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Include Eigen API from NMODL : Eigen OpenACC compatibility issues#624

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Sep 7, 2021
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Include Eigen API from NMODL : Eigen OpenACC compatibility issues#624
pramodk merged 14 commits into
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kotsalos/eigen_api_nmodl

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@kotsaloscv kotsaloscv commented Aug 30, 2021

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Include Eigen API from NMODL : Eigen OpenACC compatibility issues

CI_BRANCHES:SPACK_BRANCH=pramodk/eigen-bbp-version,

@kotsaloscv kotsaloscv requested a review from pramodk August 30, 2021 15:00
Comment thread coreneuron/CMakeLists.txt Outdated
@pramodk pramodk marked this pull request as draft August 30, 2021 15:06

@iomaganaris iomaganaris left a comment

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LGTM
We should just update the NMODL submodule when the corresponding PR is merged in NMODL

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pramodk commented Sep 6, 2021

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Just to note, locally I see:

[ 96%] Building CUDA object external/coreneuron/coreneuron/CMakeFiles/coreneuron.dir/__/__/__/include/partial_piv_lu/partial_piv_lu.cu.o
cd /gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/external/coreneuron/coreneuron && /gpfs/bbp.cscs.ch/ssd/apps/hpc/jenkins/deploy/externals/2021-01-06/linux-rhel7-x86_64/gcc-9.3.0/cuda-11.0.2-kb4wci/bin/nvcc  -DCORENEURON_BUILD -DCORENEURON_CUDA_PROFILING -DCORENEURON_ENABLE_GPU -DDISABLE_HOC_EXP -DEIGEN_DONT_VECTORIZE=1 -DENABLE_SPLAYTREE_QUEUING -DHAVE_MALLOC_H -DLAYOUT=0 -DMPICH_SKIP_MPICXX=1 -DMPI_NO_CPPBIND=1 -DNRNMPI=1 -DOMPI_SKIP_MPICXX=1 -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron/coreneuron/utils/randoms -I/gpfs/bbp.cscs.ch/ssd/apps/hpc/jenkins/deploy/externals/2021-01-06/linux-rhel7-x86_64/gcc-9.3.0/hpe-mpi-2.22.hmpt-r52ypu/include -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/external/coreneuron/coreneuron -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/coreneuron -isystem=/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron/external/Random123/include -isystem=/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron/external/CLI11/include  --generate-code=arch=compute_60,code=[compute_60,sm_60] --generate-code=arch=compute_70,code=[compute_70,sm_70] --expt-relaxed-constexpr -O2 -g -DNDEBUG -Xcompiler=-fPIC   -x cu -dc /gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/partial_piv_lu/partial_piv_lu.cu -o CMakeFiles/coreneuron.dir/__/__/__/include/partial_piv_lu/partial_piv_lu.cu.o
/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/partial_piv_lu/partial_piv_lu.cu(12): warning: a __host__ function("partialPivLu") redeclared with __host__ __device__, hence treated as a __host__ __device__ function

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/partial_piv_lu/partial_piv_lu.cu(12): warning: a __host__ function("partialPivLu") redeclared with __host__ __device__, hence treated as a __host__ __device__ function

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

pramodk pushed a commit to BlueBrain/nmodl that referenced this pull request Sep 6, 2021
* Two factors contribute to the above solution:
   - New eigen branch (version 3.5 and above). Currently we are
      using a mirrored version of Eigen in BlueBrain organisation
      https://github.com/BlueBrain/eigen/releases/tag/v3.5-alpha
   - An API that makes possible to call any Eigen `__device__` 
      function from within OpenACC regions.
* More details: Eigen-3.5+ provides better GPU support; however,
   some functions cannot be called directly from within OpenACC regions.
   Therefore, we need to wrap them in a special API (decorate them with 
    `__device__` & `acc routine` tokens), which allows us to eventually call
    them from OpenACC. Calling these functions from CUDA kernels presents
    no issue.
*  From #726: Avoid use `[]` operator with eigen Matrix objects. This results
    into runtime error with OpenACC and PGI compiler.
* Note that this should works in combination with BlueBrain/CoreNeuron/pull/624

fixes #311 
fixes #135
@pramodk pramodk marked this pull request as ready for review September 6, 2021 17:09

