Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add HIP bindings for SpGeMM #418

Merged
merged 7 commits into from
Dec 18, 2019
Merged

Add HIP bindings for SpGeMM #418

merged 7 commits into from
Dec 18, 2019

Conversation

upsj
Copy link
Member

@upsj upsj commented Dec 7, 2019

This PR adds HIP bindings for simple SpGeMM (C = alpha * A * B).
The full SpGeMM (C = alpha * A * B + beta * D) is not yet implemented in rocSPARSE, so I re-implemented it using a very naive SpGeAM kernel. Note that it assumes that the input matrices are sorted!

@upsj upsj self-assigned this Dec 7, 2019
@upsj upsj added mod:hip This is related to the HIP module. 1:ST:ready-for-review This PR is ready for review labels Dec 7, 2019
@upsj
Copy link
Member Author

upsj commented Dec 9, 2019

There is something going wrong during hipSPARSE's invocation of cuSPARSE:

==12083== Invalid read of size 8
==12083==    at 0x13F23B1B: ??? (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x13E4617A: ??? (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x13FB81EF: cuEventDestroy_v2 (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x5B862DF: ??? (in /usr/lib/x86_64-linux-gnu/libcublas.so.10.2.1.243)
==12083==    by 0x5BB99E3: ??? (in /usr/lib/x86_64-linux-gnu/libcublas.so.10.2.1.243)
==12083==    by 0x55C8898: ??? (in /usr/lib/x86_64-linux-gnu/libcublas.so.10.2.1.243)
==12083==    by 0x55C9785: ??? (in /usr/lib/x86_64-linux-gnu/libcublas.so.10.2.1.243)
==12083==    by 0x5658907: cublasDestroy_v2 (in /usr/lib/x86_64-linux-gnu/libcublas.so.10.2.1.243)
==12083==    by 0x109CF0B8: hipblasDestroy (in /opt/rocm/hipblas/lib/libhipblas.so.0.1)
==12083==    by 0x8A1B4A: gko::kernels::hip::hipblas::destroy_hipblas_handle(hipblasContext*) (in /root/bulid/hip/test/matrix/csr_kernels)
==12083==    by 0x89EC17: gko::HipExecutor::init_handles()::$_1::operator()(hipblasContext*) const (in /root/bulid/hip/test/matrix/csr_kernels)
==12083==    by 0x89EAC1: std::_Function_handler<void (hipblasContext*), gko::HipExecutor::init_handles()::$_1>::_M_invoke(std::_Any_data const&, hipblasContext*&&) (in /root/bulid/hip/test/matrix/csr_kernels)
==12083==  Address 0x17d39210 is 16 bytes before a block of size 24 alloc'd
==12083==    at 0x4C2FB55: calloc (in /usr/lib/valgrind/vgpreload_memcheck-amd64-linux.so)
==12083==    by 0x13F549CE: ??? (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x13F2149A: ??? (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x13F47992: ??? (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x13E84C57: ??? (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x13E851EB: ??? (in /usr/lib/x86_64-linux-gnu/libcuda.so.418.87.01)
==12083==    by 0x9879A19: ??? (in /usr/local/cuda-10.1/targets/x86_64-linux/lib/libcusparse.so.10.3.0.243)
==12083==    by 0x986CB3F: ??? (in /usr/local/cuda-10.1/targets/x86_64-linux/lib/libcusparse.so.10.3.0.243)
==12083==    by 0x9878D69: ??? (in /usr/local/cuda-10.1/targets/x86_64-linux/lib/libcusparse.so.10.3.0.243)
==12083==    by 0x987CA6E: ??? (in /usr/local/cuda-10.1/targets/x86_64-linux/lib/libcusparse.so.10.3.0.243)
==12083==    by 0x987D1D9: ??? (in /usr/local/cuda-10.1/targets/x86_64-linux/lib/libcusparse.so.10.3.0.243)
==12083==    by 0x98622E9: ??? (in /usr/local/cuda-10.1/targets/x86_64-linux/lib/libcusparse.so.10.3.0.243)
==12083== 

@upsj
Copy link
Member Author

upsj commented Dec 9, 2019

cuda-memcheck output:

========= Program hit cudaErrorDeviceUninitilialized (error 201) due to "invalid device context" on CUDA API call to cudaEventDestroy. 
=========     Saved host backtrace up to driver entry point at error
=========     Host Frame:/usr/lib/x86_64-linux-gnu/libcuda.so.1 [0x391b13]
=========     Host Frame:/usr/lib/x86_64-linux-gnu/libcublas.so.10 [0x61ab0e]
=========     Host Frame:/usr/lib/x86_64-linux-gnu/libcublas.so.10 [0x2983b]
=========     Host Frame:/usr/lib/x86_64-linux-gnu/libcublas.so.10 [0x2a786]
=========     Host Frame:/usr/lib/x86_64-linux-gnu/libcublas.so.10 (cublasDestroy_v2 + 0xd0) [0xb9900]
=========     Host Frame:/opt/rocm/hipblas/lib/libhipblas.so.0 (hipblasDestroy + 0x9) [0x20b9]
=========     Host Frame:hip/test/matrix/csr_kernels [0x4a1b4b]
=========     Host Frame:hip/test/matrix/csr_kernels [0x49ec18]
=========     Host Frame:hip/test/matrix/csr_kernels [0x49eac2]
=========     Host Frame:hip/test/matrix/csr_kernels [0x689fac]
=========     Host Frame:hip/test/matrix/csr_kernels [0x68a1c9]
=========     Host Frame:hip/test/matrix/csr_kernels [0x49e517]
=========     Host Frame:hip/test/matrix/csr_kernels [0x49e7a3]
=========     Host Frame:hip/test/matrix/csr_kernels [0x27f4c]
=========     Host Frame:hip/test/matrix/csr_kernels [0x27efa]
=========     Host Frame:hip/test/matrix/csr_kernels [0x45459]
=========     Host Frame:hip/test/matrix/csr_kernels [0x24e15]
=========     Host Frame:hip/test/matrix/csr_kernels [0x278ec]
=========     Host Frame:hip/test/matrix/csr_kernels [0x26d85]
=========     Host Frame:hip/test/matrix/csr_kernels [0x26da9]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2cd5ab]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2e259e]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2ccc9b]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2b1041]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2b16bf]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2bcb65]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2e5fce]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2cf17b]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2bc856]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2a57e1]
=========     Host Frame:hip/test/matrix/csr_kernels [0x2a57c6]
=========     Host Frame:/lib/x86_64-linux-gnu/libc.so.6 (__libc_start_main + 0xf0) [0x20830]
=========     Host Frame:hip/test/matrix/csr_kernels [0x17b99]
=========
========= Error: process didn't terminate successfully
=========        The application may have hit an error when dereferencing Unified Memory from the host. Please rerun the application under cuda-gdb or Nsight Eclipse Edition to catch host side errors.
========= No CUDA-MEMCHECK results found

@upsj upsj removed the 1:ST:ready-for-review This PR is ready for review label Dec 9, 2019
@upsj upsj added the 1:ST:WIP This PR is a work in progress. Not ready for review. label Dec 9, 2019
@upsj upsj force-pushed the add_hipsparse_spgemm branch 6 times, most recently from d7f0e96 to 116cb63 Compare December 16, 2019 13:20
@upsj upsj added 1:ST:ready-for-review This PR is ready for review and removed 1:ST:WIP This PR is a work in progress. Not ready for review. labels Dec 16, 2019
Copy link
Member

@tcojean tcojean left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

LGTM, only some minor comments on HIP complex functions.

hip/base/hipsparse_bindings.hip.hpp Outdated Show resolved Hide resolved
hip/base/hipsparse_bindings.hip.hpp Outdated Show resolved Hide resolved
@upsj upsj changed the title Add HIP bindings for simple SpGeMM Add HIP bindings for SpGeMM Dec 17, 2019
Copy link
Member

@yhmtsai yhmtsai left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

LGTM. only the possible overflow

common/matrix/csr_kernels.hpp.inc Outdated Show resolved Hide resolved
@upsj upsj force-pushed the add_hipsparse_spgemm branch from de3a13c to 863383b Compare December 17, 2019 12:46
Copy link
Member

@yhmtsai yhmtsai left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

LGTM

Copy link
Member

@thoasm thoasm left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

LGTM, just a small nit.

