMENTS_PER_THREAD; ++i) + { + local_int_t idx = gid + i * stride; + if (idx < nnz) + { + l_values[idx] = -1.0; + u_values[idx] = -1.0; + } + } +} + +/* + GPU Kernel + Creates the lower and upper matrices in sliced ELLPACK fromat + Pads -1 for each row when its length is less tahn its max row + length per slice +*/ +__global__ void createSellLUColumnsValues_kernel(const local_int_t n, const local_int_t slice_size, + local_int_t* __restrict ell_columns, double* __restrict ell_values, local_int_t* __restrict ell_l_slice_offset, + local_int_t* __restrict ell_l_columns, double* __restrict ell_l_values, local_int_t* __restrict ell_u_slice_offset, + local_int_t* __restrict ell_u_columns, double* __restrict ell_u_values) +{ + + constexpr int MaxRowLen = HPCG_MAX_ROW_LEN; + local_int_t row_original_id = blockIdx.x * blockDim.x + threadIdx.x; + + if (row_original_id >= n) + return; + + local_int_t row_inblock_id = row_original_id % slice_size; + local_int_t row_block_id = row_original_id / slice_size; + + local_int_t row_start_index = row_block_id * MaxRowLen * slice_size + row_inblock_id; + local_int_t row_end_index = row_start_index + MaxRowLen * slice_size; + + local_int_t l_row_start = ell_l_slice_offset[row_block_id] + row_inblock_id; + local_int_t u_row_start = ell_u_slice_offset[row_block_id] + row_inblock_id; + + local_int_t l_len = (ell_l_slice_offset[row_block_id + 1] - ell_l_slice_offset[row_block_id]) / slice_size; + local_int_t u_len = (ell_u_slice_offset[row_block_id + 1] - ell_u_slice_offset[row_block_id]) / slice_size; + + local_int_t l_row_end = l_row_start + l_len * slice_size; + local_int_t u_row_end = u_row_start + u_len * slice_size; + +#pragma unroll MaxRowLen + for (auto i = row_start_index; i < row_end_index; i += slice_size) + { + local_int_t col = __ldcs(&ell_columns[i]); + double val = __ldcs(&ell_values[i]); + if (col != -1 && col < row_original_id) + { + ell_l_columns[l_row_start] = col; + l_row_start += slice_size; + } + else if (col != -1 && col > row_original_id) + { + ell_u_columns[u_row_start] = col; + u_row_start += slice_size; + } + } + + // Padd lower + for (auto i = l_row_start; i < l_row_end; i += slice_size) + { + ell_l_columns[i] = -1; + } + + // Padd upper + for (auto i = u_row_start; i < u_row_end; i += slice_size) + { + ell_u_columns[i] = -1; + } +} + +/* + GPU Kernel + Permutes array/vector elements using the coloring perm array +*/ +__global__ void __launch_bounds__(128) permVector_kernel(local_int_t n, double* tmp, double* x, local_int_t* perm) +{ + + const local_int_t row = blockIdx.x * 128 + threadIdx.x; + if (row < n) + { + tmp[row] = x[perm[row]]; + } +} + +/* + GPU Kernel + Permutes space for injection operator +*/ +__global__ void __launch_bounds__(128) f2cPerm_kernel( + local_int_t nrow_c, local_int_t* f2c, local_int_t* f2cPerm, local_int_t* perm_f, local_int_t* iperm_c) +{ + + local_int_t i = blockIdx.x * 128 + threadIdx.x; + if (i < nrow_c) + { + f2cPerm[i] = perm_f[f2c[iperm_c[i]]]; + } +} + +/* + Calls setVectorAsc_kernel + Assigns sequential indices to an array from + 0...n-1 +*/ +void SetVectorAscCuda(local_int_t* arr, local_int_t n) +{ + int block = 256; + local_int_t grid = (n + block - 1) / block; + setVectorAsc_kernel<<>>(arr, n); +} + +/* + Colors the matrix using Jones-Plassmann Luby algorithm +*/ +void ColorMatrixCuda(double* A_vals, local_int_t* A_col, local_int_t* nnzPerRow, local_int_t rows, local_int_t* color, + int* num_colors, int* count_colors, int max_colors, local_int_t* ref2opt, local_int_t* opt2ref, int rank, int nx, + int* rowhash) +{ + int perm_colors[8]; + perm_colors[0] = 7; + perm_colors[1] = 0; + perm_colors[2] = 5; + perm_colors[3] = 6; + perm_colors[4] = 2; + perm_colors[5] = 1; + perm_colors[6] = 3; + perm_colors[7] = 4; + + thrust::device_ptr dp_color(color); + thrust::device_ptr dp_perm(opt2ref); + dim3 block(128, 1, 1); + dim3 grid((rows + block.x - 1) / block.x, 1, 1); + int next_color = 0; + int seed = 0; + int done = 0; + int colored = 0; + int step = 0; + while (!done && step < max_colors / 2) + { + done = 1; + if (next_color < 7) + { + minmaxHashStep_kernel<<>>( + A_col, nnzPerRow, color, perm_colors[next_color], perm_colors[next_color + 1], seed, rows, rowhash); + count_colors[perm_colors[next_color]] = thrust::count(dp_color, dp_color + rows, perm_colors[next_color]); + count_colors[perm_colors[next_color + 1]] + = thrust::count(dp_color, dp_color + rows, perm_colors[next_color + 1]); + colored += count_colors[perm_colors[next_color]] + count_colors[perm_colors[next_color + 1]]; + } + else + { + minmaxHashStep_kernel<<>>( + A_col, nnzPerRow, color, next_color, next_color + 1, seed, rows, rowhash); + count_colors[next_color] = thrust::count(dp_color, dp_color + rows, next_color); + count_colors[next_color + 1] = thrust::count(dp_color, dp_color + rows, next_color + 1); + colored += count_colors[next_color] + count_colors[next_color + 1]; + } + + if (colored < rows) + done = 0; + step++; + next_color += 2; + } + int check_color; + int color_target = 1; + int recolor_times = 10; + int maxx = thrust::reduce(dp_color, dp_color + rows, -1, thrust::maximum()); + + int max_used_color = maxx; + if (maxx > 15) + { + for (auto target_color_count = maxx - 1; target_color_count > 13; target_color_count--) + { + int it_count = 0; + while (it_count < recolor_times && maxx > target_color_count) + { + for (check_color = maxx; check_color >= color_target; check_color--) + { + testHashStep3_kernel<<>>( + A_col, nnzPerRow, color, it_count, 15, rows, check_color); + } + maxx = thrust::reduce(dp_color, dp_color + rows, -1, thrust::maximum()); + count_colors[maxx] = thrust::count(dp_color, dp_color + rows, maxx); + if (rank == 0) + printf("%d d_max_color = %d (%d elements)\n", it_count, maxx, count_colors[maxx]); + it_count++; + } + } + + for (auto i = 0; i < max_colors; i++) + count_colors[i] = 0; + + for (check_color = 0; check_color < next_color; check_color++) + { + count_colors[check_color] = thrust::count(dp_color, dp_color + rows, check_color); + } + max_used_color = 0; + for (auto i = 0; i < max_colors; i++) + if (count_colors[i] > 0) + max_used_color = i; + } + + *num_colors = max_used_color + 1; + thrust::sort_by_key(dp_color, dp_color + rows, dp_perm); + inversePerm_kernel<<>>(ref2opt, opt2ref, rows); +} + +/* + Permutes elements to send buffer +*/ +void PermElemToSendCuda(local_int_t totalToBeSent, local_int_t* elementsToSend, local_int_t* ref2opt) +{ + if (totalToBeSent > 0) + { + const local_int_t grid = (totalToBeSent + 128 - 1) / 128; + permElemToSend_kernel<<>>(totalToBeSent, elementsToSend, ref2opt); + } +} + +/* + Creates the internal permuted matrix in (Sliced-)ELLPACK format +*/ +void EllPermColumnsValuesCuda(local_int_t localNumberOfRows, local_int_t* nnzPerRow, local_int_t* columns, + double* values, local_int_t* csr_perm_offsets, local_int_t* csr_perm_columns, double* csr_perm_values, + local_int_t* opt2ref, local_int_t* ref2opt, local_int_t* diagonalIdx, local_int_t* csrLPermOffsets, + local_int_t* csrUPermOffsets, bool find_diag) +{ + const local_int_t nnz_out = localNumberOfRows * HPCG_MAX_ROW_LEN; + + const local_int_t grid_nnz = (nnz_out + 128 - 1) / 128; + setMinusOne_kernel<<>>(nnz_out, csr_perm_values); + + const int BLOCK_SIZE = 128; + const int GROUP_SIZE = 8; // Number of threads per row + + const int WORKERS = BLOCK_SIZE / GROUP_SIZE; + const local_int_t grid = (localNumberOfRows + WORKERS - 1) / WORKERS; + + if (find_diag) + ellPermColumnsValues_kernel<<>>(localNumberOfRows, + nnzPerRow, columns, values, csr_perm_offsets, csr_perm_columns, csr_perm_values, opt2ref, ref2opt, + diagonalIdx, csrLPermOffsets, csrUPermOffsets); + else + ellPermColumnsValues_kernel<<>>(localNumberOfRows, + nnzPerRow, columns, values, csr_perm_offsets, csr_perm_columns, csr_perm_values, opt2ref, ref2opt, + diagonalIdx, csrLPermOffsets, csrUPermOffsets); +} + +/* + Transpose a slice of (sliced-)ELLPACK matrix +*/ +void TransposeCuda(local_int_t n, local_int_t slice_size, local_int_t* sellCollIndex, double* sellValues) +{ + int dev; + cudaDeviceProp deviceProp; + int numBlocksPerSm = 0; + dim3 block(16, 16, 1); + int numThreadsPerBlock = block.x * block.y; + + cudaGetDevice(&dev); + cudaGetDeviceProperties(&deviceProp, dev); + cudaOccupancyMaxActiveBlocksPerMultiprocessor(&numBlocksPerSm, transpose_kernel, numThreadsPerBlock, 0); + + size_t blocksInY = (HPCG_MAX_ROW_LEN + block.y - 1) / block.y; + size_t blocksInX = deviceProp.multiProcessorCount * numBlocksPerSm / blocksInY; //In x direction + size_t blocksInXNeeded =(slice_size + block.x - 1) / block.x; + blocksInXNeeded = blocksInXNeeded > blocksInX ? blocksInX : blocksInXNeeded; + + dim3 grid(blocksInXNeeded, blocksInY, 1); + void* args[] = {(void*) &n, + (void*) &sellCollIndex, + (void*) &sellValues, + (void*) &slice_size}; + cudaLaunchCooperativeKernel((void*)transpose_kernel, grid, block, args, 0, stream); +} + +/* + Finds the max lower and upper row length for each slice +*/ +void EllMaxRowLenPerBlockCuda(local_int_t nrow, int slice_size, local_int_t* ell_perm_l_offsets, + local_int_t* ell_perm_u_offsets, local_int_t* sellLSliceMrl, local_int_t* ell_u_block_mrl) +{ + int blockSize = 512; + local_int_t gridSize = (nrow + slice_size - 1) / slice_size; + ellMaxRowLenPerBlock_kernel<<>>( + nrow, slice_size, ell_perm_l_offsets, ell_perm_u_offsets, sellLSliceMrl, ell_u_block_mrl); +} + +/* + Finds prefix sum using CUB +*/ +void PrefixsumCuda(local_int_t localNumberOfRows, local_int_t* arr) +{ + void* d_temp_storage = NULL; + size_t temp_storage_bytes = 0; + cudaMemsetAsync(arr, 0, sizeof(local_int_t), stream); + cub::DeviceScan::InclusiveSum(d_temp_storage, temp_storage_bytes, arr + 1, arr + 1, localNumberOfRows); + CHECK_CUDART(cudaMalloc(&d_temp_storage, temp_storage_bytes)); + cub::DeviceScan::InclusiveSum(d_temp_storage, temp_storage_bytes, arr + 1, arr + 1, localNumberOfRows); + CHECK_CUDART(cudaFree(d_temp_storage)); +} + +/* + Multiplies the slice offset based on max row length by + the slice size to make based on number of nnz +*/ +void MultiplyBySliceSizeCUDA(local_int_t nrow, int slice_size, local_int_t* arr) +{ + const local_int_t grid = (nrow + 128 - 1) / 128; + multiplyBySliceSize_kernel<<>>(nrow, slice_size, arr); +} + +/* + Creates a slice offset for the general matrix that has exactly +*/ +void CreateAMatrixSliceOffsetsCuda(local_int_t nrow, local_int_t slice_size, local_int_t* arr) +{ + const local_int_t grid = (nrow + 128 - 1) / 128; + createAMatrixSliceOffsets_kernel<<>>(nrow, slice_size, arr); +} + +/* + Creates the lower and upper matrices in sliced ELLPACK format +*/ +void CreateSellLUColumnsValuesCuda(const local_int_t n, const int slice_size, local_int_t* ell_columns, + double* ell_values, local_int_t* ell_l_slice_offset, local_int_t* ell_l_columns, double* ell_l_values, + local_int_t* ell_u_slice_offset, local_int_t* ell_u_columns, double* ell_u_values, int level) +{ + local_int_t num_blocks = (n + slice_size - 1) / slice_size; + local_int_t paddedRowLen = num_blocks * slice_size; + + /*Memory Estimation for lower and upper parts*/ + local_int_t estimated_size = EstimateLUmem(n, paddedRowLen, level, slice_size); + + const int BlockSize = 128; + const int ELEMENTS_PER_THREAD = 8; + const int ELEMENTS_PER_CTA = BlockSize * ELEMENTS_PER_THREAD; + const local_int_t grid_nnz = (estimated_size + ELEMENTS_PER_CTA - 1) / ELEMENTS_PER_CTA; + local_int_t grid = (n + BlockSize - 1) / BlockSize; + setLUValues_kernel<<>>(estimated_size, ell_u_values, ell_l_values); + createSellLUColumnsValues_kernel<<>>(n, slice_size, ell_columns, ell_values, + ell_l_slice_offset, ell_l_columns, ell_l_values, ell_u_slice_offset, ell_u_columns, ell_u_values); +} + +/* + Permutes a vector using the coloring matrix + Allocates and free device memory +*/ +void PermVectorCuda(local_int_t* perm, Vector& x, local_int_t length) +{ + double* xv = x.values_d; + double* tmp = NULL; + CHECK_CUDART(cudaMalloc(&tmp, sizeof(double) * length)); + permVector_kernel<<<(length + 128 - 1) / 128, 128, 0>>>(length, tmp, xv, perm); + CHECK_CUDART(cudaMemcpy(xv, tmp, sizeof(double) * length, cudaMemcpyDeviceToDevice)); + CHECK_CUDART(cudaFree(tmp)); +} + +/* + Permutes the space injection operator +*/ +void F2cPermCuda(local_int_t nrow_c, local_int_t* f2c, local_int_t* f2cPerm, local_int_t* perm_f, local_int_t* iperm_c) +{ + const local_int_t grid = (nrow_c + 128 - 1) / 128; + f2cPerm_kernel<<>>(nrow_c, f2c, f2cPerm, perm_f, iperm_c); +} + +//////////////////////// Test CG ////////////////////////////////////////////// +/* + GPU Kernel + Replaces matrix, in sliced ELLPACK format, diagonal with values in + diagonal_buf +*/ +__global__ void __launch_bounds__(128) replaceMatrixDiagonal_kernel( + local_int_t localNumberOfRows, local_int_t slice_size, local_int_t* ell_cols, double* ell_values, double* diagonal, double* diagonal_buf) +{ + + local_int_t row_index = threadIdx.x + blockDim.x * blockIdx.x; + if (row_index < localNumberOfRows) + { + local_int_t row_x = row_index % slice_size; + local_int_t row_y = row_index / slice_size; + local_int_t start_id = row_x + row_y * slice_size * HPCG_MAX_ROW_LEN; + local_int_t end_id = start_id + HPCG_MAX_ROW_LEN * slice_size; + local_int_t id = start_id; + while (ell_cols[id] != row_index && id < end_id) + id += slice_size; + double mydiag = diagonal_buf[row_index]; + ell_values[id] = mydiag; + diagonal[row_index] = mydiag; + } +} + +/* + Replaces the diagonal matrix, in sliced ELLPACK, with values in + diagonal +*/ +void ReplaceMatrixDiagonalCuda(SparseMatrix& A, Vector& diagonal) +{ + const int grid = (A.localNumberOfRows + 128 - 1) / 128; + replaceMatrixDiagonal_kernel<<>>( + A.localNumberOfRows, A.slice_size, A.sellAPermColumns, A.sellAPermValues, A.diagonal, diagonal.values_d); +} + +/* + Copies the matrix, in sliced ELLPACK, diagonal into a GPU buffer + diagonal +*/ +void CopyMatrixDiagonalCuda(SparseMatrix& A, Vector& diagonal) +{ + cudaMemcpyAsync( + diagonal.values_d, A.diagonal, sizeof(double) * A.localNumberOfRows, cudaMemcpyDeviceToDevice, stream); +} + +//////////////////////// CG Support Kernels /////////////////////////////////// +//////////////////////// CG Support Kernels: MG /////////////////////////////// +/* + GPU Kernel + Computes restriction in MG +*/ +template +__global__ void __launch_bounds__(THREADS_PER_CTA) + computeRestriction_kernel(local_int_t n, double* rfv, double* Axfv, double* rcv, local_int_t* f2c) +{ + const local_int_t base_idx = blockIdx.x * THREADS_PER_CTA + threadIdx.x; + const local_int_t stride = THREADS_PER_CTA * gridDim.x; + + #pragma unroll + for (int round = 0; round < ROUNDS; ++round) + { + local_int_t i = base_idx + round * stride; + if (i < n) + { + rcv[i] = rfv[f2c[i]] - Axfv[f2c[i]]; + } + } +} + +/* + GPU Kernel + Computes prolongation in MG +*/ +template +__global__ void __launch_bounds__(THREADS_PER_CTA) + computeProlongation_kernel(local_int_t n, double* xcv, double* xfv, local_int_t* f2c) +{ + const local_int_t base_idx = blockIdx.x * THREADS_PER_CTA + threadIdx.x; + const local_int_t stride = THREADS_PER_CTA * gridDim.x; + + #pragma unroll + for (int round = 0; round < ROUNDS; ++round) + { + local_int_t i = base_idx + round * stride; + if (i < n) + { + xfv[f2c[i]] += xcv[i]; + } + } +} + +/* + Computes restriction in MG, calls computeRestriction_kernel +*/ +void ComputeRestrictionCuda(const SparseMatrix& A, const Vector& r) +{ + local_int_t nc = A.mgData->rc->localLength; + double* Axfv = A.mgData->Axf->values_d; + double* rfv = r.values_d; + double* rcv = A.mgData->rc->values_d; + + const int THREADS_PER_CTA = 256; + const int ROUNDS = 2; + const int ELELEMENTS_PER_CTA = THREADS_PER_CTA * ROUNDS; + const int grid = (nc + ELELEMENTS_PER_CTA - 1) / ELELEMENTS_PER_CTA; + computeRestriction_kernel<<>>(nc, rfv, Axfv, rcv, A.f2cPerm); +} + +/* + Computes prolongation in MG, calls computeProlongation_kernel +*/ +void ComputeProlongationCuda(const SparseMatrix& A, Vector& x) +{ + local_int_t nc = A.mgData->rc->localLength; + double* xfv = x.values_d; + double* xcv = A.mgData->xc->values_d; + + const int THREADS_PER_CTA = 256; + const int ROUNDS = 2; + const int ELELEMENTS_PER_CTA = THREADS_PER_CTA * ROUNDS; + const int grid = (nc + ELELEMENTS_PER_CTA - 1) / ELELEMENTS_PER_CTA; + computeProlongation_kernel<<>>(nc, xcv, xfv, A.f2cPerm); +} + +//////////////////////// CG Support Kernels: WAXPBY /////////////////////////// +/* + GPU Kernel + Computes WAXPBY +*/ +template + __global__ void __launch_bounds__(THREADS_PER_CTA) + computeWAXPBY_kernel(const local_int_t n, double alpha, double* __restrict__ x, double beta, double* __restrict__ y, double* w) + { + const local_int_t gid = blockIdx.x * blockDim.x + threadIdx.x; + const local_int_t stride = blockDim.x * gridDim.x; + + // Process 2 rounds of double2 elements per thread + #pragma unroll + for (int round = 0; round < ROUNDS; ++round) + { + local_int_t base_idx = gid + round * stride; + + // Use double2 for vectorized loads/stores when possible + if ( (base_idx * 2 + 1) < n) + { + double2 x_vec = *reinterpret_cast(&x[base_idx * 2]); + double2 y_vec = *reinterpret_cast(&y[base_idx * 2]); + + double2 w_vec; + w_vec.x = alpha * x_vec.x + beta * y_vec.x; + w_vec.y = alpha * x_vec.y + beta * y_vec.y; + + *reinterpret_cast(&w[base_idx * 2]) = w_vec; + } + else if ( (base_idx * 2) < n) + { + // Handle remaining element individually + w[base_idx * 2] = alpha * x[base_idx * 2] + beta * y[base_idx * 2]; + } + } + } + + +/* + Computes WAXPBY followed by stream synchronization +*/ +void ComputeWAXPBYCuda( + const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, Vector& w) +{ + const int ROUNDS = 1; + const int THREADS_PER_CTA = 256; + const int ELELEMENTS_PER_CTA = THREADS_PER_CTA * ROUNDS * 2; // 2 doubles per thread, # rounds per thread + const int grid = (n + ELELEMENTS_PER_CTA - 1) / ELELEMENTS_PER_CTA; + computeWAXPBY_kernel<<>>(n, alpha, x.values_d, beta, y.values_d, w.values_d); + cudaStreamSynchronize(stream); +} + +//////////////////////// CG Support Kernels: SYMG ///////////////////////////// +/* + GPU Kernel + Multiplies x values with d and accumultaes back to x +*/ +template + __global__ void __launch_bounds__(THREADS_PER_CTA) + spmvDiag_kernel(const local_int_t n, double* x, double* d) + { + const local_int_t gid = blockIdx.x * blockDim.x + threadIdx.x; + const local_int_t stride = blockDim.x * gridDim.x; + + // Process 2 rounds of double2 elements per thread + #pragma unroll + for (int round = 0; round < ROUNDS; ++round) + { + local_int_t base_idx = gid + round * stride; + + // Use double2 for vectorized loads/stores when possible + if (base_idx * 2 + 1 < n) + { + double2 x_vec = *reinterpret_cast(&x[base_idx * 2]); + double2 d_vec = *reinterpret_cast(&d[base_idx * 2]); + + x_vec.x *= d_vec.x; + x_vec.y *= d_vec.y; + + *reinterpret_cast(&x[base_idx * 2]) = x_vec; + } + else if (base_idx * 2 < n) + { + // Handle remaining element individually + x[base_idx * 2] *= d[base_idx * 2]; + } + } + } + +/* + GPU Kernel + Computes z = x - r +*/ +template +__global__ void __launch_bounds__(THREADS_PER_CTA) + axpby_kernel(const local_int_t n, double* x, double* y, double* z) +{ + const local_int_t gid = blockIdx.x * blockDim.x + threadIdx.x; + const local_int_t stride = blockDim.x * gridDim.x; + + // Process 2 rounds of double2 elements per thread + #pragma unroll + for (int round = 0; round < ROUNDS; ++round) + { + local_int_t base_idx = gid + round * stride; + + // Use double2 for vectorized loads/stores when possible + if (base_idx * 2 + 1 < n) + { + double2 x_vec = *reinterpret_cast(&x[base_idx * 2]); + double2 y_vec = *reinterpret_cast(&y[base_idx * 2]); + + double2 z_vec; + z_vec.x = x_vec.x - y_vec.x; + z_vec.y = x_vec.y - y_vec.y; + + *reinterpret_cast(&z[base_idx * 2]) = z_vec; + } + else if (base_idx * 2 < n) + { + // Handle remaining element individually + z[base_idx * 2] = x[base_idx * 2] - y[base_idx * 2]; + } + } +} + +/* + GPU Kernel + Computes z += x * y +*/ +template +__global__ void __launch_bounds__(THREADS_PER_CTA) + spFma_kernel(const local_int_t n, double* x, double* y, double* z) +{ + const local_int_t gid = blockIdx.x * blockDim.x + threadIdx.x; + const local_int_t stride = blockDim.x * gridDim.x; + + // Process 2 rounds of double2 elements per thread + #pragma unroll + for (int round = 0; round < ROUNDS; ++round) + { + local_int_t base_idx = gid + round * stride; + + // Use double2 for vectorized loads/stores when possible + if (base_idx * 2 + 1 < n) + { + double2 x_vec = *reinterpret_cast(&x[base_idx * 2]); + double2 y_vec = *reinterpret_cast(&y[base_idx * 2]); + double2 z_vec = *reinterpret_cast(&z[base_idx * 2]); + + z_vec.x += x_vec.x * y_vec.x; + z_vec.y += x_vec.y * y_vec.y; + + *reinterpret_cast(&z[base_idx * 2]) = z_vec; + } + else if (base_idx * 2 < n) + { + // Handle remaining element individually + z[base_idx * 2] += x[base_idx * 2] * y[base_idx * 2]; + } + } +} + +/* + Multiplies x values with d and accumultaes back to x + Calls spmvDiag_kernel +*/ +void SpmvDiagCuda(local_int_t n, double* x, double* d) +{ + const int ROUNDS = 1; + const int THREADS_PER_CTA = 256; + const int ELELEMENTS_PER_CTA = THREADS_PER_CTA * ROUNDS * 2; // 2 doubles per thread, # rounds per thread + const int grid = (n + ELELEMENTS_PER_CTA - 1) / ELELEMENTS_PER_CTA; + spmvDiag_kernel<<>>(n, x, d); +} + +/* + Computes z = x - r + Calls axpby_kernel +*/ +void AxpbyCuda(local_int_t n, double* x, double* y, double* z) +{ + const int ROUNDS = 1; + const int THREADS_PER_CTA = 256; + const int ELELEMENTS_PER_CTA = THREADS_PER_CTA * ROUNDS * 2; // 2 doubles per thread, # rounds per thread + const int grid = (n + ELELEMENTS_PER_CTA - 1) / ELELEMENTS_PER_CTA; + axpby_kernel<<>>(n, x, y, z); +} + +/* + Computes z += x * y + Calls spFma_kernel +*/ +void SpFmaCuda(local_int_t n, double* x, double* y, double* z) +{ + const int ROUNDS = 1; + const int THREADS_PER_CTA = 256; + const int ELELEMENTS_PER_CTA = THREADS_PER_CTA * ROUNDS * 2; // 2 doubles per thread, # rounds per thread + const int grid = (n + ELELEMENTS_PER_CTA - 1) / ELELEMENTS_PER_CTA; + spFma_kernel<<>>(n, x, y, z); +} + +///////// CG Support Kernels: External Matrix SpMV + Scatter ////////////////// +/* + GPU Kernel + SpMV of the external matrix, in CSR format, and vector x + Scatter and permutes the results to the original y +*/ +template +__global__ void __launch_bounds__(THREADS_PER_CTA) extMv_kernel(const local_int_t n, local_int_t* csr_offsets, + local_int_t* columns, double* values, double alpha, double* x, double* y, local_int_t* ref2opt, local_int_t* map) +{ + + enum + { + THREADS_PER_WARP = THREADS_PER_CTA / NTHREADS + }; + + namespace cg = cooperative_groups; + auto warp = cg::tiled_partition(cg::this_thread_block()); + + const local_int_t tidx = threadIdx.x % THREADS_PER_WARP; + const local_int_t tidy = threadIdx.x / THREADS_PER_WARP; + const local_int_t row = blockIdx.x * NTHREADS + tidy; + + const local_int_t lrow = blockIdx.x * NTHREADS + tidy; + + const local_int_t str = row < n ? csr_offsets[lrow] : 0; + const local_int_t end = row < n ? csr_offsets[lrow + 1] : 0; + double sum = 0.0; + columns += str + tidx; + values += str + tidx; + local_int_t last = end - str - tidx; +#pragma unroll + for (int i = 0; i < UNROLL; i++) + { + int pred = last > 0; + local_int_t col = pred ? __ldcs(columns) : 0; + double val = pred ? __ldcs(values) : 0.0; + double xv = pred ? x[col] : 0.0; + sum += val * xv; + columns += THREADS_PER_WARP; + values += THREADS_PER_WARP; + last -= THREADS_PER_WARP; + } + sum = cg::reduce(warp, sum, cg::plus()); + + if (lrow < n && tidx == 0) + { + y[ref2opt[map[lrow]]] += alpha * sum; + } +} + +/* + SpMV of the external matrix, in CSR format, and vector x + Scatter and permutes the results to the original y + Calls extMv_kernel +*/ +void ExtSpMVCuda(SparseMatrix& A, double alpha, double* x, double* y) +{ + local_int_t rows = A.gpuAux.compressNumberOfRows; + + const int BlockSize = 128; + const int ROWS_PER_BLOCK = 32; + const local_int_t grid = (rows + ROWS_PER_BLOCK - 1) / ROWS_PER_BLOCK; + extMv_kernel<<>>( + rows, A.csrExtOffsets, A.csrExtColumns, A.csrExtValues, alpha, x, y, A.ref2opt, A.gpuAux.map); +} + +//////////////////////// Transfer Problem to CPU ////////////////////////////// +/* + Copies A matrix and b, x, and xexact vectors from GPU to CPU +*/ +size_t CopyDataToHostCuda(SparseMatrix& A_in, Vector* b, Vector* x, Vector* xexact) +{ + SparseMatrix* A = &A_in; + + double* bv = 0; + double* xv = 0; + double* xexactv = 0; + if (b != 0) + bv = b->values; + if (x != 0) + xv = x->values; + if (xexact != 0) + xexactv = xexact->values; + + if (b != 0) + cudaMemcpy(bv, b->values_d, sizeof(double) * A->localNumberOfRows, cudaMemcpyDeviceToHost); + if (x != 0) + cudaMemcpy(xv, x->values_d, sizeof(double) * A->localNumberOfRows, cudaMemcpyDeviceToHost); + if (xexact != 0) + cudaMemcpy(xexactv, xexact->values_d, sizeof(double) * A->localNumberOfRows, cudaMemcpyDeviceToHost); + + local_int_t numberOfMgLevels = 4; + for (int level = 0; level < numberOfMgLevels; ++level) + { + local_int_t localNumberOfRows = A->localNumberOfRows; + local_int_t numberOfNonzerosPerRow = HPCG_MAX_ROW_LEN; + + local_int_t* nonzerosInRow = new local_int_t[localNumberOfRows]; + local_int_t** mtxIndL = new local_int_t*[localNumberOfRows]; + double** matrixValues = new double*[localNumberOfRows]; + double** matrixDiagonal = new double*[localNumberOfRows]; + + A->localToGlobalMap.resize(localNumberOfRows); + + mtxIndL[0] = new local_int_t[localNumberOfRows * numberOfNonzerosPerRow]; + matrixValues[0] = new double[localNumberOfRows * numberOfNonzerosPerRow]; + + memset(mtxIndL[0], 0x00, sizeof(local_int_t) * (localNumberOfRows * numberOfNonzerosPerRow)); + memset(matrixValues[0], 0x00, sizeof(double) * (localNumberOfRows * numberOfNonzerosPerRow)); + + cudaMemcpy(mtxIndL[0], A->gpuAux.columns, sizeof(local_int_t) * A->localNumberOfRows * HPCG_MAX_ROW_LEN, + cudaMemcpyDeviceToHost); + cudaMemcpy(matrixValues[0], A->gpuAux.values, sizeof(double) * A->localNumberOfRows * HPCG_MAX_ROW_LEN, + cudaMemcpyDeviceToHost); + cudaMemcpy( + nonzerosInRow, A->gpuAux.nnzPerRow, sizeof(local_int_t) * A->localNumberOfRows, cudaMemcpyDeviceToHost); + + local_int_t* diagonalIdx = new local_int_t[localNumberOfRows]; + memset(diagonalIdx, 0x00, sizeof(local_int_t) * (localNumberOfRows)); + cudaMemcpy(diagonalIdx, A->gpuAux.diagonalIdx, sizeof(local_int_t) * localNumberOfRows, cudaMemcpyDeviceToHost); + + memset(&(A->localToGlobalMap[0]), 0x00, sizeof(global_int_t) * (localNumberOfRows)); + cudaMemcpy(&(A->localToGlobalMap[0]), A->gpuAux.localToGlobalMap, sizeof(global_int_t) * localNumberOfRows, + cudaMemcpyDeviceToHost); + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (auto i = 0; i < localNumberOfRows; ++i) + { + mtxIndL[i] = mtxIndL[0] + i * HPCG_MAX_ROW_LEN; + matrixValues[i] = matrixValues[0] + i * HPCG_MAX_ROW_LEN; + matrixDiagonal[i] = matrixValues[0] + diagonalIdx[i]; + } + delete[] diagonalIdx; + + A->nonzerosInRow = nonzerosInRow; + A->mtxIndL = mtxIndL; + A->matrixValues = matrixValues; + A->matrixDiagonal = matrixDiagonal; + A = A->Ac; + } + + // Estimate Reference Cpu Memory + // Borrowed from ReportResults.cpp + local_int_t fnrow = A_in.localNumberOfRows; + const SparseMatrix* Af = &A_in; + double numberOfNonzerosPerRow + = 27.0; // We are approximating a 27-point finite element/volume/difference 3D stencil + + double fnbytes = ((double) sizeof(Geometry)); // Geometry struct in main.cpp + //fnbytes += ((double) sizeof(double) * fNumberOfCgSets); // testnorms_data in main.cpp + + // Model for GenerateProblem_ref.cpp + fnbytes += fnrow * sizeof(char); // array nonzerosInRow + fnbytes += fnrow * ((double) sizeof(global_int_t*)); // mtxIndG + fnbytes += fnrow * ((double) sizeof(local_int_t*)); // mtxIndL + fnbytes += fnrow * ((double) sizeof(double*)); // matrixValues + fnbytes += fnrow * ((double) sizeof(double*)); // matrixDiagonal + fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(local_int_t)); // mtxIndL[1..nrows] + fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(double)); // matrixValues[1..nrows] + //fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(global_int_t)); // mtxIndG[1..nrows] + fnbytes += fnrow * ((double) 3 * sizeof(double)); // x, b, xexact + + // Model for CGData.hpp + double fncol = ((global_int_t) A_in.localNumberOfColumns); + fnbytes += fnrow * ((double) 2 * sizeof(double)); // r, Ap + fnbytes += fncol * ((double) 2 * sizeof(double)); // z, p + + std::vector fnbytesPerLevel(numberOfMgLevels); // Count byte usage per level (level 0 is main CG level) + fnbytesPerLevel[0] = fnbytes; + + Af = A_in.Ac; + for (int i = 1; i < numberOfMgLevels; ++i) + { + double fnrow_Af = Af->localNumberOfRows; + double fncol_Af = ((global_int_t) Af->localNumberOfColumns); + double fnbytes_Af = 0.0; + // Model for GenerateCoarseProblem.cpp + fnbytes_Af += fnrow_Af * ((double) sizeof(local_int_t)); // f2cOperator + fnbytes_Af += fnrow_Af * ((double) sizeof(double)); // rc + fnbytes_Af += 2.0 * fncol_Af + * ((double) sizeof(double)); // xc, Axf are estimated based on the size of these arrays on rank 0 + fnbytes_Af += ((double) (sizeof(Geometry) + sizeof(SparseMatrix) + 3 * sizeof(Vector) + + sizeof(MGData))); // Account for structs geomc, Ac, rc, xc, Axf - (minor) + + // Model for GenerateProblem.cpp (called within GenerateCoarseProblem.cpp) + fnbytes_Af += fnrow_Af * sizeof(char); // array nonzerosInRow + fnbytes_Af += fnrow_Af * ((double) sizeof(global_int_t*)); // mtxIndG + fnbytes_Af += fnrow_Af * ((double) sizeof(local_int_t*)); // mtxIndL + fnbytes_Af += fnrow_Af * ((double) sizeof(double*)); // matrixValues + fnbytes_Af += fnrow_Af * ((double) sizeof(double*)); // matrixDiagonal + fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(local_int_t)); // mtxIndL[1..nrows] + fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(double)); // matrixValues[1..nrows] + //fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(global_int_t)); // mtxIndG[1..nrows] + +// Model for SetupHalo_ref.cpp +#ifndef HPCG_NO_MPI + fnbytes_Af += ((double) sizeof(double) * Af->totalToBeSent); // sendBuffer + fnbytes_Af += ((double) sizeof(local_int_t) * Af->totalToBeSent); // elementsToSend + fnbytes_Af += ((double) sizeof(int) * Af->numberOfSendNeighbors); // neighbors + fnbytes_Af += ((double) sizeof(local_int_t) * Af->numberOfSendNeighbors); // receiveLength, sendLength +#endif + fnbytesPerLevel[i] = fnbytes_Af; + fnbytes += fnbytes_Af; // Running sum + Af = Af->Ac; // Go to next coarse level + } + + return fnbytes; +} +// #endif \ No newline at end of file diff --git a/src/CudaKernels.hpp b/src/CudaKernels.hpp new file mode 100644 index 0000000..6d4e2b9 --- /dev/null +++ b/src/CudaKernels.hpp @@ -0,0 +1,92 @@ +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#pragma once +#ifdef USE_CUDA +#include "SparseMatrix.hpp" + +///////// L2 Memory Compression Allocation Support Routines // +cudaError_t setProp(CUmemAllocationProp* prop); +cudaError_t cudaMallocCompressible(void** adr, size_t size); +cudaError_t cudaFreeCompressible(void* ptr, size_t size); + +///////// Allocate CUDA Memory for data structures // +local_int_t EstimateLUmem(local_int_t n, local_int_t padded_n, local_int_t level); +void AllocateMemCuda(SparseMatrix& A_in); +void AllocateMemOptCuda(SparseMatrix& A_in); + +///////// Deallocate CUDA Memory for data structures // +void DeleteMatrixGpu(SparseMatrix& A); + +///////// Genrerate Problem // +void GenerateProblemCuda(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact); + +// Halo Exchange +void SetupHaloCuda(SparseMatrix& A, local_int_t sendbufld, local_int_t* sendlen, local_int_t* sendbuff, + local_int_t* tot_to_send, int* nneighs, int* neighs_h, local_int_t* sendlen_h, local_int_t** elem_to_send_d); +void ExtToLocMapCuda( + local_int_t localNumberOfRows, local_int_t str, local_int_t end, local_int_t* extToLocMap, local_int_t* eltsToRecv); +void ExtTolocCuda(local_int_t localNumberOfRows, int neighborId, local_int_t ext_nnz, local_int_t* csr_ext_columns, + double* csr_ext_values, local_int_t* ext2csr_offsets, local_int_t* extToLocMap, local_int_t* csrColumns); +void PackSendBufferCuda(const SparseMatrix& A, Vector& x, bool cpu_data, cudaStream_t stream1); +void ExchangeHaloCuda(const SparseMatrix& A, Vector& x, cudaStream_t stream1, int use_ibarrier = 0); + +// Optimize Problem +void SetVectorAscCuda(local_int_t* arr, local_int_t n); +void ColorMatrixCuda(double* A_vals, local_int_t* A_col, local_int_t* nnzPerRow, local_int_t