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    Hi Victor,<br>
    <br>
    Thanks a lot!<br>
    What should we do to get new version?<br>
    <br>
    Regards,<br>
    Alexander<br>
    <br>
    On 10.05.2011 02:02, Victor Minden wrote:
    <blockquote
      cite="mid:BANLkTimMQ+GerH_SB4HQXhKAOQq_c8=Oxg@mail.gmail.com"
      type="cite">I believe I've resolved this issue.
      <div><br>
      </div>
      <div>Cheers,</div>
      <div><br>
      </div>
      <div>Victor<br clear="all">
        ---<br>
        Victor L. Minden<br>
        <br>
        Tufts University<br>
        School of Engineering<br>
        Class of 2012<br>
        <br>
        <br>
        <div class="gmail_quote">On Sun, May 8, 2011 at 5:26 PM, Victor
          Minden <span dir="ltr"><<a moz-do-not-send="true"
              href="mailto:victorminden@gmail.com">victorminden@gmail.com</a>></span>
          wrote:<br>
          <blockquote class="gmail_quote" style="margin: 0pt 0pt 0pt
            0.8ex; border-left: 1px solid rgb(204, 204, 204);
            padding-left: 1ex;">
            Barry,<br>
            <br>
            I can verify this on breadboard now,<br>
            <br>
            with two processes, cuda<br>
            <br>
            minden@bb45:~/petsc-dev/src/snes/examples/tutorials$<br>
            /home/balay/soft/mvapich2-1.5-lucid/bin/mpiexec.hydra
            -machinefile<br>
            /home/balay/machinefile -n 2 ./ex47cu -da_grid_x 65535
            -log_summary<br>
            -snes_monitor -ksp_monitor -da_vec_type cusp<br>
            <div class="im">  0 SNES Function norm 3.906279802209e-03<br>
                 0 KSP Residual norm 5.994156809227e+00<br>
                 1 KSP Residual norm 5.927247846249e-05<br>
               1 SNES Function norm 3.906225077938e-03<br>
                 0 KSP Residual norm 5.993813868985e+00<br>
                 1 KSP Residual norm 5.927575078206e-05<br>
            </div>
            <div class="im">terminate called after throwing an instance
              of 'thrust::system::system_error'<br>
               what():  invalid device pointer<br>
              terminate called after throwing an instance of
              'thrust::system::system_error'<br>
               what():  invalid device pointer<br>
            </div>
            Aborted (signal 6)<br>
            <br>
            <br>
            <br>
            Without cuda<br>
            <br>
            minden@bb45:~/petsc-dev/src/snes/examples/tutorials$<br>
            /home/balay/soft/mvapich2-1.5-lucid/bin/mpiexec.hydra
            -machinefile<br>
            /home/balay/machinefile -n 2 ./ex47cu -da_grid_x 65535
            -log_summary<br>
            <div class="im">-snes_monitor -ksp_monitor<br>
               0 SNES Function norm 3.906279802209e-03<br>
                 0 KSP Residual norm 5.994156809227e+00<br>
                 1 KSP Residual norm 3.538158441448e-04<br>
                 2 KSP Residual norm 3.124431921666e-04<br>
                 3 KSP Residual norm 4.109213410989e-06<br>
               1 SNES Function norm 7.201017610490e-04<br>
                 0 KSP Residual norm 3.317803708316e-02<br>
                 1 KSP Residual norm 2.447380361169e-06<br>
                 2 KSP Residual norm 2.164193969957e-06<br>
                 3 KSP Residual norm 2.124317398679e-08<br>
               2 SNES Function norm <a moz-do-not-send="true"
                href="tel:1.7196789348" value="+17196789348">1.7196789348</a>25e-05<br>
                 0 KSP Residual norm <a moz-do-not-send="true"
                href="tel:1.6515864531" value="+16515864531">1.6515864531</a>43e-06<br>
                 1 KSP Residual norm 2.037037536868e-08<br>
                 2 KSP Residual norm 1.109736798274e-08<br>
                 3 KSP Residual norm <a moz-do-not-send="true"