hip/matrix/csr_kernels.hip.cpp Outdated Show resolved Hide resolved
@upsj upsj added 1:ST:ready-to-merge This PR is ready to merge. and removed 1:ST:ready-for-review This PR is ready for review labels Dec 18, 2019
@upsj upsj merged commit adddb06 into develop Dec 18, 2019
@upsj upsj deleted the add_hipsparse_spgemm branch December 18, 2019 10:49
@tcojean tcojean mentioned this pull request Jun 23, 2020
tcojean added a commit that referenced this pull request Jul 7, 2020
The Ginkgo team is proud to announce the new minor release of Ginkgo version
1.2.0. This release brings full HIP support to Ginkgo, new preconditioners
(ParILUT, ISAI), conversion between double and float for all LinOps, and many
more features and fixes.

Supported systems and requirements:
+ For all platforms, cmake 3.9+
+ Linux and MacOS
  + gcc: 5.3+, 6.3+, 7.3+, all versions after 8.1+
  + clang: 3.9+
  + Intel compiler: 2017+
  + Apple LLVM: 8.0+
  + CUDA module: CUDA 9.0+
  + HIP module: ROCm 2.8+
+ Windows
  + MinGW and CygWin: gcc 5.3+, 6.3+, 7.3+, all versions after 8.1+
  + Microsoft Visual Studio: VS 2017 15.7+
  + CUDA module: CUDA 9.0+, Microsoft Visual Studio
  + OpenMP module: MinGW or CygWin.


The current known issues can be found in the [known issues page](https://github.com/ginkgo-project/ginkgo/wiki/Known-Issues).


# Additions
Here are the main additions to the Ginkgo library. Other thematic additions are listed below.
+ Add full HIP support to Ginkgo [#344](#344), [#357](#357), [#384](#384), [#373](#373), [#391](#391), [#396](#396), [#395](#395), [#393](#393), [#404](#404), [#439](#439), [#443](#443), [#567](#567)
+ Add a new ISAI preconditioner [#489](#489), [#502](#502), [#512](#512), [#508](#508), [#520](#520)
+ Add support for ParILUT and ParICT factorization with ILU preconditioners [#400](#400)
+ Add a new BiCG solver [#438](#438)
+ Add a new permutation matrix format [#352](#352), [#469](#469)
+ Add CSR SpGEMM support [#386](#386), [#398](#398), [#418](#418), [#457](#457)
+ Add CSR SpGEAM support [#556](#556)
+ Make all solvers and preconditioners transposable [#535](#535)
+ Add CsrBuilder and CooBuilder for intrusive access to matrix arrays [#437](#437)
+ Add a standard-compliant allocator based on the Executors [#504](#504)
+ Support conversions for all LinOp between double and float [#521](#521)
+ Add a new boolean to the CUDA and HIP executors to control DeviceReset (default off) [#557](#557)
+ Add a relaxation factor to IR to represent Richardson Relaxation [#574](#574)
+ Add two new stopping criteria, for relative (to `norm(b)`) and absolute residual norm [#577](#577)

### Example additions
+ Templatize all examples to simplify changing the precision [#513](#513)
+ Add a new adaptive precision block-Jacobi example [#507](#507)
+ Add a new IR example [#522](#522)
+ Add a new Mixed Precision Iterative Refinement example [#525](#525)
+ Add a new example on iterative trisolves in ILU preconditioning [#526](#526), [#536](#536), [#550](#550)

### Compilation and library changes
+ Auto-detect compilation settings based on environment [#435](#435), [#537](#537)
+ Add SONAME to shared libraries [#524](#524)
+ Add clang-cuda support [#543](#543)

### Other additions
+ Add sorting, searching and merging kernels for GPUs [#403](#403), [#428](#428), [#417](#417), [#455](#455)
+ Add `gko::as` support for smart pointers [#493](#493)
+ Add setters and getters for criterion factories [#527](#527)
+ Add a new method to check whether a solver uses `x` as an initial guess [#531](#531)
+ Add contribution guidelines [#549](#549)