rows, local_int_t* color, + int* num_colors, int* count_colors, int max_colors, local_int_t* ref2opt, local_int_t* opt2ref, int rank, int nx, + int* rowhash); +void PermElemToSendCuda(local_int_t totalToBeSent, local_int_t* elementsToSend, local_int_t* perm); +void EllPermColumnsValuesCuda(local_int_t localNumberOfRows, local_int_t* nnzPerRow, local_int_t* csrColumns, + double* csrValues, local_int_t* permOffsets, local_int_t* permColumns, double* permValues, local_int_t* opt2ref, + local_int_t* ref2opt, local_int_t* diagonalIdx, local_int_t* permLOffsets, local_int_t* permUOffsets, bool diag); +void TransposeCuda(local_int_t n, local_int_t slice_size, local_int_t* sellCollIndex, double* sellValues); +void EllMaxRowLenPerBlockCuda(local_int_t nrow, int sliceSize, local_int_t* sellLPermOffsets, + local_int_t* sellUPermOffsets, local_int_t* sellLSliceMrl, local_int_t* sellUSliceMrl); +void PrefixsumCuda(local_int_t localNumberOfRows, local_int_t* arr); +void MultiplyBySliceSizeCUDA(local_int_t nrow, int slice_size, local_int_t* arr); +void CreateAMatrixSliceOffsetsCuda(local_int_t nrow, local_int_t slice_size, local_int_t* arr); +void CreateSellLUColumnsValuesCuda(const local_int_t n, int sliceSize, local_int_t* columns, double* values, + local_int_t* sellLSliceOffset, local_int_t* sellLColumns, double* sellLValues, local_int_t* sellUSliceOffset, + local_int_t* sellUColumns, double* sellUValues, int level); +void PermVectorCuda(local_int_t* perm, Vector& x, local_int_t length); +void F2cPermCuda(local_int_t nrow_c, local_int_t* f2c, local_int_t* f2cPerm, local_int_t* permF, local_int_t* ipermC); + +// Test CG +void ReplaceMatrixDiagonalCuda(SparseMatrix& A, Vector& diagonal); +void CopyMatrixDiagonalCuda(SparseMatrix& A, Vector& diagonal); + +// CG Support Kernels +// 1. MG +void ComputeRestrictionCuda(const SparseMatrix& A, const Vector& r); +void ComputeProlongationCuda(const SparseMatrix& A, Vector& x); + +// 2. WAXPBY +void ComputeWAXPBYCuda( + const local_int_t n, const double alpha, const Vector& x, const double beta, const Vector& y, Vector& w); + +// 3.SYMGS +void SpmvDiagCuda(local_int_t n, double* x, double* d); +void AxpbyCuda(local_int_t n, double* x, double* y, double* z); +void SpFmaCuda(local_int_t n, double* x, double* y, double* z); + +// 4.External Matrix SpMV + Scatter +void ExtSpMVCuda(SparseMatrix& A, double alpha, double* x, double* y); + +// Transfer Problem to CPU +size_t CopyDataToHostCuda(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact); +#endif \ No newline at end of file diff --git a/src/ExchangeHalo.cpp b/src/ExchangeHalo.cpp new file mode 100644 index 0000000..4f5d08c --- /dev/null +++ b/src/ExchangeHalo.cpp @@ -0,0 +1,205 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ExchangeHalo.cpp + + HPCG routine + */ + +// Compile this routine only if running with MPI +#ifndef HPCG_NO_MPI +#include "ExchangeHalo.hpp" +#include "Geometry.hpp" +#include +#include + +extern p2p_comm_mode_t P2P_Mode; + +/*! + Communicates data that is at the border of the part of the domain assigned to this processor. + + @param[in] A The known system matrix + @param[inout] x On entry: the local vector entries followed by entries to be communicated; on exit: the vector with + non-local entries updated by other processors + */ +void ExchangeHalo(const SparseMatrix& A, Vector& x) +{ + local_int_t localNumberOfRows = A.localNumberOfRows; + int num_neighbors = A.numberOfSendNeighbors; + local_int_t * receiveLength = A.receiveLength; + local_int_t * sendLength = A.sendLength; + int * neighbors = A.neighbors; + double * sendBuffer = A.sendBuffer; + local_int_t totalToBeSent = A.totalToBeSent; + local_int_t * elementsToSend = A.elementsToSend; + + double * const xv = x.values; + + int size, rank; // Number of MPI processes, My process ID + MPI_Comm_size(MPI_COMM_WORLD, &size); + MPI_Comm_rank(MPI_COMM_WORLD, &rank); + + // + // first post receives, these are immediate receives + // Do not wait for result to come, will do that at the + // wait call below. + // + + int MPI_MY_TAG = 99; + + MPI_Request * request = new MPI_Request[num_neighbors]; + + // + // Externals are at end of locals + // + double * x_external = (double *) xv + localNumberOfRows; + + // Post receives first + // TODO: Thread this loop + for (int i = 0; i < num_neighbors; i++) { + local_int_t n_recv = receiveLength[i]; + MPI_Irecv(x_external, n_recv, MPI_DOUBLE, neighbors[i], MPI_MY_TAG, MPI_COMM_WORLD, request+i); + x_external += n_recv; + } + + + // + // Fill up send buffer + // + + // TODO: Thread this loop + for (local_int_t i=0; i +#endif + +#include "GenerateCoarseProblem.hpp" +#include "GenerateGeometry.hpp" +#include "GenerateProblem.hpp" +#include "SetupHalo.hpp" +#include + +#ifndef HPCG_NO_MPI +// Used to find ranks for CPU and GPU programs +extern int global_total_ranks; +extern int* physical_rank_dims; +#endif + +/*! + Routine to construct a prolongation/restriction operator for a given fine grid matrix + solution (as computed by a direct solver). + + @param[inout] Af - The known system matrix, on output its coarse operator, fine-to-coarse operator and auxiliary + vectors will be defined. + + Note that the matrix Af is considered const because the attributes we are modifying are declared as mutable. + +*/ + +void GenerateCoarseProblem(const SparseMatrix& Af) +{ + // Make local copies of geometry information. Use global_int_t since the RHS products in the calculations + // below may result in global range values. + global_int_t nxf = Af.geom->nx; + global_int_t nyf = Af.geom->ny; + global_int_t nzf = Af.geom->nz; + + local_int_t nxc, nyc, nzc; // Coarse nx, ny, nz + assert(nxf % 2 == 0); + assert(nyf % 2 == 0); + assert(nzf % 2 == 0); // Need fine grid dimensions to be divisible by 2 + nxc = nxf / 2; + nyc = nyf / 2; + nzc = nzf / 2; + local_int_t* f2cOperator = new local_int_t[Af.localNumberOfRows]; + + local_int_t localNumberOfRows = nxc * nyc * nzc; // This is the size of our subblock + // If this assert fails, it most likely means that the local_int_t is set to int and should be set to long long + assert(localNumberOfRows + > 0); // Throw an exception of the number of rows is less than zero (can happen if "int" overflows) + + for (int i = 0; i < 3 * global_total_ranks; i++) + physical_rank_dims[i] = physical_rank_dims[i] / 2; + + // Construct the geometry and linear system + Geometry* geomc = new Geometry; + GenerateGeometry(Af.geom->size, Af.geom->rank, Af.geom->numThreads, nxc, nyc, nzc, Af.geom->npx, Af.geom->npy, + Af.geom->npz, Af.geom->different_dim, geomc); + Vector* rc = new Vector; + Vector* xc = new Vector; + Vector* Axf = new Vector; + MGData* mgData = new MGData; + if (Af.rankType == GPU) + { + SparseMatrix* Ac = Af.Ac; + Ac->rankType = GPU; + InitializeSparseMatrix(*Ac, geomc); + GenerateProblem(*Ac, 0, 0, 0); + SetupHalo(*Ac); + InitializeVector(*rc, Ac->localNumberOfRows, Ac->rankType); + InitializeVector(*xc, Ac->localNumberOfColumns, Ac->rankType); + InitializeVector(*Axf, Af.localNumberOfColumns, Ac->rankType); +#ifdef USE_CUDA + cudaMemcpy(f2cOperator, Af.gpuAux.f2c, sizeof(local_int_t) * localNumberOfRows, cudaMemcpyDeviceToHost); +#endif + } + else + { + SparseMatrix* Ac = new SparseMatrix; + InitializeSparseMatrix(*Ac, geomc); + Ac->rankType = CPU; + (*Ac).Ac = 0; + GenerateProblem(*Ac, 0, 0, 0); + SetupHalo(*Ac); + InitializeVector(*rc, Ac->localNumberOfRows, Ac->rankType); + InitializeVector(*xc, Ac->localNumberOfColumns, Ac->rankType); + InitializeVector(*Axf, Af.localNumberOfColumns, Ac->rankType); + Af.Ac = Ac; + + // Use a parallel loop to do initial assignment: + // distributes the physical placement of arrays of pointers across the memory system +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localNumberOfRows; ++i) + { + f2cOperator[i] = 0; + } + +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for(local_int_t i = 0; i < nzc * nyc * nxc; i++) + { + local_int_t izc = (i / (nxc * nyc)); + local_int_t iyc = (i - izc * nxc * nyc) / nxc; + local_int_t ixc = i - (izc * nyc + iyc) * nxc; + + local_int_t izf = 2 * izc; + local_int_t iyf = 2 * iyc; + local_int_t ixf = 2 * ixc; + + local_int_t currentCoarseRow = izc * nxc * nyc + iyc * nxc + ixc; + local_int_t currentFineRow = izf * nxf * nyf + iyf * nxf + ixf; + f2cOperator[currentCoarseRow] = currentFineRow; + } + } + InitializeMGData(f2cOperator, rc, xc, Axf, *mgData); + Af.mgData = mgData; + + return; +} + diff --git a/src/GenerateCoarseProblem.hpp b/src/GenerateCoarseProblem.hpp new file mode 100644 index 0000000..a5a3e9d --- /dev/null +++ b/src/GenerateCoarseProblem.hpp @@ -0,0 +1,19 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef GENERATECOARSEPROBLEM_HPP +#define GENERATECOARSEPROBLEM_HPP +#include "SparseMatrix.hpp" +void GenerateCoarseProblem(const SparseMatrix& A); +#endif // GENERATECOARSEPROBLEM_HPP diff --git a/src/GenerateGeometry.cpp b/src/GenerateGeometry.cpp new file mode 100644 index 0000000..3d808e4 --- /dev/null +++ b/src/GenerateGeometry.cpp @@ -0,0 +1,801 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file GenerateGeometry.cpp + + HPCG routine + */ + +#include +#include +#include + +#include "ComputeOptimalShapeXYZ.hpp" +#include "GenerateGeometry.hpp" + +#include + +#ifdef HPCG_DEBUG +#include "hpcg.hpp" +#include +using std::endl; + +#endif + +#ifndef HPCG_NO_MPI +#include +#endif + +#ifndef HPCG_NO_MPI +// Used to find ranks for CPU and GPU programs +extern int global_total_ranks; +extern int* physical_rank_dims; +extern int* logical_rank_to_phys; +#endif + +/*! + Computes the factorization of the total number of processes into a + 3-dimensional process grid that is as close as possible to a cube. The + quality of the factorization depends on the prime number structure of the + total number of processes. It then stores this decompostion together with the + parallel parameters of the run in the geometry data structure. + + @param[in] size total number of MPI processes + @param[in] rank this process' rank among other MPI processes + @param[in] numThreads number of OpenMP threads in this process + @param[in] nx, ny, nz number of grid points for each local block in the x, y, and z dimensions, respectively + @param[out] geom data structure that will store the above parameters and the factoring of total number of processes + into three dimensions +*/ + +// Level 0 Generation, we need to decide nx, ny, nz based on +// G2C ratio and npx, npy, npz +// Remap rank IDs to logical IDs to enforce 3D shape correctness when exec_mode is GPUCPU +void GenerateGeometry(HPCG_Params& params, Geometry* geom) +{ + int size = params.comm_size, rank = params.comm_rank; // Number of MPI processes, My process ID + int nx = params.nx, ny = params.ny, nz = params.nz; + int npx = params.npx, npy = params.npy, npz = params.npz; + + // If npx. npy, and npz are not provided by user + // find the optimal shape + if (npx * npy * npz <= 0 || npx * npy * npz > size) + ComputeOptimalShapeXYZ(size, npx, npy, npz); + + // When search_for_same0 is true, finds the next rank that is the same as local + // problem size as rank 0. When false, finds the ranks that are not the same as rank 0 + auto loop_over_ranks = [](int index, int lp, bool search_for_same0) -> int + { + for (int p = index; p < global_total_ranks; p++) + { + int nnpx = physical_rank_dims[3 * p]; + int nnpy = physical_rank_dims[3 * p + 1]; + int nnpz = physical_rank_dims[3 * p + 2]; + bool same_zero = false; + if (nnpx == physical_rank_dims[0] && nnpy == physical_rank_dims[1] && nnpz == physical_rank_dims[2]) + same_zero = true; + + if (same_zero == search_for_same0) + { + logical_rank_to_phys[lp] = p; + index = p + 1; + break; + } + } + return index; + }; + + // Here decide and broadcast nx, ny, nz + // 1 Check for GPU and CPU execution modes + auto user_diff_dim = NONE; + if (params.exec_mode == GPUCPU) + { + // User defined diff direction between GPU and CPU + // If user decides that nz should be diff between GPU and CPU + // and NPZ is even --> Decide GPU and CPU local size based on + // local_problem_def and g2c + if (params.diff_dim == Z && (npz & 1) == 0) + { + user_diff_dim = Z; + if (params.local_problem_def == GPU_RATIO) + { + if (params.rank_type == CPU) + nz = nz / params.g2c; + } + else if (params.local_problem_def == GPU_ABS) + { + if (params.rank_type == CPU) + nz = params.g2c; + } + else if (params.local_problem_def == GPU_CPU_RATIO) + { + if (params.rank_type == CPU) + nz = nz / params.g2c; + if (params.rank_type == GPU) + nz = nz - (nz / params.g2c); + } + else + { /*GPU_CPU_ABS*/ + if (params.rank_type == CPU) + nz = params.g2c; + if (params.rank_type == GPU) + nz = nz - params.g2c; + } + } + // If user decides that ny should be diff between GPU and CPU + // and NPY is even --> Decide GPU and CPU local size based on + // local_problem_def and g2c + else if (params.diff_dim == Y && (npy & 1) == 0) + { + user_diff_dim = Y; + if (params.local_problem_def == GPU_RATIO) + { + if (params.rank_type == CPU) + ny = ny / params.g2c; + } + else if (params.local_problem_def == GPU_ABS) + { + if (params.rank_type == CPU) + ny = params.g2c; + } + else if (params.local_problem_def == GPU_CPU_RATIO) + { + if (params.rank_type == CPU) + ny = ny / params.g2c; + if (params.rank_type == GPU) + ny = ny - (ny / params.g2c); + } + else + { /*GPU_CPU_ABS*/ + if (params.rank_type == CPU) + ny = params.g2c; + if (params.rank_type == GPU) + ny = ny - params.g2c; + } + } + // If user decides that nx should be diff between GPU and CPU + // and NPX is even --> Decide GPU and CPU local size based on + // local_problem_def and g2c + else if (params.diff_dim == X && (npx & 1) == 0) + { + user_diff_dim = X; + if (params.local_problem_def == GPU_RATIO) + { + if (params.rank_type == CPU) + nx = nx / params.g2c; + } + else if (params.local_problem_def == GPU_ABS) + { + if (params.rank_type == CPU) + nx = params.g2c; + } + else if (params.local_problem_def == GPU_CPU_RATIO) + { + if (params.rank_type == CPU) + nx = nx / params.g2c; + if (params.rank_type == GPU) + nx = nx - (nx / params.g2c); + } + else + { /*GPU_CPU_ABS*/ + if (params.rank_type == CPU) + nx = params.g2c; + if (params.rank_type == GPU) + nx = nx - params.g2c; + } + } + // Automatic partition direction + // When user does not specify the diff dimension + if (user_diff_dim == NONE) + { // Did not succeed with user choice + if ((npz & 1) == 0) + { + if (params.local_problem_def == GPU_RATIO) + { + if (params.rank_type == CPU) + nz = nz / params.g2c; + } + else if (params.local_problem_def == GPU_ABS) + { + if (params.rank_type == CPU) + nz = params.g2c; + } + else if (params.local_problem_def == GPU_CPU_RATIO) + { + if (params.rank_type == CPU) + nz = nz / params.g2c; + if (params.rank_type == GPU) + nz = nz - (nz / params.g2c); + } + else + { /*GPU_CPU_ABS*/ + if (params.rank_type == CPU) + nz = params.g2c; + if (params.rank_type == GPU) + nz = nz - params.g2c; + } + } + else if ((npy & 1) == 0) + { + if (params.local_problem_def == GPU_RATIO) + { + if (params.rank_type == CPU) + ny = ny / params.g2c; + } + else if (params.local_problem_def == GPU_ABS) + { + if (params.rank_type == CPU) + ny = params.g2c; + } + else if (params.local_problem_def == GPU_CPU_RATIO) + { + if (params.rank_type == CPU) + ny = ny / params.g2c; + if (params.rank_type == GPU) + ny = ny - (ny / params.g2c); + } + else + { /*GPU_CPU_ABS*/ + if (params.rank_type == CPU) + ny = params.g2c; + if (params.rank_type == GPU) + ny = ny - params.g2c; + } + } + else if ((npx & 1) == 0) + { + if (params.local_problem_def == GPU_RATIO) + { + if (params.rank_type == CPU) + nx = nx / params.g2c; + } + else if (params.local_problem_def == GPU_ABS) + { + if (params.rank_type == CPU) + nx = params.g2c; + } + else if (params.local_problem_def == GPU_CPU_RATIO) + { + if (params.rank_type == CPU) + nx = nx / params.g2c; + if (params.rank_type == GPU) + nx = nx - (nx / params.g2c); + } + else + { /*GPU_CPU_ABS*/ + if (params.rank_type == CPU) + nx = params.g2c; + if (params.rank_type == GPU) + nx = nx - params.g2c; + } + } + } + } + + // Now let us exchange dimensions + int sendBuf[] = {nx, ny, nz}; +#ifndef HPCG_NO_MPI + MPI_Allgather(sendBuf, 3, MPI_INT, physical_rank_dims, 3, MPI_INT, MPI_COMM_WORLD); +#endif + + // My logical rank Id + int logical_rank; + // last physical position for the rank that has the same size as 0 + int same_as_0_position = 0; + // last physical position for the rank that does not have the same size as 0 + int not_same_as_0_position = 0; + auto different_dim = NONE; + + bool all_same = true; + int num_ranks_same = 1; + int num_ranks_not_same = 0; + int x0 = physical_rank_dims[0]; + int y0 = physical_rank_dims[1]; + int z0 = physical_rank_dims[2]; + for (int p = 1; p < global_total_ranks; p++) + { + int x = physical_rank_dims[3 * p]; + int y = physical_rank_dims[3 * p + 1]; + int z = physical_rank_dims[3 * p + 2]; + if (x != x0 || y != y0 || z != z0) + num_ranks_not_same++; + else + num_ranks_same++; + } + + if (num_ranks_not_same > 0) + all_same = false; + + if (!all_same) + { + // try twice: user-based, automatic + for (int i = 0; i < 2; i++) + { + bool z_condition = (i == 0) ? user_diff_dim == Z && (npz & 1) == 0 : (npz & 1) == 0; + bool y_condition = (i == 0) ? user_diff_dim == Y && (npy & 1) == 0 : (npy & 1) == 0; + bool x_condition = (i == 0) ? user_diff_dim == X && (npx & 1) == 0 : (npx & 1) == 0; + // Let us start with Z + if (z_condition) + { // Z is even + different_dim = Z; + bool x_same = true; + bool y_same = true; + for (int p = 1; p < global_total_ranks; p++) + { + int x = physical_rank_dims[3 * p]; + int y = physical_rank_dims[3 * p + 1]; + assert(x == x0 && y == y0); + } + } + else if (y_condition) + { // Y is even + different_dim = Y; + bool x_same = true; + bool z_same = true; + for (int p = 1; p < global_total_ranks; p++) + { + int x = physical_rank_dims[3 * p]; + int z = physical_rank_dims[3 * p + 2]; + assert(x == x0 && z == z0); + } + } + else if (x_condition) + { + different_dim = X; + bool y_same = true; + bool z_same = true; + for (int p = 1; p < global_total_ranks; p++) + { + int y = physical_rank_dims[3 * p + 1]; + int z = physical_rank_dims[3 * p + 2]; + assert(z == z0 && y == y0); + } + } + + if (z_condition || y_condition || x_condition) + break; + } + } + + // When exec_mode is GPUCPU, GPU and CPU ranks can have different dims. Therefore, + // we must rearrange the ranks such that the 3D shape is correct. + int same_rank_counter = 0; + if (different_dim != NONE) + { + for (int iz = 0; iz < npz; iz++) + for (int iy = 0; iy < npy; iy++) + for (int ix = 0; ix < npx; ix++) + { + int logical_position = iz * npy * npx + iy * npx + ix; + + // Different dim is Z + // The first NPXxNPY are GPUs, then the next NPXxNPY is CPUs, and so on + if (different_dim == Z) + { + if ((iz & 1) == 0 && same_rank_counter < num_ranks_same) + { // same as 0 + same_as_0_position = loop_over_ranks(same_as_0_position, logical_position, true); + same_rank_counter++; + } + else + { // Not same as 0 + not_same_as_0_position = loop_over_ranks(not_same_as_0_position, logical_position, false); + } + } + // Different dim is Y + // The first NPXxNPZ are GPUs, then the next NPXxNPZ is CPUs, and so on + else if (different_dim == Y) + { + if ((iy & 1) == 0 && same_rank_counter < num_ranks_same) + { // same as 0 + same_as_0_position = loop_over_ranks(same_as_0_position, logical_position, true); + same_rank_counter++; + } + else + { // Not same as 0 + not_same_as_0_position = loop_over_ranks(not_same_as_0_position, logical_position, false); + } + } + // Different dim is X + // The first NPYxNPZ are GPUs, then the next NPYxNPZ is CPUs, and so on + else if (different_dim == X) + { + if ((ix & 1) == 0 && same_rank_counter < num_ranks_same) + { // same as 0 + same_as_0_position = loop_over_ranks(same_as_0_position, logical_position, true); + same_rank_counter++; + } + else + { // Not same as 0 + not_same_as_0_position = loop_over_ranks(not_same_as_0_position, logical_position, false); + } + } + } + } + else + { + // Keep rank Ids the same if all ranks have the same problem size + for (int p = 0; p < global_total_ranks; p++) + logical_rank_to_phys[p] = p; + } + + for (int p = 0; p < global_total_ranks; p++) + { + if (rank == logical_rank_to_phys[p]) + { + logical_rank = p; + } + } + + // Now compute this process's indices in the 3D cube + int ipz = logical_rank / (npx * npy); + int ipy = (logical_rank - ipz * npx * npy) / npx; + int ipx = logical_rank % npx; + +#ifdef HPCG_DEBUG + if (rank == 0) + HPCG_fout << "size = " << size << endl + << "nx = " << nx << endl + << "ny = " << ny << endl + << "nz = " << nz << endl + << "npx = " << npx << endl + << "npy = " << npy << endl + << "npz = " << npz << endl; + + HPCG_fout << "For rank = " << rank << endl + << "ipx = " << ipx << endl + << "ipy = " << ipy << endl + << "ipz = " << ipz << endl; + + assert(size >= npx * npy * npz); +#endif + geom->size = size; + geom->rank = rank; + geom->logical_rank = logical_rank; + geom->different_dim = different_dim; + geom->numThreads = params.numThreads; + geom->nx = nx; + geom->ny = ny; + geom->nz = nz; + geom->npx = npx; + geom->npy = npy; + geom->npz = npz; + geom->ipx = ipx; + geom->ipy = ipy; + geom->ipz = ipz; + + // These values should be defined to take into account changes in nx, ny, nz values + // due to variable local grid sizes + global_int_t gnx = 0; + global_int_t gny = 0; + global_int_t gnz = 0; + + // Find the global NX. NY, and NZ + // For diff dims, accumulate sequentially + // For similar dims, just multiply rank 3D location by the local dim + if (different_dim == X) + for (int i = 0; i < npx; i++) + { + int r = ipz * npx * npy + ipy * npx + i; + int p = logical_rank_to_phys[r]; + gnx += physical_rank_dims[p * 3]; + } + else + gnx = npx * nx; + + if (different_dim == Y) + for (int i = 0; i < npy; i++) + { + int r = ipz * npx * npy + i * npx + ipx; + int p = logical_rank_to_phys[r]; + gny += physical_rank_dims[p * 3 + 1]; + } + else + gny = npy * ny; + + if (different_dim == Z) + for (int i = 0; i < npz; i++) + { + int r = i * npx * npy + ipy * npx + ipx; + int p = logical_rank_to_phys[r]; + gnz += physical_rank_dims[p * 3 + 2]; + } + else + gnz = npz * nz; + + // Here, we find the initial global indices (gix0, giy0, and giz0) + // for each rank based on its 3d location in the grid + // Also, for the diff dim find the previous and next neighbor IDs + // Notice, on the diff dims the previous and next neighbors have + // the different dimension! + int prev_n = 0; + int next_n = 0; + global_int_t giz0 = 0; + global_int_t gix0 = 0; + global_int_t giy0 = 0; + if (different_dim == X) + { + for (int i = 0; i < ipx; i++) + { + int r = ipz * npx * npy + ipy * npx + i; + int p = logical_rank_to_phys[r]; + gix0 += physical_rank_dims[p * 3]; + if (i == ipx - 1) + { + prev_n = physical_rank_dims[p * 3]; + } + } + if (ipx + 1 < npx) + { + int r = ipz * npx * npy + ipy * npx + (ipx + 1); + int p = logical_rank_to_phys[r]; + next_n = physical_rank_dims[p * 3]; + } + } + else + gix0 = ipx * nx; + + if (different_dim == Y) + { + for (int i = 0; i < ipy; i++) + { + int r = ipz * npx * npy + i * npx + ipx; + int p = logical_rank_to_phys[r]; + giy0 += physical_rank_dims[p * 3 + 1]; + if (i == ipy - 1) + { + prev_n = physical_rank_dims[p * 3 + 1]; + } + } + if (ipy + 1 < npy) + { + int r = ipz * npx * npy + (ipy + 1) * npx + ipx; + int p = logical_rank_to_phys[r]; + next_n = physical_rank_dims[p * 3 + 1]; + } + } + else + giy0 = ipy * ny; + + if (different_dim == Z) + { + for (int i = 0; i < ipz; i++) + { + int r = i * npx * npy + ipy * npx + ipx; + int p = logical_rank_to_phys[r]; + giz0 += physical_rank_dims[p * 3 + 2]; + if (i == ipz - 1) + { + prev_n = physical_rank_dims[p * 3 + 2]; + } + } + if (ipz + 1 < npz) + { + int r = (ipz + 1) * npx * npy + ipy * npx + ipx; + int p = logical_rank_to_phys[r]; + next_n = physical_rank_dims[p * 3 + 2]; + } + } + else + giz0 = ipz * nz; + + // Keep these values for later + geom->gnx = gnx; + geom->gny = gny; + geom->gnz = gnz; + geom->gix0 = gix0; + geom->giy0 = giy0; + geom->giz0 = giz0; + geom->previous_neighbor_dim = prev_n; + geom->next_neighbor_dim = next_n; + + return; +} + +// Simpler generateion for next/coarse levels +// Do not need to find nx, ny, nz for CPU and GPU based on parameters +// Do not need to find logical rank IDs +void GenerateGeometry(int size, int rank, int numThreads, local_int_t nx, local_int_t ny, local_int_t nz, int npx, + int npy, int npz, dim_3d_t different_dim, Geometry* geom) +{ + + // My logical rank Id + int logical_rank; + for (int p = 0; p < global_total_ranks; p++) + { + if (rank == logical_rank_to_phys[p]) + { + logical_rank = p; + } + } + + // Now compute this process's indices in the 3D cube + int ipz = logical_rank / (npx * npy); + int ipy = (logical_rank - ipz * npx * npy) / npx; + int ipx = logical_rank % npx; + +#ifdef HPCG_DEBUG + if (rank == 0) + HPCG_fout << "size = " << size << endl + << "nx = " << nx << endl + << "ny = " << ny << endl + << "nz = " << nz << endl + << "npx = " << npx << endl + << "npy = " << npy << endl + << "npz = " << npz << endl; + + HPCG_fout << "For rank = " << rank << endl + << "ipx = " << ipx << endl + << "ipy = " << ipy << endl + << "ipz = " << ipz << endl; + + assert(size >= npx * npy * npz); +#endif + geom->size = size; + geom->rank = rank; + geom->logical_rank = logical_rank; + geom->different_dim = different_dim; + geom->numThreads = numThreads; + geom->nx = nx; + geom->ny = ny; + geom->nz = nz; + geom->npx = npx; + geom->npy = npy; + geom->npz = npz; + geom->ipx = ipx; + geom->ipy = ipy; + geom->ipz = ipz; + + // Find the global NX. NY, and NZ + // For diff dims, accumulate sequentially + // For similar dims, just multiply rank 3D location by the local dim + global_int_t gnx = 0; + global_int_t gny = 0; + global_int_t gnz = 0; + if (different_dim == X) + for (int i = 0; i < npx; i++) + { + int r = ipz * npx * npy + ipy * npx + i; + int p = logical_rank_to_phys[r]; + gnx += physical_rank_dims[p * 3]; + } + else + gnx = npx * nx; + + if (different_dim == Y) + for (int i = 0; i < npy; i++) + { + int r = ipz * npx * npy + i * npx + ipx; + int p = logical_rank_to_phys[r]; + gny += physical_rank_dims[p * 3 + 1]; + } + else + gny = npy * ny; + + if (different_dim == Z) + for (int i = 0; i < npz; i++) + { + int r = i * npx * npy + ipy * npx + ipx; + int p = logical_rank_to_phys[r]; + gnz += physical_rank_dims[p * 3 + 2]; + } + else + gnz = npz * nz; + + // Here, we find the initial global indices (gix0, giy0, and giz0) + // for each rank based on its 3d location in the grid + // Also, for the diff dim find the previous and next neighbor IDs + // Notice, on the diff dims the previous and next neighbors have + // the different dimension! + int prev_n = 0; + int next_n = 0; + global_int_t giz0 = 0; + global_int_t gix0 = 0; + global_int_t giy0 = 0; + if (different_dim == X) + { + for (int i = 0; i < ipx; i++) + { + int r = ipz * npx * npy + ipy * npx + i; + int p = logical_rank_to_phys[r]; + gix0 += physical_rank_dims[p * 3]; + if (i == ipx - 1) + { + prev_n = physical_rank_dims[p * 3]; + } + } + if (ipx + 1 < npx) + { + int r = ipz * npx * npy + ipy * npx + (ipx + 1); + int p = logical_rank_to_phys[r]; + next_n = physical_rank_dims[p * 3]; + } + } + else + gix0 = ipx * nx; + + if (different_dim == Y) + { + for (int i = 0; i < ipy; i++) + { + int r = ipz * npx * npy + i * npx + ipx; + int p = logical_rank_to_phys[r]; + giy0 += physical_rank_dims[p * 3 + 1]; + if (i == ipy - 1) + { + prev_n = physical_rank_dims[p * 3 + 1]; + } + } + if (ipy + 1 < npy) + { + int r = ipz * npx * npy + (ipy + 1) * npx + ipx; + int p = logical_rank_to_phys[r]; + next_n = physical_rank_dims[p * 3 + 1]; + } + } + else + giy0 = ipy * ny; + + if (different_dim == Z) + { + for (int i = 0; i < ipz; i++) + { + int r = i * npx * npy + ipy * npx + ipx; + int p = logical_rank_to_phys[r]; + giz0 += physical_rank_dims[p * 3 + 2]; + if (i == ipz - 1) + { + prev_n = physical_rank_dims[p * 3 + 2]; + } + } + if (ipz + 1 < npz) + { + int r = (ipz + 1) * npx * npy + ipy * npx + ipx; + int p = logical_rank_to_phys[r]; + next_n = physical_rank_dims[p * 3 + 2]; + } + } + else + giz0 = ipz * nz; + + // Keep these values for later + geom->gnx = gnx; + geom->gny = gny; + geom->gnz = gnz; + geom->gix0 = gix0; + geom->giy0 = giy0; + geom->giz0 = giz0; + geom->previous_neighbor_dim = prev_n; + geom->next_neighbor_dim = next_n; + + return; +} diff --git a/src/GenerateGeometry.hpp b/src/GenerateGeometry.hpp new file mode 100644 index 0000000..65d1066 --- /dev/null +++ b/src/GenerateGeometry.hpp @@ -0,0 +1,39 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef GENERATEGEOMETRY_HPP +#define GENERATEGEOMETRY_HPP +#include "Geometry.hpp" +#include "hpcg.hpp" +void GenerateGeometry(HPCG_Params& params, Geometry* geom); +void GenerateGeometry(int size, int rank, int numThreads, local_int_t nx, local_int_t ny, local_int_t nz, int npx, + int npy, int npz, dim_3d_t partition_by, Geometry* geom); +#endif // GENERATEGEOMETRY_HPP diff --git a/src/GenerateProblem.cpp b/src/GenerateProblem.cpp new file mode 100644 index 0000000..4edbecf --- /dev/null +++ b/src/GenerateProblem.cpp @@ -0,0 +1,404 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file GenerateProblem.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include +#endif + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#include "mytimer.hpp" + +#include "GenerateProblem.hpp" +#include "GenerateProblem_ref.hpp" +#ifdef USE_CUDA +#include "Cuda.hpp" +#include "CudaKernels.hpp" +#endif + +#ifdef USE_GRACE +#include "CpuKernels.hpp" +#endif + +/*! + Routine to generate a sparse matrix, right hand side, initial guess, and exact solution. + + @param[in] A The generated system matrix + @param[inout] b The newly allocated and generated right hand side vector (if b!=0 on entry) + @param[inout] x The newly allocated solution vector with entries set to 0.0 (if x!=0 on entry) + @param[inout] xexact The newly allocated solution vector with entries set to the exact solution (if the xexact!