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LGTM

@pramodk pramodk closed this Sep 6, 2021
@pramodk pramodk reopened this Sep 6, 2021
@pramodk pramodk closed this Sep 6, 2021
@pramodk pramodk reopened this Sep 6, 2021
@kotsaloscv

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Just to note, locally I see:

[ 96%] Building CUDA object external/coreneuron/coreneuron/CMakeFiles/coreneuron.dir/__/__/__/include/partial_piv_lu/partial_piv_lu.cu.o
cd /gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/external/coreneuron/coreneuron && /gpfs/bbp.cscs.ch/ssd/apps/hpc/jenkins/deploy/externals/2021-01-06/linux-rhel7-x86_64/gcc-9.3.0/cuda-11.0.2-kb4wci/bin/nvcc  -DCORENEURON_BUILD -DCORENEURON_CUDA_PROFILING -DCORENEURON_ENABLE_GPU -DDISABLE_HOC_EXP -DEIGEN_DONT_VECTORIZE=1 -DENABLE_SPLAYTREE_QUEUING -DHAVE_MALLOC_H -DLAYOUT=0 -DMPICH_SKIP_MPICXX=1 -DMPI_NO_CPPBIND=1 -DNRNMPI=1 -DOMPI_SKIP_MPICXX=1 -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron/coreneuron/utils/randoms -I/gpfs/bbp.cscs.ch/ssd/apps/hpc/jenkins/deploy/externals/2021-01-06/linux-rhel7-x86_64/gcc-9.3.0/hpe-mpi-2.22.hmpt-r52ypu/include -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/external/coreneuron/coreneuron -I/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/coreneuron -isystem=/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron/external/Random123/include -isystem=/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/external/coreneuron/external/CLI11/include  --generate-code=arch=compute_60,code=[compute_60,sm_60] --generate-code=arch=compute_70,code=[compute_70,sm_70] --expt-relaxed-constexpr -O2 -g -DNDEBUG -Xcompiler=-fPIC   -x cu -dc /gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/partial_piv_lu/partial_piv_lu.cu -o CMakeFiles/coreneuron.dir/__/__/__/include/partial_piv_lu/partial_piv_lu.cu.o
/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/partial_piv_lu/partial_piv_lu.cu(12): warning: a __host__ function("partialPivLu") redeclared with __host__ __device__, hence treated as a __host__ __device__ function

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/partial_piv_lu/partial_piv_lu.cu(12): warning: a __host__ function("partialPivLu") redeclared with __host__ __device__, hence treated as a __host__ __device__ function

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(223): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(233): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __host__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(248): warning: __device__ annotation is ignored on a function("DenseStorage") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __host__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

/gpfs/bbp.cscs.ch/home/kumbhar/workarena/systems/bbpv/repos/bbp/nrn/build_gpu_nmodl/include/Eigen/src/Core/DenseStorage.h(249): warning: __device__ annotation is ignored on a function("operator=") that is explicitly defaulted on its first declaration

@pramodk : I confirm this. I see these warnings as well but I do not think that we have to worry about them for now. I think that once we update to Eigen 3.5 (official release) all these will disappear.

@pramodk

pramodk commented Sep 7, 2021

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@pramodk : I confirm this. I see these warnings as well but I do not think that we have to worry about them for now. I think that once we update to Eigen 3.5 (official release) all these will disappear.

If these are supposed to be treated as "safe", is there way to disable them? (thinking from end user perspective, to avoid confusion )

@pramodk pramodk merged commit 2b3e746 into master Sep 7, 2021
@pramodk pramodk deleted the kotsalos/eigen_api_nmodl branch September 7, 2021 14:15
pramodk pushed a commit to neuronsimulator/nrn that referenced this pull request Nov 2, 2022
…ueBrain/CoreNeuron#624)

* Resolve Eigen-OpenACC compatibility issues
   - See the changes done in NMODL: BlueBrain/nmodl/pull/728
* As part of this PR we now build `partial_piv_lu.cu` from NMODL
* Some CUDA warnings are suppressed because they are assumed
   safe and can be ignored by end users.
* Update README to fix code examples

CoreNEURON Repo SHA: BlueBrain/CoreNeuron@2b3e746
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