cms-sw
Integrating PyTorch in Alpaka heterogeneous core
PR description:
This PR enables seamless integration between PyTorch and the Alpaka-based heterogeneous computing backend, supporting inference workflows with usage of pytorch library with PortableCollections objects. It provides:
- Compatibility with Alpaka device/queue abstractions.
- Support for automatic conversion of optimized SoA to torch tensors, with memory blobs reusage.
- Support for both just-in-time (JIT) and ahead-of-time (AOT) model execution (Beta version for AOT).
- Single-threading and CUDA stream management are handled by
Guardobjects specialized for each supported backend.
This implementation was presented and discussed at Core Software Meeting: https://indico.cern.ch/event/1538634/
PR validation:
Included demonstration code of interoperability between SoA constructs with PyTorch C++ API and CMSSW environment in plugins and test packages.
PyTorch Ahead-of-time compilation
This pull request also investigates AOT compilation strategy but is in beta version (proof of concept) not yet ready for production usage.
GPU support
CUDA backend is supported and tested, ROCm is not yet supported: cms-sw/cmsdist#9786
FYI @valsdav @ericcano @felicepantaleo @chrisizeh @leobeltra
cms-bot internal usage<!-- bot cache: 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- DataFormats/PyTorch/src/classes_def.xml:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/src/alpaka/classes_rocm.h:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/BuildFile.xml:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/interface/Layout.h:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/interface/Host.h:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/src/alpaka/classes_cuda.h:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/interface/Device.h:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/src/classes.cc:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/src/alpaka/classes_cuda_def.xml:
- Added: 3ba3ba4a3e6c0a9812de91bad540fd55260cd48a
- Deleted: 3e87013b51f1829bce1dad0ce6145e10d73c9610
- DataFormats/PyTorch/src/classes.h:
-
There are other open Pull requests which might conflict with changes you have proposed:
- File PhysicsTools/PyTorch/BuildFile.xml modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/BuildFile.xml modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/create_simple_dnn.py modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBase.h modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBaseCUDA.h modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/testTorchFromBufferPinnedMemory.cu modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnn.cc modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnnCUDA.cc modified in PR(s): #45441
Code check has found code style and quality issues which could be resolved by applying following patch(s)
-
code-format:
https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/44654/code-format.patch
e.g.
curl -k https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/44654/code-format.patch | patch -p1You can also runscram build code-formatto apply code format directly
+code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/44655
- There are other open Pull requests which might conflict with changes you have proposed:
- File PhysicsTools/PyTorch/BuildFile.xml modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/BuildFile.xml modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/create_simple_dnn.py modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBase.h modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBaseCUDA.h modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/testTorchFromBufferPinnedMemory.cu modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnn.cc modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnnCUDA.cc modified in PR(s): #45441
A new Pull Request was created by @lukaszmichalskii for master.
It involves the following packages:
- DataFormats/PyTorchTest (****)
- PhysicsTools/PyTorch (ml)
The following packages do not have a category, yet:
DataFormats/PyTorchTest Please create a PR for https://github.com/cms-sw/cms-bot/blob/master/categories_map.py to assign category
@cmsbuild, @valsdav, @y19y19 can you please review it and eventually sign? Thanks. @missirol, @mmusich, @rovere this is something you requested to watch as well. @antoniovilela, @mandrenguyen, @rappoccio, @sextonkennedy you are the release manager for this.
cms-bot commands are listed here
-1
Failed Tests: Build ClangBuild
Size: This PR adds an extra 20KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c68a5d/45909/summary.html
COMMIT: c01d07f67496598ae4d95d8c71898b2dfd226a49
CMSSW: CMSSW_15_1_X_2025-05-06-2300/el8_amd64_gcc12
Additional Tests: CUDA,ROCM
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/47984/45909/install.sh to create a dev area with all the needed externals and cmssw changes.