=0 + non-zero on entry) + + @see GenerateGeometry +*/ +#ifdef USE_CUDA +void GenerateProblem_Gpu(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact) +{ + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + + local_int_t localNumberOfRows = nx * ny * nz; + local_int_t numberOfNonzerosPerRow = 27; + global_int_t totalNumberOfRows = gnx * gny * gnz; + + if (b != 0) + InitializeVector(*b, localNumberOfRows, GPU); + if (x != 0) + InitializeVector(*x, localNumberOfRows, GPU); + if (xexact != 0) + InitializeVector(*xexact, localNumberOfRows, GPU); + + GenerateProblemCuda(A, b, x, xexact); + + local_int_t localNumberOfNonzeros = A.localNumberOfNonzeros; + global_int_t totalNumberOfNonzeros = 27LL * ((gnx - 2LL) * (gny - 2LL) * (gnz - 2LL)) + + 18LL + * (2LL * ((gnx - 2LL) * (gny - 2LL)) + 2LL * ((gnx - 2LL) * (gnz - 2LL)) + + 2LL * ((gny - 2LL) * (gnz - 2LL))) + + 12LL * (4LL * (gnx - 2LL) + 4LL * (gny - 2LL) + 4LL * (gnz - 2LL)) + 8LL * 8LL; + + A.title = 0; + A.totalNumberOfRows = totalNumberOfRows; + A.totalNumberOfNonzeros = totalNumberOfNonzeros; + A.localNumberOfRows = localNumberOfRows; + A.localNumberOfColumns = localNumberOfRows; + A.localNumberOfNonzeros = localNumberOfNonzeros; + + return; +} +#endif + +#ifdef USE_GRACE +// Neighbor rank to sequential ID and vice versa +extern int *rankToId_h, *idToRank_h; +// GenerateProblem_Cpu is called 4 times for each level +// Sometimes we need to perform actions based on the level (global across the applications) +int global_steps = 0; +void GenerateProblem_Cpu(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact) +{ + // Make local copies of geometry information. Use global_int_t since the RHS products in the calculations + // below may result in global range values. + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + int npx = A.geom->npx; + int npy = A.geom->npy; + + local_int_t localNumberOfRows = nx * ny * nz; // This is the size of our subblock + // If this assert fails, it most likely means that the local_int_t is set to int and should be set to long long + assert(localNumberOfRows + > 0); // Throw an exception of the number of rows is less than zero (can happen if int overflow) + local_int_t numberOfNonzerosPerRow + = 27; // We are approximating a 27-point finite element/volume/difference 3D stencil + + global_int_t totalNumberOfRows = gnx * gny * gnz; // Total number of grid points in mesh + // If this assert fails, it most likely means that the global_int_t is set to int and should be set to long long + assert(totalNumberOfRows + > 0); // Throw an exception of the number of rows is less than zero (can happen if int overflow) + + // Allocate arrays that are of length localNumberOfRows + if (global_steps == 0) + { + rankToId_h = new int[A.geom->size + 1]; + idToRank_h = new int[27]; + global_steps++; + } + local_int_t* nonzerosInRow = new local_int_t[localNumberOfRows]; + global_int_t** mtxIndG = new global_int_t*[localNumberOfRows]; + local_int_t** mtxIndL = new local_int_t*[localNumberOfRows]; + double** matrixValues = new double*[localNumberOfRows]; + double** matrixDiagonal = new double*[localNumberOfRows]; + + if (b != 0) + InitializeVector(*b, localNumberOfRows, CPU); + if (x != 0) + InitializeVector(*x, localNumberOfRows, CPU); + if (xexact != 0) + InitializeVector(*xexact, localNumberOfRows, CPU); + double* bv = 0; + double* xv = 0; + double* xexactv = 0; + if (b != 0) + bv = b->values; // Only compute exact solution if requested + if (x != 0) + xv = x->values; // Only compute exact solution if requested + if (xexact != 0) + xexactv = xexact->values; // Only compute exact solution if requested + A.localToGlobalMap.resize(localNumberOfRows); + + // Use a parallel loop to do initial assignment: + // distributes the physical placement of arrays of pointers across the memory system +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localNumberOfRows; ++i) + { + matrixValues[i] = 0; + matrixDiagonal[i] = 0; + mtxIndG[i] = 0; + mtxIndL[i] = 0; + } + + if (global_steps == 1) + { +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < A.geom->size + 1; i++) + { + rankToId_h[i] = 0; + } + global_steps++; + } + + // Now allocate the arrays pointed to + mtxIndL[0] = new local_int_t[localNumberOfRows * numberOfNonzerosPerRow]; + matrixValues[0] = new double[localNumberOfRows * numberOfNonzerosPerRow]; + mtxIndG[0] = new global_int_t[localNumberOfRows * numberOfNonzerosPerRow]; + + local_int_t localNumberOfNonzeros = 0; + local_int_t ext_nnz = 0; +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for reduction(+ : localNumberOfNonzeros) reduction(+ : ext_nnz) +#endif + for (local_int_t i = 0; i < localNumberOfRows; i++) + { + mtxIndL[i] = mtxIndL[0] + i * numberOfNonzerosPerRow; + matrixValues[i] = matrixValues[0] + i * numberOfNonzerosPerRow; + mtxIndG[i] = mtxIndG[0] + i * numberOfNonzerosPerRow; + + const local_int_t iz = (i / (nx * ny)); + const local_int_t iy = (i - iz * nx * ny) / nx; + const local_int_t ix = i - (iz * ny + iy) * nx; + const global_int_t gix = ix + gix0; + const global_int_t giy = iy + giy0; + const global_int_t giz = iz + giz0; + + local_int_t currentLocalRow = i; + global_int_t currentGlobalRow = gix + giy * gnx + giz * gnx * gny; + + A.localToGlobalMap[currentLocalRow] = currentGlobalRow; + + char numberOfNonzerosInRow = 0; + double* currentValuePointer = matrixValues[currentLocalRow]; + global_int_t* currentIndexPointerG = mtxIndG[currentLocalRow]; + global_int_t curcol; + double* diagonalPointer = nullptr; + // Go through all the neighbors around a 3D point to decide + // which one is a halo and which one is local to the rank + for (int k = 0; k < 27; k++) + { + // Neibor global Ids + long long int cgix = gix + tid2indCpu[k][0]; + long long int cgiy = giy + tid2indCpu[k][1]; + long long int cgiz = giz + tid2indCpu[k][2]; + + // These used when the point is local to the rank + local_int_t zi = (cgiz) % nz; + local_int_t yi = (cgiy) % ny; + local_int_t xi = (cgix) % nx; + // local column Id + local_int_t lcol = zi * ny * nx + yi * nx + xi; + + // Is the global 3D point inside the global problem? + int ok = cgiz > -1 && cgiz < gnz && cgiy > -1 && cgiy < gny && cgix > -1 && cgix < gnx; + + if (ok /*Yes this a valid point globally*/) + { + *currentIndexPointerG++ = cgix + cgiy * gnx + cgiz * gnx * gny; + ; + if (k == 13) + { + *currentValuePointer = 26.0; + diagonalPointer = currentValuePointer; + } + else + { + *currentValuePointer = -1.0; + } + + // Rank Id in the global domain + int ipz = cgiz / nz; + int ipy = cgiy / ny; + int ipx = cgix / nx; + + // For GPUCPU exec mode, when the CPU and GPU have diff dims in a direction, + // we need to find the point rank manually, not based on its local dimension + // but based on its physical location to the local problem + // Note the halo size is always 1 + if (A.geom->different_dim == Z) + { + long long int local = cgiz - giz0; + if (local >= 0 && local < nz) + ipz = A.geom->ipz; + else if (local < 0) + ipz = A.geom->ipz - 1; + else if (local >= nz) + ipz = A.geom->ipz + 1; + } + else if (A.geom->different_dim == Y) + { + long long int local = cgiy - giy0; + if (local >= 0 && local < ny) + ipy = A.geom->ipy; + else if (local < 0) + ipy = A.geom->ipy - 1; + else if (local >= ny) + ipy = A.geom->ipy + 1; + } + else if (A.geom->different_dim == X) + { + long long int local = cgix - gix0; + if (local >= 0 && local < nx) + ipx = A.geom->ipx; + else if (local < 0) + ipx = A.geom->ipx - 1; + else if (local >= nx) + ipx = A.geom->ipx + 1; + } + + // Now, after find the point rank from the location + // in the 3D grid (ranks domain NPXxNPYxNPZ) + int col_rank = ipx + ipy * npx + ipz * npy * npx; + + // The neighbor point rank is diff than the current point rank + if (A.geom->logical_rank != col_rank) + { + if (global_steps == 2) + rankToId_h[col_rank + 1] = 1; // To find its sequential Id (will be prefix summed later) + ext_nnz++; + } + + currentValuePointer++; + numberOfNonzerosInRow++; + } + } + + matrixDiagonal[currentLocalRow] = diagonalPointer; + nonzerosInRow[currentLocalRow] = numberOfNonzerosInRow; + localNumberOfNonzeros += numberOfNonzerosInRow; + if (b != 0) + bv[currentLocalRow] = 26.0 - ((double) (numberOfNonzerosInRow - 1)); + if (x != 0) + xv[currentLocalRow] = 0.0; + if (xexact != 0) + xexactv[currentLocalRow] = 1.0; + } + + // Prefixsum to RakToId + // Map physical neighbor ranks to sequential IDs + // less memory consumption + if (global_steps == 2) + { + PrefixsumCpu(rankToId_h + 1, A.geom->size); + int counter = 1; + for (int i = 1; i < A.geom->size + 1; i++) + { + if (rankToId_h[i] == counter) + { + idToRank_h[counter - 1] = i - 1; + counter++; + } + } + global_steps++; + } + +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << "Process " << A.geom->rank << " of " << A.geom->size << " has " << localNumberOfRows << " rows." + << endl + << "Process " << A.geom->rank << " of " << A.geom->size << " has " << localNumberOfNonzeros + << " nonzeros." << endl; +#endif + + global_int_t totalNumberOfNonzeros = 27LL * ((gnx - 2LL) * (gny - 2LL) * (gnz - 2LL)) + + 18LL + * (2LL * ((gnx - 2LL) * (gny - 2LL)) + 2LL * ((gnx - 2LL) * (gnz - 2LL)) + + 2LL * ((gny - 2LL) * (gnz - 2LL))) + + 12LL * (4LL * (gnx - 2LL) + 4LL * (gny - 2LL) + 4LL * (gnz - 2LL)) + 8LL * 8LL; + + // If this assert fails, it most likely means that the global_int_t is set to int and should be set to long long + // This assert is usually the first to fail as problem size increases beyond the 32-bit integer range. + assert(totalNumberOfNonzeros + > 0); // Throw an exception of the number of nonzeros is less than zero (can happen if int overflow) + + A.title = 0; + A.totalNumberOfRows = totalNumberOfRows; + A.totalNumberOfNonzeros = totalNumberOfNonzeros; + A.localNumberOfRows = localNumberOfRows; + A.localNumberOfColumns = localNumberOfRows; + A.localNumberOfNonzeros = localNumberOfNonzeros; + A.nonzerosInRow = nonzerosInRow; + A.mtxIndG = mtxIndG; + A.mtxIndL = mtxIndL; + A.matrixValues = matrixValues; + A.matrixDiagonal = matrixDiagonal; + A.extNnz = ext_nnz; + + return; +} +#endif // USE_GRACE + +void GenerateProblem(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact) +{ + if (A.rankType == GPU) + { +#ifdef USE_CUDA + GenerateProblem_Gpu(A, b, x, xexact); +#endif + } + else + { +#ifdef USE_GRACE + GenerateProblem_Cpu(A, b, x, xexact); +#endif + } +} \ No newline at end of file diff --git a/src/GenerateProblem.hpp b/src/GenerateProblem.hpp new file mode 100644 index 0000000..0cd5d00 --- /dev/null +++ b/src/GenerateProblem.hpp @@ -0,0 +1,20 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef GENERATEPROBLEM_HPP +#define GENERATEPROBLEM_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" +void GenerateProblem(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact); +#endif // GENERATEPROBLEM_HPP diff --git a/src/GenerateProblem_ref.cpp b/src/GenerateProblem_ref.cpp new file mode 100644 index 0000000..80fd881 --- /dev/null +++ b/src/GenerateProblem_ref.cpp @@ -0,0 +1,251 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file GenerateProblem_ref.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include +#endif + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#if defined(HPCG_DEBUG) || defined(HPCG_DETAILED_DEBUG) +#include +using std::endl; +#include "hpcg.hpp" +#endif +#include + +#include "GenerateProblem_ref.hpp" + +/*! + Reference version of GenerateProblem to generate the sparse matrix, right hand side, initial guess, and exact + solution. + + @param[in] A The known system matrix + @param[inout] b The newly allocated and generated right hand side vector (if b!=0 on entry) + @param[inout] x The newly allocated solution vector with entries set to 0.0 (if x!=0 on entry) + @param[inout] xexact The newly allocated solution vector with entries set to the exact solution (if the xexact!=0 + non-zero on entry) + + @see GenerateGeometry +*/ + +void GenerateProblem_ref(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact) +{ + + // Make local copies of geometry information. Use global_int_t since the RHS products in the calculations + // below may result in global range values. + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + + local_int_t localNumberOfRows = nx * ny * nz; // This is the size of our subblock + // If this assert fails, it most likely means that the local_int_t is set to int and should be set to long long + assert(localNumberOfRows + > 0); // Throw an exception of the number of rows is less than zero (can happen if int overflow) + local_int_t numberOfNonzerosPerRow + = 27; // We are approximating a 27-point finite element/volume/difference 3D stencil + + global_int_t totalNumberOfRows = gnx * gny * gnz; // Total number of grid points in mesh + // If this assert fails, it most likely means that the global_int_t is set to int and should be set to long long + assert(totalNumberOfRows + > 0); // Throw an exception of the number of rows is less than zero (can happen if int overflow) + + // Allocate arrays that are of length localNumberOfRows + local_int_t* nonzerosInRow = new local_int_t[localNumberOfRows]; + global_int_t** mtxIndG = new global_int_t*[localNumberOfRows]; + local_int_t** mtxIndL = new local_int_t*[localNumberOfRows]; + double** matrixValues = new double*[localNumberOfRows]; + double** matrixDiagonal = new double*[localNumberOfRows]; + + if (b != 0) + InitializeVector(*b, localNumberOfRows, CPU); + if (x != 0) + InitializeVector(*x, localNumberOfRows, CPU); + if (xexact != 0) + InitializeVector(*xexact, localNumberOfRows, CPU); + double* bv = 0; + double* xv = 0; + double* xexactv = 0; + if (b != 0) + bv = b->values; // Only compute exact solution if requested + if (x != 0) + xv = x->values; // Only compute exact solution if requested + if (xexact != 0) + xexactv = xexact->values; // Only compute exact solution if requested + A.localToGlobalMap.resize(localNumberOfRows); + + // Use a parallel loop to do initial assignment: + // distributes the physical placement of arrays of pointers across the memory system +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localNumberOfRows; ++i) + { + matrixValues[i] = 0; + matrixDiagonal[i] = 0; + mtxIndG[i] = 0; + mtxIndL[i] = 0; + } + +#ifndef HPCG_CONTIGUOUS_ARRAYS + // Now allocate the arrays pointed to + for (local_int_t i = 0; i < localNumberOfRows; ++i) + mtxIndL[i] = new local_int_t[numberOfNonzerosPerRow]; + for (local_int_t i = 0; i < localNumberOfRows; ++i) + matrixValues[i] = new double[numberOfNonzerosPerRow]; + for (local_int_t i = 0; i < localNumberOfRows; ++i) + mtxIndG[i] = new global_int_t[numberOfNonzerosPerRow]; + +#else + // Now allocate the arrays pointed to + mtxIndL[0] = new local_int_t[localNumberOfRows * numberOfNonzerosPerRow]; + matrixValues[0] = new double[localNumberOfRows * numberOfNonzerosPerRow]; + mtxIndG[0] = new global_int_t[localNumberOfRows * numberOfNonzerosPerRow]; + + for (local_int_t i = 1; i < localNumberOfRows; ++i) + { + mtxIndL[i] = mtxIndL[0] + i * numberOfNonzerosPerRow; + matrixValues[i] = matrixValues[0] + i * numberOfNonzerosPerRow; + mtxIndG[i] = mtxIndG[0] + i * numberOfNonzerosPerRow; + } +#endif + + local_int_t localNumberOfNonzeros = 0; + // TODO: This triply nested loop could be flattened or use nested parallelism +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t iz = 0; iz < nz; iz++) + { + global_int_t giz = giz0 + iz; + for (local_int_t iy = 0; iy < ny; iy++) + { + global_int_t giy = giy0 + iy; + for (local_int_t ix = 0; ix < nx; ix++) + { + global_int_t gix = gix0 + ix; + local_int_t currentLocalRow = iz * nx * ny + iy * nx + ix; + global_int_t currentGlobalRow = giz * gnx * gny + giy * gnx + gix; +#ifndef HPCG_NO_OPENMP + // C++ std::map is not threadsafe for writing +#pragma omp critical +#endif + A.globalToLocalMap[currentGlobalRow] = currentLocalRow; + + A.localToGlobalMap[currentLocalRow] = currentGlobalRow; +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << " rank, globalRow, localRow = " << A.geom->rank << " " << currentGlobalRow << " " + << A.globalToLocalMap[currentGlobalRow] << endl; +#endif + char numberOfNonzerosInRow = 0; + double* currentValuePointer = matrixValues[currentLocalRow]; // Pointer to current value in current row + global_int_t* currentIndexPointerG + = mtxIndG[currentLocalRow]; // Pointer to current index in current row + for (int sz = -1; sz <= 1; sz++) + { + if (giz + sz > -1 && giz + sz < gnz) + { + for (int sy = -1; sy <= 1; sy++) + { + if (giy + sy > -1 && giy + sy < gny) + { + for (int sx = -1; sx <= 1; sx++) + { + if (gix + sx > -1 && gix + sx < gnx) + { + global_int_t curcol = currentGlobalRow + sz * gnx * gny + sy * gnx + sx; + if (curcol == currentGlobalRow) + { + matrixDiagonal[currentLocalRow] = currentValuePointer; + *currentValuePointer++ = 26.0; + } + else + { + *currentValuePointer++ = -1.0; + } + *currentIndexPointerG++ = curcol; + numberOfNonzerosInRow++; + } // end x bounds test + } // end sx loop + } // end y bounds test + } // end sy loop + } // end z bounds test + } // end sz loop + nonzerosInRow[currentLocalRow] = numberOfNonzerosInRow; +#ifndef HPCG_NO_OPENMP +#pragma omp critical +#endif + localNumberOfNonzeros += numberOfNonzerosInRow; // Protect this with an atomic + if (b != 0) + bv[currentLocalRow] = 26.0 - ((double) (numberOfNonzerosInRow - 1)); + if (x != 0) + xv[currentLocalRow] = 0.0; + if (xexact != 0) + xexactv[currentLocalRow] = 1.0; + } // end ix loop + } // end iy loop + } // end iz loop +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << "Process " << A.geom->rank << " of " << A.geom->size << " has " << localNumberOfRows << " rows." + << endl + << "Process " << A.geom->rank << " of " << A.geom->size << " has " << localNumberOfNonzeros + << " nonzeros." << endl; +#endif + + global_int_t totalNumberOfNonzeros = 0; +#ifndef HPCG_NO_MPI + // Use MPI's reduce function to sum all nonzeros +#ifdef HPCG_NO_LONG_LONG + MPI_Allreduce(&localNumberOfNonzeros, &totalNumberOfNonzeros, 1, MPI_INT, MPI_SUM, MPI_COMM_WORLD); +#else + long long lnnz = localNumberOfNonzeros, gnnz = 0; // convert to 64 bit for MPI call + MPI_Allreduce(&lnnz, &gnnz, 1, MPI_LONG_LONG_INT, MPI_SUM, MPI_COMM_WORLD); + totalNumberOfNonzeros = gnnz; // Copy back +#endif +#else + totalNumberOfNonzeros = localNumberOfNonzeros; +#endif + // If this assert fails, it most likely means that the global_int_t is set to int and should be set to long long + // This assert is usually the first to fail as problem size increases beyond the 32-bit integer range. + assert(totalNumberOfNonzeros + > 0); // Throw an exception of the number of nonzeros is less than zero (can happen if int overflow) + + A.title = 0; + A.totalNumberOfRows = totalNumberOfRows; + A.totalNumberOfNonzeros = totalNumberOfNonzeros; + A.localNumberOfRows = localNumberOfRows; + A.localNumberOfColumns = localNumberOfRows; + A.localNumberOfNonzeros = localNumberOfNonzeros; + A.nonzerosInRow = nonzerosInRow; + A.mtxIndG = mtxIndG; + A.mtxIndL = mtxIndL; + A.matrixValues = matrixValues; + A.matrixDiagonal = matrixDiagonal; + + return; +} diff --git a/src/GenerateProblem_ref.hpp b/src/GenerateProblem_ref.hpp new file mode 100644 index 0000000..8e65518 --- /dev/null +++ b/src/GenerateProblem_ref.hpp @@ -0,0 +1,21 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef GENERATEPROBLEM_REF_HPP +#define GENERATEPROBLEM_REF_HPP +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +void GenerateProblem_ref(SparseMatrix& A, Vector* b, Vector* x, Vector* xexact); +#endif // GENERATEPROBLEM_REF_HPP diff --git a/src/Geometry.hpp b/src/Geometry.hpp new file mode 100644 index 0000000..c73062e --- /dev/null +++ b/src/Geometry.hpp @@ -0,0 +1,207 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file Geometry.hpp + + HPCG data structure for problem geometry + */ + +#ifndef GEOMETRY_HPP +#define GEOMETRY_HPP + +/*! + This defines the type for integers that have local subdomain dimension. + + Define as "long long" when local problem dimension is > 2^31 +*/ +// #define INDEX_64 + +#ifndef INDEX_64 +typedef int local_int_t; +#else +typedef long long local_int_t; +#endif + +/*! + This defines the type for integers that have global dimension + + Define as "long long" when global problem dimension is > 2^31 +*/ +#ifdef HPCG_NO_LONG_LONG +typedef int global_int_t; +#else +typedef long long global_int_t; +#endif + +#define HPCG_MAX_ROW_LEN 27 + +// Enums +typedef enum +{ + X = 0, + Y = 1, + Z = 2, + NONE = 3 +} dim_3d_t; +typedef enum +{ + MPI_CPU, + MPI_CUDA_AWARE, + MPI_GPU_All2allv, + MPI_CPU_All2allv, + NCCL /*GPUONLY*/ +} p2p_comm_mode_t; +typedef enum +{ + CPU, + GPU +} rank_type_t; +typedef enum +{ + GPUONLY = 0, + CPUONLY = 1, + GPUCPU = 2 +} exec_mode_t; +typedef enum +{ + GPU_RATIO = 0 /*NX, NY, NZ are local to GPU and g2c is a ratio*/, + GPU_ABS = 1 /*NX, NY, NZ are local to GPU and g2c is absolute dimension size*/, + GPU_CPU_RATIO = 2 /*NX, NY, NZ are local to GPU+CPU and g2c is ratio*/, + GPU_CPU_ABS = 3 /*NX, NY, NZ are local to GPU+CPU and g2c is absolute dimension size*/ +} local_problem_def_t; + +// This macro should be defined if the global_int_t is not long long +// in order to stop complaints from non-C++11 compliant compilers. +// #define HPCG_NO_LONG_LONG + +/*! + This is a data structure to contain all processor geometry information +*/ +struct Geometry_STRUCT +{ + int size; //!< Number of MPI processes + int rank; //!< This process' rank in the range [0 to size - 1] + int logical_rank; //!< For hetrogeneous setup, + int numThreads; //!< This process' number of threads + local_int_t nx; //!< Number of x-direction grid points for each local subdomain + local_int_t ny; //!< Number of y-direction grid points for each local subdomain + local_int_t nz; //!< Number of z-direction grid points for each local subdomain + int npx; //!< Number of processors in x-direction + int npy; //!< Number of processors in y-direction + int npz; //!< Number of processors in z-direction + int pz; //!< partition ID of z-dimension process that starts the second region of nz values + int npartz; //!< Number of partitions with varying nz values + int* partz_ids; //!< Array of partition ids of processor in z-direction where new value of nz starts (valid values + //!< are 1 to npz) + local_int_t* partz_nz; //!< Array of length npartz containing the nz values for each partition + int ipx; //!< Current rank's x location in the npx by npy by npz processor grid + int ipy; //!< Current rank's y location in the npx by npy by npz processor grid + int ipz; //!< Current rank's z location in the npx by npy by npz processor grid + global_int_t gnx; //!< Global number of x-direction grid points + global_int_t gny; //!< Global number of y-direction grid points + global_int_t gnz; //!< Global number of z-direction grid points + global_int_t gix0; //!< Base global x index for this rank in the npx by npy by npz processor grid + global_int_t giy0; //!< Base global y index for this rank in the npx by npy by npz processor grid + global_int_t giz0; //!< Base global z index for this rank in the npx by npy by npz processor grid + + dim_3d_t different_dim; //!< The dimension that the GPU and CPU rank are partitioned along + int previous_neighbor_dim; + int next_neighbor_dim; +}; +typedef struct Geometry_STRUCT Geometry; + +/*! + Returns the rank of the MPI process that is assigned the global row index + given as the input argument. + + @param[in] geom The description of the problem's geometry. + @param[in] index The global row index + + @return Returns the MPI rank of the process assigned the row +*/ +inline int ComputeRankOfMatrixRow(const Geometry& geom, global_int_t index) +{ + global_int_t gnx = geom.gnx; + global_int_t gny = geom.gny; + + global_int_t iz = index / (gny * gnx); + global_int_t iy = (index - iz * gny * gnx) / gnx; + global_int_t ix = index % gnx; + // We now permit varying values for nz for any nx-by-ny plane of MPI processes. + // npartz is the number of different groups of nx-by-ny groups of processes. + // partz_ids is an array of length npartz where each value indicates the z process of the last process in the ith + // nx-by-ny group. partz_nz is an array of length npartz containing the value of nz for the ith group. + + // With no variation, npartz = 1, partz_ids[0] = npz, partz_nz[0] = nz + + int ipz = 0; + int ipartz_ids = 0; + for (int i = 0; i < geom.npartz; ++i) + { + int ipart_nz = geom.partz_nz[i]; + ipartz_ids = geom.partz_ids[i] - ipartz_ids; + if (iz <= ipart_nz * ipartz_ids) + { + ipz += iz / ipart_nz; + break; + } + else + { + ipz += ipartz_ids; + iz -= ipart_nz * ipartz_ids; + } + } + // global_int_t ipz = iz/geom.nz; + int ipy = iy / geom.ny; + int ipx = ix / geom.nx; + int rank = ipx + ipy * geom.npx + ipz * geom.npy * geom.npx; + return rank; +} + +/*! + Destructor for geometry data. + + @param[inout] data the geometry data structure whose storage is deallocated + */ +inline void DeleteGeometry(Geometry& geom) +{ + + // Not used anymore + // if(geom.partz_nz != 0) + // delete [] geom.partz_nz; + + // if(geom.partz_ids != 0) + // delete [] geom.partz_ids; + + return; +} +#endif // GEOMETRY_HPP diff --git a/src/MGData.hpp b/src/MGData.hpp new file mode 100644 index 0000000..940d175 --- /dev/null +++ b/src/MGData.hpp @@ -0,0 +1,81 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file MGData.hpp + + HPCG data structure + */ + +#ifndef MGDATA_HPP +#define MGDATA_HPP + +#include "SparseMatrix.hpp" +#include "Vector.hpp" +#include + +struct MGData_STRUCT +{ + int numberOfPresmootherSteps; // Call ComputeSYMGS this many times prior to coarsening + int numberOfPostsmootherSteps; // Call ComputeSYMGS this many times after coarsening + local_int_t* + f2cOperator; //!< 1D array containing the fine operator local IDs that will be injected into coarse space. + Vector* rc; // coarse grid residual vector + Vector* xc; // coarse grid solution vector + Vector* Axf; // fine grid residual vector + /*! + This is for storing optimized data structres created in OptimizeProblem and + used inside optimized ComputeSPMV(). + */ + void* optimizationData; +}; +typedef struct MGData_STRUCT MGData; + +/*! + Constructor for the data structure of CG vectors. + + @param[in] Ac - Fully-formed coarse matrix + @param[in] f2cOperator - + @param[out] data the data structure for CG vectors that will be allocated to get it ready for use in CG iterations + */ +inline void InitializeMGData(local_int_t* f2cOperator, Vector* rc, Vector* xc, Vector* Axf, MGData& data) +{ + data.numberOfPresmootherSteps = 1; + data.numberOfPostsmootherSteps = 1; + data.f2cOperator = f2cOperator; // Space for injection operator + data.rc = rc; + data.xc = xc; + data.Axf = Axf; + return; +} + +/*! + Destructor for the CG vectors data. + + @param[inout] data the MG data structure whose storage is deallocated + */ +inline void DeleteMGData(MGData& data) +{ + + delete[] data.f2cOperator; + DeleteVector(*data.Axf); + DeleteVector(*data.rc); + DeleteVector(*data.xc); + delete data.Axf; + delete data.rc; + delete data.xc; + return; +} + +#endif // MGDATA_HPP diff --git a/src/MixedBaseCounter.cpp b/src/MixedBaseCounter.cpp new file mode 100644 index 0000000..4ef4219 --- /dev/null +++ b/src/MixedBaseCounter.cpp @@ -0,0 +1,66 @@ + +#include + +#include "MixedBaseCounter.hpp" + +MixedBaseCounter::MixedBaseCounter(int* counts, int length) +{ + this->length = length; + + int i; + + for (i = 0; i < 32; ++i) + { + this->max_counts[i] = counts[i]; + this->cur_counts[i] = 0; + } + // terminate with 0's + this->max_counts[i] = this->cur_counts[i] = 0; + this->max_counts[length] = this->cur_counts[length] = 0; +} + +MixedBaseCounter::MixedBaseCounter(MixedBaseCounter& left, MixedBaseCounter& right) +{ + this->length = left.length; + for (int i = 0; i < left.length; ++i) + { + this->max_counts[i] = left.max_counts[i] - right.cur_counts[i]; + this->cur_counts[i] = 0; + } +} + +void MixedBaseCounter::next() +{ + for (int i = 0; i < this->length; ++i) + { + this->cur_counts[i]++; + if (this->cur_counts[i] > this->max_counts[i]) + { + this->cur_counts[i] = 0; + continue; + } + break; + } +} + +int MixedBaseCounter::is_zero() +{ + for (int i = 0; i < this->length; ++i) + if (this->cur_counts[i]) + return 0; + return 1; +} + +int MixedBaseCounter::product(int* multipliers) +{ + int k = 0, x = 1; + + for (int i = 0; i < this->length; ++i) + for (int j = 0; j < this->cur_counts[i]; ++j) + { + k = 1; + x *= multipliers[i]; + } + + return x * k; +} diff --git a/src/MixedBaseCounter.hpp b/src/MixedBaseCounter.hpp new file mode 100644 index 0000000..f7da6dd --- /dev/null +++ b/src/MixedBaseCounter.hpp @@ -0,0 +1,16 @@ + + +class MixedBaseCounter +{ +private: + int length; //!< number of prime factor counts (cannot exceed 32 for a 32-bit integer) + int max_counts[32 + 1]; //!< maximum value for prime factor counts + int cur_counts[32 + 1]; //!< current prime factor counts + +public: + MixedBaseCounter(int* counts, int length); + MixedBaseCounter(MixedBaseCounter& left, MixedBaseCounter& right); + void next(); + int is_zero(); + int product(int* multipliers); +}; diff --git a/src/OptimizeProblem.cpp b/src/OptimizeProblem.cpp new file mode 100644 index 0000000..1de46ea --- /dev/null +++ b/src/OptimizeProblem.cpp @@ -0,0 +1,427 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file OptimizeProblem.cpp + + HPCG routine + */ + +#include "OptimizeProblem.hpp" +#include "CpuKernels.hpp" +#include "CudaKernels.hpp" +#include "Cuda.hpp" +#include "WriteProblem.hpp" +#include "mytimer.hpp" + +extern bool Use_Hpcg_Mem_Reduction; /*USE HPCG aggresive memory reduction*/ + +/*! + Optimizes the data structures used for CG iteration to increase the + performance of the benchmark version of the preconditioned CG algorithm. + + @param[inout] A The known system matrix, also contains the MG hierarchy in attributes Ac and mgData. + @param[inout] data The data structure with all necessary CG vectors preallocated + @param[inout] b The known right hand side vector + @param[inout] x The solution vector to be computed in future CG iteration + @param[inout] xexact The exact solution vector + + @return returns 0 upon success and non-zero otherwise + + @see GenerateGeometry + @see GenerateProblem +*/ + +#ifdef USE_CUDA +size_t OptimizeProblemGpu(SparseMatrix& A_in, CGData& data, Vector& b, Vector& x, Vector& xexact) +{ + // This function can be used to completely transform any part of the data structures. + // Right now it does nothing, so compiling with a check for unused variables results in complaints + SparseMatrix* A = &A_in; + local_int_t numberOfMgLevels = 4; + local_int_t slice_size = A->slice_size; + for (int level = 0; level < numberOfMgLevels; ++level) + { + const local_int_t nrow = A->localNumberOfRows; + int totalColors = 8; + + // Let's deal with perm and iperm + SetVectorAscCuda(A->ref2opt, nrow); + SetVectorAscCuda(A->opt2ref, nrow); + + // Let us color the matrix + int num_colors = 0; + ColorMatrixCuda(NULL, A->gpuAux.columns, A->gpuAux.nnzPerRow, A->localNumberOfRows, A->gpuAux.color, + &(num_colors), A->gpuAux.colorCountCpu, 8, A->ref2opt, A->opt2ref, A->geom->rank, A->geom->nx, NULL); + A->totalColors = totalColors; + PermElemToSendCuda(A->totalToBeSent, A->gpuAux.elementsToSend, A->ref2opt); + + // Create (S)ELL + local_int_t TranslateIndex = slice_size * HPCG_MAX_ROW_LEN; + local_int_t* translated_ell_col_index = A->sellAPermColumns + TranslateIndex; + double* translated_ell_values = A->sellAPermValues + TranslateIndex; + + EllPermColumnsValuesCuda(nrow, A->gpuAux.nnzPerRow, A->gpuAux.columns, A->gpuAux.values, + A->gpuAux.csrAPermOffsets, translated_ell_col_index, translated_ell_values, A->opt2ref, A->ref2opt, + A->gpuAux.sellADiagonalIdx, A->gpuAux.csrLPermOffsets, A->gpuAux.csrUPermOffsets, false); + + // Coloumn mojor blocked/sliced ellpack + TransposeCuda(nrow, slice_size, A->sellAPermColumns, A->sellAPermValues); + + // Per block max row len + local_int_t num_slices = (nrow + slice_size - 1) / slice_size; + EllMaxRowLenPerBlockCuda(nrow, slice_size, A->gpuAux.csrLPermOffsets, A->gpuAux.csrUPermOffsets, + A->sellLSliceMrl, A->sellUSliceMrl); + + // Find prefix sum for sliced ell + PrefixsumCuda(num_slices, A->sellLSliceMrl); + MultiplyBySliceSizeCUDA(num_slices, slice_size, A->sellLSliceMrl + 1); + + PrefixsumCuda(num_slices, A->sellUSliceMrl); + MultiplyBySliceSizeCUDA(num_slices, slice_size, A->sellUSliceMrl + 1); + + // Set the general matrix slice_offsets + CreateAMatrixSliceOffsetsCuda(num_slices + 1, A->slice_size, A->sellASliceMrl); + + // Lower Upper ELL variant parts + CreateSellLUColumnsValuesCuda(nrow, slice_size, A->sellAPermColumns, A->sellAPermValues, A->sellLSliceMrl, + A->sellLPermColumns, A->sellLPermValues, A->sellUSliceMrl, A->sellUPermColumns, A->sellUPermValues, level); + + local_int_t sell_slices = (nrow + slice_size - 1) / slice_size; + const local_int_t half_nnz = (A->localNumberOfNonzeros - nrow - A->extNnz) / 2; + + local_int_t sell_l_nnz = 0; + cudaMemcpyAsync( + &sell_l_nnz, &(A->sellLSliceMrl[sell_slices]), sizeof(local_int_t), cudaMemcpyDeviceToHost, stream); + + local_int_t sell_u_nnz = 0; + cudaMemcpyAsync( + &sell_u_nnz, &(A->sellUSliceMrl[sell_slices]), sizeof(local_int_t), cudaMemcpyDeviceToHost, stream); + + auto INDEX_TYPE = CUSPARSE_INDEX_32I; +#ifdef INDEX_64 // In src/Geometry + INDEX_TYPE = CUSPARSE_INDEX_64I; +#endif + cusparseCreateSlicedEll(&(A->cusparseOpt.matL), nrow, nrow, half_nnz, sell_l_nnz, slice_size, + A->sellLSliceMrl, A->sellLPermColumns, A->sellLPermValues, INDEX_TYPE, INDEX_TYPE, CUSPARSE_INDEX_BASE_ZERO, + CUDA_R_64F); + + cusparseCreateSlicedEll(&(A->cusparseOpt.matU), nrow, nrow, half_nnz, sell_u_nnz, slice_size, + A->sellUSliceMrl, A->sellUPermColumns, A->sellUPermValues, INDEX_TYPE, INDEX_TYPE, CUSPARSE_INDEX_BASE_ZERO, + CUDA_R_64F); + + local_int_t sell_nnz = sell_slices * slice_size * HPCG_MAX_ROW_LEN; + cusparseCreateSlicedEll(&(A->cusparseOpt.matA), nrow, nrow, A->localNumberOfNonzeros, sell_nnz, slice_size, + A->sellASliceMrl, A->sellAPermColumns, A->sellAPermValues, INDEX_TYPE, INDEX_TYPE, CUSPARSE_INDEX_BASE_ZERO, + CUDA_R_64F); + + double alpha = 1.0, beta = 0.0; + size_t e_buf_size = 0; + size_t l_buf_size = 0, u_buf_size = 0, i_buf_size = 0, max_buf_size = 0; + cusparseDnVecDescr_t dummy1, dummy2; + cusparseCreateDnVec(&dummy1, nrow, x.values_d, CUDA_R_64F); + cusparseCreateDnVec(&dummy2, nrow, b.values_d, CUDA_R_64F); + cusparseCreateDnVec(&(A->cusparseOpt.vecX), nrow, x.values_d, CUDA_R_64F); + cusparseCreateDnVec(&(A->cusparseOpt.vecY), nrow, b.values_d, CUDA_R_64F); + max_buf_size = e_buf_size; + + // MV + // Lower + cusparseSpMV_bufferSize(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A->cusparseOpt.matL, dummy1, + &beta, dummy2, CUDA_R_64F, CUSPARSE_SPMV_ALG_DEFAULT, &l_buf_size); + cusparseSpMV_bufferSize(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A->cusparseOpt.matU, dummy1, + &beta, dummy2, CUDA_R_64F, CUSPARSE_SPMV_ALG_DEFAULT, &u_buf_size); + cusparseSpMV_bufferSize(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A->cusparseOpt.matA, dummy1, + &beta, dummy2, CUDA_R_64F, CUSPARSE_SPMV_ALG_DEFAULT, &i_buf_size); + + max_buf_size = std::max(std::max(i_buf_size, e_buf_size), std::max(u_buf_size, l_buf_size)); + + // SV + // Lower + size_t buffer_size_sv_l, buffer_size_sv_u; + cusparseFillMode_t fillmode_l = CUSPARSE_FILL_MODE_LOWER; + cusparseFillMode_t fillmode_u = CUSPARSE_FILL_MODE_UPPER; + cusparseDiagType_t diagtype = CUSPARSE_DIAG_TYPE_NON_UNIT; + + cusparseSpSV_createDescr(&A->cusparseOpt.spsvDescrL); + cusparseSpSV_createDescr(&A->cusparseOpt.spsvDescrU); + cusparseSpMatSetAttribute(A->cusparseOpt.matL, CUSPARSE_SPMAT_DIAG_TYPE, &(diagtype), sizeof(diagtype)); + cusparseSpMatSetAttribute(A->cusparseOpt.matL, CUSPARSE_SPMAT_FILL_MODE, &(fillmode_l), sizeof(fillmode_l)); + + if (!Use_Hpcg_Mem_Reduction || (nrow % 8 != 0)) + { + cusparseSpSV_bufferSize(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A->cusparseOpt.matL, + A->cusparseOpt.vecX, A->cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, + A->cusparseOpt.spsvDescrL, &buffer_size_sv_l); + cudaMalloc(&A->bufferSvL, buffer_size_sv_l); + } + cusparseSpSV_analysis(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A->cusparseOpt.matL, + A->cusparseOpt.vecX, A->cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, A->cusparseOpt.spsvDescrL, + A->bufferSvL); + cusparseSpSV_updateMatrix( + cusparsehandle, A->cusparseOpt.spsvDescrL, A->diagonal, CUSPARSE_SPSV_UPDATE_DIAGONAL); + + cusparseSpMatSetAttribute(A->cusparseOpt.matU, CUSPARSE_SPMAT_FILL_MODE, &(fillmode_u), sizeof(fillmode_u)); + + if (!Use_Hpcg_Mem_Reduction || (nrow % 8 != 0)) + { + cusparseSpSV_bufferSize(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A->cusparseOpt.matU, + A->cusparseOpt.vecX, A->cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, + A->cusparseOpt.spsvDescrU, &buffer_size_sv_u); + cudaMalloc(&A->bufferSvU, buffer_size_sv_u); + } + cusparseSpSV_analysis(cusparsehandle, CUSPARSE_OPERATION_NON_TRANSPOSE, &alpha, A->cusparseOpt.matU, + A->cusparseOpt.vecX, A->cusparseOpt.vecY, CUDA_R_64F, CUSPARSE_SPSV_ALG_DEFAULT, A->cusparseOpt.spsvDescrU, + A->bufferSvU); + cusparseSpSV_updateMatrix( + cusparsehandle, A->cusparseOpt.spsvDescrU, A->diagonal, CUSPARSE_SPSV_UPDATE_DIAGONAL); + + if (max_buf_size > 0) + cudaMalloc(&(A->bufferMvA), max_buf_size); + + cusparseDestroyDnVec(dummy1); + cusparseDestroyDnVec(dummy2); + // ////////////////////////////////////////////////////////////////////////// + A = A->Ac; + } + + A = &A_in; + for (int level = 1; level < numberOfMgLevels; ++level) + { + const local_int_t nrow_c = A->Ac->localNumberOfRows; + const local_int_t nrow_f = A->localNumberOfRows; + F2cPermCuda(nrow_c, A->gpuAux.f2c, A->f2cPerm, A->ref2opt, A->Ac->opt2ref); + A = A->Ac; + } + + return 0; +} +#endif + +#ifdef USE_GRACE +size_t OptimizeProblemCpu(SparseMatrix& A_in, CGData& data, Vector& b, Vector& x, Vector& xexact) +{ + // Initialize data structures + size_t mem = AllocateMemCpu(A_in); + + SparseMatrix* A = &A_in; + local_int_t numberOfMgLevels = 4; + local_int_t slice_size = A->slice_size; + for (int level = 0; level < numberOfMgLevels; ++level) + { + // Color the matrix + int num_colors; + ColorMatrixCpu(*A, &num_colors); + A->totalColors = num_colors; + + // Compute when each color starts + A->cpuAux.firstRowOfColor[0] = 0; + for (int c = 1; c < A->totalColors; c++) + { + A->cpuAux.firstRowOfColor[c] = A->cpuAux.firstRowOfColor[c - 1] + A->cpuAux.nRowsWithColor[c - 1]; + } + + // Reorder the matrix + CreateSellPermCpu(*A); + +#ifndef HPCG_NO_MPI + // Translate row IDs that will be send to neighbours +#pragma omp parallel for + for (local_int_t i = 0; i < A->totalToBeSent; i++) + { + local_int_t orig = A->elementsToSend[i]; + A->elementsToSend[i] = A->ref2opt[orig]; + } +#endif + + local_int_t numberOfNonzerosPerRow = HPCG_MAX_ROW_LEN; + local_int_t nrow = A->localNumberOfRows; + local_int_t half_nnz = (A->localNumberOfNonzeros - nrow - A->extNnz) / 2; + local_int_t num_slices = (nrow + slice_size - 1) / slice_size; + local_int_t sell_l_nnz = A->sellLSliceMrl[num_slices]; + local_int_t sell_u_nnz = A->sellUSliceMrl[num_slices]; + local_int_t sell_nnz = num_slices * slice_size * numberOfNonzerosPerRow; + + auto INDEX_TYPE = NVPL_SPARSE_INDEX_32I; +#ifdef INDEX_64 // In src/Geometry + INDEX_TYPE = NVPL_SPARSE_INDEX_64I; +#endif + + nvpl_sparse_create_sliced_ell(&(A->nvplSparseOpt.matL), nrow, nrow, half_nnz, sell_l_nnz, slice_size, + A->sellLSliceMrl, A->sellLPermColumns, A->sellLPermValues, INDEX_TYPE, INDEX_TYPE, + NVPL_SPARSE_INDEX_BASE_ZERO, NVPL_SPARSE_R_64F); + + nvpl_sparse_create_sliced_ell(&(A->nvplSparseOpt.matU), nrow, nrow, half_nnz, sell_u_nnz, slice_size, + A->sellUSliceMrl, A->sellUPermColumns, A->sellUPermValues, INDEX_TYPE, INDEX_TYPE, + NVPL_SPARSE_INDEX_BASE_ZERO, NVPL_SPARSE_R_64F); + + nvpl_sparse_create_sliced_ell(&(A->nvplSparseOpt.matA), nrow, nrow, A->localNumberOfNonzeros, sell_nnz, + slice_size, A->sellASliceMrl, A->sellAPermColumns, A->sellAPermValues, INDEX_TYPE, INDEX_TYPE, + NVPL_SPARSE_INDEX_BASE_ZERO, NVPL_SPARSE_R_64F); + + double alpha = 1.0, beta = 0.0; + size_t e_buf_size = 0; + size_t l_buf_size = 0, u_buf_size = 0, i_buf_size = 0, max_buf_size = 0; + nvpl_sparse_create_dn_vec(&(A->nvplSparseOpt.vecX), nrow, x.values, NVPL_SPARSE_R_64F); + nvpl_sparse_create_dn_vec(&(A->nvplSparseOpt.vecY), nrow, b.values, NVPL_SPARSE_R_64F); + max_buf_size = e_buf_size; + + // //MV + // //Lower + nvpl_sparse_spmv_create_descr(&A->nvplSparseOpt.spmvLDescr); + nvpl_sparse_spmv_buffer_size(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matL, A->nvplSparseOpt.vecX, &beta, A->nvplSparseOpt.vecY, A->nvplSparseOpt.vecY, + NVPL_SPARSE_R_64F, NVPL_SPARSE_SPMV_ALG_DEFAULT, A->nvplSparseOpt.spmvLDescr, &l_buf_size); + // //Upper + nvpl_sparse_spmv_create_descr(&A->nvplSparseOpt.spmvUDescr); + nvpl_sparse_spmv_buffer_size(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matU, A->nvplSparseOpt.vecX, &beta, A->nvplSparseOpt.vecY, A->nvplSparseOpt.vecY, + NVPL_SPARSE_R_64F, NVPL_SPARSE_SPMV_ALG_DEFAULT, A->nvplSparseOpt.spmvUDescr, &u_buf_size); + // //L+D+U + nvpl_sparse_spmv_create_descr(&A->nvplSparseOpt.spmvADescr); + nvpl_sparse_spmv_buffer_size(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matA, A->nvplSparseOpt.vecX, &beta, A->nvplSparseOpt.vecY, A->nvplSparseOpt.vecY, + NVPL_SPARSE_R_64F, NVPL_SPARSE_SPMV_ALG_DEFAULT, A->nvplSparseOpt.spmvADescr, &i_buf_size); + + max_buf_size = std::max(std::max(i_buf_size, e_buf_size), std::max(u_buf_size, l_buf_size)); + + // //SV + // //Lower + size_t buffer_size_sv_l, buffer_size_sv_u; + nvpl_sparse_fill_mode_t fillmode_l = NVPL_SPARSE_FILL_MODE_LOWER; + nvpl_sparse_fill_mode_t fillmode_u = NVPL_SPARSE_FILL_MODE_UPPER; + nvpl_sparse_diag_type_t diagtype = NVPL_SPARSE_DIAG_TYPE_NON_UNIT; + + nvpl_sparse_spsv_create_descr(&A->nvplSparseOpt.spsvDescrL); + nvpl_sparse_spsv_create_descr(&A->nvplSparseOpt.spsvDescrU); + nvpl_sparse_sp_mat_set_attribute( + A->nvplSparseOpt.matL, NVPL_SPARSE_SPMAT_DIAG_TYPE, &(diagtype), sizeof(diagtype)); + nvpl_sparse_sp_mat_set_attribute( + A->nvplSparseOpt.matL, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_l), sizeof(fillmode_l)); + + Vector origDiagA; + InitializeVector(origDiagA, A->localNumberOfRows, CPU); + CopyMatrixDiagonal(*A, origDiagA); + + // Pass strictly L, and then update the diagonal + if (!Use_Hpcg_Mem_Reduction || A->localNumberOfRows % 8 != 0) + { + nvpl_sparse_sp_mat_set_attribute( + A->nvplSparseOpt.matA, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_l), sizeof(fillmode_l)); + nvpl_sparse_spsv_buffer_size(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matA, A->nvplSparseOpt.vecX, A->nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPSV_ALG_DEFAULT, A->nvplSparseOpt.spsvDescrL, &buffer_size_sv_l); + + A->bufferSvL = new char[buffer_size_sv_l]; + mem += buffer_size_sv_l; + nvpl_sparse_spsv_analysis(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matA, A->nvplSparseOpt.vecX, A->nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPSV_ALG_DEFAULT, A->nvplSparseOpt.spsvDescrL, A->bufferSvL); + } + else + { + nvpl_sparse_spsv_analysis(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matL, A->nvplSparseOpt.vecX, A->nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPSV_ALG_DEFAULT, A->nvplSparseOpt.spsvDescrL, A->bufferSvL); + nvpl_sparse_spsv_update_matrix( + nvpl_sparse_handle, A->nvplSparseOpt.spsvDescrL, origDiagA.values, NVPL_SPARSE_SPSV_UPDATE_DIAGONAL); + } + + // Pass strctly U, and then update diagonal + nvpl_sparse_sp_mat_set_attribute( + A->nvplSparseOpt.matU, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_u), sizeof(fillmode_u)); + if (!Use_Hpcg_Mem_Reduction || A->localNumberOfRows % 8 != 0) + { + nvpl_sparse_sp_mat_set_attribute( + A->nvplSparseOpt.matA, NVPL_SPARSE_SPMAT_FILL_MODE, &(fillmode_u), sizeof(fillmode_u)); + nvpl_sparse_spsv_buffer_size(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matA, A->nvplSparseOpt.vecX, A->nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPSV_ALG_DEFAULT, A->nvplSparseOpt.spsvDescrU, &buffer_size_sv_u); + A->bufferSvU = new char[buffer_size_sv_u]; + mem += buffer_size_sv_u; + nvpl_sparse_spsv_analysis(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matA, A->nvplSparseOpt.vecX, A->nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPSV_ALG_DEFAULT, A->nvplSparseOpt.spsvDescrU, A->bufferSvU); + } + else + { + nvpl_sparse_spsv_analysis(nvpl_sparse_handle, NVPL_SPARSE_OPERATION_NON_TRANSPOSE, &alpha, + A->nvplSparseOpt.matU, A->nvplSparseOpt.vecX, A->nvplSparseOpt.vecY, NVPL_SPARSE_R_64F, + NVPL_SPARSE_SPSV_ALG_DEFAULT, A->nvplSparseOpt.spsvDescrU, A->bufferSvU); + nvpl_sparse_spsv_update_matrix( + nvpl_sparse_handle, A->nvplSparseOpt.spsvDescrU, origDiagA.values, NVPL_SPARSE_SPSV_UPDATE_DIAGONAL); + } + + DeleteVector(origDiagA); + ////////////////////////////////////////////////////////////////////////////////////////////////////////// + + A = A->Ac; + } + A = &A_in; + + for (int level = 1; level < numberOfMgLevels; level++) + { + local_int_t nrow_c = A->Ac->localNumberOfRows; + local_int_t nrow_f = A->localNumberOfRows; + // Permute space injector operator + F2cPermCpu(nrow_c, A->mgData->f2cOperator, A->f2cPerm, A->ref2opt, A->Ac->opt2ref); + A = A->Ac; + } + + return mem; +} +#endif // USE_GRACE + +size_t OptimizeProblem(SparseMatrix& A_in, CGData& data, Vector& b, Vector& x, Vector& xexact) +{ + size_t result = 0; + if (A_in.rankType == GPU) + { +#ifdef USE_CUDA + result = OptimizeProblemGpu(A_in, data, b, x, xexact); +#endif + } + else + { +#ifdef USE_GRACE + result = OptimizeProblemCpu(A_in, data, b, x, xexact); +#endif + } + + return result; +} + +// Helper function (see OptimizeProblem.hpp for details) +double OptimizeProblemMemoryUse(const SparseMatrix& A) +{ + + return 0.0; +} diff --git a/src/OptimizeProblem.hpp b/src/OptimizeProblem.hpp new file mode 100644 index 0000000..42fa58c --- /dev/null +++ b/src/OptimizeProblem.hpp @@ -0,0 +1,30 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef OPTIMIZEPROBLEM_HPP +#define OPTIMIZEPROBLEM_HPP + +#include "CGData.hpp" +#include "SparseMatrix.hpp" +#include "Vector.hpp" + +size_t OptimizeProblem(SparseMatrix& A, CGData& data, Vector& b, Vector& x, Vector& xexact); + +// This helper function should be implemented in a non-trivial way if OptimizeProblem is non-trivial +// It should return as type double, the total number of bytes allocated and retained after calling OptimizeProblem. +// This value will be used to report Gbytes used in ReportResults (the value returned will be divided by 1000000000.0). + +double OptimizeProblemMemoryUse(const SparseMatrix& A); + +#endif // OPTIMIZEPROBLEM_HPP diff --git a/src/OutputFile.cpp b/src/OutputFile.cpp new file mode 100644 index 0000000..755f145 --- /dev/null +++ b/src/OutputFile.cpp @@ -0,0 +1,176 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include +#include +#include +#include +#include + +#include "OutputFile.hpp" + +using std::string; +using std::stringstream; +using std::list; +using std::ofstream; + +extern int use_output_file; + +OutputFile::OutputFile(const string& name_arg, const string& version_arg) + : name(name_arg) + , version(version_arg) + , eol("\n") + , keySeparator("::") +{ +} + +OutputFile::OutputFile(void) + : eol("\n") + , keySeparator("::") +{ +} + +OutputFile::~OutputFile() +{ + for (list::iterator it = descendants.begin(); it != descendants.end(); ++it) + { + delete *it; + } +} + +void OutputFile::add(const string& key_arg, const string& value_arg) +{ + descendants.push_back(allocKeyVal(key_arg, value_arg)); +} + +void OutputFile::add(const string& key_arg, double value_arg) +{ + stringstream ss; + ss << value_arg; + descendants.push_back(allocKeyVal(key_arg, ss.str())); +} + +void OutputFile::add(const string& key_arg, int value_arg) +{ + stringstream ss; + ss << value_arg; + descendants.push_back(allocKeyVal(key_arg, ss.str())); +} + +#ifndef HPCG_NO_LONG_LONG + +void OutputFile::add(const string& key_arg, long long value_arg) +{ + stringstream ss; + ss << value_arg; + descendants.push_back(allocKeyVal(key_arg, ss.str())); +} + +#endif + +void OutputFile::add(const string& key_arg, size_t value_arg) +{ + stringstream ss; + ss << value_arg; + descendants.push_back(allocKeyVal(key_arg, ss.str())); +} + +void OutputFile::setKeyValue(const string& key_arg, const string& value_arg) +{ + key = key_arg; + value = value_arg; +} + +OutputFile* OutputFile::get(const string& key_arg) +{ + for (list::iterator it = descendants.begin(); it != descendants.end(); ++it) + { + if ((*it)->key == key_arg) + return *it; + } + + return 0; +} + +string OutputFile::generateRecursive(string prefix) +{ + string result = ""; + + result += prefix + key + "=" + value + eol; + + for (list::iterator it = descendants.begin(); it != descendants.end(); ++it) + { + result += (*it)->generateRecursive(prefix + key + keySeparator); + } + + return result; +} + +string OutputFile::generate(void) +{ + string result = name + "\nversion=" + version + eol; + + for (list::iterator it = descendants.begin(); it != descendants.end(); ++it) + { + result += (*it)->generateRecursive(""); + } + + time_t rawtime; + time(&rawtime); + tm* ptm = localtime(&rawtime); + char sdate[64]; + // use tm_mon+1 because tm_mon is 0 .. 11 instead of 1 .. 12 + sprintf(sdate, "%04d-%02d-%02d_%02d-%02d-%02d", ptm->tm_year + 1900, ptm->tm_mon + 1, ptm->tm_mday, ptm->tm_hour, + ptm->tm_min, ptm->tm_sec); + + string filename = name + "_" + version + "_"; + filename += string(sdate) + ".txt"; + + if (use_output_file) + { + ofstream myfile(filename.c_str()); + myfile << result; + myfile.close(); + } + else + { + std::cout << result << std::flush; + } + + return result; +} + +OutputFile* OutputFile::allocKeyVal(const std::string& key_arg, const std::string& value_arg) +{ + OutputFile* of = new OutputFile(); + of->setKeyValue(key_arg, value_arg); + return of; +} diff --git a/src/OutputFile.hpp b/src/OutputFile.hpp new file mode 100644 index 0000000..8b4e09a --- /dev/null +++ b/src/OutputFile.hpp @@ -0,0 +1,161 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file Output_File.hpp + + HPCG output file classes + */ + +#ifndef OUTPUTFILE_HPP +#define OUTPUTFILE_HPP + +#include +#include + +//! The OutputFile class for the uniform collecting and reporting of performance data for HPCG + +/*! + + The OutputFile class facilitates easy collecting and reporting of + key-value-formatted data that can be then registered with the HPCG results + collection website. The keys may have hierarchy key1::key2::key3=val with + double colon :: as a separator. A sample output may look like this (note how + "major" and "micro" keys repeat with different ancestor keys): + +\code + +version=3.2.1alpha +version::major=3 +version::minor=2 +version::micro=1 +version::release=alpha +axis=xyz +axis::major=x +axis::minor=y + +\endcode + +*/ +class OutputFile +{ +protected: + std::list descendants; //!< descendant elements + std::string name; //!< name of the benchmark + std::string version; //!< version of the benchmark + std::string key; //!< the key under which the element is stored + std::string value; //!< the value of the stored element + std::string eol; //!< end-of-line character sequence in the output file + std::string keySeparator; //!< character sequence to separate keys in the output file + + //! Recursively generate output string from descendant list, and their descendants and so on + std::string generateRecursive(std::string prefix); + +public: + static OutputFile* allocKeyVal(const std::string& key, const std::string& value); + + //! Constructor: accepts name and version as strings that are used to create a file name for printing results. + /*! + This constructor accepts and name and version number for the benchmark that + are used to form a file name information for results that are generated by + the generate() method. + \param name (in) string containing name of the benchmark + \param version (in) string containing the version of the benchmark + */ + OutputFile(const std::string& name, const std::string& version); + + //! Default constructor: no-arguments accepted, should be used for descendant nodes + /*! + This no-argument constructor can be used for descendant nodes to provide + key1::key2::key3=val output. Unlike the root node, descendant nodes do not + have name and version but only store key-value pairs. + */ + OutputFile(void); + + ~OutputFile(); + + //! Create and add a descendant element with value of type "string" + /*! + Create and add a descendant element identified by "key" and associated with + "value". The element is added at the end of a list of previously added + elements. + + @param[in] key The key that identifies the added element and under which the element is stored + @param[in] value The value stored by the element + */ + void add(const std::string& key, const std::string& value); + + //! Create and add a descendant element with value of type "double" + /*! + Create and add a descendant element identified by "key" and associated with + "value". The element is added at the end of a list of previously added + elements. + + @param[in] key The key that identifies the added element and under which the element is stored + @param[in] value The value stored by the element + */ + void add(const std::string& key, double value); + + //! Create and add a descendant element with value of type "int" + /*! + Create and add a descendant element identified by "key" and associated with + "value". The element is added at the end of a list of previously added + elements. + + @param[in] key The key that identifies the added element and under which the element is stored + @param[in] value The value stored by the element + */ + void add(const std::string& key, int value); + +#ifndef HPCG_NO_LONG_LONG + //! Create and add a descendant element with value of type "long long" + /*! + Create and add a descendant element identified by "key" and associated with + "value". The element is added at the end of a list of previously added + elements. + + @param[in] key The key that identifies the added element and under which the element is stored + @param[in] value The value stored by the element + */ + void add(const std::string& key, long long value); +#endif + + //! Create and add a descendant element with value of type "size_t" + /*! + Create and add a descendant element identified by "key" and associated with + "value". The element is added at the end of a list of previously added + elements. + + @param[in] key The key that identifies the added element and under which the element is stored + @param[in] value The value stored by the element + */ + void add(const std::string& key, size_t value); + + //! Key-Value setter method + /*! + Set the key and the value of this element. + + @param[in] key The key that identifies this element and under which the element is stored + @param[in] value The value stored by the element + */ + void setKeyValue(const std::string& key, const std::string& value); + + //! Get the element in the list with the given key or return NULL if not found + OutputFile* get(const std::string& key); + + //! Generate output string with results based on the stored key-value hierarchy + std::string generate(void); +}; + +#endif // OUTPUTFILE_HPP diff --git a/src/ReadHpcgDat.cpp b/src/ReadHpcgDat.cpp new file mode 100644 index 0000000..bcf6df3 --- /dev/null +++ b/src/ReadHpcgDat.cpp @@ -0,0 +1,79 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#include + +#include "ReadHpcgDat.hpp" + +static int SkipUntilEol(FILE* stream) +{ + int chOrEof; + bool finished; + + do + { + chOrEof = fgetc(stream); + finished = (chOrEof == EOF) || (chOrEof == '\n') || (chOrEof == '\r'); + } while (!finished); + + if ('\r' == chOrEof) + { // on Windows, \r might be followed by \n + int chOrEofExtra = fgetc(stream); + + if ('\n' == chOrEofExtra || EOF == chOrEofExtra) + chOrEof = chOrEofExtra; + else + ungetc(chOrEofExtra, stream); + } + + return chOrEof; +} + +int ReadHpcgDat(int* localDimensions, int* secondsPerRun, int* localProcDimensions, char* filename) +{ + FILE* hpcgStream = fopen(filename, "r"); + + if (!hpcgStream) + { + printf("Cannot open input file: %s\n", filename); + return -1; + } + + SkipUntilEol(hpcgStream); // skip the first line + + SkipUntilEol(hpcgStream); // skip the second line + + for (int i = 0; i < 3; ++i) + if (fscanf(hpcgStream, "%d", localDimensions + i) != 1 || localDimensions[i] < 16) + localDimensions[i] = 16; + + SkipUntilEol(hpcgStream); // skip the rest of the second line + + if (secondsPerRun != 0) + { // Only read number of seconds if the pointer is non-zero + if (fscanf(hpcgStream, "%d", secondsPerRun) != 1 || secondsPerRun[0] < 0) + secondsPerRun[0] = 30 * 60; // 30 minutes + } + + SkipUntilEol(hpcgStream); // skip the rest of the third line + + for (int i = 0; i < 3; ++i) + // the user didn't specify (or values are invalid) process dimensions + if (fscanf(hpcgStream, "%d", localProcDimensions + i) != 1 || localProcDimensions[i] < 1) + localProcDimensions[i] = 0; // value 0 means: "not specified" and it will be fixed later + + fclose(hpcgStream); + + return 0; +} diff --git a/src/ReadHpcgDat.hpp b/src/ReadHpcgDat.hpp new file mode 100644 index 0000000..ddc3e06 --- /dev/null +++ b/src/ReadHpcgDat.hpp @@ -0,0 +1,20 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef READHPCGDAT_HPP +#define READHPCGDAT_HPP + +int ReadHpcgDat(int* localDimensions, int* secondsPerRun, int* localProcDimensions, char* filename); + +#endif // READHPCGDAT_HPP diff --git a/src/ReportResults.cpp b/src/ReportResults.cpp new file mode 100644 index 0000000..1d12f1b --- /dev/null +++ b/src/ReportResults.cpp @@ -0,0 +1,512 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file ReportResults.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include +#endif + +#include "OptimizeProblem.hpp" +#include "OutputFile.hpp" +#include "ReportResults.hpp" +#include + +#ifdef HPCG_DEBUG +#include +using std::endl; + +#include "hpcg.hpp" +#endif + +extern int use_output_file; + +/*! + Creates a YAML file and writes the information about the HPCG run, its results, and validity. + + @param[in] geom The description of the problem's geometry. + @param[in] A The known system matrix + @param[in] numberOfMgLevels Number of levels in multigrid V cycle + @param[in] numberOfCgSets Number of CG runs performed + @param[in] niters Number of preconditioned CG iterations performed to lower the residual below a threshold + @param[in] times Vector of cumulative timings for each of the phases of a preconditioned CG iteration + @param[in] testcg_data the data structure with the results of the CG-correctness test including pass/fail + information + @param[in] testsymmetry_data the data structure with the results of the CG symmetry test including pass/fail + information + @param[in] testnorms_data the data structure with the results of the CG norm test including pass/fail information + @param[in] global_failure indicates whether a failure occurred during the correctness tests of CG + + @see YAML_Doc +*/ + +void ReportResults(const SparseMatrix& A, int numberOfMgLevels, int numberOfCgSets, int refMaxIters, int optMaxIters, + double times[], const TestCGData& testcg_data, const TestSymmetryData& testsymmetry_data, + const TestNormsData& testnorms_data, int global_failure, bool quickPath) +{ + + double minOfficialTime = 1800; // Any official benchmark result must run at least this many seconds + +#ifndef HPCG_NO_MPI + double t4 = times[4]; + double t4min = 0.0; + double t4max = 0.0; + double t4avg = 0.0; + MPI_Allreduce(&t4, &t4min, 1, MPI_DOUBLE, MPI_MIN, MPI_COMM_WORLD); + MPI_Allreduce(&t4, &t4max, 1, MPI_DOUBLE, MPI_MAX, MPI_COMM_WORLD); + MPI_Allreduce(&t4, &t4avg, 1, MPI_DOUBLE, MPI_SUM, MPI_COMM_WORLD); + t4avg = t4avg / ((double) A.geom->size); +#endif + + if (A.geom->rank == 0) + { // Only PE 0 needs to compute and report timing results + + // TODO: Put the FLOP count, Memory BW and Memory Usage models into separate functions + + // ======================== FLOP count model ======================================= + + double fNumberOfCgSets = numberOfCgSets; + double fniters = fNumberOfCgSets * (double) optMaxIters; + double fnrow = A.totalNumberOfRows; + double fnnz = A.totalNumberOfNonzeros; + + // Op counts come from implementation of CG in CG.cpp (include 1 extra for the CG preamble ops) + double fnops_ddot = (3.0 * fniters + fNumberOfCgSets) * 2.0 * fnrow; // 3 ddots with nrow adds and nrow mults + double fnops_waxpby + = (3.0 * fniters + fNumberOfCgSets) * 2.0 * fnrow; // 3 WAXPBYs with nrow adds and nrow mults + double fnops_sparsemv = (fniters + fNumberOfCgSets) * 2.0 * fnnz; // 1 SpMV with nnz adds and nnz mults + // Op counts from the multigrid preconditioners + double fnops_precond = 0.0; + const SparseMatrix* Af = &A; + for (int i = 1; i < numberOfMgLevels; ++i) + { + double fnnz_Af = Af->totalNumberOfNonzeros; + double fnumberOfPresmootherSteps = Af->mgData->numberOfPresmootherSteps; + double fnumberOfPostsmootherSteps = Af->mgData->numberOfPostsmootherSteps; + fnops_precond += fnumberOfPresmootherSteps * fniters * 4.0 * fnnz_Af; // number of presmoother flops + fnops_precond += fniters * 2.0 * fnnz_Af; // cost of fine grid residual calculation + fnops_precond += fnumberOfPostsmootherSteps * fniters * 4.0 * fnnz_Af; // number of postsmoother flops + Af = Af->Ac; // Go to next coarse level + } + + fnops_precond + += fniters * 4.0 * ((double) Af->totalNumberOfNonzeros); // One symmetric GS sweep at the coarsest level + double fnops = fnops_ddot + fnops_waxpby + fnops_sparsemv + fnops_precond; + double frefnops = fnops * ((double) refMaxIters) / ((double) optMaxIters); + + // ======================== Memory bandwidth model ======================================= + + // Read/Write counts come from implementation of CG in CG.cpp (include 1 extra for the CG preamble ops) + double fnreads_ddot + = (3.0 * fniters + fNumberOfCgSets) * 2.0 * fnrow * sizeof(double); // 3 ddots with 2 nrow reads + double fnwrites_ddot = (3.0 * fniters + fNumberOfCgSets) * sizeof(double); // 3 ddots with 1 write + double fnreads_waxpby = (3.0 * fniters + fNumberOfCgSets) * 2.0 * fnrow + * sizeof(double); // 3 WAXPBYs with nrow adds and nrow mults + double fnwrites_waxpby + = (3.0 * fniters + fNumberOfCgSets) * fnrow * sizeof(double); // 3 WAXPBYs with nrow adds and nrow mults + double fnreads_sparsemv = (fniters + fNumberOfCgSets) + * (fnnz * (sizeof(double) + sizeof(local_int_t)) + + fnrow * sizeof(double)); // 1 SpMV with nnz reads of values, nnz reads indices, + // plus nrow reads of x + double fnwrites_sparsemv = (fniters + fNumberOfCgSets) * fnrow * sizeof(double); // 1 SpMV nrow writes + // Op counts from the multigrid preconditioners + double fnreads_precond = 0.0; + double fnwrites_precond = 0.0; + Af = &A; + for (int i = 1; i < numberOfMgLevels; ++i) + { + double fnnz_Af = Af->totalNumberOfNonzeros; + double fnrow_Af = Af->totalNumberOfRows; + double fnumberOfPresmootherSteps = Af->mgData->numberOfPresmootherSteps; + double fnumberOfPostsmootherSteps = Af->mgData->numberOfPostsmootherSteps; + fnreads_precond += fnumberOfPresmootherSteps * fniters + * (2.0 * fnnz_Af * (sizeof(double) + sizeof(local_int_t)) + + fnrow_Af * sizeof(double)); // number of presmoother reads + fnwrites_precond + += fnumberOfPresmootherSteps * fniters * fnrow_Af * sizeof(double); // number of presmoother writes + fnreads_precond += fniters + * (fnnz_Af * (sizeof(double) + sizeof(local_int_t)) + + fnrow_Af * sizeof(double)); // Number of reads for fine grid residual calculation + fnwrites_precond + += fniters * fnnz_Af * sizeof(double); // Number of writes for fine grid residual calculation + fnreads_precond += fnumberOfPostsmootherSteps * fniters + * (2.0 * fnnz_Af * (sizeof(double) + sizeof(local_int_t)) + + fnrow_Af * sizeof(double)); // number of postsmoother reads + fnwrites_precond + += fnumberOfPostsmootherSteps * fniters * fnnz_Af * sizeof(double); // number of postsmoother writes + Af = Af->Ac; // Go to next coarse level + } + + double fnnz_Af = Af->totalNumberOfNonzeros; + double fnrow_Af = Af->totalNumberOfRows; + fnreads_precond + += fniters * (2.0 * fnnz_Af * (sizeof(double) + sizeof(local_int_t)) + fnrow_Af * sizeof(double)); + ; // One symmetric GS sweep at the coarsest level + fnwrites_precond += fniters * fnrow_Af * sizeof(double); // One symmetric GS sweep at the coarsest level + double fnreads = fnreads_ddot + fnreads_waxpby + fnreads_sparsemv + fnreads_precond; + double fnwrites = fnwrites_ddot + fnwrites_waxpby + fnwrites_sparsemv + fnwrites_precond; + double frefnreads = fnreads * ((double) refMaxIters) / ((double) optMaxIters); + double frefnwrites = fnwrites * ((double) refMaxIters) / ((double) optMaxIters); + + // ======================== Memory usage model ======================================= + + // Data in GenerateProblem_ref + + double numberOfNonzerosPerRow + = 27.0; // We are approximating a 27-point finite element/volume/difference 3D stencil + double size = ((double) A.geom->size); // Needed for estimating size of halo + + double fnbytes = ((double) sizeof(Geometry)); // Geometry struct in main.cpp + fnbytes += ((double) sizeof(double) * fNumberOfCgSets); // testnorms_data in main.cpp + + // Model for GenerateProblem_ref.cpp + fnbytes += fnrow * sizeof(char); // array nonzerosInRow + fnbytes += fnrow * ((double) sizeof(global_int_t*)); // mtxIndG + fnbytes += fnrow * ((double) sizeof(local_int_t*)); // mtxIndL + fnbytes += fnrow * ((double) sizeof(double*)); // matrixValues + fnbytes += fnrow * ((double) sizeof(double*)); // matrixDiagonal + fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(local_int_t)); // mtxIndL[1..nrows] + fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(double)); // matrixValues[1..nrows] + fnbytes += fnrow * numberOfNonzerosPerRow * ((double) sizeof(global_int_t)); // mtxIndG[1..nrows] + fnbytes += fnrow * ((double) 3 * sizeof(double)); // x, b, xexact + + // Model for CGData.hpp + double fncol = ((global_int_t) A.localNumberOfColumns) + * size; // Estimate of the global number of columns using the value from rank 0 + fnbytes += fnrow * ((double) 2 * sizeof(double)); // r, Ap + fnbytes += fncol * ((double) 2 * sizeof(double)); // z, p + + std::vector fnbytesPerLevel(numberOfMgLevels); // Count byte usage per level (level 0 is main CG level) + fnbytesPerLevel[0] = fnbytes; + + // Benchmarker-provided model for OptimizeProblem.cpp + double fnbytes_OptimizedProblem = OptimizeProblemMemoryUse(A); + fnbytes += fnbytes_OptimizedProblem; + + Af = A.Ac; + for (int i = 1; i < numberOfMgLevels; ++i) + { + double fnrow_Af = Af->totalNumberOfRows; + double fncol_Af = ((global_int_t) Af->localNumberOfColumns) + * size; // Estimate of the global number of columns using the value from rank 0 + double fnbytes_Af = 0.0; + // Model for GenerateCoarseProblem.cpp + fnbytes_Af += fnrow_Af * ((double) sizeof(local_int_t)); // f2cOperator + fnbytes_Af += fnrow_Af * ((double) sizeof(double)); // rc + fnbytes_Af += 2.0 * fncol_Af + * ((double) sizeof(double)); // xc, Axf are estimated based on the size of these arrays on rank 0 + fnbytes_Af += ((double) (sizeof(Geometry) + sizeof(SparseMatrix) + 3 * sizeof(Vector) + + sizeof(MGData))); // Account for structs geomc, Ac, rc, xc, Axf - (minor) + + // Model for GenerateProblem.cpp (called within GenerateCoarseProblem.cpp) + fnbytes_Af += fnrow_Af * sizeof(char); // array