                href="tel:1.8572187721" value="+18572187721">1.8572187721</a>56e-12<br>
               3 SNES Function norm 1.159391068583e-09<br>
                 0 KSP Residual norm 3.116936044619e-11<br>
                 1 KSP Residual norm 1.366503312678e-12<br>
                 2 KSP Residual norm 6.598477672192e-13<br>
                 3 KSP Residual norm 5.306147277879e-17<br>
               4 SNES Function norm 2.202297235559e-10<br>
              <br>
            </div>
            Note the repeated norms when using cuda.  Looks like I'll
            have to take<br>
            a closer look at this.<br>
            <br>
            -Victor<br>
            <br>
            ---<br>
            Victor L. Minden<br>
            <br>
            Tufts University<br>
            School of Engineering<br>
            Class of 2012<br>
            <div>
              <div class="h5"><br>
                <br>
                <br>
                On Thu, May 5, 2011 at 2:57 PM, Barry Smith <<a
                  moz-do-not-send="true"
                  href="mailto:bsmith@mcs.anl.gov">bsmith@mcs.anl.gov</a>>
                wrote:<br>
                ><br>
                > Alexander<br>
                ><br>
                >    Thank you for the sample code; it will be very
                useful.<br>
                ><br>
                >    We have run parallel jobs with CUDA where each
                node has only a single MPI process and uses a single GPU
                without the crash that you get below. I cannot explain
                why it would not work in your situation. Do you have
                access to two nodes each with a GPU so you could try
                that?<br>
                ><br>
                >   It is crashing in a delete of a<br>
                ><br>
                > struct  _p_PetscCUSPIndices {<br>
                >  CUSPINTARRAYCPU indicesCPU;<br>
                >  CUSPINTARRAYGPU indicesGPU;<br>
                > };<br>
                ><br>
                > where
                cusp::array1d<PetscInt,cusp::device_memory><br>
                ><br>
                > thus it is crashing after it has completed actually
                doing the computation. If you run with -snes_monitor
                -ksp_monitor with and without the -da_vec_type cusp on 2
                processes what do you get for output in the two cases? I
                want to see if it is running correctly on two processes?<br>
                ><br>
                > Could the crash be due to memory corruption
                sometime doing the computation?<br>
                ><br>
                ><br>
                >   Barry<br>
                ><br>
                ><br>
                ><br>
                ><br>
                ><br>
                > On May 5, 2011, at 3:38 AM, Alexander Grayver
                wrote:<br>
                ><br>
                >> Hello!<br>
                >><br>
                >> We work with petsc-dev branch and <a
                  moz-do-not-send="true" href="http://ex47cu.cu"
                  target="_blank">ex47cu.cu</a> example. Our platform is<br>
                >> Intel Quad processor and 8 identical Tesla
                GPUs. CUDA 3.2 toolkit is<br>
                >> installed.<br>
                >> Ideally we would like to make petsc working in
                a multi-GPU way within<br>
                >> just one node so that different GPUs could be
                attached to different<br>
                >> processes.<br>
                >> Since it's not possible within current PETSc
                implementation we created a<br>
                >> preload library (see LD_PRELOAD for details)
                for CUBLAS function<br>
                >> cublasInit().<br>
                >> When PETSc calls this function our library gets
                control and we assign<br>