Build
I found compilation error when building:
>> Compiling src/PhysicsTools/PyTorch/test/testModel.cc
/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/gcc/12.3.1-40d504be6370b5a30e3947a6e575ca28/bin/c++ -c -DCMS_MICRO_ARCH='x86-64-v3' -DGNU_GCC -D_GNU_SOURCE -DCMSSW_GIT_HASH='CMSSW_15_1_X_2025-05-06-2300' -DPROJECT_NAME='CMSSW' -DPROJECT_VERSION='CMSSW_15_1_X_2025-05-06-2300' -Isrc -Ipoison -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/cms/cmssw/CMSSW_15_1_X_2025-05-06-2300/src -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/pytorch/2.6.0-a6d0e4413a9e766b40a2b79f83b4b176/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/pytorch/2.6.0-a6d0e4413a9e766b40a2b79f83b4b176/include/torch/csrc/api/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/cppunit/1.15.x-25a760f1303b0fca73df75b14e1358bc/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/cuda/12.8.1-f1c01abd08373a07ceeffab8d5f1930a/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/protobuf/3.21.9-1126508a53768c90e66f6bf1821ac03a/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/zlib/1.2.13-d217cdbdd8d586e845e05946de2796be/include -O3 -pthread -pipe -Werror=main -Werror=pointer-arith -Werror=overlength-strings -Wno-vla -Werror=overflow -std=c++20 -ftree-vectorize -Werror=array-bounds -Werror=format-contains-nul -Werror=type-limits -fvisibility-inlines-hidden -fno-math-errno --param vect-max-version-for-alias-checks=50 -Xassembler --compress-debug-sections -Wno-error=array-bounds -Warray-bounds -fuse-ld=bfd -march=x86-64-v3 -felide-constructors -fmessage-length=0 -Wall -Wno-non-template-friend -Wno-long-long -Wreturn-type -Wextra -Wpessimizing-move -Wclass-memaccess -Wno-cast-function-type -Wno-unused-but-set-parameter -Wno-ignored-qualifiers -Wno-unused-parameter -Wunused -Wparentheses -Werror=return-type -Werror=missing-braces -Werror=unused-value -Werror=unused-label -Werror=address -Werror=format -Werror=sign-compare -Werror=write-strings -Werror=delete-non-virtual-dtor -Werror=strict-aliasing -Werror=narrowing -Werror=unused-but-set-variable -Werror=reorder -Werror=unused-variable -Werror=conversion-null -Werror=return-local-addr -Wnon-virtual-dtor -Werror=switch -fdiagnostics-show-option -Wno-unused-local-typedefs -Wno-attributes -Wno-psabi -DBOOST_DISABLE_ASSERTS -flto=auto -fipa-icf -flto-odr-type-merging -fno-fat-lto-objects -Wodr -fPIC -MMD -MF tmp/el8_amd64_gcc12/src/PhysicsTools/PyTorch/test/testModel/testModel.cc.d src/PhysicsTools/PyTorch/test/testModel.cc -o tmp/el8_amd64_gcc12/src/PhysicsTools/PyTorch/test/testModel/testModel.cc.o
>> Compiling src/PhysicsTools/PyTorch/test/testRunner.cc
/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/gcc/12.3.1-40d504be6370b5a30e3947a6e575ca28/bin/c++ -c -DCMS_MICRO_ARCH='x86-64-v3' -DGNU_GCC -D_GNU_SOURCE -DCMSSW_GIT_HASH='CMSSW_15_1_X_2025-05-06-2300' -DPROJECT_NAME='CMSSW' -DPROJECT_VERSION='CMSSW_15_1_X_2025-05-06-2300' -Isrc -Ipoison -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/cms/cmssw/CMSSW_15_1_X_2025-05-06-2300/src -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/pytorch/2.6.0-a6d0e4413a9e766b40a2b79f83b4b176/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/pytorch/2.6.0-a6d0e4413a9e766b40a2b79f83b4b176/include/torch/csrc/api/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/cppunit/1.15.x-25a760f1303b0fca73df75b14e1358bc/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/cuda/12.8.1-f1c01abd08373a07ceeffab8d5f1930a/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/protobuf/3.21.9-1126508a53768c90e66f6bf1821ac03a/include -I/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02888/el8_amd64_gcc12/external/zlib/1.2.13-d217cdbdd8d586e845e05946de2796be/include -O3 -pthread -pipe -Werror=main -Werror=pointer-arith -Werror=overlength-strings -Wno-vla -Werror=overflow -std=c++20 -ftree-vectorize -Werror=array-bounds -Werror=format-contains-nul -Werror=type-limits -fvisibility-inlines-hidden -fno-math-errno --param vect-max-version-for-alias-checks=50 -Xassembler --compress-debug-sections -Wno-error=array-bounds -Warray-bounds -fuse-ld=bfd -march=x86-64-v3 -felide-constructors -fmessage-length=0 -Wall -Wno-non-template-friend -Wno-long-long -Wreturn-type -Wextra -Wpessimizing-move -Wclass-memaccess -Wno-cast-function-type -Wno-unused-but-set-parameter -Wno-ignored-qualifiers -Wno-unused-parameter -Wunused -Wparentheses -Werror=return-type -Werror=missing-braces -Werror=unused-value -Werror=unused-label -Werror=address -Werror=format -Werror=sign-compare -Werror=write-strings -Werror=delete-non-virtual-dtor -Werror=strict-aliasing -Werror=narrowing -Werror=unused-but-set-variable -Werror=reorder -Werror=unused-variable -Werror=conversion-null -Werror=return-local-addr -Wnon-virtual-dtor -Werror=switch -fdiagnostics-show-option -Wno-unused-local-typedefs -Wno-attributes -Wno-psabi -DBOOST_DISABLE_ASSERTS -flto=auto -fipa-icf -flto-odr-type-merging -fno-fat-lto-objects -Wodr -fPIC -MMD -MF tmp/el8_amd64_gcc12/src/PhysicsTools/PyTorch/test/testModel/testRunner.cc.d src/PhysicsTools/PyTorch/test/testRunner.cc -o tmp/el8_amd64_gcc12/src/PhysicsTools/PyTorch/test/testModel/testRunner.cc.o
In file included from src/PhysicsTools/PyTorch/test/testModel.cc:5:
src/PhysicsTools/PyTorch/test/testUtilities.h:4:10: fatal error: boost/filesystem.hpp: No such file or directory
4 | #include
| ^~~~~~~~~~~~~~~~~~~~~~
compilation terminated.
gmake: *** [tmp/el8_amd64_gcc12/src/PhysicsTools/PyTorch/test/testModel/testModel.cc.o] Error 1
>> Building binary testModel
Clang Build
I found compilation error while trying to compile with clang. Command used:
USER_CUDA_FLAGS='--expt-relaxed-constexpr' USER_CXXFLAGS='-Wno-register -fsyntax-only' /usr/bin/time -v scram build -k -j 32 COMPILER='llvm compile'
>> Local Products Rules ..... done >> Creating project symlinks >> Entering Package PhysicsTools/PyTorch >> Entering Package DataFormats/PyTorchTest >> Compile sequence completed for CMSSW CMSSW_15_1_X_2025-05-06-2300 gmake: *** [There are compilation/build errors. Please see the detail log above.] Error 1 Command exited with non-zero status 1 Command being timed: "scram build -k -j 32 COMPILER=llvm compile BUILD_LOG=yes" User time (seconds): 907.23 System time (seconds): 91.81 Percent of CPU this job got: 655%
+code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/44735
- There are other open Pull requests which might conflict with changes you have proposed:
- File PhysicsTools/PyTorch/BuildFile.xml modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/BuildFile.xml modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/create_simple_dnn.py modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBase.h modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBaseCUDA.h modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/testTorchFromBufferPinnedMemory.cu modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnn.cc modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnnCUDA.cc modified in PR(s): #45441
Pull request #47984 was updated. @cmsbuild, @valsdav, @y19y19 can you please check and sign again.
-1
Failed Tests: ClangBuild
Size: This PR adds an extra 16KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c68a5d/45917/summary.html
COMMIT: 0a7ec1459ed13c3442396569085c0c01d0e5fd9a
CMSSW: CMSSW_15_1_X_2025-05-07-1100/el8_amd64_gcc12
Additional Tests: CUDA,ROCM
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/47984/45917/install.sh to create a dev area with all the needed externals and cmssw changes.
Clang Build
I found compilation warning while trying to compile with clang. Command used:
USER_CUDA_FLAGS='--expt-relaxed-constexpr' USER_CXXFLAGS='-Wno-register -fsyntax-only' /usr/bin/time -v scram build -k -j 32 COMPILER='llvm compile'
See details on the summary page.