nonzerosInRow + fnbytes_Af += fnrow_Af * ((double) sizeof(global_int_t*)); // mtxIndG + fnbytes_Af += fnrow_Af * ((double) sizeof(local_int_t*)); // mtxIndL + fnbytes_Af += fnrow_Af * ((double) sizeof(double*)); // matrixValues + fnbytes_Af += fnrow_Af * ((double) sizeof(double*)); // matrixDiagonal + fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(local_int_t)); // mtxIndL[1..nrows] + fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(double)); // matrixValues[1..nrows] + fnbytes_Af += fnrow_Af * numberOfNonzerosPerRow * ((double) sizeof(global_int_t)); // mtxIndG[1..nrows] + +// Model for SetupHalo_ref.cpp +#ifndef HPCG_NO_MPI + fnbytes_Af += ((double) sizeof(double) * Af->totalToBeSent); // sendBuffer + fnbytes_Af += ((double) sizeof(local_int_t) * Af->totalToBeSent); // elementsToSend + fnbytes_Af += ((double) sizeof(int) * Af->numberOfSendNeighbors); // neighbors + fnbytes_Af += ((double) sizeof(local_int_t) * Af->numberOfSendNeighbors); // receiveLength, sendLength +#endif + fnbytesPerLevel[i] = fnbytes_Af; + fnbytes += fnbytes_Af; // Running sum + Af = Af->Ac; // Go to next coarse level + } + + assert(Af == 0); // Make sure we got to the lowest grid level + + // Count number of bytes used per equation + double fnbytesPerEquation = fnbytes / fnrow; + + // Instantiate YAML document + OutputFile doc("HPCG-Benchmark", "3.1"); + doc.add("Release date", "March 28, 2019"); + + doc.add("Machine Summary", ""); + doc.get("Machine Summary")->add("Distributed Processes", A.geom->size); + doc.get("Machine Summary")->add("Threads per processes", A.geom->numThreads); + + doc.add("Global Problem Dimensions", ""); + doc.get("Global Problem Dimensions")->add("Global nx", A.geom->gnx); + doc.get("Global Problem Dimensions")->add("Global ny", A.geom->gny); + doc.get("Global Problem Dimensions")->add("Global nz", A.geom->gnz); + + doc.add("Processor Dimensions", ""); + doc.get("Processor Dimensions")->add("npx", A.geom->npx); + doc.get("Processor Dimensions")->add("npy", A.geom->npy); + doc.get("Processor Dimensions")->add("npz", A.geom->npz); + + doc.add("Local Domain Dimensions", ""); + doc.get("Local Domain Dimensions")->add("nx", A.geom->nx); + doc.get("Local Domain Dimensions")->add("ny", A.geom->ny); + + doc.add("########## Problem Summary ##########", ""); + + doc.add("Setup Information", ""); + doc.get("Setup Information")->add("Setup Time", times[9]); + + doc.add("Linear System Information", ""); + doc.get("Linear System Information")->add("Number of Equations", A.totalNumberOfRows); + doc.get("Linear System Information")->add("Number of Nonzero Terms", A.totalNumberOfNonzeros); + + doc.add("Multigrid Information", ""); + doc.get("Multigrid Information")->add("Number of coarse grid levels", numberOfMgLevels - 1); + Af = &A; + doc.get("Multigrid Information")->add("Coarse Grids", ""); + for (int i = 1; i < numberOfMgLevels; ++i) + { + doc.get("Multigrid Information")->get("Coarse Grids")->add("Grid Level", i); + doc.get("Multigrid Information") + ->get("Coarse Grids") + ->add("Number of Equations", Af->Ac->totalNumberOfRows); + doc.get("Multigrid Information") + ->get("Coarse Grids") + ->add("Number of Nonzero Terms", Af->Ac->totalNumberOfNonzeros); + doc.get("Multigrid Information") + ->get("Coarse Grids") + ->add("Number of Presmoother Steps", Af->mgData->numberOfPresmootherSteps); + doc.get("Multigrid Information") + ->get("Coarse Grids") + ->add("Number of Postsmoother Steps", Af->mgData->numberOfPostsmootherSteps); + Af = Af->Ac; + } + + doc.add("########## Memory Use Summary ##########", ""); + + doc.add("Memory Use Information", ""); + doc.get("Memory Use Information")->add("Total memory used for data (Gbytes)", fnbytes / 1000000000.0); + doc.get("Memory Use Information") + ->add("Memory used for OptimizeProblem data (Gbytes)", fnbytes_OptimizedProblem / 1000000000.0); + doc.get("Memory Use Information") + ->add("Bytes per equation (Total memory / Number of Equations)", fnbytesPerEquation); + + doc.get("Memory Use Information") + ->add("Memory used for linear system and CG (Gbytes)", fnbytesPerLevel[0] / 1000000000.0); + + doc.get("Memory Use Information")->add("Coarse Grids", ""); + for (int i = 1; i < numberOfMgLevels; ++i) + { + doc.get("Memory Use Information")->get("Coarse Grids")->add("Grid Level", i); + doc.get("Memory Use Information") + ->get("Coarse Grids") + ->add("Memory used", fnbytesPerLevel[i] / 1000000000.0); + } + + doc.add("########## V&V Testing Summary ##########", ""); + doc.add("Spectral Convergence Tests", ""); + if (testcg_data.count_fail == 0) + doc.get("Spectral Convergence Tests")->add("Result", "PASSED"); + else + doc.get("Spectral Convergence Tests")->add("Result", "FAILED"); + doc.get("Spectral Convergence Tests")->add("Unpreconditioned", ""); + doc.get("Spectral Convergence Tests") + ->get("Unpreconditioned") + ->add("Maximum iteration count", testcg_data.niters_max_no_prec); + doc.get("Spectral Convergence Tests") + ->get("Unpreconditioned") + ->add("Expected iteration count", testcg_data.expected_niters_no_prec); + doc.get("Spectral Convergence Tests")->add("Preconditioned", ""); + doc.get("Spectral Convergence Tests") + ->get("Preconditioned") + ->add("Maximum iteration count", testcg_data.niters_max_prec); + doc.get("Spectral Convergence Tests") + ->get("Preconditioned") + ->add("Expected iteration count", testcg_data.expected_niters_prec); + + const char DepartureFromSymmetry[] = "Departure from Symmetry |x'Ay-y'Ax|/(2*||x||*||A||*||y||)/epsilon"; + doc.add(DepartureFromSymmetry, ""); + if (testsymmetry_data.count_fail == 0) + doc.get(DepartureFromSymmetry)->add("Result", "PASSED"); + else + doc.get(DepartureFromSymmetry)->add("Result", "FAILED"); + doc.get(DepartureFromSymmetry)->add("Departure for SpMV", testsymmetry_data.depsym_spmv); + doc.get(DepartureFromSymmetry)->add("Departure for MG", testsymmetry_data.depsym_mg); + + doc.add("########## Iterations Summary ##########", ""); + doc.add("Iteration Count Information", ""); + if (!global_failure) + doc.get("Iteration Count Information")->add("Result", "PASSED"); + else + doc.get("Iteration Count Information")->add("Result", "FAILED"); + doc.get("Iteration Count Information")->add("Reference CG iterations per set", refMaxIters); + doc.get("Iteration Count Information")->add("Optimized CG iterations per set", optMaxIters); + doc.get("Iteration Count Information") + ->add("Total number of reference iterations", refMaxIters * numberOfCgSets); + doc.get("Iteration Count Information") + ->add("Total number of optimized iterations", optMaxIters * numberOfCgSets); + + doc.add("########## Reproducibility Summary ##########", ""); + doc.add("Reproducibility Information", ""); + if (testnorms_data.pass) + doc.get("Reproducibility Information")->add("Result", "PASSED"); + else + doc.get("Reproducibility Information")->add("Result", "FAILED"); + doc.get("Reproducibility Information")->add("Scaled residual mean", testnorms_data.mean); + doc.get("Reproducibility Information")->add("Scaled residual variance", testnorms_data.variance); + + doc.add("########## Performance Summary (times in sec) ##########", ""); + + doc.add("Benchmark Time Summary", ""); + doc.get("Benchmark Time Summary")->add("Optimization phase", times[7]); + doc.get("Benchmark Time Summary")->add("DDOT", times[1]); + doc.get("Benchmark Time Summary")->add("WAXPBY", times[2]); + doc.get("Benchmark Time Summary")->add("SpMV", times[3]); + doc.get("Benchmark Time Summary")->add("MG", times[5]); + doc.get("Benchmark Time Summary")->add("Total", times[0]); + + doc.add("Floating Point Operations Summary", ""); + doc.get("Floating Point Operations Summary")->add("Raw DDOT", fnops_ddot); + doc.get("Floating Point Operations Summary")->add("Raw WAXPBY", fnops_waxpby); + doc.get("Floating Point Operations Summary")->add("Raw SpMV", fnops_sparsemv); + doc.get("Floating Point Operations Summary")->add("Raw MG", fnops_precond); + doc.get("Floating Point Operations Summary")->add("Total", fnops); + doc.get("Floating Point Operations Summary")->add("Total with convergence overhead", frefnops); + + doc.add("GB/s Summary", ""); + doc.get("GB/s Summary")->add("Raw Read B/W", fnreads / times[0] / 1.0E9); + doc.get("GB/s Summary")->add("Raw Write B/W", fnwrites / times[0] / 1.0E9); + doc.get("GB/s Summary")->add("Raw Total B/W", (fnreads + fnwrites) / (times[0]) / 1.0E9); + doc.get("GB/s Summary") + ->add("Total with convergence and optimization phase overhead", + (frefnreads + frefnwrites) / (times[0] + fNumberOfCgSets * (times[7] / 10.0 + times[9] / 10.0)) + / 1.0E9); + + doc.add("GFLOP/s Summary", ""); + doc.get("GFLOP/s Summary")->add("Raw DDOT", fnops_ddot / times[1] / 1.0E9); + doc.get("GFLOP/s Summary")->add("Raw WAXPBY", fnops_waxpby / times[2] / 1.0E9); + doc.get("GFLOP/s Summary")->add("Raw SpMV", fnops_sparsemv / (times[3]) / 1.0E9); + doc.get("GFLOP/s Summary")->add("Raw MG", fnops_precond / (times[5]) / 1.0E9); + doc.get("GFLOP/s Summary")->add("Raw Total", fnops / times[0] / 1.0E9); + doc.get("GFLOP/s Summary")->add("Total with convergence overhead", frefnops / times[0] / 1.0E9); + // This final GFLOP/s rating includes the overhead of problem setup and optimizing the data structures vs ten + // sets of 50 iterations of CG + double totalGflops = frefnops / (times[0] + fNumberOfCgSets * (times[7] / 10.0 + times[9] / 10.0)) / 1.0E9; + double totalGflops24 = frefnops / (times[0] + fNumberOfCgSets * times[7] / 10.0) / 1.0E9; + doc.get("GFLOP/s Summary")->add("Total with convergence and optimization phase overhead", totalGflops); + + doc.add("User Optimization Overheads", ""); + doc.get("User Optimization Overheads")->add("Optimization phase time (sec)", (times[7])); + doc.get("User Optimization Overheads") + ->add("Optimization phase time vs reference SpMV+MG time", times[7] / times[8]); + +#ifndef HPCG_NO_MPI + doc.add("DDOT Timing Variations", ""); + doc.get("DDOT Timing Variations")->add("Min DDOT MPI_Allreduce time", t4min); + doc.get("DDOT Timing Variations")->add("Max DDOT MPI_Allreduce time", t4max); + doc.get("DDOT Timing Variations")->add("Avg DDOT MPI_Allreduce time", t4avg); + +// doc.get("Sparse Operations Overheads")->add("Halo exchange time (sec)", (times[6])); +// doc.get("Sparse Operations Overheads")->add("Halo exchange as percentage of SpMV time", +// (times[6])/totalSparseMVTime*100.0); +#endif + doc.add("Final Summary", ""); + bool isValidRun = (testcg_data.count_fail == 0) && (testsymmetry_data.count_fail == 0) && (testnorms_data.pass) + && (!global_failure); + if (isValidRun) + { + doc.get("Final Summary")->add("HPCG result is VALID with a GFLOP/s rating of", totalGflops); + doc.get("Final Summary")->add("HPCG 2.4 rating for historical reasons is", totalGflops24); + if (!A.isDotProductOptimized) + { + doc.get("Final Summary") + ->add("Reference version of ComputeDotProduct used", + "Performance results are most likely suboptimal"); + } + if (!A.isSpmvOptimized) + { + doc.get("Final Summary") + ->add("Reference version of ComputeSPMV used", "Performance results are most likely suboptimal"); + } + if (!A.isMgOptimized) + { + if (A.geom->numThreads > 1) + doc.get("Final Summary") + ->add("Reference version of ComputeMG used and number of threads greater than 1", + "Performance results are severely suboptimal"); + else // numThreads ==1 + doc.get("Final Summary") + ->add("Reference version of ComputeMG used", "Performance results are most likely suboptimal"); + } + if (!A.isWaxpbyOptimized) + { + doc.get("Final Summary") + ->add("Reference version of ComputeWAXPBY used", "Performance results are most likely suboptimal"); + } + if (times[0] >= minOfficialTime) + { + doc.get("Final Summary") + ->add("Please upload results from the YAML file contents to", "http://hpcg-benchmark.org"); + } + else + { + doc.get("Final Summary")->add("Results are valid but execution time (sec) is", times[0]); + if (quickPath) + { + doc.get("Final Summary") + ->add("You have selected the QuickPath option", + "Results are official for legacy installed systems with confirmation from the HPCG " + "Benchmark leaders."); + doc.get("Final Summary") + ->add("After confirmation please upload results from the YAML file contents to", + "http://hpcg-benchmark.org"); + } + else + { + doc.get("Final Summary") + ->add("Official results execution time (sec) must be at least", minOfficialTime); + } + } + } + else + { + doc.get("Final Summary")->add("HPCG result is", "INVALID."); + doc.get("Final Summary") + ->add("Please review the YAML file contents", "You may NOT submit these results for consideration."); + } + + std::string yaml = doc.generate(); +#ifdef HPCG_DEBUG + HPCG_fout << yaml; +#endif + } + return; +} \ No newline at end of file diff --git a/src/ReportResults.hpp b/src/ReportResults.hpp new file mode 100644 index 0000000..798d3cc --- /dev/null +++ b/src/ReportResults.hpp @@ -0,0 +1,26 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef REPORTRESULTS_HPP +#define REPORTRESULTS_HPP +#include "SparseMatrix.hpp" +#include "TestCG.hpp" +#include "TestNorms.hpp" +#include "TestSymmetry.hpp" + +void ReportResults(const SparseMatrix& A, int numberOfMgLevels, int numberOfCgSets, int refMaxIters, int optMaxIters, + double times[], const TestCGData& testcg_data, const TestSymmetryData& testsymmetry_data, + const TestNormsData& testnorms_data, int global_failure, bool quickPath); + +#endif // REPORTRESULTS_HPP diff --git a/src/SetupHalo.cpp b/src/SetupHalo.cpp new file mode 100644 index 0000000..aff23dc --- /dev/null +++ b/src/SetupHalo.cpp @@ -0,0 +1,729 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file SetupHalo.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include +#include +#include +#endif + +#include + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#include "SetupHalo.hpp" +#include "SetupHalo_ref.hpp" + +#ifdef USE_CUDA +#include "Cuda.hpp" +#include "CudaKernels.hpp" +#endif + +#ifdef USE_GRACE +#include "CpuKernels.hpp" +#endif + +#ifndef HPCG_NO_MPI +// Used to find ranks for CPU and GPU programs +extern int global_total_ranks; +extern int* physical_rank_dims; +extern int* logical_rank_to_phys; +extern int* rankToId_h; +extern int* idToRank_h; +extern p2p_comm_mode_t P2P_Mode; +#endif + +/*! + Prepares system matrix data structure and creates data necessary necessary + for communication of boundary values of this process. + + @param[inout] A The known system matrix + + @see ExchangeHalo +*/ +#ifdef USE_CUDA +void SetupHalo_Gpu(SparseMatrix& A) +{ + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + +#ifndef HPCG_NO_MPI + local_int_t localNumberOfRows = A.localNumberOfRows; + + local_int_t* send_buffer_d; + local_int_t sendbufld + = std::max(std::max(A.geom->nx * A.geom->ny, A.geom->nx * A.geom->nz), A.geom->ny * A.geom->nz); + int* neighbors = new int[27]; + int* neighborsPhysical = new int[27]; + + CHECK_CUDART(cudaMalloc((void**) &(send_buffer_d), 27 * sendbufld * sizeof(local_int_t))); + local_int_t* sendLength = new local_int_t[27]; + + local_int_t totalToBeSent = 0; + int neiCount = 0; + int numberOfExternalValues = 0; + + local_int_t* sendcounts2 = new local_int_t[27]; + local_int_t* receiveLength = new local_int_t[27]; + memset(sendcounts2, 0, sizeof(local_int_t) * (27)); + + local_int_t* sendcounts_d = NULL; + local_int_t* elementsToSendGpu; + + cudaMalloc(&sendcounts_d, sizeof(local_int_t) * (27)); + cudaMemsetAsync(sendcounts_d, 0, sizeof(local_int_t) * (27), stream); + + // Finds elements to send and neighbors + SetupHaloCuda(A, sendbufld, sendcounts_d, send_buffer_d, &totalToBeSent, &neiCount, neighbors, sendLength, + &elementsToSendGpu); + + local_int_t* elementsToSend = new local_int_t[totalToBeSent]; + double* sendBuffer = nullptr; + if (totalToBeSent > 0) + { + cudaMemcpyAsync( + elementsToSend, elementsToSendGpu, sizeof(local_int_t) * totalToBeSent, cudaMemcpyDeviceToHost, stream); + + local_int_t* sendcounts = (local_int_t*) malloc(sizeof(local_int_t) * (A.geom->size + 1)); + memset(sendcounts, 0, sizeof(local_int_t) * (A.geom->size + 1)); + + local_int_t *eltsToRecv_d = NULL, *extToLocMap = NULL; + + sendcounts[0] = 0; + for (int i = 0; i < neiCount; i++) + { + receiveLength[i] = sendLength[i]; + sendcounts[i + 1] = sendcounts[i] + sendLength[i]; + int neighborId = neighbors[i]; + neighborsPhysical[i] = logical_rank_to_phys[neighborId]; + } + CHECK_CUDART(cudaMalloc(&extToLocMap, sizeof(local_int_t) * localNumberOfRows)); + CHECK_CUDART(cudaMalloc(&eltsToRecv_d, sizeof(local_int_t) * totalToBeSent)); + + CHECK_CUDART(cudaMallocHost(&(sendBuffer), sizeof(double) * totalToBeSent)); + CHECK_CUDART(cudaMalloc(&(A.gpuAux.sendBuffer), sizeof(double) * totalToBeSent)); + + local_int_t* eltsToRecv = new local_int_t[totalToBeSent]; + + // Exchange elements to send with neighbors + auto INDEX_TYPE = MPI_INT; +#ifdef INDEX_64 // In src/Geometry + INDEX_TYPE = MPI_LONG; +#endif + + MPI_Status status; + int MPI_MY_TAG = 93; + MPI_Request* request = new MPI_Request[neiCount]; + cudaStreamSynchronize(stream); + + local_int_t* recv_ptr = eltsToRecv; + for (int i = 0; i < neiCount; i++) + { + auto n_recv = sendLength[i]; + MPI_Irecv(recv_ptr, n_recv, INDEX_TYPE, neighborsPhysical[i], MPI_MY_TAG, MPI_COMM_WORLD, request + i); + recv_ptr += n_recv; + } + + local_int_t* elts_ptr = elementsToSend; + for (int i = 0; i < neiCount; i++) + { + auto n_send = sendLength[i]; + MPI_Send(elts_ptr, n_send, INDEX_TYPE, neighborsPhysical[i], MPI_MY_TAG, MPI_COMM_WORLD); + elts_ptr += n_send; + } + for (int i = 0; i < neiCount; i++) + { + MPI_Wait(request + i, &status); + } + delete[] request; + + cudaMemcpyAsync( + eltsToRecv_d, eltsToRecv, sizeof(local_int_t) * (totalToBeSent), cudaMemcpyHostToDevice, stream); + + // Add the sorted indices from neighbors. For each neighbor, add its indices sequentially + // before the next neighbor's indices. Tje indices will be adjusted to be + // localNumberOfRows + its sequential location + for (int neighborCount = 0; neighborCount < neiCount; ++neighborCount) + { + int neighborId = neighbors[neighborCount]; + cudaMemsetAsync(extToLocMap, 0, sizeof(local_int_t) * localNumberOfRows, stream); + local_int_t str = sendcounts[neighborCount]; + local_int_t end = sendcounts[neighborCount + 1]; + ExtToLocMapCuda(localNumberOfRows, str, end, extToLocMap, eltsToRecv_d); + ExtTolocCuda(localNumberOfRows, neighborId, A.extNnz, A.csrExtColumns, A.csrExtValues, + A.gpuAux.ext2csrOffsets, extToLocMap, A.gpuAux.columns); + } + + CHECK_CUDART(cudaFree(sendcounts_d)); + CHECK_CUDART(cudaFree(extToLocMap)); + CHECK_CUDART(cudaFree(eltsToRecv_d)); + + // For P2P Alltoallv communication + if (P2P_Mode == MPI_GPU_All2allv || P2P_Mode == MPI_CPU_All2allv) + { + int* sdispls = new int[A.geom->size]; + int* rdispls = new int[A.geom->size]; + int* scounts = new int[A.geom->size]; + int* rcounts = new int[A.geom->size]; + int tmp_s = 0, tmp_r = 0; + + if (sdispls == NULL || rdispls == NULL || scounts == NULL || rcounts == NULL) + return; + + for (local_int_t i = 0; i < A.geom->size; i++) + { + scounts[i] = 0; + rcounts[i] = 0; + sdispls[i] = 0; + rdispls[i] = 0; + } + + for (local_int_t i = 0; i < neiCount; i++) + { + local_int_t root = neighborsPhysical[i]; + scounts[root] = sendLength[i]; + rcounts[root] = receiveLength[i]; + sdispls[root] = tmp_s; + tmp_s += sendLength[i]; + rdispls[root] = tmp_r; + tmp_r += receiveLength[i]; + } + + A.scounts = scounts; + A.rcounts = rcounts; + A.sdispls = sdispls; + A.rdispls = rdispls; + } + } + + // Store contents in our matrix struct + A.numberOfExternalValues = totalToBeSent; + A.localNumberOfColumns = A.localNumberOfRows + A.numberOfExternalValues; + A.numberOfSendNeighbors = neiCount; + A.totalToBeSent = totalToBeSent; + A.elementsToSend = elementsToSend; + A.gpuAux.elementsToSend = elementsToSendGpu; + A.neighbors = neighbors; + A.neighborsPhysical = neighborsPhysical; + A.receiveLength = receiveLength; + A.sendLength = sendLength; + A.sendBuffer = sendBuffer; +#endif + return; +} +#endif + +#ifdef USE_GRACE +void SetupHalo_Cpu(SparseMatrix& A) +{ + // Extract Matrix pieces + global_int_t nx = A.geom->nx; + global_int_t ny = A.geom->ny; + global_int_t nz = A.geom->nz; + global_int_t gnx = A.geom->gnx; + global_int_t gny = A.geom->gny; + global_int_t gnz = A.geom->gnz; + global_int_t gix0 = A.geom->gix0; + global_int_t giy0 = A.geom->giy0; + global_int_t giz0 = A.geom->giz0; + int npx = A.geom->npx; + int npy = A.geom->npy; + + local_int_t localNumberOfRows = A.localNumberOfRows; + local_int_t* nonzerosInRow = A.nonzerosInRow; + global_int_t** mtxIndG = A.mtxIndG; + local_int_t** mtxIndL = A.mtxIndL; + +#ifdef HPCG_NO_MPI // In the non-MPI case we simply copy global indices to local index storage +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localNumberOfRows; i++) + { + int cur_nnz = nonzerosInRow[i]; + for (int j = 0; j < cur_nnz; j++) + mtxIndL[i][j] = mtxIndG[i][j]; + } + +#else // Run this section if compiling for MPI + + // Scan global IDs of the nonzeros in the matrix. Determine if the column ID matches a row ID. If not: + // 1) We call the ComputeRankOfMatrixRow function, which tells us the rank of the processor owning the row ID. + // We need to receive this value of the x vector during the halo exchange. + // 2) We record our row ID since we know that the other processor will need this value from us, due to symmetry. + std::map> externalToLocalMap; + local_int_t* extTemp = new local_int_t[localNumberOfRows]; + + // Okay Let us git rid of the map + local_int_t sendbufld + = std::max(std::max(A.geom->nx * A.geom->ny, A.geom->nx * A.geom->nz), A.geom->ny * A.geom->nz); + local_int_t* send_buffer = new local_int_t[27 * sendbufld]; + char* has_external = new char[localNumberOfRows]; + local_int_t* sendcounter = new local_int_t[27]; + for (local_int_t i = 0; i < 27; i++) + sendcounter[i] = 0; + +// Goes through all local rows, for each local point +// find its 27 3D neighbors (including the point itself). +// For each neibor decide if it is on a different rank (halo) or local +// If external, add to the send buffer +// If local, create the local matrix +#pragma omp parallel for + for (local_int_t i = 0; i < localNumberOfRows; i++) + { + const local_int_t iz = (i / (nx * ny)); + const local_int_t iy = (i - iz * nx * ny) / nx; + const local_int_t ix = i - (iz * ny + iy) * nx; + const global_int_t gix = ix + gix0; + const global_int_t giy = iy + giy0; + const global_int_t giz = iz + giz0; + global_int_t curcol; + + int nnz_c = 0; + bool rank_set[27]; + for (int j = 0; j < 27; j++) + { + rank_set[j] = false; + } + has_external[i] = 0; + for (int k = 0; k < 27; k++) + { + long long int cgix = gix + tid2indCpu[k][0]; + long long int cgiy = giy + tid2indCpu[k][1]; + long long int cgiz = giz + tid2indCpu[k][2]; + int ok = cgiz > -1 && cgiz < gnz && cgiy > -1 && cgiy < gny && cgix > -1 && cgix < gnx; + if (ok) + { + int ipz = cgiz / nz; + int ipy = cgiy / ny; + int ipx = cgix / nx; + + // For GPUCPU exec mode, find the 3D rank coordinates. + // For diff dim between CPU and GPU, we cannot + // just divide on the local dim to find ipx/ipy/ipz + // We must find it manually based on neighbor 3d coordinates + // Note the halo size is always 1 + if (A.geom->different_dim == Z) + { + long long int local = cgiz - giz0; + if (local >= 0 && local < nz) + ipz = A.geom->ipz; + else if (local < 0) + ipz = A.geom->ipz - 1; + else if (local >= nz) + ipz = A.geom->ipz + 1; + } + else if (A.geom->different_dim == Y) + { + long long int local = cgiy - giy0; + if (local >= 0 && local < ny) + ipy = A.geom->ipy; + else if (local < 0) + ipy = A.geom->ipy - 1; + else if (local >= ny) + ipy = A.geom->ipy + 1; + } + else if (A.geom->different_dim == X) + { + long long int local = cgix - gix0; + if (local >= 0 && local < nx) + ipx = A.geom->ipx; + else if (local < 0) + ipx = A.geom->ipx - 1; + else if (local >= nx) + ipx = A.geom->ipx + 1; + } + + // Global rank Id + int col_rank = ipx + ipy * npx + ipz * npy * npx; + + // The neighbor point rank is diff than the current point rank + if (A.geom->logical_rank != col_rank) + { + has_external[i] = 1; + int rankId = rankToId_h[col_rank]; + local_int_t* p = &(sendcounter[rankId]); + // Add the halo point atomically to send_buffer + // For all the cols in a row that has the same rank, + // we add the row once to the rank buffer + if (!rank_set[rankId]) + { + rank_set[rankId] = true; + local_int_t t; +#pragma omp atomic capture + { + t = *p; + *p += 1; + } + send_buffer[rankId * sendbufld + t] = i; + } + } + else + { + // local neighbor, add it to the local matrix + local_int_t zi = cgiz - giz0; + local_int_t yi = cgiy - giy0; + local_int_t xi = cgix - gix0; + local_int_t lcol = zi * ny * nx + yi * nx + xi; + mtxIndL[i][nnz_c] = lcol; + } + nnz_c++; + } + } + } + + // Now external data structures + // 1 Create elements to send buffer (Sort the indicies for each neighbor) + local_int_t totalToBeSent = 0; + local_int_t* sendcounts = new local_int_t[A.geom->size + 1]; + sendcounts[0] = 0; + int neighborCount = 0; +#pragma omp parallel for + for (local_int_t i = 0; i < 27; i++) + { + if (sendcounter[i] > 0) + { + std::sort(send_buffer + i * sendbufld, send_buffer + i * sendbufld + sendcounter[i]); + } + } + for (local_int_t i = 0; i < 27; i++) + { + if (sendcounter[i] > 0) + { + totalToBeSent += sendcounter[i]; + sendcounts[neighborCount + 1] = sendcounts[neighborCount] + sendcounter[i]; + neighborCount++; + } + } + + // 2 Now find neighbor Ids, neighbor physical Ids (see GenerateGeometry), and elemets to send + local_int_t sendEntryCount = 0; + local_int_t* receiveLength = new local_int_t[neighborCount]; + local_int_t* sendLength = new local_int_t[neighborCount]; + // Build the arrays and lists needed by the ExchangeHalo function. + double* sendBuffer = new double[totalToBeSent]; + int* neighbors = new int[neighborCount]; + int* neighborsPhysical = new int[neighborCount]; + local_int_t* elementsToSend = new local_int_t[totalToBeSent]; + + neighborCount = 0; + for (local_int_t i = 0; i < 27; i++) + { + if (sendcounter[i] > 0) + { + int neighborId = idToRank_h[i]; // logical Id + int phys_neiId = logical_rank_to_phys[neighborId]; + + neighbors[neighborCount] = neighborId; // store rank ID of current neighbor + neighborsPhysical[neighborCount] = phys_neiId; + receiveLength[neighborCount] = sendcounter[i]; + sendLength[neighborCount] = sendcounter[i]; + + for (int j = 0; j < sendcounter[i]; j++) + { + elementsToSend[sendEntryCount] = send_buffer[i * sendbufld + j]; + sendEntryCount++; + } + neighborCount++; + } + } + + delete[] send_buffer; + delete[] sendcounter; + + // Exchange elements to send wit other neighbors + auto INDEX_TYPE = MPI_INT; +#ifdef INDEX_64 // In src/Geometry + INDEX_TYPE = MPI_LONG; +#endif + MPI_Status status; + int MPI_MY_TAG = 93; + MPI_Request* request = new MPI_Request[neighborCount]; + local_int_t* eltsToRecv = new local_int_t[totalToBeSent]; + local_int_t* recv_ptr = eltsToRecv; + for (int i = 0; i < neighborCount; i++) + { + int n_recv = sendLength[i]; + MPI_Irecv(recv_ptr, n_recv, INDEX_TYPE, neighborsPhysical[i], MPI_MY_TAG, MPI_COMM_WORLD, request + i); + recv_ptr += n_recv; + } + + local_int_t* elts_ptr = elementsToSend; + for (int i = 0; i < neighborCount; i++) + { + local_int_t n_send = sendLength[i]; + MPI_Send(elts_ptr, n_send, INDEX_TYPE, neighborsPhysical[i], MPI_MY_TAG, MPI_COMM_WORLD); + elts_ptr += n_send; + } + for (int i = 0; i < neighborCount; i++) + { + MPI_Wait(request + i, &status); + } + delete[] request; + + // Create a map to be used in the optimization step + // Any external column index will be given a sequntail Id + // after the number of rows (Will be used to access x vector) + int prev_dim = 0; + for (int nc = 0; nc < neighborCount; ++nc) + { + int neighborId = neighbors[nc]; + int phys_neiId = neighborsPhysical[nc]; + local_int_t str = sendcounts[nc]; + local_int_t end = sendcounts[nc + 1]; + for (int j = str; j < end; j++) + { + const local_int_t col = eltsToRecv[j]; + externalToLocalMap[neighborId][col] = localNumberOfRows + j; + } + } + + delete[] eltsToRecv; + delete[] sendcounts; + + if (totalToBeSent > 0) + { +// Last step sort all external IDs per rank Id, elements of neighbor 0 first, then 1, and so on +#pragma omp parallel for + for (local_int_t i = 0; i < localNumberOfRows; i++) + { + int nnz_ext = 0; + if (has_external[i] == 1) + { + + const local_int_t iz = (i / (nx * ny)); + const local_int_t iy = (i - iz * nx * ny) / nx; + const local_int_t ix = i - (iz * ny + iy) * nx; + const global_int_t gix = ix + gix0; + const global_int_t giy = iy + giy0; + const global_int_t giz = iz + giz0; + int nnz_c = 0; + + for (int k = 0; k < 27; k++) + { + long long int cgix = gix + tid2indCpu[k][0]; + long long int cgiy = giy + tid2indCpu[k][1]; + long long int cgiz = giz + tid2indCpu[k][2]; + + local_int_t zi = (cgiz) % nz; + local_int_t yi = (cgiy) % ny; + local_int_t xi = (cgix) % nx; + int ok = cgiz > -1 && cgiz < gnz && cgiy > -1 && cgiy < gny && cgix > -1 && cgix < gnx; + int ipz = cgiz / nz; + int ipy = cgiy / ny; + int ipx = cgix / nx; + + // The indices sent by the neighbor uses the neighbor's nx, ny, and nz which can + // be deffirent than the current neighbor's dims. Thus, based on neighor location + // and the diffrent_dim we adjust the indices if needed. + // Also, the ipx, ipy, and ipz must be updated accordingly + global_int_t new_nx = A.geom->nx; + global_int_t new_ny = A.geom->ny; + + if (A.geom->different_dim == Z) + { + long long int local = cgiz - giz0; + if (local >= 0 && local < nz) + { + ipz = A.geom->ipz; + zi = local; + } + else if (local < 0) + { + ipz = A.geom->ipz - 1; + zi = A.geom->previous_neighbor_dim - 1; + } + else if (local >= nz) + { + ipz = A.geom->ipz + 1; + zi = 0; + } + } + else if (A.geom->different_dim == Y) + { + long long int local = cgiy - giy0; + if (local >= 0 && local < ny) + { + ipy = A.geom->ipy; + yi = local; + } + else if (local < 0) + { + ipy = A.geom->ipy - 1; + yi = A.geom->previous_neighbor_dim - 1; + new_ny = A.geom->previous_neighbor_dim; + } + else if (local >= ny) + { + ipy = A.geom->ipy + 1; + yi = 0; + new_ny = A.geom->next_neighbor_dim; + } + } + else if (A.geom->different_dim == X) + { + long long int local = cgix - gix0; + if (local >= 0 && local < nx) + { + ipx = A.geom->ipx; + xi = local; + } + else if (local < 0) + { + ipx = A.geom->ipx - 1; + xi = A.geom->previous_neighbor_dim - 1; + new_nx = A.geom->previous_neighbor_dim; + } + else if (local >= nx) + { + ipx = A.geom->ipx + 1; + xi = 0; + new_nx = A.geom->next_neighbor_dim; + } + } + local_int_t lcol = zi * new_ny * new_nx + yi * new_nx + xi; + int row_rank = ipx + ipy * npx + ipz * npy * npx; + + if (ok) + { + if (externalToLocalMap.find(row_rank) != externalToLocalMap.end()) + { + mtxIndL[i][nnz_c] = externalToLocalMap[row_rank][lcol]; + nnz_ext++; + } + nnz_c++; + } + } + } + extTemp[i] = nnz_ext; + } + } + + if (P2P_Mode == MPI_CPU_All2allv) + { + int* sdispls = new int[A.geom->size]; + int* rdispls = new int[A.geom->size]; + int* scounts = new int[A.geom->size]; + int* rcounts = new int[A.geom->size]; + int tmp_s = 0, tmp_r = 0; + + if (sdispls == NULL || rdispls == NULL || scounts == NULL || rcounts == NULL) + return; + + for (local_int_t i = 0; i < A.geom->size; i++) + { + scounts[i] = 0; + rcounts[i] = 0; + sdispls[i] = 0; + rdispls[i] = 0; + } + + for (local_int_t i = 0; i < neighborCount; i++) + { + local_int_t root = neighborsPhysical[i]; + scounts[root] = sendLength[i]; + rcounts[root] = receiveLength[i]; + sdispls[root] = tmp_s; + tmp_s += sendLength[i]; + rdispls[root] = tmp_r; + tmp_r += receiveLength[i]; + } + A.scounts = scounts; + A.rcounts = rcounts; + A.sdispls = sdispls; + A.rdispls = rdispls; + } + + delete[] has_external; + + // Store contents in our matrix struct + A.numberOfExternalValues = totalToBeSent; + A.localNumberOfColumns = A.localNumberOfRows + A.numberOfExternalValues; + A.numberOfSendNeighbors = neighborCount; + A.totalToBeSent = totalToBeSent; + A.elementsToSend = elementsToSend; + A.neighbors = neighbors; + A.neighborsPhysical = neighborsPhysical; + A.receiveLength = receiveLength; + A.sendLength = sendLength; + A.sendBuffer = sendBuffer; + A.cpuAux.tempIndex = extTemp; + +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << " For rank " << A.geom->rank << " of " << A.geom->size + << ", number of neighbors = " << A.numberOfSendNeighbors << endl; + for (int i = 0; i < A.numberOfSendNeighbors; i++) + { + HPCG_fout << " rank " << A.geom->rank << " neighbor " << neighbors[i] + << " send/recv length = " << sendLength[i] << "/" << receiveLength[i] << endl; + for (local_int_t j = 0; j < sendLength[i]; ++j) + HPCG_fout << " rank " << A.geom->rank << " elementsToSend[" << j << "] = " << elementsToSend[j] + << endl; + } +#endif + +#endif + // ifdef HPCG_NO_MPI + + return; +} +#endif // USE_GRACE + +void SetupHalo(SparseMatrix& A) +{ + if (A.rankType == GPU) + { +#ifdef USE_CUDA + SetupHalo_Gpu(A); +#endif + } + else + { +#ifdef USE_GRACE + SetupHalo_Cpu(A); +#endif + } +} \ No newline at end of file diff --git a/src/SetupHalo.hpp b/src/SetupHalo.hpp new file mode 100644 index 0000000..5be2ff5 --- /dev/null +++ b/src/SetupHalo.hpp @@ -0,0 +1,21 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef SETUPHALO_HPP +#define SETUPHALO_HPP +#include "SparseMatrix.hpp" + +void SetupHalo(SparseMatrix& A); + +#endif // SETUPHALO_HPP diff --git a/src/SetupHalo_ref.cpp b/src/SetupHalo_ref.cpp new file mode 100644 index 0000000..776be6f --- /dev/null +++ b/src/SetupHalo_ref.cpp @@ -0,0 +1,212 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file SetupHalo_ref.cpp + + HPCG routine + */ + +#ifndef HPCG_NO_MPI +#include +#include +#include +#endif + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#ifdef HPCG_DETAILED_DEBUG +#include +using std::endl; +#include "hpcg.hpp" +#include +#endif + +#include + +#include "SetupHalo_ref.hpp" +#include "mytimer.hpp" + +extern int use_output_file; + +/*! + Reference version of SetupHalo that prepares system matrix data structure and creates data necessary + for communication of boundary values of this process. + + @param[inout] A The known system matrix + + @see ExchangeHalo +*/ +void SetupHalo_ref(SparseMatrix& A) +{ + + // Extract Matrix pieces + + local_int_t localNumberOfRows = A.localNumberOfRows; + local_int_t* nonzerosInRow = A.nonzerosInRow; + global_int_t** mtxIndG = A.mtxIndG; + local_int_t** mtxIndL = A.mtxIndL; + +#ifdef HPCG_NO_MPI // In the non-MPI case we simply copy global indices to local index storage +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localNumberOfRows; i++) + { + int cur_nnz = nonzerosInRow[i]; + for (int j = 0; j < cur_nnz; j++) + mtxIndL[i][j] = mtxIndG[i][j]; + } + +#else // Run this section if compiling for MPI + + // Scan global IDs of the nonzeros in the matrix. Determine if the column ID matches a row ID. If not: + // 1) We call the ComputeRankOfMatrixRow function, which tells us the rank of the processor owning the row ID. + // We need to receive this value of the x vector during the halo exchange. + // 2) We record our row ID since we know that the other processor will need this value from us, due to symmetry. + + std::map> sendList, receiveList; + typedef std::map>::iterator map_iter; + typedef std::set::iterator set_iter; + std::map externalToLocalMap; + + // TODO: With proper critical and atomic regions, this loop could be threaded, but not attempting it at this time + for (local_int_t i = 0; i < localNumberOfRows; i++) + { + global_int_t currentGlobalRow = A.localToGlobalMap[i]; + for (int j = 0; j < nonzerosInRow[i]; j++) + { + global_int_t curIndex = mtxIndG[i][j]; + int rankIdOfColumnEntry = ComputeRankOfMatrixRow(*(A.geom), curIndex); +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << "rank, row , col, globalToLocalMap[col] = " << A.geom->rank << " " << currentGlobalRow << " " + << curIndex << " " << A.globalToLocalMap[curIndex] << endl; +#endif + if (A.geom->rank != rankIdOfColumnEntry) + { // If column index is not a row index, then it comes from another processor + receiveList[rankIdOfColumnEntry].insert(curIndex); + sendList[rankIdOfColumnEntry].insert( + currentGlobalRow); // Matrix symmetry means we know the neighbor process wants my value + } + } + } + + // Count number of matrix entries to send and receive + local_int_t totalToBeSent = 0; + for (map_iter curNeighbor = sendList.begin(); curNeighbor != sendList.end(); ++curNeighbor) + { + totalToBeSent += (curNeighbor->second).size(); + } + local_int_t totalToBeReceived = 0; + for (map_iter curNeighbor = receiveList.begin(); curNeighbor != receiveList.end(); ++curNeighbor) + { + totalToBeReceived += (curNeighbor->second).size(); + } + +#ifdef HPCG_DETAILED_DEBUG + // These are all attributes that should be true, due to symmetry + HPCG_fout << "totalToBeSent = " << totalToBeSent << " totalToBeReceived = " << totalToBeReceived << endl; + assert(totalToBeSent == totalToBeReceived); // Number of sent entry should equal number of received + assert(sendList.size() == receiveList.size()); // Number of send-to neighbors should equal number of receive-from + // Each receive-from neighbor should be a send-to neighbor, and send the same number of entries + for (map_iter curNeighbor = receiveList.begin(); curNeighbor != receiveList.end(); ++curNeighbor) + { + assert(sendList.find(curNeighbor->first) != sendList.end()); + assert(sendList[curNeighbor->first].size() == receiveList[curNeighbor->first].size()); + } +#endif + + // Build the arrays and lists needed by the ExchangeHalo function. + double* sendBuffer = new double[totalToBeSent]; + local_int_t* elementsToSend = new local_int_t[totalToBeSent]; + int* neighbors = new int[sendList.size()]; + local_int_t* receiveLength = new local_int_t[receiveList.size()]; + local_int_t* sendLength = new local_int_t[sendList.size()]; + int neighborCount = 0; + local_int_t receiveEntryCount = 0; + local_int_t sendEntryCount = 0; + for (map_iter curNeighbor = receiveList.begin(); curNeighbor != receiveList.end(); ++curNeighbor, ++neighborCount) + { + int neighborId = curNeighbor->first; // rank of current neighbor we are processing + neighbors[neighborCount] = neighborId; // store rank ID of current neighbor + receiveLength[neighborCount] = receiveList[neighborId].size(); + sendLength[neighborCount] = sendList[neighborId].size(); // Get count if sends/receives + for (set_iter i = receiveList[neighborId].begin(); i != receiveList[neighborId].end(); ++i, ++receiveEntryCount) + { + externalToLocalMap[*i] + = localNumberOfRows + receiveEntryCount; // The remote columns are indexed at end of internals + } + for (set_iter i = sendList[neighborId].begin(); i != sendList[neighborId].end(); ++i, ++sendEntryCount) + { + // if (geom.rank==1) HPCG_fout << "*i, globalToLocalMap[*i], sendEntryCount = " << *i << " " << + // A.globalToLocalMap[*i] << " " << sendEntryCount << endl; + elementsToSend[sendEntryCount] = A.globalToLocalMap[*i]; // store local ids of entry to send + } + } + +#if 1 + // Convert matrix indices to local IDs +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localNumberOfRows; i++) + { + for (int j = 0; j < nonzerosInRow[i]; j++) + { + global_int_t curIndex = mtxIndG[i][j]; + int rankIdOfColumnEntry = ComputeRankOfMatrixRow(*(A.geom), curIndex); + if (A.geom->rank == rankIdOfColumnEntry) + { // My column index, so convert to local index + mtxIndL[i][j] = A.globalToLocalMap[curIndex]; + } + else + { // If column index is not a row index, then it comes from another processor + mtxIndL[i][j] = externalToLocalMap[curIndex]; + } + } + } +#endif + // Store contents in our matrix struct + A.numberOfExternalValues = externalToLocalMap.size(); + printf("%d %d\n", A.localNumberOfRows, A.numberOfExternalValues); + fflush(0); + A.localNumberOfColumns = A.localNumberOfRows + A.numberOfExternalValues; + A.numberOfSendNeighbors = sendList.size(); + A.totalToBeSent = totalToBeSent; + A.elementsToSend = elementsToSend; + A.neighbors = neighbors; + A.receiveLength = receiveLength; + A.sendLength = sendLength; + A.sendBuffer = sendBuffer; + +#ifdef HPCG_DETAILED_DEBUG + HPCG_fout << " For rank " << A.geom->rank << " of " << A.geom->size + << ", number of neighbors = " << A.numberOfSendNeighbors << endl; + for (int i = 0; i < A.numberOfSendNeighbors; i++) + { + HPCG_fout << " rank " << A.geom->rank << " neighbor " << neighbors[i] + << " send/recv length = " << sendLength[i] << "/" << receiveLength[i] << endl; + for (local_int_t j = 0; j < sendLength[i]; ++j) + HPCG_fout << " rank " << A.geom->rank << " elementsToSend[" << j << "] = " << elementsToSend[j] + << endl; + } +#endif + +#endif + // ifdef HPCG_NO_MPI + + return; +} diff --git a/src/SetupHalo_ref.hpp b/src/SetupHalo_ref.hpp new file mode 100644 index 0000000..f21de11 --- /dev/null +++ b/src/SetupHalo_ref.hpp @@ -0,0 +1,21 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef SETUPHALO_REF_HPP +#define SETUPHALO_REF_HPP +#include "SparseMatrix.hpp" + +void SetupHalo_ref(SparseMatrix& A); + +#endif // SETUPHALO_REF_HPP diff --git a/src/SparseMatrix.hpp b/src/SparseMatrix.hpp new file mode 100644 index 0000000..4219b4e --- /dev/null +++ b/src/SparseMatrix.hpp @@ -0,0 +1,306 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file SparseMatrix.hpp + + HPCG data structures for the sparse matrix + */ + +#ifndef SPARSEMATRIX_HPP +#define SPARSEMATRIX_HPP + +#ifdef USE_CUDA +#include +#include +#endif + +#ifdef USE_GRACE +#include +#endif + +#include "Cuda.hpp" +#include "Geometry.hpp" +#include "MGData.hpp" +#include "Vector.hpp" +#include +#include + +extern bool Use_Hpcg_Mem_Reduction; + +#ifndef HPCG_NO_MPI +extern p2p_comm_mode_t P2P_Mode; +#endif + +#if __cplusplus < 201103L +// for C++03 +#include +typedef std::map GlobalToLocalMap; +#else +// for C++11 or greater +#include +using GlobalToLocalMap = std::unordered_map; +#endif + +#ifdef USE_CUDA +struct CUSPARSE_STRUCT +{ + cusparseDnVecDescr_t vecX; + cusparseDnVecDescr_t vecY; + cusparseSpMatDescr_t matA; + cusparseSpMatDescr_t matL; + cusparseSpMatDescr_t matU; + + // CUSPARSE SpSV + cusparseSpSVDescr_t spsvDescrL, spsvDescrU; +}; + +struct GPU_AUX_STRUCT +{ + // Uncolored row related info + local_int_t* nnzPerRow; + local_int_t* columns; + double* values; + local_int_t* csrAPermOffsets; + local_int_t* csrLPermOffsets; + local_int_t* csrUPermOffsets; + local_int_t* diagonalIdx; + + // Sliced EllPACK Aux + local_int_t* sellADiagonalIdx; + + // Auxiliary data + local_int_t* f2c; + + local_int_t* color; + int* colorCountCpu; + + // MULTI-GPU Aux data + local_int_t* map; + local_int_t* ext2csrOffsets; + local_int_t* elementsToSend; + global_int_t* localToGlobalMap; + local_int_t compressNumberOfRows; + double* sendBuffer; +}; +#endif + +#ifdef USE_GRACE +struct NVPL_SPARSE_STRUCT +{ + nvpl_sparse_dn_vec_descr_t vecX; + nvpl_sparse_dn_vec_descr_t vecY; + + nvpl_sparse_sp_mat_descr_t matL; + nvpl_sparse_sp_mat_descr_t matU; + nvpl_sparse_sp_mat_descr_t matA; + + nvpl_sparse_spsv_descr_t spsvDescrL, spsvDescrU; + nvpl_sparse_spmv_descr_t spmvADescr, spmvLDescr, spmvUDescr; +}; + +struct CPU_AUX_STRUCT +{ + // Auxiliary data + // Coloring info as number of colors and where each color starts + // Also keep information on how many consecutive rows share the same color + // This assumes matrix reordering (rows with same color are packed) + local_int_t* color; + local_int_t* firstRowOfColor; + local_int_t* nRowsWithColor; + local_int_t* tempIndex; +}; +#endif + +struct SparseMatrix_STRUCT +{ + rank_type_t rankType; + int level; + char* title; //!< name of the sparse matrix + Geometry* geom; //!< geometry associated with this matrix + global_int_t totalNumberOfRows; //!< total number of matrix rows across all processes + global_int_t totalNumberOfNonzeros; //!< total number of matrix nonzeros across all processes + local_int_t localNumberOfRows; //!< number of rows local to this process + local_int_t localNumberOfColumns; //!< number of columns local to this process + local_int_t localNumberOfNonzeros; //!< number of nonzeros local to this process + local_int_t* nonzerosInRow; //!< The number of nonzeros in a row will always be 27 or fewer + global_int_t** mtxIndG; //!< matrix indices as global values + local_int_t** mtxIndL; //!< matrix indices as local values + double** matrixValues; //!< values of matrix entries + double** matrixDiagonal; //!< values of matrix diagonal entries + GlobalToLocalMap globalToLocalMap; //!< global-to-local mapping + std::vector localToGlobalMap; //!< local-to-global mapping + mutable bool isDotProductOptimized; + mutable bool isSpmvOptimized; + mutable bool isMgOptimized; + mutable bool isWaxpbyOptimized; + + mutable MGData* mgData; // Pointer to the coarse level data for this fine matrix + void* optimizationData; // pointer that can be used to store implementation-specific data + + local_int_t totalToBeSent; //!< total number of entries to be sent + local_int_t slice_size; + +#ifndef HPCG_NO_MPI + local_int_t numberOfExternalValues; //!< number of entries that are external to this process + int numberOfSendNeighbors; //!< number of neighboring processes that will be send local data + local_int_t* elementsToSend; //!< elements to send to neighboring processes + int* neighbors; //!< neighboring processes + int* neighborsPhysical; + local_int_t* receiveLength; //!< lenghts of messages received from neighboring processes + local_int_t* sendLength; //!< lenghts of messages sent to neighboring processes + double* sendBuffer; //!< send buffer for non-blocking sends + local_int_t extNnz; +#endif + + // Optmization Data common between CPU and GPU + // Coloring permutations + local_int_t totalColors; + local_int_t* ref2opt; + local_int_t* opt2ref; + local_int_t* f2cPerm; + + // Sliced EllPACK + local_int_t *sellASliceMrl, *sellLSliceMrl, *sellUSliceMrl; + local_int_t *sellAPermColumns, *sellLPermColumns, *sellUPermColumns; + double *sellAPermValues, *sellLPermValues, *sellUPermValues; + double* diagonal; + + char* bufferSvL = nullptr; + char* bufferSvU = nullptr; + char* bufferMvA = nullptr; + char* bufferMvL = nullptr; + char* bufferMvU = nullptr; + + // MULTI-GPU data + local_int_t* csrExtOffsets; + local_int_t* csrExtColumns; + double* csrExtValues; + double* tempBuffer; + + // When MPI_All2allv is used for P2P communication + int* scounts; + int* rcounts; + int* sdispls; + int* rdispls; + +#ifdef USE_CUDA + CUSPARSE_STRUCT cusparseOpt; + GPU_AUX_STRUCT gpuAux; +#endif + +// #ifdef USE_GRACE +// NVPL_SPARSE_STRUCT nvplSparseOpt; +// CPU_AUX_STRUCT cpuAux; +// #endif + + mutable struct SparseMatrix_STRUCT* Ac; // Coarse grid matrix +}; + +typedef struct SparseMatrix_STRUCT SparseMatrix; + +/*! + Initializes the known system matrix data structure members to 0. + + @param[in] A the known system matrix + */ +inline void InitializeSparseMatrix(SparseMatrix& A, Geometry* geom) +{ + A.title = 0; + A.geom = geom; + A.totalNumberOfRows = 0; + A.totalNumberOfNonzeros = 0; + A.localNumberOfRows = 0; + A.localNumberOfColumns = 0; + A.localNumberOfNonzeros = 0; + A.nonzerosInRow = 0; + A.mtxIndG = 0; + A.mtxIndL = 0; + A.matrixValues = 0; + A.matrixDiagonal = 0; + + // Optimization is ON by default. The code that switches it OFF is in the + // functions that are meant to be optimized. + A.isDotProductOptimized = true; + A.isSpmvOptimized = true; + A.isMgOptimized = true; + A.isWaxpbyOptimized = true; + + A.totalToBeSent = 0; + +#ifndef HPCG_NO_MPI + A.numberOfExternalValues = 0; + A.numberOfSendNeighbors = 0; + A.totalToBeSent = 0; + A.elementsToSend = 0; + A.neighbors = 0; + A.neighborsPhysical = 0; + A.receiveLength = 0; + A.sendLength = 0; + A.sendBuffer = 0; +#endif + A.mgData = 0; // Fine-to-coarse grid transfer initially not defined. + + return; +} + +/*! + Copy values from matrix diagonal into user-provided vector. + + @param[in] A the known system matrix. + @param[inout] diagonal Vector of diagonal values (must be allocated before call to this function). + */ +inline void CopyMatrixDiagonal(SparseMatrix& A, Vector& diagonal) +{ + double** curDiagA = A.matrixDiagonal; + double* dv = diagonal.values; + assert(A.localNumberOfRows == diagonal.localLength); + for (local_int_t i = 0; i < A.localNumberOfRows; ++i) + dv[i] = *(curDiagA[i]); + return; +} + +/*! + Replace specified matrix diagonal value. + + @param[inout] A The system matrix. + @param[in] diagonal Vector of diagonal values that will replace existing matrix diagonal values. + */ +inline void ReplaceMatrixDiagonal(SparseMatrix& A, Vector& diagonal) +{ + double** curDiagA = A.matrixDiagonal; + double* dv = diagonal.values; + assert(A.localNumberOfRows == diagonal.localLength); + for (local_int_t i = 0; i < A.localNumberOfRows; ++i) + *(curDiagA[i]) = dv[i]; + return; +} +#endif // SPARSEMATRIX_HPP diff --git a/src/TestCG.cpp b/src/TestCG.cpp new file mode 100644 index 0000000..422e960 --- /dev/null +++ b/src/TestCG.cpp @@ -0,0 +1,243 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file TestCG.cpp + + HPCG routine + */ + +// Changelog +// +// Version 0.4 +// - Added timing of setup time for sparse MV +// - Corrected percentages reported for sparse MV with overhead +// +///////////////////////////////////////////////////////////////////////// + +#include +#include +using std::endl; +#include "hpcg.hpp" +#include + +#include "CG.hpp" +#include "CG_ref.hpp" +#include "TestCG.hpp" +#include "CpuKernels.hpp" +#include "CudaKernels.hpp" + +extern int use_output_file; + +/*! + Test the correctness of the Preconditined CG implementation by using a system matrix with a dominant diagonal. + + @param[in] geom The description of the problem's geometry. + @param[in] A The known system matrix + @param[in] data the data structure with all necessary CG vectors preallocated + @param[in] b The known right hand side vector + @param[inout] x On entry: the initial guess; on exit: the new approximate solution + @param[out] testcg_data the data structure with the results of the test including pass/fail information + + @return Returns zero on success and a non-zero value otherwise. + + @see CG() + */ + +int TestCG(SparseMatrix& A, CGData& data, Vector& b, Vector& x, TestCGData& testcg_data) +{ + // Use this array for collecting timing information + std::vector times(8, 0.0); + // Temporary storage for holding original diagonal and RHS + Vector origDiagA, exaggeratedDiagA, origB; + InitializeVector(origDiagA, A.localNumberOfRows, A.rankType); + InitializeVector(exaggeratedDiagA, A.localNumberOfRows, A.rankType); + InitializeVector(origB, A.localNumberOfRows, A.rankType); + CopyMatrixDiagonal(A, origDiagA); + if (A.rankType == GPU) + { +#ifdef USE_CUDA + CopyMatrixDiagonalCuda(A, origDiagA); +#endif + } + CopyVector(origDiagA, exaggeratedDiagA); + CopyVector(b, origB); + + // Modify the matrix diagonal to greatly exaggerate diagonal values. + // CG should converge in about 10 iterations for this problem, regardless of problem size + for (local_int_t i = 0; i < A.localNumberOfRows; ++i) + { + global_int_t globalRowID = A.localToGlobalMap[i]; + if (globalRowID < 9) + { + double scale = (globalRowID + 2) * 1.0e6; + ScaleVectorValue(exaggeratedDiagA, i, scale); + ScaleVectorValue(b, i, scale); + } + else + { + ScaleVectorValue(exaggeratedDiagA, i, 1.0e6); + ScaleVectorValue(b, i, 1.0e6); + } + } + + // Reference Matrix + ReplaceMatrixDiagonal(A, exaggeratedDiagA); + + if (A.rankType == GPU) + { +#ifdef USE_CUDA + CopyVectorH2D(exaggeratedDiagA); + PermVectorCuda(A.opt2ref, b, A.localNumberOfRows); + PermVectorCuda(A.opt2ref, exaggeratedDiagA, A.localNumberOfRows); + ReplaceMatrixDiagonalCuda(A, exaggeratedDiagA); + cusparseSpSV_updateMatrix( + cusparsehandle, A.cusparseOpt.spsvDescrL, exaggeratedDiagA.values_d, CUSPARSE_SPSV_UPDATE_DIAGONAL); + cusparseSpSV_updateMatrix( + cusparsehandle, A.cusparseOpt.spsvDescrU, exaggeratedDiagA.values_d, CUSPARSE_SPSV_UPDATE_DIAGONAL); +#endif + } + else + { +#ifdef USE_GRACE + PermVectorCpu(A.opt2ref, b, A.localNumberOfRows); + PermVectorCpu(A.opt2ref, exaggeratedDiagA, A.localNumberOfRows); + ReplaceMatrixDiagonalCpu(A, exaggeratedDiagA); + nvpl_sparse_spsv_update_matrix( + nvpl_sparse_handle, A.nvplSparseOpt.spsvDescrL, exaggeratedDiagA.values, NVPL_SPARSE_SPSV_UPDATE_DIAGONAL); + nvpl_sparse_spsv_update_matrix( + nvpl_sparse_handle, A.nvplSparseOpt.spsvDescrU, exaggeratedDiagA.values, NVPL_SPARSE_SPSV_UPDATE_DIAGONAL); +#endif + } + + //////////////////////////////// + + int niters = 0; + double normr = 0.0; + double normr0 = 0.0; + int maxIters = 50; + int numberOfCgCalls = 2; + double tolerance = 1.0e-12; // Set tolerance to reasonable value for grossly scaled diagonal terms + testcg_data.expected_niters_no_prec + = 12; // For the unpreconditioned CG call, we should take about 10 iterations, permit 12 + testcg_data.expected_niters_prec = 2; // For the preconditioned case, we should take about 1 iteration, permit 2 + testcg_data.niters_max_no_prec = 0; + testcg_data.niters_max_prec = 0; + for (int k = 0; k < 2; ++k) + { // This loop tests both unpreconditioned and preconditioned runs + int expected_niters = testcg_data.expected_niters_no_prec; + if (k == 1) + expected_niters = testcg_data.expected_niters_prec; + for (int i = 0; i < numberOfCgCalls; ++i) + { + ZeroVector(x); // Zero out x + int ierr = CG(A, data, b, x, maxIters, tolerance, niters, normr, normr0, ×[0], k == 1, 0); + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to CG: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to CG: " << ierr << ".\n" << endl; + } + if (niters <= expected_niters) + { + ++testcg_data.count_pass; + } + else + { + ++testcg_data.count_fail; + } + if (k == 0 && niters > testcg_data.niters_max_no_prec) + testcg_data.niters_max_no_prec = niters; // Keep track of largest iter count + if (k == 1 && niters > testcg_data.niters_max_prec) + testcg_data.niters_max_prec = niters; // Same for preconditioned run + if (A.geom->rank == 0) + { + if (use_output_file) + { + HPCG_fout << "Call [" << i << "] Number of Iterations [" << niters << "] Scaled Residual [" + << normr / normr0 << "]" << endl; + } + else + { + std::cout << "Call [" << i << "] Number of Iterations [" << niters << "] Scaled Residual [" + << normr / normr0 << "]" << endl; + } + if (niters > expected_niters) + if (use_output_file) + { + HPCG_fout << " Expected " << expected_niters << " iterations. Performed " << niters << "." + << endl; + } + else + { + std::cout << " Expected " << expected_niters << " iterations. Performed " << niters << "." + << endl; + } + } + } + } + + // Restore matrix diagonal and RHS + ReplaceMatrixDiagonal(A, origDiagA); + + if (A.rankType == GPU) + { +#ifdef USE_CUDA + ReplaceMatrixDiagonalCuda(A, origDiagA); + cusparseSpSV_updateMatrix( + cusparsehandle, A.cusparseOpt.spsvDescrL, origDiagA.values_d, CUSPARSE_SPSV_UPDATE_DIAGONAL); + cusparseSpSV_updateMatrix( + cusparsehandle, A.cusparseOpt.spsvDescrU, origDiagA.values_d, CUSPARSE_SPSV_UPDATE_DIAGONAL); +#endif + } + else + { +#ifdef USE_GRACE + ReplaceMatrixDiagonalCpu(A, origDiagA); + nvpl_sparse_spsv_update_matrix( + nvpl_sparse_handle, A.nvplSparseOpt.spsvDescrL, origDiagA.values, NVPL_SPARSE_SPSV_UPDATE_DIAGONAL); + nvpl_sparse_spsv_update_matrix( + nvpl_sparse_handle, A.nvplSparseOpt.spsvDescrU, origDiagA.values, NVPL_SPARSE_SPSV_UPDATE_DIAGONAL); +#endif + } + + CopyVector(origB, b); + // Delete vectors + DeleteVector(origDiagA); + DeleteVector(exaggeratedDiagA); + DeleteVector(origB); + testcg_data.normr = normr; + + return 0; +} \ No newline at end of file diff --git a/src/TestCG.hpp b/src/TestCG.hpp new file mode 100644 index 0000000..31ff314 --- /dev/null +++ b/src/TestCG.hpp @@ -0,0 +1,45 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file TestCG.hpp + + HPCG data structure + */ + +#ifndef TESTCG_HPP +#define TESTCG_HPP + +#include "CGData.hpp" +#include "SparseMatrix.hpp" +#include "Vector.hpp" +#include "hpcg.hpp" + +struct TestCGData_STRUCT +{ + int count_pass; //!< number of succesful tests + int count_fail; //!< number of succesful tests + int expected_niters_no_prec; //!< expected number of test CG iterations without preconditioning with diagonally + //!< dominant matrix (~12) + int expected_niters_prec; //!< expected number of test CG iterations with preconditioning and with diagonally + //!< dominant matrix (~1-2) + int niters_max_no_prec; //!< maximum number of test CG iterations without predictitioner + int niters_max_prec; //!< maximum number of test CG iterations without predictitioner + double normr; //!< residual norm achieved during test CG iterations +}; +typedef struct TestCGData_STRUCT TestCGData; + +extern int TestCG(SparseMatrix& A, CGData& data, Vector& b, Vector& x, TestCGData& testcg_data); + +#endif // TESTCG_HPP diff --git a/src/TestNorms.cpp b/src/TestNorms.cpp new file mode 100644 index 0000000..7a429cd --- /dev/null +++ b/src/TestNorms.cpp @@ -0,0 +1,49 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file TestNorms.cpp + + HPCG routine + */ + +#include "TestNorms.hpp" +#include + +/*! + Computes the mean and standard deviation of the array of norm results. + + @param[in] testnorms_data data structure with the results of norm test + + @return Returns 0 upon success or non-zero otherwise +*/ +int TestNorms(TestNormsData& testnorms_data) +{ + double mean_delta = 0.0; + for (int i = 0; i < testnorms_data.samples; ++i) + mean_delta += (testnorms_data.values[i] - testnorms_data.values[0]); + double mean = testnorms_data.values[0] + mean_delta / (double) testnorms_data.samples; + testnorms_data.mean = mean; + + // Compute variance + double sumdiff = 0.0; + for (int i = 0; i < testnorms_data.samples; ++i) + sumdiff += (testnorms_data.values[i] - mean) * (testnorms_data.values[i] - mean); + testnorms_data.variance = sumdiff / (double) testnorms_data.samples; + + // Determine if variation is sufficiently small to declare success + testnorms_data.pass = (testnorms_data.variance < 1.0e-6); + + return 0; +} diff --git a/src/TestNorms.hpp b/src/TestNorms.hpp new file mode 100644 index 0000000..f9f6d61 --- /dev/null +++ b/src/TestNorms.hpp @@ -0,0 +1,36 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file TestNorms.hpp + + HPCG data structure + */ + +#ifndef TESTNORMS_HPP +#define TESTNORMS_HPP + +struct TestNormsData_STRUCT +{ + double* values; //!< sample values + double mean; //!< mean of all sampes + double variance; //!< variance of mean + int samples; //!< number of samples + bool pass; //!< pass/fail indicator +}; +typedef struct TestNormsData_STRUCT TestNormsData; + +extern int TestNorms(TestNormsData& testnorms_data); + +#endif // TESTNORMS_HPP diff --git a/src/TestSymmetry.cpp b/src/TestSymmetry.cpp new file mode 100644 index 0000000..de36805 --- /dev/null +++ b/src/TestSymmetry.cpp @@ -0,0 +1,298 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file TestSymmetry.cpp + + HPCG routine + */ + +// The MPI include must be first for Windows platforms +#ifndef HPCG_NO_MPI +#include +#endif +#include +#include +#include +using std::endl; +#include +#include + +#include "hpcg.hpp" + +#include "ComputeDotProduct.hpp" +#include "ComputeMG.hpp" +#include "ComputeResidual.hpp" +#include "ComputeSPMV.hpp" +#include "CpuKernels.hpp" +#include "CudaKernels.hpp" +#include "Geometry.hpp" +#include "SparseMatrix.hpp" +#include "TestSymmetry.hpp" + +extern int use_output_file; +/*! + Tests symmetry-preserving properties of the sparse matrix vector multiply and multi-grid routines. + + @param[in] geom The description of the problem's geometry. + @param[in] A The known system matrix + @param[in] b The known right hand side vector + @param[in] xexact The exact solution vector + @param[inout] testsymmetry_data The data structure with the results of the CG symmetry test including pass/fail + information + + @return returns 0 upon success and non-zero otherwise + + @see ComputeDotProduct + @see ComputeDotProduct_ref + @see ComputeSPMV + @see ComputeSPMV_ref + @see ComputeMG + @see ComputeMG_ref +*/ +int TestSymmetry(SparseMatrix& A, Vector& b, Vector& xexact, TestSymmetryData& testsymmetry_data) +{ + + local_int_t nrow = A.localNumberOfRows; + local_int_t ncol = A.localNumberOfColumns; + Vector x_ncol, y_ncol, z_ncol; + InitializeVector(x_ncol, ncol, A.rankType); + InitializeVector(y_ncol, ncol, A.rankType); + InitializeVector(z_ncol, ncol, A.rankType); + + double t4 = 0.0; // Needed for dot-product call, otherwise unused + testsymmetry_data.count_fail = 0; + + // Test symmetry of matrix + // First load vectors with random values + FillRandomVector(x_ncol); + FillRandomVector(y_ncol); + + if (A.rankType == GPU) + { +#ifdef USE_CUDA + CopyVectorH2D(y_ncol); + CopyVectorH2D(x_ncol); +#endif + } + int ierr; + + double xNorm2, yNorm2; + double ANorm = 2 * 26.0; + + // Next, compute x'*A*y + ComputeDotProduct(nrow, y_ncol, y_ncol, yNorm2, t4, A.isDotProductOptimized, A.rankType); + ierr = ComputeSPMV(A, y_ncol, z_ncol); // z_nrow = A*y_overlap + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + double xtAy = 0.0; + ierr = ComputeDotProduct(nrow, x_ncol, z_ncol, xtAy, t4, A.isDotProductOptimized, A.rankType); // x'*A*y + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to dot: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to dot: " << ierr << ".\n" << endl; + } + + // Next, compute y'*A*x + ComputeDotProduct(nrow, x_ncol, x_ncol, xNorm2, t4, A.isDotProductOptimized, A.rankType); + ierr = ComputeSPMV(A, x_ncol, z_ncol); // b_computed = A*x_overlap + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + double ytAx = 0.0; + ierr = ComputeDotProduct(nrow, y_ncol, z_ncol, ytAx, t4, A.isDotProductOptimized, A.rankType); // y'*A*x + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to dot: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to dot: " << ierr << ".\n" << endl; + } + + testsymmetry_data.depsym_spmv = std::fabs((long double) (xtAy - ytAx)) + / ((xNorm2 * ANorm * yNorm2 + yNorm2 * ANorm * xNorm2) * (DBL_EPSILON)); + if (testsymmetry_data.depsym_spmv > 1.0) + ++testsymmetry_data.count_fail; // If the difference is > 1, count it wrong + if (A.geom->rank == 0) + if (use_output_file) + { + HPCG_fout << "Departure from symmetry (scaled) for SpMV abs(x'*A*y - y'*A*x) = " + << testsymmetry_data.depsym_spmv << endl; + } + else + { + std::cout << "Departure from symmetry (scaled) for SpMV abs(x'*A*y - y'*A*x) = " + << testsymmetry_data.depsym_spmv << endl; + } + + // Test symmetry of multi-grid + // Compute x'*Minv*y + ierr = ComputeMG(A, y_ncol, z_ncol); // z_ncol = Minv*y_ncol + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to MG: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to MG: " << ierr << ".\n" << endl; + } + double xtMinvy = 0.0; + ierr = ComputeDotProduct(nrow, x_ncol, z_ncol, xtMinvy, t4, A.isDotProductOptimized, A.rankType); // x'*Minv*y + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to dot: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to dot: " << ierr << ".\n" << endl; + } + // Next, compute z'*Minv*x + ierr = ComputeMG(A, x_ncol, z_ncol); // z_ncol = Minv*x_ncol + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to MG: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to MG: " << ierr << ".\n" << endl; + } + double ytMinvx = 0.0; + ierr = ComputeDotProduct(nrow, y_ncol, z_ncol, ytMinvx, t4, A.isDotProductOptimized, A.rankType); // y'*Minv*x + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to dot: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to dot: " << ierr << ".\n" << endl; + } + testsymmetry_data.depsym_mg = std::fabs((long double) (xtMinvy - ytMinvx)) + / ((xNorm2 * ANorm * yNorm2 + yNorm2 * ANorm * xNorm2) * (DBL_EPSILON)); + if (testsymmetry_data.depsym_mg > 1.0) + ++testsymmetry_data.count_fail; // If the difference is > 1, count it wrong + if (A.geom->rank == 0) + if (use_output_file) + { + HPCG_fout << "Departure from symmetry (scaled) for MG abs(x'*Minv*y - y'*Minv*x) = " + << testsymmetry_data.depsym_mg << endl; + } + else + { + std::cout << "Departure from symmetry (scaled) for MG abs(x'*Minv*y - y'*Minv*x) = " + << testsymmetry_data.depsym_mg << endl; + } + + CopyVector(xexact, x_ncol); // Copy exact answer into overlap vector + + int numberOfCalls = 2; + double residual = 0.0; + for (int i = 0; i < numberOfCalls; ++i) + { + if (A.rankType == GPU) + { +#ifdef USE_CUDA + CopyVectorH2D(x_ncol); +#endif + } + + ierr = ComputeSPMV(A, x_ncol, z_ncol); // b_computed = A*x_overlap + + if (A.rankType == GPU) + { +#ifdef USE_CUDA + PermVectorCuda(A.ref2opt, z_ncol, nrow); + CopyVectorD2H(z_ncol); +#endif + } + else + { +#ifdef USE_GRACE + PermVectorCpu(A.ref2opt, z_ncol, nrow); +#endif + } + + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + if ((ierr = ComputeResidual(A.localNumberOfRows, b, z_ncol, residual))) + if (use_output_file) + { + HPCG_fout << "Error in call to compute_residual: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to compute_residual: " << ierr << ".