# Fixes
### Algorithms
+ Improve the classical CSR strategy's performance [#401](#401)
+ Improve the CSR automatical strategy [#407](#407), [#559](#559)
+ Memory, speed improvements to the ELL kernel [#411](#411)
+ Multiple improvements and fixes to ParILU [#419](#419), [#427](#427), [#429](#429), [#456](#456), [#544](#544)
+ Fix multiple issues with GMRES [#481](#481), [#523](#523), [#575](#575)
+ Optimize OpenMP matrix conversions [#505](#505)
+ Ensure the linearity of the ILU preconditioner [#506](#506)
+ Fix IR's use of the advanced apply [#522](#522)
+ Fix empty matrices conversions and add tests [#560](#560)

### Other core functionalities
+ Fix complex number support in our math header [#410](#410)
+ Fix CUDA compatibility of the main ginkgo header [#450](#450)
+ Fix isfinite issues [#465](#465)
+ Fix the Array::view memory leak and the array/view copy/move [#485](#485)
+ Fix typos preventing use of some interface functions [#496](#496)
+ Fix the `gko::dim` to abide to the C++ standard [#498](#498)
+ Simplify the executor copy interface [#516](#516)
+ Optimize intermediate storage for Composition [#540](#540)
+ Provide an initial guess for relevant Compositions [#561](#561)
+ Better management of nullptr as criterion [#562](#562)
+ Fix the norm calculations for complex support [#564](#564)

### CUDA and HIP specific
+ Use the return value of the atomic operations in our wrappers [#405](#405)
+ Improve the portability of warp lane masks [#422](#422)
+ Extract thread ID computation into a separate function [#464](#464)
+ Reorder kernel parameters for consistency [#474](#474)
+ Fix the use of `pragma unroll` in HIP [#492](#492)

### Other
+ Fix the Ginkgo CMake installation files [#414](#414), [#553](#553)
+ Fix the Windows compilation [#415](#415)
+ Always use demangled types in error messages [#434](#434), [#486](#486)
+ Add CUDA header dependency to appropriate tests [#452](#452)
+ Fix several sonarqube or compilation warnings [#453](#453), [#463](#463), [#532](#532), [#569](#569)
+ Add shuffle tests [#460](#460)
+ Fix MSVC C2398 error [#490](#490)
+ Fix missing interface tests in test install [#558](#558)

# Tools and ecosystem
### Benchmarks
+ Add better norm support in the benchmarks [#377](#377)
+ Add CUDA 10.1 generic SpMV support in benchmarks [#468](#468), [#473](#473)
+ Add sparse library ILU in benchmarks [#487](#487)
+ Add overhead benchmarking capacities [#501](#501)
+ Allow benchmarking from a matrix list file [#503](#503)
+ Fix benchmarking issue with JSON and non-finite numbers [#514](#514)
+ Fix benchmark logger crashers with OpenMP [#565](#565)

### CI related
+ Improvements to the CI setup with HIP compilation [#421](#421), [#466](#466)
+ Add MacOSX CI support [#470](#470), [#488](#488)
+ Add Windows CI support [#471](#471), [#488](#488), [#510](#510), [#566](#566)
+ Use sanitizers instead of valgrind [#476](#476)
+ Add automatic container generation and update facilities [#499](#499)
+ Fix the CI parallelism settings [#517](#517), [#538](#538), [#539](#539)
+ Make the codecov patch check informational [#519](#519)
+ Add support for LLVM sanitizers with improved thread sanitizer support [#578](#578)

### Test suite
+ Add an assertion for sparsity pattern equality [#416](#416)
+ Add core and reference multiprecision tests support [#448](#448)
+ Speed up GPU tests by avoiding device reset [#467](#467)
+ Change test matrix location string [#494](#494)

### Other
+ Add Ginkgo badges from our tools [#413](#413)
+ Update the `create_new_algorithm.sh` script [#420](#420)
+ Bump copyright and improve license management [#436](#436), [#433](#433)
+ Set clang-format minimum requirement [#441](#441), [#484](#484)
+ Update git-cmake-format [#446](#446), [#484](#484)
+ Disable the development tools by default [#442](#442)
+ Add a script for automatic header formatting [#447](#447)
+ Add GDB pretty printer for `gko::Array` [#509](#509)
+ Improve compilation speed [#533](#533)
+ Add editorconfig support [#546](#546)
+ Add a compile-time check for header self-sufficiency [#552](#552)


# Related PR: #583
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
1:ST:ready-to-merge This PR is ready to merge. mod:hip This is related to the HIP module.
Projects
None yet
Development

Successfully merging this pull request may close these issues.

4 participants