+code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/44741
- There are other open Pull requests which might conflict with changes you have proposed:
- File PhysicsTools/PyTorch/BuildFile.xml modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/BuildFile.xml modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/create_simple_dnn.py modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBase.h modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBaseCUDA.h modified in PR(s): #45441, #47951
- File PhysicsTools/PyTorch/test/testTorchFromBufferPinnedMemory.cu modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnn.cc modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnnCUDA.cc modified in PR(s): #45441
Pull request #47984 was updated. @cmsbuild, @valsdav, @y19y19 can you please check and sign again.
-1
Failed Tests: UnitTests RelVals cudaUnitTests rocmUnitTests
Size: This PR adds an extra 24KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c68a5d/45926/summary.html
COMMIT: a175708c52b57f0d80802ce05813bdbdd81c6a52
CMSSW: CMSSW_15_1_X_2025-05-07-1100/el8_amd64_gcc12
Additional Tests: CUDA,ROCM
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/47984/45926/install.sh to create a dev area with all the needed externals and cmssw changes.
Unit Tests
I found 7 errors in the following unit tests:
---> test testModelAOTSerialSync had ERRORS ---> test testPortableInferenceAOTSerialSync had ERRORS ---> test testTensorStride had ERRORS and more ...
RelVals
----- Begin Fatal Exception 07-May-2025 17:38:59 CEST-----------------------
An exception of category 'FallbackFileOpenError' occurred while
[0] Constructing the EventProcessor
[1] Constructing module: class=MixingModule label='mix'
[2] Calling RootInputFileSequence::initTheFile()
[3] Calling StorageFactory::open()
[4] Calling XrdFile::open()
Exception Message:
Failed to open the file 'root://xrootd-cms.infn.it//store/relval/CMSSW_13_0_11/RelValMinBias_14TeV/GEN-SIM-RECO/130X_mcRun3_2023_realistic_withEarly2023BS_v1_FastSim-v1/2580000/d4976755-655b-4715-bc0f-745eb585befe.root'
Additional Info:
[a] Calling RootInputFileSequence::initTheFile(): fail to open the file with name root://cms-xrd-global.cern.ch//eos/cms/store/relval/CMSSW_13_0_11/RelValMinBias_14TeV/GEN-SIM-RECO/130X_mcRun3_2023_realistic_withEarly2023BS_v1_FastSim-v1/2580000/d4976755-655b-4715-bc0f-745eb585befe.root
[b] Calling RootInputFileSequence::initTheFile(): fail to open the file with name root://eoscms.cern.ch//eos/cms/store/user/cmsbuild/store/relval/CMSSW_13_0_11/RelValMinBias_14TeV/GEN-SIM-RECO/130X_mcRun3_2023_realistic_withEarly2023BS_v1_FastSim-v1/2580000/d4976755-655b-4715-bc0f-745eb585befe.root
[c] Input file root://xrootd-cms.infn.it//store/relval/CMSSW_13_0_11/RelValMinBias_14TeV/GEN-SIM-RECO/130X_mcRun3_2023_realistic_withEarly2023BS_v1_FastSim-v1/2580000/d4976755-655b-4715-bc0f-745eb585befe.root could not be opened.
[d] XrdCl::File::Open(name='root://xrootd-cms.infn.it//store/relval/CMSSW_13_0_11/RelValMinBias_14TeV/GEN-SIM-RECO/130X_mcRun3_2023_realistic_withEarly2023BS_v1_FastSim-v1/2580000/d4976755-655b-4715-bc0f-745eb585befe.root', flags=0x10, permissions=0660) => error '[ERROR] Server responded with an error: [3011] No servers are available to read the file.
' (errno=3011, code=400). No additional data servers were found.