\n" << endl; + } + if (A.geom->rank == 0) + if (use_output_file) + { + HPCG_fout << "SpMV call [" << i << "] Residual [" << residual << "]" << endl; + } + else + { + std::cout << "SpMV call [" << i << "] Residual [" << residual << "]" << endl; + } + } + DeleteVector(x_ncol); + DeleteVector(y_ncol); + DeleteVector(z_ncol); + + return 0; +} diff --git a/src/TestSymmetry.hpp b/src/TestSymmetry.hpp new file mode 100644 index 0000000..1d953ec --- /dev/null +++ b/src/TestSymmetry.hpp @@ -0,0 +1,38 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file TestSymmetry.hpp + + HPCG data structures for symmetry testing + */ + +#ifndef TESTSYMMETRY_HPP +#define TESTSYMMETRY_HPP + +#include "CGData.hpp" +#include "SparseMatrix.hpp" +#include "hpcg.hpp" + +struct TestSymmetryData_STRUCT +{ + double depsym_spmv; //!< departure from symmetry for the SPMV kernel + double depsym_mg; //!< departure from symmetry for the MG kernel + int count_fail; //!< number of failures in the symmetry tests +}; +typedef struct TestSymmetryData_STRUCT TestSymmetryData; + +extern int TestSymmetry(SparseMatrix& A, Vector& b, Vector& xexact, TestSymmetryData& testsymmetry_data); + +#endif // TESTSYMMETRY_HPP diff --git a/src/Vector.hpp b/src/Vector.hpp new file mode 100644 index 0000000..a7d5874 --- /dev/null +++ b/src/Vector.hpp @@ -0,0 +1,240 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file Vector.hpp + + HPCG data structures for dense vectors + */ + +#ifndef VECTOR_HPP +#define VECTOR_HPP +#include +#include +#include +#include +#include + +#include "Geometry.hpp" + +struct Vector_STRUCT +{ + rank_type_t rt; + local_int_t localLength; //!< length of local portion of the vector + bool isCudaHost; + double* values; //!< array of values + /*! + This is for storing optimized data structures created in OptimizeProblem and + used inside optimized ComputeSPMV(). + */ + void* optimizationData; +#ifdef USE_CUDA + double* values_d = nullptr; +#endif + + bool initialized = false; +}; +typedef struct Vector_STRUCT Vector; + +/*! + Initializes input vector. + + @param[in] v + @param[in] localLength Length of local portion of input vector + */ + +inline void InitializeVector(Vector& v, local_int_t localLength, rank_type_t rt, bool isCudaHost = false) +{ + v.localLength = localLength; + v.isCudaHost = isCudaHost; + v.rt = rt; + +#ifdef USE_CUDA + if (v.rt == GPU && v.isCudaHost) + cudaMallocHost(&(v.values), sizeof(double) * localLength); + else +#endif + v.values = new double[localLength]; + + v.optimizationData = 0; +#ifdef USE_CUDA + if (v.rt == GPU) + cudaMalloc((void**) &(v.values_d), sizeof(double) * localLength); +#endif + v.initialized = true; + return; +} + +/*! + Fill the input vector with zero values. + + @param[inout] v - On entrance v is initialized, on exit all its values are zero. + */ + +inline void ZeroVector(Vector& v) +{ + + assert(v.initialized); + + local_int_t localLength = v.localLength; + double* vv = v.values; +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localLength; ++i) + vv[i] = 0.0; +#ifdef USE_CUDA + if (v.rt == GPU) + { + cudaMemset(v.values_d, 0, sizeof(double) * localLength); + } +#endif + return; +} +/*! + Multiply (scale) a specific vector entry by a given value. + + @param[inout] v Vector to be modified + @param[in] index Local index of entry to scale + @param[in] value Value to scale by + */ +inline void ScaleVectorValue(Vector& v, local_int_t index, double value) +{ + assert(index >= 0 && index < v.localLength); + double* vv = v.values; + vv[index] *= value; + return; +} +/*! + Fill the input vector with pseudo-random values. + + @param[in] v + */ +inline void FillRandomVector(Vector& v) +{ + local_int_t localLength = v.localLength; + double* vv = v.values; +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < localLength; ++i) + vv[i] = rand() / (double) (RAND_MAX) + 1.0; + return; +} + +/*! + Copy input vector to output vector. + + @param[in] v Input vector + @param[in] w Output vector + */ +inline void CopyVector(const Vector& v, Vector& w) +{ + local_int_t len = std::min(v.localLength, w.localLength); + assert(v.initialized && w.initialized); + double* vv = v.values; + double* wv = w.values; +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (local_int_t i = 0; i < len; ++i) + wv[i] = vv[i]; +#ifdef USE_CUDA + if (v.rt == GPU && w.rt == GPU) + { + cudaMemcpy(w.values_d, v.values_d, sizeof(double) * len, cudaMemcpyDeviceToDevice); + } +#endif + return; +} + +#ifdef USE_CUDA +inline void CopyVectorD2H(const Vector& v) +{ + local_int_t localLength = v.localLength; + cudaMemcpy(v.values, v.values_d, sizeof(double) * localLength, cudaMemcpyDeviceToHost); + return; +} + +inline void CopyVectorD2D(const Vector& v, Vector& w) +{ + local_int_t localLength = v.localLength; + cudaMemcpy(w.values_d, v.values_d, sizeof(double) * localLength, cudaMemcpyDeviceToDevice); + return; +} + +inline void CopyVectorH2D(const Vector& v) +{ + local_int_t localLength = v.localLength; + cudaMemcpy(v.values_d, v.values, sizeof(double) * localLength, cudaMemcpyHostToDevice); + return; +} +#endif + +inline void CopyAndReorderVector(const Vector& v, Vector& w, local_int_t* perm) +{ + local_int_t localLength = v.localLength; + assert(w.localLength >= localLength); + double* vv = v.values; + double* wv = w.values; + local_int_t i; +#ifndef HPCG_NO_OPENMP +#pragma omp parallel for +#endif + for (i = 0; i < localLength; ++i) + { + wv[i] = vv[perm[i]]; + } + return; +} + +/*! + Deallocates the members of the data structure of the known system matrix provided they are not 0. + + @param[in] A the known system matrix + */ +inline void DeleteVector(Vector& v) +{ + if (v.isCudaHost) + cudaFreeHost(v.values); + else + { + delete[] v.values; + } + v.localLength = 0; +#ifdef USE_CUDA + if (v.values_d) + cudaFree(v.values_d); +#endif + return; +} + +#endif // VECTOR_HPP diff --git a/src/WriteProblem.cpp b/src/WriteProblem.cpp new file mode 100644 index 0000000..6f34cf1 --- /dev/null +++ b/src/WriteProblem.cpp @@ -0,0 +1,98 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file WriteProblem.cpp + + HPCG routine + */ + +#include "WriteProblem.hpp" +#include + +/*! + Routine to dump: + - matrix in row, col, val format for analysis with MATLAB + - x, xexact, b as simple arrays of numbers. + + Writes to A.dat, x.dat, xexact.dat and b.dat, respectivly. + + NOTE: THIS CODE ONLY WORKS ON SINGLE PROCESSOR RUNS + + Read into MATLAB using: + + load A.dat + A=spconvert(A); + load x.dat + load xexact.dat + load b.dat + + @param[in] geom The description of the problem's geometry. + @param[in] A The known system matrix + @param[in] b The known right hand side vector + @param[in] x The solution vector computed by CG iteration + @param[in] xexact Generated exact solution + + @return Returns with -1 if used with more than one MPI process. Returns with 0 otherwise. + + @see GenerateProblem +*/ +int WriteProblem(const Geometry& geom, const SparseMatrix& A, const Vector b, const Vector x, const Vector xexact) +{ + + if (geom.size != 1) + return -1; // TODO Only works on one processor. Need better error handler + const global_int_t nrow = A.totalNumberOfRows; + + FILE *fA = 0, *fx = 0, *fxexact = 0, *fb = 0; + fA = fopen("A.dat", "w"); + fx = fopen("x.dat", "w"); + fxexact = fopen("xexact.dat", "w"); + fb = fopen("b.dat", "w"); + + if (!fA || !fx || !fxexact || !fb) + { + if (fb) + fclose(fb); + if (fxexact) + fclose(fxexact); + if (fx) + fclose(fx); + if (fA) + fclose(fA); + return -1; + } + + for (global_int_t i = 0; i < nrow; i++) + { + const double* const currentRowValues = A.matrixValues[i]; + const global_int_t* const currentRowIndices = A.mtxIndG[i]; + const int currentNumberOfNonzeros = A.nonzerosInRow[i]; + for (int j = 0; j < currentNumberOfNonzeros; j++) +#ifdef HPCG_NO_LONG_LONG + fprintf(fA, " %d %d %22.16e\n", i + 1, (global_int_t) (currentRowIndices[j] + 1), currentRowValues[j]); +#else + fprintf(fA, " %lld %lld %22.16e\n", i + 1, (global_int_t) (currentRowIndices[j] + 1), currentRowValues[j]); +#endif + fprintf(fx, "%22.16e\n", x.values[i]); + fprintf(fxexact, "%22.16e\n", xexact.values[i]); + fprintf(fb, "%22.16e\n", b.values[i]); + } + + fclose(fA); + fclose(fx); + fclose(fxexact); + fclose(fb); + return 0; +} diff --git a/src/WriteProblem.hpp b/src/WriteProblem.hpp new file mode 100644 index 0000000..d41a238 --- /dev/null +++ b/src/WriteProblem.hpp @@ -0,0 +1,22 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef WRITEPROBLEM_HPP +#define WRITEPROBLEM_HPP +#include "Geometry.hpp" +#include "SparseMatrix.hpp" +#include + +int WriteProblem(const Geometry& geom, const SparseMatrix& A, const Vector b, const Vector x, const Vector xexact); +#endif // WRITEPROBLEM_HPP diff --git a/src/YAML_Doc.cpp b/src/YAML_Doc.cpp new file mode 100644 index 0000000..6f577ad --- /dev/null +++ b/src/YAML_Doc.cpp @@ -0,0 +1,107 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "YAML_Doc.hpp" +#include +#include +#include +#include +#include +#include +using namespace std; + +/*! + Sets the application name and version which will become part of the YAML doc. + + @param[in] miniApp_Name application name + @param[in] miniApp_Version application name + @param[in] destination_Directory destination directory for the YAML document + @param[in] destination_FileName file name for the YAML document +*/ +YAML_Doc::YAML_Doc(const std::string& miniApp_Name, const std::string& miniApp_Version, + const std::string& destination_Directory, const std::string& destination_FileName) +{ + miniAppName = miniApp_Name; + miniAppVersion = miniApp_Version; + destinationDirectory = destination_Directory; + destinationFileName = destination_FileName; +} + +// inherits the destructor from YAML_Element +YAML_Doc::~YAML_Doc(void) {} + +/*! + Generates YAML from the elements of the document and saves it to a file. + + @return returns the complete YAML document as a string +*/ +string YAML_Doc::generateYAML() +{ + string yaml; + + yaml = yaml + miniAppName + " version: " + miniAppVersion + "\n"; + + for (size_t i = 0; i < children.size(); i++) + { + yaml = yaml + children[i]->printYAML(""); + } + + time_t rawtime; + tm* ptm; + time(&rawtime); + ptm = localtime(&rawtime); + char sdate[64]; + // use tm_mon+1 because tm_mon is 0 .. 11 instead of 1 .. 12 + sprintf(sdate, "%04d.%02d.%02d.%02d.%02d.%02d", ptm->tm_year + 1900, ptm->tm_mon + 1, ptm->tm_mday, ptm->tm_hour, + ptm->tm_min, ptm->tm_sec); + + string filename; + if (destinationFileName == "") + filename = miniAppName + "-" + miniAppVersion + "_"; + else + filename = destinationFileName; + filename = filename + string(sdate) + ".yaml"; + if (destinationDirectory != "" && destinationDirectory != ".") + { + string mkdir_cmd = "mkdir " + destinationDirectory; + int result = system(mkdir_cmd.c_str()); + assert(result == 0); + filename = destinationDirectory + "/" + destinationFileName; + } + else + filename = "./" + filename; + + ofstream myfile; + myfile.open(filename.c_str()); + myfile << yaml; + myfile.close(); + return yaml; +} diff --git a/src/YAML_Doc.hpp b/src/YAML_Doc.hpp new file mode 100644 index 0000000..d09f26d --- /dev/null +++ b/src/YAML_Doc.hpp @@ -0,0 +1,117 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file YAML_Doc.hpp + + HPCG YAML classes + */ + +// Changelog +// +// Version 0.1 +// - Initial version. +// +///////////////////////////////////////////////////////////////////////// + +#ifndef YAML_DOC_HPP +#define YAML_DOC_HPP +#include "YAML_Element.hpp" +#include + +//! The YAML_Doc class for the uniform collecting and reporting of performance data for HPCG + +/*! + +The YAML_Doc class works in conjunction with the YAML_Element class to facilitate easy collecting and reporting of +YAML-formatted data that can be then registered with the HPCG results collection website. + +\code + +//EXAMPLE CODE FOR GENERATING YAML + + YAML_Doc doc("hpcg","0.1"); + doc.add("final_residual",1.4523e-13); + doc.add("time","4.893"); + +//note: the following line will remove the data (4.890) associated with "time" + doc.get("time")->add("total",4.243); + +//note: the following line will likewise remove the data (1.243) associated with "time" + doc.get("time")->get("total")->add("time",2.457); + doc.get("time")->get("total")->add("flops",4.88e5); + doc.get("time")->add("ddot",1.243); + doc.get("time")->add("sparsemv",""); + doc.get("time")->get("sparsemv")->add("time",0.3445); + doc.get("time")->get("sparsemv")->add("overhead",""); + doc.get("time")->get("sparsemv")->get("overhead")->add("time",0.0123); + doc.get("time")->get("sparsemv")->get("overhead")->add("percentage",0.034); + cout << doc.generateYAML() << endl; + return 0; + +\endcode + +Below is the output generated by the above code: + +\verbatim + +final_residual: 1.4523e-13 +time: + total: + time: 2.457 + flops: 4.88e5 + ddot: 1.243 + sparsemv: + time: 0.3445 + overhead: + time: 0.0123 + percentage: 0.034 + +\endverbatim + +\note {No value is allowed to be attached to a key that has children. If children are added to a key, the value is +simply set to "".} + +*/ +class YAML_Doc : public YAML_Element +{ +public: + //! Constructor: accepts mini-application name and version as strings, optionally accepts directory and file name + //! for printing results. + /*! + The sole constructor for this class accepts and name and version number for the mini-application as well as + optional directory and file name information for results that are generated by the generateYAML() method. \param + miniApp_Name (in) string containing name of the mini-application \param miniApp_Version (in) string containing the + version of the mini-application \param destination_Directory (in, optional) path of directory where results file + will be stored, relative to current working directory. If this value is not supplied, the results file will be + stored in the current working directory. If the directory does not exist it will be created. \param + destination_FileName (in, optional) root name of the results file. A suffix of ".yaml" will be automatically + appended. If no file name is specified the filename will be constructed by concatenating the miniAppName + + miniAppVersion + ".yaml" strings. + */ + YAML_Doc(const std::string& miniApp_Name, const std::string& miniApp_Version, + const std::string& destination_Directory = "", const std::string& destination_FileName = ""); + //! Destructor + ~YAML_Doc(); + //! Generate YAML results to standard out and to a file using specified directory and filename, using current + //! directory and miniAppName + miniAppVersion + ".yaml" by default + std::string generateYAML(); + +protected: + std::string miniAppName; //!< the name of the application that generated the YAML output + std::string miniAppVersion; //!< the version of the application that generated the YAML output + std::string destinationDirectory; //!< the destination directory for the generated the YAML output + std::string destinationFileName; //!< the filename for the generated the YAML output +}; +#endif // YAML_DOC_HPP diff --git a/src/YAML_Element.cpp b/src/YAML_Element.cpp new file mode 100644 index 0000000..c1d8f68 --- /dev/null +++ b/src/YAML_Element.cpp @@ -0,0 +1,220 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file YAML_Element.cpp + + HPCG routine + */ + +#include "YAML_Element.hpp" +#include +#include +#include +using namespace std; +YAML_Element::YAML_Element(const std::string& key_arg, const std::string& value_arg) +{ + key = key_arg; + value = value_arg; +} + +YAML_Element::~YAML_Element() +{ + for (size_t i = 0; i < children.size(); i++) + { + delete children[i]; + } + children.clear(); +} + +/*! + Add an element to the vector + QUESTION: if an element is not added because the key already exists, + will this lead to memory leakage? + + @param[in] key_arg The key under which the element is stored + @param[in] value_arg The value of the element + + @return Returns the added element +*/ +YAML_Element* YAML_Element::add(const std::string& key_arg, double value_arg) +{ + this->value = ""; + string converted_value = convert_double_to_string(value_arg); + YAML_Element* element = new YAML_Element(key_arg, converted_value); + children.push_back(element); + return element; +} + +/*! + Add an element to the vector + + @param[in] key_arg The key under which the element is stored + @param[in] value_arg The value of the element + + @return Returns the added element +*/ +YAML_Element* YAML_Element::add(const std::string& key_arg, int value_arg) +{ + this->value = ""; + string converted_value = convert_int_to_string(value_arg); + YAML_Element* element = new YAML_Element(key_arg, converted_value); + children.push_back(element); + return element; +} + +#ifndef HPCG_NO_LONG_LONG + +/*! + Add an element to the vector + + @param[in] key_arg The key under which the element is stored + @param[in] value_arg The value of the element + + @return Returns the added element +*/ +YAML_Element* YAML_Element::add(const std::string& key_arg, long long value_arg) +{ + this->value = ""; + string converted_value = convert_long_long_to_string(value_arg); + YAML_Element* element = new YAML_Element(key_arg, converted_value); + children.push_back(element); + return element; +} + +#endif + +/*! + Add an element to the vector + + @param[in] key_arg The key under which the element is stored + @param[in] value_arg The value of the element + + @return Returns the added element +*/ +YAML_Element* YAML_Element::add(const std::string& key_arg, size_t value_arg) +{ + this->value = ""; + string converted_value = convert_size_t_to_string(value_arg); + YAML_Element* element = new YAML_Element(key_arg, converted_value); + children.push_back(element); + return element; +} + +/*! + Add an element to the vector + + @param[in] key_arg The key under which the element is stored + @param[in] value_arg The value of the element + + @return Returns the added element +*/ +YAML_Element* YAML_Element::add(const std::string& key_arg, const std::string& value_arg) +{ + this->value = ""; + YAML_Element* element = new YAML_Element(key_arg, value_arg); + children.push_back(element); + return element; +} + +/*! + Returns the pointer to the YAML_Element for the given key. + @param[in] key_arg The key under which the element was stored + + @return If found, returns the element, otherwise returns NULL +*/ +YAML_Element* YAML_Element::get(const std::string& key_arg) +{ + for (size_t i = 0; i < children.size(); i++) + { + if (children[i]->getKey() == key_arg) + { + return children[i]; + } + } + return 0; +} + +/*! + Prints a line of a YAML document. Correct YAML depends on + correct spacing; the parameter space should be the proper + amount of space for the parent element + + @param[in] space spacing inserted at the beginning of the line + + @return Returns a single line of the YAML document without the leading white space +*/ +string YAML_Element::printYAML(std::string space) +{ + string yaml_line = space + key + ": " + value + "\n"; + for (int i = 0; i < 2; i++) + space = space + " "; + for (size_t i = 0; i < children.size(); i++) + { + yaml_line = yaml_line + children[i]->printYAML(space); + } + return yaml_line; +} + +/*! + Converts a double precision value to a string. + + @param[in] value_arg The value to be converted. +*/ +string YAML_Element::convert_double_to_string(double value_arg) +{ + stringstream strm; + strm << value_arg; + return strm.str(); +} + +/*! + Converts a integer value to a string. + + @param[in] value_arg The value to be converted. +*/ +string YAML_Element::convert_int_to_string(int value_arg) +{ + stringstream strm; + strm << value_arg; + return strm.str(); +} + +#ifndef HPCG_NO_LONG_LONG + +/*! + Converts a "long long" integer value to a string. + + @param[in] value_arg The value to be converted. +*/ +string YAML_Element::convert_long_long_to_string(long long value_arg) +{ + stringstream strm; + strm << value_arg; + return strm.str(); +} + +#endif + +/*! + Converts a "size_t" integer value to a string. + + @param[in] value_arg The value to be converted. +*/ +string YAML_Element::convert_size_t_to_string(size_t value_arg) +{ + stringstream strm; + strm << value_arg; + return strm.str(); +} diff --git a/src/YAML_Element.hpp b/src/YAML_Element.hpp new file mode 100644 index 0000000..e32fa5f --- /dev/null +++ b/src/YAML_Element.hpp @@ -0,0 +1,87 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/*! + @file YAML_Element.hpp + + HPCG data structures for YAML output + */ + +// Changelog +// +// Version 0.1 +// - Initial version. +// +///////////////////////////////////////////////////////////////////////// + +#ifndef YAML_ELEMENT_HPP +#define YAML_ELEMENT_HPP +#include "Geometry.hpp" +#include +#include +//! HPCG YAML_Element class, from the HPCG YAML_Element class for registering key-value pairs of performance data + +/*! + HPCG generates a collection of performance data for each run of the executable. YAML_Element, and + the related YAML_Doc class, provide a uniform facility for gathering and reporting this data using the YAML text + format. +*/ +class YAML_Element +{ +public: + //! Default constructor. + YAML_Element() + { + key = ""; + value = ""; + } + //! Construct with known key-value pair + YAML_Element(const std::string& key_arg, const std::string& value_arg); + //! Destructor + ~YAML_Element(); + //! Key accessor method + std::string getKey() + { + return key; + } + //! Add a child element to an element list associated with this element, value of type double + YAML_Element* add(const std::string& key_arg, double value_arg); + //! Add a child element to an element list associated with this element, value of type int + YAML_Element* add(const std::string& key_arg, int value_arg); +#ifndef HPCG_NO_LONG_LONG + //! Add a child element to an element list associated with this element, value of type long long + YAML_Element* add(const std::string& key_arg, long long value_arg); +#endif + //! Add a child element to an element list associated with this element, value of type size_t + YAML_Element* add(const std::string& key_arg, size_t value_arg); + //! Add a child element to an element list associated with this element, value of type string + YAML_Element* add(const std::string& key_arg, const std::string& value_arg); + //! get the element in the list with the given key + YAML_Element* get(const std::string& key_arg); + std::string printYAML(std::string space); + +protected: + std::string key; //!< the key under which the element is stored + std::string value; //!< the value of the stored element + std::vector children; //!< children elements of this element + +private: + std::string convert_double_to_string(double value_arg); + std::string convert_int_to_string(int value_arg); +#ifndef HPCG_NO_LONG_LONG + std::string convert_long_long_to_string(long long value_arg); +#endif + std::string convert_size_t_to_string(size_t value_arg); +}; +#endif // YAML_ELEMENT_HPP diff --git a/src/finalize.cpp b/src/finalize.cpp new file mode 100644 index 0000000..05c27e3 --- /dev/null +++ b/src/finalize.cpp @@ -0,0 +1,49 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include + +#include "hpcg.hpp" + +extern int use_output_file; +/*! + Closes the I/O stream used for logging information throughout the HPCG run. + + @return returns 0 upon success and non-zero otherwise + + @see HPCG_Init +*/ +int HPCG_Finalize(void) +{ + if (use_output_file) + HPCG_fout.close(); + return 0; +} diff --git a/src/hpcg.hpp b/src/hpcg.hpp new file mode 100644 index 0000000..527abbb --- /dev/null +++ b/src/hpcg.hpp @@ -0,0 +1,150 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file hpcg.hpp + + HPCG data structures and functions + */ + +/* +Hitory: + *05.28.2023: HPC-Benchmark 23.5 release +*/ + +#ifndef HPCG_HPP +#define HPCG_HPP + +#include "Geometry.hpp" +#include + +#ifndef USE_CUDA +#if defined(__x86_64__) || defined(__x86_64) || defined(_M_AMD64) || defined(__amd64__) || defined(__amd64) \ + || defined(_M_X64) +#define USE_CUDA +#endif +#endif + +#ifdef USE_CUDA +#include "Cuda.hpp" +#endif + +#define XSTR(s) STR(s) +#define STR(s) #s + +#define EMPTY_MACRO_ 1 +#define CHECK_EMPTY_MACRO_(x) EMPTY_MACRO_##x +#define CHECK_EMPTY_MACRO(x) CHECK_EMPTY_MACRO_(x) + +#ifndef make_HPCG_VER_MAJOR +#define HPCG_VER_MAJOR 24 +#elif CHECK_EMPTY_MACRO(make_HPCG_VER_MAJOR) == 1 +#define HPCG_VER_MAJOR 24 +#else +#define HPCG_VER_MAJOR make_HPCG_VER_MAJOR +#endif + +#ifndef make_HPCG_VER_MINOR +#define HPCG_VER_MINOR 09 +#elif CHECK_EMPTY_MACRO(make_HPCG_VER_MINOR) == 1 +#define HPCG_VER_MINOR 09 +#else +#define HPCG_VER_MINOR make_HPCG_VER_MINOR +#endif + +#ifndef make_HPCG_VER_PATCH +#define HPCG_VER_PATCH 0 +#elif CHECK_EMPTY_MACRO(make_HPCG_VER_PATCH) == 1 +#define HPCG_VER_PATCH 0 +#else +#define HPCG_VER_PATCH make_HPCG_VER_PATCH +#endif + +#ifndef make_HPCG_VER_BUILD +#define HPCG_VER_BUILD 0 +#elif CHECK_EMPTY_MACRO(make_HPCG_VER_BUILD) == 1 +#define HPCG_VER_BUILD 0 +#else +#define HPCG_VER_BUILD make_HPCG_VER_BUILD +#endif + +#define HPCG_VERSION (HPCG_VER_MAJOR * 1000 + HPCG_VER_MINOR * 100 + HPCG_VER_PATCH) + +#define VER_HEADER \ + "HPCG-NVIDIA " XSTR(HPCG_VER_MAJOR)"." XSTR(HPCG_VER_MINOR) "." XSTR(HPCG_VER_PATCH) " -- NVIDIA accelerated HPCG benchmark -- NVIDIA\n" + +#define HPCG_LINE_MAX 256 + +extern std::ofstream HPCG_fout; + +// Refer to src/init.cpp for possible user-defined values +struct HPCG_Params_STRUCT +{ + int comm_size; //!< Number of MPI processes in MPI_COMM_WORLD + int comm_rank; //!< This process' MPI rank in the range [0 to comm_size - 1] + int numThreads; //!< This process' number of threads + local_int_t nx; //!< Number of processes in x-direction of 3D process grid + local_int_t ny; //!< Number of processes in y-direction of 3D process grid + local_int_t nz; //!< Number of processes in z-direction of 3D process grid + int runningTime; //!< Number of seconds to run the timed portion of the benchmark + int npx; //!< Number of x-direction grid points for each local subdomain + int npy; //!< Number of y-direction grid points for each local subdomain + int npz; //!< Number of z-direction grid points for each local subdomain + int pz; //!< Partition in the z processor dimension, default is npz + local_int_t zl; //!< nz for processors in the z dimension with value less than pz + local_int_t zu; //!< nz for processors in the z dimension with value greater than pz + bool benchmark_mode; // !< Skips running reference code + bool use_l2compression; // !< Activates GPU L2 Compression + bool use_hpcg_mem_reduction; // !< Not passed as parameter. Set in main to true. Activates aggressive memory + // reduction optimizations + rank_type_t rank_type; // !< Not passed as parameter. GPU or CPU + p2p_comm_mode_t p2_mode; // !< We have 4 methods to do p2p comm in MV and MG, refer to Geometry.hpp + exec_mode_t exec_mode = GPUONLY; // !< Three modes supported: GPUONLY, CPUONLY, GPUCPU. + int g2c; // !< Related to GPU/CPU local problem definition + dim_3d_t diff_dim; // !< Specifies the dim that is different for the CPU and GPU ranks + local_problem_def_t local_problem_def; // !< Specifies how nx, ny, nz, and g2c are interpreted (4 possibilites) + bool cpu_allowed_to_print; // !< Not passed as parameter. Specifies the CPU rank (opposite to GPU rank) that is + // allowed to print + bool use_output_file; // !< There is a global variable with the same name defined in src/init.cpp and used + // throughout the files + local_int_t gpu_slice_size; + local_int_t cpu_slice_size; +}; +/*! + HPCG_Params is a shorthand for HPCG_Params_STRUCT + */ +typedef HPCG_Params_STRUCT HPCG_Params; + +extern void InitializeRanks(HPCG_Params& params); +extern int HPCG_Init(int* argc_p, char*** argv_p, HPCG_Params& params); +extern int HPCG_Finalize(void); + +#endif // HPCG_HPP diff --git a/src/init.cpp b/src/init.cpp new file mode 100644 index 0000000..4bf7026 --- /dev/null +++ b/src/init.cpp @@ -0,0 +1,444 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef HPCG_NO_MPI +#include +#endif + +#ifndef HPCG_NO_OPENMP +#include +#endif + +#ifdef _WIN32 +const char* NULLDEVICE = "nul"; +#else +const char* NULLDEVICE = "/dev/null"; +#endif + +#include +#include +#include +#include +#include + +#include +#include + +#include "hpcg.hpp" + +#include "ReadHpcgDat.hpp" + +int use_output_file = 0; +std::ofstream HPCG_fout; //!< output file stream for logging activities during HPCG run +#if defined(USE_CUDA) && defined(USE_NCCL) +ncclComm_t Nccl_Comm; +#endif + +#ifndef HPCG_NO_MPI +char host_name[MPI_MAX_PROCESSOR_NAME]; +char pro_name[MPI_MAX_PROCESSOR_NAME]; +MPI_Comm proComm; +int global_rank = 0; +int global_total_ranks = 0; +int program_rank = 0; +int program_total_ranks = 0; +int* physical_rank_dims; +int* logical_rank_to_phys; +int* physical_rank_dims_d; +int* logical_rank_to_phys_d; +#else +char host_name[1000]; +char pro_name[1000]; +#endif + +static int startswith(const char* s, const char* prefix) +{ + size_t n = strlen(prefix); + if (strncmp(s, prefix, n)) + return 0; + return 1; +} + +int stringCmp(const void* a, const void* b) +{ + return strcmp((const char*) a, (const char*) b); +} + +/*! + Initializes an HPCG run by obtaining problem parameters (from a file or + command line) and then broadcasts them to all nodes. It also initializes + login I/O streams that are used throughout the HPCG run. Only MPI rank 0 + performs I/O operations. + + The function assumes that MPI has already been initialized for MPI runs. + + @param[in] argc_p the pointer to the "argc" parameter passed to the main() function + @param[in] argv_p the pointer to the "argv" parameter passed to the main() function + @param[out] params the reference to the data structures that is filled the basic parameters of the run + + @return returns 0 upon success and non-zero otherwise + + @see HPCG_Finalize +*/ + +void InitializeRanks(HPCG_Params& params) +{ + char(*host_names)[MPI_MAX_PROCESSOR_NAME]; + char(*program_names)[MPI_MAX_PROCESSOR_NAME]; + MPI_Comm nodeComm; + int n, namelen, color, local_procs; + size_t bytes; + + int deviceCount; + int local_rank = 0; + + // 1) Find global + MPI_Comm_rank(MPI_COMM_WORLD, &global_rank); // GLobal rank for CPU and GPU + MPI_Comm_size(MPI_COMM_WORLD, &global_total_ranks); // Global Number of ranks for CPU and GPU + + physical_rank_dims = new int[3 * global_total_ranks]; + logical_rank_to_phys = new int[global_total_ranks]; + + bytes = global_total_ranks * sizeof(char[MPI_MAX_PROCESSOR_NAME]); + + // Color ranks by program name (if more than one binary executed, e.g., one for CPU and one for GPU) + program_names = (char(*)[MPI_MAX_PROCESSOR_NAME]) malloc(bytes); + strcpy(program_names[global_rank], __FILE__); + for (n = 0; n < global_total_ranks; n++) + { + MPI_Bcast(&(program_names[n]), MPI_MAX_PROCESSOR_NAME, MPI_CHAR, n, MPI_COMM_WORLD); + } + qsort(program_names, global_total_ranks, sizeof(char[MPI_MAX_PROCESSOR_NAME]), stringCmp); + + color = 0; + for (n = 0; n < global_total_ranks; n++) + { + if (n > 0 && strcmp(program_names[n - 1], program_names[n])) + color++; + if (strcmp(__FILE__, program_names[n]) == 0) + break; + } + + MPI_Comm_split(MPI_COMM_WORLD, color, 0, &proComm); + MPI_Comm_rank(proComm, &program_rank); + MPI_Comm_size(proComm, &program_total_ranks); + free(program_names); + + MPI_Get_processor_name(host_name, &namelen); // Host name + host_names = (char(*)[MPI_MAX_PROCESSOR_NAME]) malloc(bytes); + strcpy(host_names[global_rank], host_name); + + for (n = 0; n < global_total_ranks; n++) + { + MPI_Bcast(&(host_names[n]), MPI_MAX_PROCESSOR_NAME, MPI_CHAR, n, MPI_COMM_WORLD); + } + + qsort(host_names, global_total_ranks, sizeof(char[MPI_MAX_PROCESSOR_NAME]), stringCmp); + + color = 0; + for (n = 0; n < global_total_ranks; n++) + { + if (n > 0 && strcmp(host_names[n - 1], host_names[n])) + color++; + if (strcmp(host_name, host_names[n]) == 0) + break; + } + + MPI_Comm_split(proComm, color, 0, &nodeComm); + MPI_Comm_rank(nodeComm, &local_rank); + MPI_Comm_size(nodeComm, &local_procs); + + free(host_names); +#ifdef USE_CUDA + cudaGetDeviceCount(&deviceCount); +#endif + + // Figure out the rank type, based on execution mode (params.exec_mode) + if (params.exec_mode == CPUONLY) + { + params.rank_type = CPU; + } + else if (params.exec_mode == GPUONLY) + { + params.rank_type = GPU; +#ifdef USE_CUDA + cudaGetDeviceCount(&deviceCount); + cudaSetDevice(local_rank % deviceCount); + + // Touch Pinned Memory + double* t; + cudaMallocHost((void**) (&(t)), sizeof(double)); + cudaFreeHost(t); + + if (params.p2_mode == NCCL) + { +#ifdef USE_NCCL + ncclUniqueId id; + if (global_rank == 0) + ncclGetUniqueId(&id); + MPI_Bcast(&id, sizeof(id), MPI_BYTE, 0, MPI_COMM_WORLD); + ncclCommInitRank(&Nccl_Comm, global_total_ranks, id, global_rank); +#endif // USE_NCCL + } + +#endif // USE_CUDA + } + else /*CPUGPU*/ + { + // Here we assume that a node has the same number of GPU and CPU ranks + // This design is rigid but it is difficult to assign ranks automatically + // to GPUs and CPUs otherwise + params.cpu_allowed_to_print = false; // Enable printing for the first CPU rank only + int ranks_for_numa = local_procs / deviceCount; + if (ranks_for_numa == 1) + { + if (global_rank == 0) + printf("Warning: All Ranks will be Assigned to GPUs, check the total number of ranks\n"); + } + if (local_rank % ranks_for_numa == 0) + { + params.rank_type = GPU; +#ifdef USE_CUDA + cudaSetDevice(local_rank / ranks_for_numa); + // Touch Pinned Memory + double* t; + cudaMallocHost((void**) (&(t)), sizeof(double)); + cudaFreeHost(t); +#endif + } + else + { + params.rank_type = CPU; + if (local_rank == 1 && color == 0) + { + params.cpu_allowed_to_print = true; + } + } + } + + MPI_Barrier(MPI_COMM_WORLD); +} + +int HPCG_Init(int* argc_p, char*** argv_p, HPCG_Params& params) +{ + int argc = *argc_p; + char** argv = *argv_p; + char fname[80]; + int i, j, *iparams; + char cparams[][9] = {"--nx=", "--ny=", "--nz=", "--rt=", "--npx=", "--npy=", "--npz=", "--b=", "--l2cmp=", "--mr=", + "--exm=", "--g2c=", "--ddm=", "--lpm=", "--p2p=", "--of=", "--gss=", "--css="}; + time_t rawtime; + tm* ptm; + const int nparams = (sizeof cparams) / (sizeof cparams[0]); + bool broadcastParams = false; // Make true if parameters read from file. + + const char* name = "HPCG_USE_OUTPUT_FILE"; + char* value; + value = getenv(name); + if (value != NULL) + { + use_output_file = atoi(value); + } + iparams = (int*) malloc(sizeof(int) * nparams); + + // Initialize iparams + for (i = 0; i < nparams; ++i) + iparams[i] = 0; + + /* for sequential and some MPI implementations it's OK to read first three args */ + for (i = 0; i < nparams; ++i) + if (argc <= i + 1 || sscanf(argv[i + 1], "%d", iparams + i) != 1 || iparams[i] < 11) + iparams[i] = 0; + + /* for some MPI environments, command line arguments may get complicated so we need a prefix */ + for (i = 1; i <= argc && argv[i]; ++i) + for (j = 0; j < nparams; ++j) + if (startswith(argv[i], cparams[j])) + if (sscanf(argv[i] + strlen(cparams[j]), "%d", iparams + j) != 1) + iparams[j] = 0; + + // Check if --rt was specified on the command line + int* rt = iparams + 3; // Assume runtime was not specified and will be read from the hpcg.dat file + if (iparams[3]) + rt = 0; // If --rt was specified, we already have the runtime, so don't read it from file + if (!iparams[0] && !iparams[1] && !iparams[2]) + { /* no geometry arguments on the command line */ + char HPCG_DAT_FILE[HPCG_LINE_MAX]; + if (argc > 1) + { + strcpy(HPCG_DAT_FILE, argv[1]); + } + else + { + strcpy(HPCG_DAT_FILE, "./hpcg.dat"); + } + if (ReadHpcgDat(iparams, rt, iparams + 7, HPCG_DAT_FILE) == -1) + { + printf("No input data. Possible options:\n"); + fflush(0); + printf("\t1) Specify path to input file: ./xhpcg \n"); + printf("\t2) Copy hpcg.dat to the run directory\n"); + printf("\t3) Use command line parameters: ./xhpcg --nx --ny --nz --rt \n"); + exit(-1); + } + broadcastParams = true; + } + + // Check for small or unspecified nx, ny, nz values + // If any dimension is less than 16, make it the max over the other two dimensions, or 16, whichever is largest + for (i = 0; i < 3; ++i) + { + if (iparams[i] < 16) + for (j = 1; j <= 2; ++j) + if (iparams[(i + j) % 3] > iparams[i]) + iparams[i] = iparams[(i + j) % 3]; + if (iparams[i] < 16) + iparams[i] = 16; + } + +#ifndef HPCG_NO_MPI + MPI_Comm_rank(MPI_COMM_WORLD, ¶ms.comm_rank); + MPI_Comm_size(MPI_COMM_WORLD, ¶ms.comm_size); +#else + params.comm_rank = 0; + params.comm_size = 1; +#endif + +// Broadcast values of iparams to all MPI processes +#ifndef HPCG_NO_MPI + if (broadcastParams) + { + MPI_Bcast(iparams, nparams, MPI_INT, 0, MPI_COMM_WORLD); + } +#endif + + params.nx = iparams[0]; + params.ny = iparams[1]; + params.nz = iparams[2]; + + params.runningTime = iparams[3]; + + params.npx = iparams[4]; + params.npy = iparams[5]; + params.npz = iparams[6]; + + params.benchmark_mode = iparams[7] > 0; + params.use_l2compression = iparams[8] > 0; + params.use_hpcg_mem_reduction = iparams[9] > 0; + + /* 0: CPU only | 1: GPU only | 2: GPUCPU */ + params.exec_mode = iparams[10] == 2 ? GPUCPU : (iparams[10] == 1 ? CPUONLY : GPUONLY); + params.g2c = iparams[11] == 0 ? 1 : iparams[11]; + + /* 0: NONE | 1: X | 1: Y | 2: Z */ + params.diff_dim = iparams[12] == 3 ? Z : (iparams[12] == 2 ? Y : (iparams[12] == 1 ? X : NONE)); + + // GPU_RATIO=0/*NX, NY, NZ are local to GPU and g2c is a ratio*/ + // GPU_ABS=1/*NX, NY, NZ are local to GPU and g2c is absolute dimension size*/, + // GPU_CPU_RATIO=2/*NX, NY, NZ are local to GPU+CPU and g2c is ratio*/, + // GPU_CPU_ABS=3/*NX, NY, NZ are local to GPU+CPU and g2c is absolute dimension size*/ + if (iparams[13] == 1) + params.local_problem_def = GPU_ABS; + else if (iparams[13] == 2) + params.local_problem_def = GPU_CPU_RATIO; + else if (iparams[13] == 3) + params.local_problem_def = GPU_CPU_ABS; + else + params.local_problem_def = GPU_RATIO; + + // P2P Communication method + if (iparams[14] == 1) + params.p2_mode = MPI_CPU_All2allv; + else if (iparams[14] == 2) + params.p2_mode = MPI_CUDA_AWARE; + else if (iparams[14] == 3) + params.p2_mode = MPI_GPU_All2allv; + else if (iparams[14] == 4) + params.p2_mode = NCCL; + else + params.p2_mode = MPI_CPU; + + if (iparams[15] == 1) + { + params.use_output_file = 1; + use_output_file = 1; + } + else + { + params.use_output_file = 0; + use_output_file = 0; + } + + // --gss + params.gpu_slice_size = iparams[16] > 0 ? iparams[16] : 4096; + + // --css + params.cpu_slice_size = iparams[17] > 0 ? iparams[17] : 8; + + if (params.comm_rank == 0) + { + printf("%s", VER_HEADER); + } + +#ifdef HPCG_NO_OPENMP + params.numThreads = 1; +#else +#pragma omp parallel + #pragma omp single + params.numThreads = omp_get_num_threads(); +#endif + + time(&rawtime); + ptm = localtime(&rawtime); + sprintf(fname, "hpcg%04d%02d%02dT%02d%02d%02d.txt", 1900 + ptm->tm_year, ptm->tm_mon + 1, ptm->tm_mday, + ptm->tm_hour, ptm->tm_min, ptm->tm_sec); + + if (use_output_file) + { + if (0 == params.comm_rank) + { + HPCG_fout.open(fname); + } + else + { +#if defined(HPCG_DEBUG) || defined(HPCG_DETAILED_DEBUG) + sprintf(fname, "hpcg%04d%02d%02dT%02d%02d%02d_%d.txt", 1900 + ptm->tm_year, ptm->tm_mon + 1, ptm->tm_mday, + ptm->tm_hour, ptm->tm_min, ptm->tm_sec, params.comm_rank); + HPCG_fout.open(fname); +#else + HPCG_fout.open(NULLDEVICE); +#endif + } + } + free(iparams); + + return 0; +} \ No newline at end of file diff --git a/src/main.cpp b/src/main.cpp new file mode 100644 index 0000000..ac1fdae --- /dev/null +++ b/src/main.cpp @@ -0,0 +1,878 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +/* + * SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/*! + @file main.cpp + + - All emums are in Geomerty.hpp + - Supports GPU-only, Grace-only, and GPU-Grace. GPU and Grace are different MPI ranks. + - The dimensions of GPU rank and CPU rank can only differ in one dimension (nx, ny, or nz). + - Parameters are explained in bin/RUNNING-* + */ + +// Main routine of a program that calls the HPCG conjugate gradient +// solver to solve the problem, and then prints results. + +#ifndef HPCG_NO_MPI +#include +#endif + +#include +#include +#include +#include + +#ifdef USE_GRACE +#include +#endif + +#include "CG.hpp" +#include "CGData.hpp" +#include "CG_ref.hpp" +#include "CheckAspectRatio.hpp" +#include "CheckProblem.hpp" +#include "ComputeMG_ref.hpp" +#include "ComputeResidual.hpp" +#include "ComputeSPMV_ref.hpp" +#include "CpuKernels.hpp" +#include "CudaKernels.hpp" +#include "ExchangeHalo.hpp" +#include "GenerateCoarseProblem.hpp" +#include "GenerateGeometry.hpp" +#include "GenerateProblem.hpp" +#include "Geometry.hpp" +#include "OptimizeProblem.hpp" +#include "ReportResults.hpp" +#include "SetupHalo.hpp" +#include "SparseMatrix.hpp" +#include "TestCG.hpp" +#include "TestNorms.hpp" +#include "TestSymmetry.hpp" +#include "Vector.hpp" +#include "WriteProblem.hpp" +#include "hpcg.hpp" +#include "mytimer.hpp" + +#ifdef HPCG_DETAILED_DEBUG +using std::cin; +#endif +using std::endl; + +// Prints in a file or terminal +extern int use_output_file; + +#ifdef USE_CUDA +cusparseHandle_t cusparsehandle; +cublasHandle_t cublashandle; +cudaStream_t stream; +cudaEvent_t copy_done; +cudaStream_t copy_stream; +int* ranktoId; +#endif + +#ifdef USE_GRACE +nvpl_sparse_handle_t nvpl_sparse_handle; +#endif + +// The communication mode used to send point-to-point messages +#ifndef HPCG_NO_MPI +p2p_comm_mode_t P2P_Mode; +#endif + +// USE CUDA L2 compression +bool Use_Compression; + +// USE HPCG aggresive memory reduction +bool Use_Hpcg_Mem_Reduction; + +#ifndef HPCG_NO_MPI +// Used to find ranks for CPU and GPU programs +int* rankToId_h; +int* idToRank_h; +extern int* physical_rank_dims; +extern int* logical_rank_to_phys; +#endif + +/*! + Main driver program: Construct synthetic problem, run V&V tests, compute benchmark parameters, run benchmark, report + results. + + @param[in] argc Standard argument count. Should equal 1 (no arguments passed in) or 4 (nx, ny, nz passed in) + @param[in] argv Standard argument array. If argc==1, argv is unused. If argc==4, argv[1], argv[2], argv[3] will be + interpreted as nx, ny, nz, resp. + + @return Returns zero on success and a non-zero value otherwise. + +*/ +int main(int argc, char* argv[]) +{ +#ifndef HPCG_NO_MPI + MPI_Init(&argc, &argv); +#endif + + // Here I read all the parameters, including the execution mode (CPUONLY, GPUONLY, GPUCPU) + HPCG_Params params; + HPCG_Init(&argc, &argv, params); + bool quickPath = (params.runningTime == 0); + int size = params.comm_size, rank = params.comm_rank; // Number of MPI processes, My process ID + + bool benchmark_mode = params.benchmark_mode; + Use_Compression = params.use_l2compression; + Use_Hpcg_Mem_Reduction = true; // params.use_hpcg_mem_reduction; + P2P_Mode = params.p2_mode; + + if (rank == 0) + { + printf("Build v0.6.0 \n"); + +#ifdef HPCG_ENG_VERSION + printf("\n%s%s\n", "========================================", "========================================"); +#ifdef HPCG_COMMIT_HASH + printf("Engineering version of HPCG-NVIDIA. Results cannot be shared with third parties\nCommit: %s\n", + XSTR(HPCG_COMMIT_HASH)); +#else + printf("Engineering version of HPCG-NVIDIA. Results cannot be shared with third parties\nCommit:\n"); +#endif + printf("%s%s\n", "========================================", "========================================"); +#endif + printf("\nStart of application (%s) ...\n", + params.exec_mode == GPUONLY ? "GPU-Only" + : params.exec_mode == CPUONLY ? "Grace-Only" + : "GPU+Grace"); + + if (benchmark_mode) + printf(" | Benchmark Mode !!!! CPU reference code is not performed \n"); + + if (params.exec_mode == GPUONLY || params.exec_mode == GPUCPU) + if (Use_Compression) + printf( + " | L2 compression is activated !!!! Currently, it is not legal to submit HPCG results with L2 " + "compression\n"); + #ifdef INDEX_64 + printf(" | Using INT64 Indexing \n"); + #endif + } + + // Check P2P comm mode +// if (params.exec_mode == CPUONLY || params.exec_mode == GPUCPU) +// { +// #ifndef USE_GRACE +// if (rank == 0) +// printf( +// "Error: HPCG was not compiled for Grace execution. USE --exm=0 for GPU-only execution or add " +// "-DUSE_GRACE. Exiting ...\n"); +// #ifndef HPCG_NO_MPI +// MPI_Finalize(); +// #endif +// return 0; +// #endif // USE_GRACE + + bool invalid = false; + if (P2P_Mode == NCCL) + { + if (rank == 0) + printf("Invalid P2P communication mode (NCCL) for CPUs, Exiting ...\n"); + invalid = true; + } + if (P2P_Mode == MPI_GPU_All2allv) + { + if (rank == 0) + printf("Invalid P2P communication mode (MPI GPU All2allv) for CPUs, Exiting ...\n"); + invalid = true; + } + if (P2P_Mode == MPI_CUDA_AWARE) + { + if (rank == 0) + printf("Invalid P2P communication mode (CUDA-Aware MPI) for CPUs, Exiting ...\n"); + invalid = true; + } + if (invalid) + { +#ifndef HPCG_NO_MPI + MPI_Finalize(); +#endif + return 0; + } + } + +#ifndef USE_NCCL + if (params.exec_mode == GPUONLY) + { + if (rank == 0) + printf( + "Error: HPCG was not compiled with NCCL. USE --exm=1 for Grace-only execution or add -DUSE_NCCL. " + "Exiting ...\n"); +#ifndef HPCG_NO_MPI + MPI_Finalize(); +#endif + return 0; + } +#endif // USE_NCCL + + // Check whether total number of ranks == npx*npy*npz + auto rank_grid_size = params.npx * params.npy * params.npz; + if (rank_grid_size > 0 && size != rank_grid_size) + { + if (rank == 0) + printf("Error: Total Number of ranks != npx*npy*npz. Exiting ...\n"); +#ifndef HPCG_NO_MPI + MPI_Finalize(); +#endif + return 0; + } + +#ifndef USE_CUDA + if (params.exec_mode != CPUONLY) + { + if (rank == 0) + printf( + "Error: HPCG was not compiled for GPU execution. USE --exm=1 for Grace-only execution or add " + "-DUSE_CUDA. Exiting ...\n"); +#ifndef HPCG_NO_MPI + MPI_Finalize(); +#endif + return 0; + } +#endif + + // Here, we decide the rank type + // assign a rank to GPU and CPU + InitializeRanks(params); + +// Check if QuickPath option is enabled. +// If the running time is set to zero, we minimize all paths through the program +#ifdef HPCG_DETAILED_DEBUG + if (size < 100 && rank == 0) + HPCG_fout << "Process " << rank << " of " << size << " is alive with " << params.numThreads << " threads." + << endl; + if (rank == 0) + { + char c; + std::cout << "Press key to continue" << std::endl; + std::cin.get(c); + } +#ifndef HPCG_NO_MPI + MPI_Barrier(MPI_COMM_WORLD); +#endif +#endif + +///////////////////////// +// Problem setup Phase // +///////////////////////// +#ifdef HPCG_DEBUG + double t1 = mytimer(); +#endif + + // Construct the geometry and linear system + Geometry* geom = new Geometry; + GenerateGeometry(params, geom); + int ierr = CheckAspectRatio(0.125, geom->nx, geom->ny, geom->nz, "local problem", rank == 0); + if (ierr) + return ierr; + + ierr = CheckAspectRatio(0.125, geom->npx, geom->npy, geom->npz, "process grid", rank == 0); + if (ierr) + return ierr; + +// Sync All Ranks +#ifndef HPCG_NO_MPI + MPI_Barrier(MPI_COMM_WORLD); +#endif + + // Test Library versions for cuSPARSE or NVPL Sparse + // The two librray versions has to be tested in + // GPU or Grace ranks + int cusparseMajor = 0, cusparseMinor = 0; + if (params.exec_mode == GPUONLY || params.exec_mode == GPUCPU) + { +#ifdef USE_CUDA + // Cusparse Version + cusparseGetProperty(MAJOR_VERSION, &cusparseMajor); + cusparseGetProperty(MINOR_VERSION, &cusparseMinor); + + if (cusparseMajor < 12 || (cusparseMajor == 12 && cusparseMinor < 2)) + { + if (rank == 0) + printf("cuSPARSE version must be 12.2 or higher (found v%d.%d) \n", cusparseMajor, cusparseMinor); +#ifndef HPCG_NO_MPI + MPI_Finalize(); +#endif + return 0; + } +#endif + } + + int nvspMajor = 0, nvspMinor = 0, nvspPatch = 0, nvspVersion = 0; +// if (params.exec_mode == CPUONLY || params.exec_mode == GPUCPU) +// { +// #ifdef USE_GRACE +// // NVPL Sparse Version +// nvpl_sparse_create(&(nvpl_sparse_handle)); +// nvpl_sparse_get_version(nvpl_sparse_handle, &nvspVersion); +// nvspMajor = nvspVersion / 1000; +// nvspMinor = (nvspVersion % 1000) / 100; +// nvspPatch = nvspVersion % 100; +// if (nvspMajor < 0 || (nvspMajor == 0 && nvspMinor < 2)) +// { +// if (rank == 0) +// printf("NVPL Sparse version must be 0.2 or higher (found v%d.%d) \n", nvspMajor, nvspMinor); +// #ifndef HPCG_NO_MPI +// MPI_Finalize(); +// #endif +// return 0; +// } +// #endif // USE_GRACE +// } + + SparseMatrix A; + Vector x_overlap, b_computed; + Vector b, x, xexact; + std::vector times(10, 0.0); + CGData data; + InitializeSparseMatrix(A, geom); + size_t cpuRefMemory = 0; + int numberOfMgLevels = 4; // Number of levels including first + SparseMatrix* curLevelMatrix = &A; + if (params.rank_type == GPU) + { + A.rankType = GPU; + A.slice_size = params.gpu_slice_size; + cublasCreate(&(cublashandle)); + cusparseCreate(&(cusparsehandle)); + cudaStreamCreate(&(stream)); + cudaStreamCreate(&(copy_stream)); + cusparseSetStream(cusparsehandle, stream); + cublasSetStream(cublashandle, stream); + cusparseSetPointerMode(cusparsehandle, CUSPARSE_POINTER_MODE_HOST); + cublasSetPointerMode(cublashandle, CUBLAS_POINTER_MODE_HOST); + cudaEventCreate(©_done); + + // Allocate GPU related data + AllocateMemCuda(A); + + double setup_time = mytimer(); + GenerateProblem(A, &b, &x, &xexact); + SetupHalo(A); + for (int level = 1; level < numberOfMgLevels; ++level) + { + GenerateCoarseProblem(*curLevelMatrix); + curLevelMatrix = curLevelMatrix->Ac; // Make the just-constructed coarse grid the next level + } + setup_time = mytimer() - setup_time; // Capture total time of setup + delete[] physical_rank_dims; + delete[] logical_rank_to_phys; + times[9] = setup_time; // Save it for reporting + + // Copy data from Device to Host. + // Note: exclude this from setup_time, as soon as it is needed only for reference calls. + cpuRefMemory = CopyDataToHostCuda(A, &b, &x, &xexact); + + // Alocate the GPU data for optimized data structures + AllocateMemOptCuda(A); + } +// else +// { +// #ifdef USE_GRACE +// A.rankType = CPU; +// A.slice_size = params.cpu_slice_size; +// // Use this array for collecting timing information +// double setup_time = mytimer(); +// GenerateProblem(A, &b, &x, &xexact); +// SetupHalo(A); +// for (int level = 1; level < numberOfMgLevels; ++level) +// { +// GenerateCoarseProblem(*curLevelMatrix); +// curLevelMatrix = curLevelMatrix->Ac; // Make the just-constructed coarse grid the next level +// } + +// // These global buffers only needed for problem setup +// delete[] rankToId_h; +// delete[] idToRank_h; +// delete[] physical_rank_dims; +// delete[] logical_rank_to_phys; + +// setup_time = mytimer() - setup_time; // Capture total time of setup +// times[9] = setup_time; // Save it for reporting +// #endif // USE_GRACE +// } + + curLevelMatrix = &A; + Vector* curb = &b; + Vector* curx = &x; + Vector* curxexact = &xexact; + for (int level = 0; level < numberOfMgLevels; ++level) + { + // Doesn't work for GPU or GPUCPU cases + // Data need to be transfered between CPU and GPU, which is not feasible + if (params.exec_mode == CPUONLY) + { + CheckProblem(*curLevelMatrix, curb, curx, curxexact); + //Delete mtxIndG since it is not needed anymore + delete [] curLevelMatrix->mtxIndG[0]; + } + curLevelMatrix = curLevelMatrix->Ac; // Make the nextcoarse grid the next level + curb = 0; // No vectors after the top level + curx = 0; + curxexact = 0; + } + + InitializeSparseCGData(A, data); + + //////////////////////////////////// + // Reference SpMV+MG Timing Phase // + //////////////////////////////////// + // Call Reference SpMV and MG. Compute Optimization time as ratio of times in these routines + local_int_t nrow = A.localNumberOfRows; + local_int_t ncol = A.localNumberOfColumns; + InitializeVector(x_overlap, ncol, A.rankType); // Overlapped copy of x vector + InitializeVector(b_computed, nrow, A.rankType); // Computed RHS vector + + // Record execution time of reference SpMV and MG kernels for reporting times + // First load vector with random values + FillRandomVector(x_overlap); + + int numberOfCalls = 10; + if (quickPath) + numberOfCalls = 1; // QuickPath means we do on one call of each block of repetitive code + if (!benchmark_mode) + { + double t_begin = mytimer(); + for (int i = 0; i < numberOfCalls; ++i) + { + ierr = ComputeSPMV_ref(A, x_overlap, b_computed); // b_computed = A*x_overlap + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to SpMV: " << ierr << ".\n" << endl; + } + ierr = ComputeMG_ref(A, b_computed, x_overlap); // b_computed = Minv*y_overlap + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to MG: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to MG: " << ierr << ".\n" << endl; + } + } + times[8] = (mytimer() - t_begin) / ((double) numberOfCalls); // Total time divided by number of calls. +#ifdef HPCG_DEBUG + if (rank == 0) + HPCG_fout << "Total SpMV+MG timing phase execution time in main (sec) = " << mytimer() - t1 << endl; +#endif + } + + /////////////////////////////// + // Reference CG Timing Phase // + /////////////////////////////// + +#ifdef HPCG_DEBUG + t1 = mytimer(); +#endif + int global_failure = 0; // assume all is well: no failures + + int niters = 0; + int totalNiters_ref = 0; + double normr = 1.0; + double normr0 = 1.0; + int refMaxIters = 50; + numberOfCalls = 1; // Only need to run the residual reduction analysis once + + // Compute the residual reduction for the natural ordering and reference kernels + std::vector ref_times(9, 0.0); + double tolerance = 0.0; // Set tolerance to zero to make all runs do maxIters iterations + int err_count = 0; + double refTolerance = 0.0055; + if (!benchmark_mode) + { + for (int i = 0; i < numberOfCalls; ++i) + { + ZeroVector(x); + ierr = CG_ref(A, data, b, x, refMaxIters, tolerance, niters, normr, normr0, &ref_times[0], true, + i == 0); // TODO: TRUE + if (ierr) + ++err_count; // count the number of errors in CG + totalNiters_ref += niters; + } + if (rank == 0 && err_count) + if (use_output_file) + { + HPCG_fout << err_count << " error(s) in call(s) to reference CG." << endl; + } + else + { + std::cout << err_count << " error(s) in call(s) to reference CG." << endl; + } + refTolerance = normr / normr0; + } + + if (params.exec_mode == GPUONLY || params.exec_mode == GPUCPU) + { +#ifdef USE_CUDA + if (cusparseMajor < 12 || (cusparseMajor == 12 && cusparseMinor < 5)) + { + // Test for the most course matrix + if(A.localNumberOfRows/(8 * 8 * 8) < A.slice_size) { + if (rank == 0) + printf("cuSPARSE version must be 12.5 or higher (found v%d.%d) to allow a GPU slice size (%lld) larger than the matrix number of rows (%lld). Use --gss to set GPU slice size \n", + cusparseMajor, cusparseMinor, (long long)A.slice_size, (long long)(A.localNumberOfRows/(8*8*8))); +#ifndef HPCG_NO_MPI + MPI_Finalize(); +#endif + return 0; + } + } +#endif + } + + // Call user-tunable set up function. + double t7 = mytimer(); + size_t opt_mem = OptimizeProblem(A, data, b, x, xexact); + t7 = mytimer() - t7; + times[7] = t7; +#ifdef HPCG_DEBUG + if (rank == 0) + std::cout << "Total problem optimize in main (sec) = " << t7 << endl; +#endif + + if (params.rank_type == GPU) + { +#ifdef USE_CUDA + int dev; + cudaDeviceProp props; + CHECK_CUDART(cudaGetDevice(&dev)); + CHECK_CUDART(cudaGetDeviceProperties(&props, dev)); + size_t free_bytes, total_bytes; + CHECK_CUDART(cudaMemGetInfo(&free_bytes, &total_bytes)); + + //Find the number of SMS + int numSMS = props.multiProcessorCount; + + if (rank == 0) + printf( + "GPU Rank Info:\n" + " | cuSPARSE version %d.%d\n%s" + " | Reference CPU memory = %.2f MB\n" + " | GPU Name: '%s'\n" + " | Number of SMs: %d\n" + " | GPU Memory Use: %ld MB / %ld MB\n" + " | Process Grid: %dx%dx%d\n" + " | Local Domain: %dx%dx%d\n" + " | Number of CPU Threads: %d\n" + " | Slice Size: %lld\n", + cusparseMajor, cusparseMinor, Use_Compression ? " | L2 compression is activated\n" : "", + cpuRefMemory / 1024.0 / 1024.0, props.name, numSMS, (total_bytes - free_bytes) >> 20, total_bytes >> 20, + A.geom->npx, A.geom->npy, A.geom->npz, (int)A.geom->nx, (int)A.geom->ny, (int)A.geom->nz, params.numThreads, (long long)A.slice_size); + CHECK_CUDART(cudaDeviceSynchronize()); +#endif + } + else + { +#ifdef USE_GRACE + cpuRefMemory = EstimateCpuRefMem(A); + if (rank == 0 || (params.exec_mode == GPUCPU && params.cpu_allowed_to_print)) + printf( + "CPU Rank Info:\n" + " | NVPL Sparse version %d.%d.%d\n" + " | Reference CPU memory = %.2f MB\n" + " | Optimization Memory Use: %.2f MB\n" + " | Process Grid: %dx%dx%d\n" + " | Local Domain: %dx%dx%d\n" + " | Number of CPU Threads: %d\n" + " | Slice Size: %d\n", + nvspMajor, nvspMinor, nvspPatch, cpuRefMemory / 1024.0 / 1024.0, opt_mem / 1024.0 / 1024.0, A.geom->npx, + A.geom->npy, A.geom->npz, A.geom->nx, A.geom->ny, A.geom->nz, params.numThreads, A.slice_size); +#endif // USE_GRACE + } + +#ifdef HPCG_DETAILED_DEBUG + if (geom->size == 1) + WriteProblem(*geom, A, b, x, xexact); +#endif + + MPI_Barrier(MPI_COMM_WORLD); + +////////////////////////////// +// Validation Testing Phase // +////////////////////////////// +#ifdef HPCG_DEBUG + t1 = mytimer(); +#endif + TestCGData testcg_data; + testcg_data.count_pass = testcg_data.count_fail = 0; + TestCG(A, data, b, x, testcg_data); + + TestSymmetryData testsymmetry_data; + TestSymmetry(A, b, xexact, testsymmetry_data); + +#ifdef HPCG_DEBUG + if (rank == 0) + HPCG_fout << "Total validation (TestCG and TestSymmetry) execution time in main (sec) = " << mytimer() - t1 + << endl; +#endif + + ////////////////////////////// + // Optimized CG Setup Phase // + ////////////////////////////// + + // Need to permute the b vector + if (A.rankType == GPU) + { +#ifdef USE_CUDA + PermVectorCuda(A.opt2ref, b, A.localNumberOfRows); +#endif + } + else + { +#ifdef USE_GRACE + PermVectorCpu(A.opt2ref, b, A.localNumberOfRows); +#endif + } + + niters = 0; + normr = 0.0; + normr0 = 0.0; + err_count = 0; + int tolerance_failures = 0; + + int optMaxIters = 10 * refMaxIters; + int optNiters = refMaxIters; + double opt_worst_time = 0.0; + double opt_best_time = 9999999.0; + + std::vector bleh_times(9, 0.0); + ZeroVector(x); // start x at all zeros + ierr = CG(A, data, b, x, optMaxIters, refTolerance, niters, normr, normr0, &bleh_times[0], true, 1); + std::vector opt_times(9, 0.0); + numberOfCalls = 1; + + // Compute the residual reduction and residual count for the user ordering and optimized kernels. + for (int i = 0; i < numberOfCalls; ++i) + { + ZeroVector(x); // start x at all zeros + double last_cummulative_time = opt_times[0]; + ierr = CG(A, data, b, x, optMaxIters, refTolerance, niters, normr, normr0, &opt_times[0], true, 0); // TODO: + // TRUE + if (ierr) + ++err_count; // count the number of errors in CG + if (normr / normr0 > refTolerance) + ++tolerance_failures; // the number of failures to reduce residual + + // pick the largest number of iterations to guarantee convergence + if (niters > optNiters) + optNiters = niters; + + double current_time = opt_times[0] - last_cummulative_time; + if (current_time > opt_worst_time) + opt_worst_time = current_time; + if (current_time < opt_best_time) + opt_best_time = current_time; + } + +#ifndef HPCG_NO_MPI + // Get the absolute worst time across all MPI ranks (time in CG can be different) + double local_opt_worst_time = opt_worst_time; + MPI_Allreduce(&local_opt_worst_time, &opt_worst_time, 1, MPI_DOUBLE, MPI_MAX, MPI_COMM_WORLD); +#endif + + if (rank == 0 && err_count) + if (use_output_file) + { + HPCG_fout << err_count << " error(s) in call(s) to optimized CG." << endl; + } + else + { + std::cout << err_count << " error(s) in call(s) to optimized CG." << endl; + } + if (tolerance_failures) + { + global_failure = 1; + if (rank == 0) + if (use_output_file) + { + HPCG_fout << "Failed to reduce the residual " << tolerance_failures << " times." << endl; + } + else + { + std::cout << "Failed to reduce the residual " << tolerance_failures << " times." << endl; + } + } + + /////////////////////////////// + // Optimized CG Timing Phase // + /////////////////////////////// + + // Here we finally run the benchmark phase + // The variable total_runtime is the target benchmark execution time in seconds + + double total_runtime = params.runningTime; + int numberOfCgSets = int(total_runtime / opt_worst_time) + 1; // Run at least once, account for rounding + +#ifdef HPCG_DEBUG + if (rank == 0) + { + HPCG_fout << "Projected running time: " << total_runtime << " seconds" << endl; + HPCG_fout << "Number of CG sets: " << numberOfCgSets << endl; + } +#endif + + /* This is the timed run for a specified amount of time. */ + + optMaxIters = optNiters; + double optTolerance = 0.0; // Force optMaxIters iterations + TestNormsData testnorms_data; + testnorms_data.samples = numberOfCgSets; + testnorms_data.values = new double[numberOfCgSets]; + +#ifndef HPCG_NOMPI + MPI_Barrier(MPI_COMM_WORLD); +#endif + + for (int i = 0; i < numberOfCgSets; ++i) + { + ZeroVector(x); // Zero out x + ierr = CG(A, data, b, x, optMaxIters, optTolerance, niters, normr, normr0, ×[0], true, 0); // TODO: TRUE + if (ierr) + if (use_output_file) + { + HPCG_fout << "Error in call to CG: " << ierr << ".\n" << endl; + } + else + { + std::cout << "Error in call to CG: " << ierr << ".\n" << endl; + } + if (rank == 0) + if (use_output_file) + { + HPCG_fout << "Call [" << i << "] Scaled Residual [" << normr / normr0 << "]" << endl; + } + else + { + std::cout << "Call [" << i << "] Scaled Residual [" << normr / normr0 << "]" << endl; + } + testnorms_data.values[i] = normr / normr0; // Record scaled residual from this run + } + + if (params.rank_type == GPU) + { +#ifdef USE_CUDA + PermVectorCuda(A.ref2opt, x, A.localNumberOfRows); + CopyVectorD2H(x); +#endif + } + else + { +#ifdef USE_GRACE + // Reorder vector + Vector xOrdered; + InitializeVector(xOrdered, x.localLength, A.rankType); + CopyVector(x, xOrdered); + CopyAndReorderVector(xOrdered, x, A.ref2opt); + DeleteVector(xOrdered); +#endif + } + +// Compute difference between known exact solution and computed solution +// All processors are needed here. +#ifdef HPCG_DEBUG + double residual = 0; + ierr = ComputeResidual(A.localNumberOfRows, x, xexact, residual); + if (ierr) + HPCG_fout << "Error in call to compute_residual: " << ierr << ".\n" << endl; + if (rank == 0) + HPCG_fout << "Difference between computed and exact = " << residual << ".\n" << endl; +#endif + + // Test Norm Results + ierr = TestNorms(testnorms_data); + + ////////////////// + // Report Results // + ////////////////// + + // Report results to YAML file + ReportResults(A, numberOfMgLevels, numberOfCgSets, refMaxIters, optMaxIters, ×[0], testcg_data, + testsymmetry_data, testnorms_data, global_failure, quickPath); + + if (params.rank_type == GPU) + { +#ifdef USE_CUDA + DeleteMatrixGpu(A); // This delete will recursively delete all coarse grid data +#endif + } + else + { +#ifdef USE_GRACE + DeleteMatrixCpu(A); // This delete will recursively delete all coarse grid data +#endif + } + + DeleteCGData(data); + DeleteVector(x); + DeleteVector(b); + DeleteVector(xexact); + DeleteVector(x_overlap); + DeleteVector(b_computed); + delete[] testnorms_data.values; + + // Clean cuSPARSE data + if (params.rank_type == GPU) + { +#ifdef USE_CUDA + cublasDestroy(cublashandle); + cusparseDestroy(cusparsehandle); + cudaStreamDestroy(stream); + cudaStreamDestroy(copy_stream); + cudaEventDestroy(copy_done); +#endif + } + + // We create the handle even in GPU ranks tp find library version + if (params.exec_mode == CPUONLY || params.exec_mode == GPUCPU) + { +#ifdef USE_GRACE + nvpl_sparse_destroy(nvpl_sparse_handle); +#endif + } + + HPCG_Finalize(); + +// Finish up +#ifndef HPCG_NO_MPI + MPI_Finalize(); +#endif + return 0; +} \ No newline at end of file diff --git a/src/mytimer.cpp b/src/mytimer.cpp new file mode 100644 index 0000000..71db0ac --- /dev/null +++ b/src/mytimer.cpp @@ -0,0 +1,59 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +///////////////////////////////////////////////////////////////////////// + +// Function to return time in seconds. +// If compiled with no flags, return CPU time (user and system). +// If compiled with -DWALL, returns elapsed time. + +///////////////////////////////////////////////////////////////////////// + +#ifndef HPCG_NO_MPI +#include + +double mytimer(void) +{ + return MPI_Wtime(); +} + +#elif !defined(HPCG_NO_OPENMP) + +// If this routine is compiled with HPCG_NO_MPI defined and not compiled with HPCG_NO_OPENMP then use the OpenMP timer +#include +double mytimer(void) +{ + return omp_get_wtime(); +} +#else + +#include +#include +#include +double mytimer(void) +{ + struct timeval tp; + static long start = 0, startu; + if (!start) + { + gettimeofday(&tp, NULL); + start = tp.tv_sec; + startu = tp.tv_usec; + return 0.0; + } + gettimeofday(&tp, NULL); + return ((double) (tp.tv_sec - start)) + (tp.tv_usec - startu) / 1000000.0; +} + +#endif diff --git a/src/mytimer.hpp b/src/mytimer.hpp new file mode 100644 index 0000000..73944c0 --- /dev/null +++ b/src/mytimer.hpp @@ -0,0 +1,18 @@ + +//@HEADER +// *************************************************** +// +// HPCG: High Performance Conjugate Gradient Benchmark +// +// Contact: +// Michael A. Heroux ( maherou@sandia.gov) +// Jack Dongarra (dongarra@eecs.utk.edu) +// Piotr Luszczek (luszczek@eecs.utk.edu) +// +// *************************************************** +//@HEADER + +#ifndef MYTIMER_HPP +#define MYTIMER_HPP +double mytimer(void); +#endif // MYTIMER_HPP