[e] Last URL tried: root://cms-xrd-global.cern.ch:1094//store/relval/CMSSW_13_0_11/RelValMinBias_14TeV/GEN-SIM-RECO/130X_mcRun3_2023_realistic_withEarly2023BS_v1_FastSim-v1/2580000/d4976755-655b-4715-bc0f-745eb585befe.root?tried=+1213xrootd-redic.pi.infn.it&xrdcl.requuid=d2e8a5a5-a02a-4ae7-9edb-a7d526477f84
[f] Problematic data server: cms-xrd-global.cern.ch:1094
[g] Disabled source: cms-xrd-global.cern.ch:1094
----- End Fatal Exception -------------------------------------------------
----- Begin Fatal Exception 07-May-2025 17:38:35 CEST-----------------------
An exception of category 'FallbackFileOpenError' occurred while
[0] Constructing the EventProcessor
[1] Constructing module: class=MixingModule label='mix'
[2] Calling RootInputFileSequence::initTheFile()
[3] Calling StorageFactory::open()
[4] Calling XrdFile::open()
Exception Message:
Failed to open the file 'root://xrootd-cms.infn.it//store/relval/CMSSW_12_0_0_pre4/RelValMinBias_13/GEN-SIM/113X_mc2017_realistic_v5-v1/00000/1888d3ef-3019-4e81-bf79-7e50c5657e64.root'
Additional Info:
[a] Calling RootInputFileSequence::initTheFile(): fail to open the file with name root://cms-xrd-global.cern.ch//eos/cms/store/relval/CMSSW_12_0_0_pre4/RelValMinBias_13/GEN-SIM/113X_mc2017_realistic_v5-v1/00000/1888d3ef-3019-4e81-bf79-7e50c5657e64.root
[b] Calling RootInputFileSequence::initTheFile(): fail to open the file with name root://eoscms.cern.ch//eos/cms/store/user/cmsbuild/store/relval/CMSSW_12_0_0_pre4/RelValMinBias_13/GEN-SIM/113X_mc2017_realistic_v5-v1/00000/1888d3ef-3019-4e81-bf79-7e50c5657e64.root
[c] Input file root://xrootd-cms.infn.it//store/relval/CMSSW_12_0_0_pre4/RelValMinBias_13/GEN-SIM/113X_mc2017_realistic_v5-v1/00000/1888d3ef-3019-4e81-bf79-7e50c5657e64.root could not be opened.
[d] XrdCl::File::Open(name='root://xrootd-cms.infn.it//store/relval/CMSSW_12_0_0_pre4/RelValMinBias_13/GEN-SIM/113X_mc2017_realistic_v5-v1/00000/1888d3ef-3019-4e81-bf79-7e50c5657e64.root', flags=0x10, permissions=0660) => error '[ERROR] Server responded with an error: [3011] No servers are available to read the file.
' (errno=3011, code=400). No additional data servers were found.
[e] Last URL tried: root://cms-xrd-global.cern.ch:1094//store/relval/CMSSW_12_0_0_pre4/RelValMinBias_13/GEN-SIM/113X_mc2017_realistic_v5-v1/00000/1888d3ef-3019-4e81-bf79-7e50c5657e64.root?tried=+1213llrxrd-redir.in2p3.fr&xrdcl.requuid=d2115431-695b-4caf-828b-5c988581efb7
[f] Problematic data server: cms-xrd-global.cern.ch:1094
[g] Disabled source: cms-xrd-global.cern.ch:1094
----- End Fatal Exception -------------------------------------------------
CUDA Unit Tests
I found 3 errors in the following unit tests:
---> test testModelAOTCudaAsync had ERRORS ---> test TestPipelineCuda had ERRORS ---> test testPortableInferenceAOTCudaAsync had ERRORS
ROCm Unit Tests
I found 1 errors in the following unit tests:
---> test TestPipelineROCm had ERRORS
CUDA Comparison Summary
Summary:
- No significant changes to the logs found
- Reco comparison results: 0 differences found in the comparisons
- DQMHistoTests: Total files compared: 1
- DQMHistoTests: Total histograms compared: 0
- DQMHistoTests: Total failures: 0
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 0
- DQMHistoTests: Total skipped: 0
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0 KiB( 0 files compared)
- Checked 0 log files, 0 edm output root files, 1 DQM output files
ROCM Comparison Summary
Summary:
- No significant changes to the logs found
- Reco comparison results: 0 differences found in the comparisons
- DQMHistoTests: Total files compared: 1
- DQMHistoTests: Total histograms compared: 0
- DQMHistoTests: Total failures: 0
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 0
- DQMHistoTests: Total skipped: 0
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0 KiB( 0 files compared)
- Checked 0 log files, 0 edm output root files, 1 DQM output files
+code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/45049
- There are other open Pull requests which might conflict with changes you have proposed:
- File PhysicsTools/PyTorch/BuildFile.xml modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/BuildFile.xml modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/create_simple_dnn.py modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBase.h modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testBaseCUDA.h modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchFromBufferPinnedMemory.cu modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnn.cc modified in PR(s): #45441
- File PhysicsTools/PyTorch/test/testTorchSimpleDnnCUDA.cc modified in PR(s): #45441
Pull request #47984 was updated. @cmsbuild, @valsdav, @y19y19 can you please check and sign again.
-1
Failed Tests: UnitTests
Size: This PR adds an extra 16KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c68a5d/46559/summary.html
COMMIT: 24513c45f019f16cf5cd751fd9050499b04a9684
CMSSW: CMSSW_15_1_X_2025-06-04-2300/el8_amd64_gcc12
Additional Tests: CUDA,ROCM
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/47984/46559/install.sh to create a dev area with all the needed externals and cmssw changes.
Unit Tests
I found 4 errors in the following unit tests:
---> test testTensorStride had ERRORS ---> test testModel had ERRORS ---> test testTorchFromBufferPinnedMemory had ERRORS and more ...
Comparison Summary
Summary:
- You potentially removed 4 lines from the logs
- Reco comparison results: 16 differences found in the comparisons
- DQMHistoTests: Total files compared: 50
- DQMHistoTests: Total histograms compared: 4048495
- DQMHistoTests: Total failures: 36
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 4048439
- DQMHistoTests: Total skipped: 20
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0.0 KiB( 49 files compared)
- Checked 215 log files, 184 edm output root files, 50 DQM output files
- TriggerResults: no differences found
CUDA Comparison Summary
Summary:
- No significant changes to the logs found
- Reco comparison results: 0 differences found in the comparisons
- DQMHistoTests: Total files compared: 7
- DQMHistoTests: Total histograms compared: 53211
- DQMHistoTests: Total failures: 38
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 53173
- DQMHistoTests: Total skipped: 0
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0.0 KiB( 6 files compared)
- Checked 24 log files, 30 edm output root files, 7 DQM output files
- TriggerResults: no differences found
ROCM Comparison Summary
Summary:
- No significant changes to the logs found
- Reco comparison results: 24 differences found in the comparisons
- DQMHistoTests: Total files compared: 7
- DQMHistoTests: Total histograms compared: 53211
- DQMHistoTests: Total failures: 2750
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 50461
- DQMHistoTests: Total skipped: 0
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0.0 KiB( 6 files compared)
- Checked 24 log files, 30 edm output root files, 7 DQM output files
-code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/45065
- Found files with invalid states:
- PhysicsTools/PyTorch/models/aot_regression_model_cpu_el9_amd64_gcc12.pt2:
- Added: c01d07f67496598ae4d95d8c71898b2dfd226a49
- Deleted: 1ac47aa7e1d473bf4765e854876b782ca0d41d45
- PhysicsTools/PyTorch/models/aot_regression_model_cuda_el9_amd64_gcc12.pt2:
- Added: c01d07f67496598ae4d95d8c71898b2dfd226a49
- Deleted: 1ac47aa7e1d473bf4765e854876b782ca0d41d45
- PhysicsTools/PyTorch/test/testModel.cc:
- Added: c01d07f67496598ae4d95d8c71898b2dfd226a49
- Modified: a175708c52b57f0d80802ce05813bdbdd81c6a52
- Deleted: de86f2327e5efb2396d87077ceda0814e2f552ec
- PhysicsTools/PyTorch/models/aot_regression_model_cpu_el9_amd64_gcc12.pt2:
Code check has found code style and quality issues which could be resolved by applying following patch(s)
-
code-format:
https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/45065/code-format.patch
e.g.
curl -k https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/45065/code-format.patch | patch -p1You can also runscram build code-formatto apply code format directly
+code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/45068
- Found files with invalid states:
- PhysicsTools/PyTorch/models/aot_regression_model_cpu_el9_amd64_gcc12.pt2:
- Added: 185f42016f77f8856bed97a450da41e024220be8
- Deleted: ee72386c7d21ded2af4e6ce48373b523e49e5acf
- PhysicsTools/PyTorch/models/aot_regression_model_cuda_el9_amd64_gcc12.pt2:
- Added: 185f42016f77f8856bed97a450da41e024220be8
- Deleted: ee72386c7d21ded2af4e6ce48373b523e49e5acf
- PhysicsTools/PyTorch/test/testModel.cc:
- Added: 185f42016f77f8856bed97a450da41e024220be8
- Modified: a4211a07e56eabeb7aaaa570d28cf2973346872a
- Deleted: e63dec03beb23eb5ee50ea7b2db2fefd133c2beb
- PhysicsTools/PyTorch/models/aot_regression_model_cpu_el9_amd64_gcc12.pt2:
Pull request #47984 was updated. @cmsbuild, @valsdav, @y19y19 can you please check and sign again.
+1
Size: This PR adds an extra 492KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c68a5d/46566/summary.html
COMMIT: e63dec03beb23eb5ee50ea7b2db2fefd133c2beb
CMSSW: CMSSW_15_1_X_2025-06-05-1100/el8_amd64_gcc12
Additional Tests: CUDA,ROCM
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/47984/46566/install.sh to create a dev area with all the needed externals and cmssw changes.
Comparison Summary
Summary:
- You potentially removed 3 lines from the logs
- Reco comparison results: 5 differences found in the comparisons
- DQMHistoTests: Total files compared: 50
- DQMHistoTests: Total histograms compared: 4048495
- DQMHistoTests: Total failures: 28
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 4048447
- DQMHistoTests: Total skipped: 20
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0.0 KiB( 49 files compared)
- Checked 215 log files, 184 edm output root files, 50 DQM output files
- TriggerResults: no differences found
CUDA Comparison Summary
Summary:
- No significant changes to the logs found
- Reco comparison results: 71 differences found in the comparisons
- DQMHistoTests: Total files compared: 7
- DQMHistoTests: Total histograms compared: 53211
- DQMHistoTests: Total failures: 3768
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 49443
- DQMHistoTests: Total skipped: 0
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0.0 KiB( 6 files compared)
- Checked 24 log files, 30 edm output root files, 7 DQM output files
- TriggerResults: no differences found
ROCM Comparison Summary
Summary:
- No significant changes to the logs found
- Reco comparison results: 25 differences found in the comparisons
- DQMHistoTests: Total files compared: 7
- DQMHistoTests: Total histograms compared: 53211
- DQMHistoTests: Total failures: 4270
- DQMHistoTests: Total nulls: 0
- DQMHistoTests: Total successes: 48941
- DQMHistoTests: Total skipped: 0
- DQMHistoTests: Total Missing objects: 0
- DQMHistoSizes: Histogram memory added: 0.0 KiB( 6 files compared)
- Checked 24 log files, 30 edm output root files, 7 DQM output files
+code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/45083
- Found files with invalid states:
- PhysicsTools/PyTorch/models/aot_regression_model_cpu_el9_amd64_gcc12.pt2:
- Added: 185f42016f77f8856bed97a450da41e024220be8
- Deleted: ee72386c7d21ded2af4e6ce48373b523e49e5acf
- PhysicsTools/PyTorch/models/aot_regression_model_cuda_el9_amd64_gcc12.pt2:
- Added: 185f42016f77f8856bed97a450da41e024220be8
- Deleted: ee72386c7d21ded2af4e6ce48373b523e49e5acf
- PhysicsTools/PyTorch/test/testModel.cc:
- Added: 185f42016f77f8856bed97a450da41e024220be8
- Modified: a4211a07e56eabeb7aaaa570d28cf2973346872a
- Deleted: e63dec03beb23eb5ee50ea7b2db2fefd133c2beb
- PhysicsTools/PyTorch/models/aot_regression_model_cpu_el9_amd64_gcc12.pt2:
Pull request #47984 was updated. @cmsbuild, @valsdav, @y19y19 can you please check and sign again.
+code-checks
Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-47984/45085
Pull request #47984 was updated. @cmsbuild, @valsdav, @y19y19 can you please check and sign again.