                >> GPUs according to rank within MPI communicator,
                then we call original<br>
                >> cublasInit().<br>
                >> This preload library is very simple, see
                petsc_mgpu.c attached.<br>
                >> This trick makes each process to have its own
                context and ideally all<br>
                >> computations should be distributed over several
                GPUs.<br>
                >><br>
                >> We managed to build petsc and example (see
                makefile attached) and we<br>
                >> tested it as follows:<br>
                >><br>
                >> [agraiver@tesla-cmc new]$ ./lapexp -da_grid_x
                65535 -info > cpu_1process.out<br>
                >> [agraiver@tesla-cmc new]$ mpirun -np 2 ./lapexp
                -da_grid_x 65535 -info ><br>
                >> cpu_2processes.out<br>
                >> [agraiver@tesla-cmc new]$ ./lapexp -da_grid_x
                65535 -da_vec_type cusp<br>
                >> -info > gpu_1process.out<br>
                >> [agraiver@tesla-cmc new]$ mpirun -np 2 ./lapexp
                -da_grid_x 65535<br>
                >> -da_vec_type cusp -info > gpu_2processes.out<br>
                >><br>
                >> Everything except last configuration works
                well. The last one crashes<br>
                >> with the following exception and callstack:<br>
                >> terminate called after throwing an instance of<br>
                >> 'thrust::system::system_error'<br>
                >>   what():  invalid device pointer<br>
                >> [tesla-cmc:15549] *** Process received signal
                ***<br>
                >> [tesla-cmc:15549] Signal: Aborted (6)<br>
                >> [tesla-cmc:15549] Signal code:  (-6)<br>
                >> [tesla-cmc:15549] [ 0] /lib64/libpthread.so.0()
                [0x3de540eeb0]<br>
                >> [tesla-cmc:15549] [ 1]
                /lib64/libc.so.6(gsignal+0x35) [0x3de50330c5]<br>
                >> [tesla-cmc:15549] [ 2]
                /lib64/libc.so.6(abort+0x186) [0x3de5034a76]<br>
                >> [tesla-cmc:15549] [ 3]<br>
                >>
/opt/llvm/dragonegg/lib64/libstdc++.so.6(_ZN9__gnu_cxx27__verbose_terminate_handlerEv+0x11d)<br>
                >> [0x7f0d3530b95d]<br>
                >> [tesla-cmc:15549] [ 4]<br>
                >>
                /opt/llvm/dragonegg/lib64/libstdc++.so.6(+0xb7b76)
                [0x7f0d35309b76]<br>
                >> [tesla-cmc:15549] [ 5]<br>
                >>
                /opt/llvm/dragonegg/lib64/libstdc++.so.6(+0xb7ba3)
                [0x7f0d35309ba3]<br>
                >> [tesla-cmc:15549] [ 6]<br>
                >>
                /opt/llvm/dragonegg/lib64/libstdc++.so.6(+0xb7cae)
                [0x7f0d35309cae]<br>
                >> [tesla-cmc:15549] [ 7]<br>
                >>
./lapexp(_ZN6thrust6detail6device4cuda4freeILj0EEEvNS_10device_ptrIvEE+0x69)<br>
                >> [0x426320]<br>
                >> [tesla-cmc:15549] [ 8]<br>
                >>
./lapexp(_ZN6thrust6detail6device8dispatch4freeILj0EEEvNS_10device_ptrIvEENS0_21cuda_device_space_tagE+0x2b)<br>
                >> [0x4258b2]<br>
                >> [tesla-cmc:15549] [ 9]<br>
                >>
                ./lapexp(_ZN6thrust11device_freeENS_10device_ptrIvEE+0x2f)
                [0x424f78]<br>
                >> [tesla-cmc:15549] [10]<br>
                >>
/opt/openmpi_gcc-1.4.3/lib/libpetsc.so(_ZN6thrust23device_malloc_allocatorIiE10deallocateENS_10device_ptrIiEEm+0x33)<br>
                >> [0x7f0d36aeacff]<br>
                >> [tesla-cmc:15549] [11]<br>
                >>
/opt/openmpi_gcc-1.4.3/lib/libpetsc.so(_ZN6thrust6detail18contiguous_storageIiNS_23device_malloc_allocatorIiEEE10deallocateEv+0x6e)<br>
                >> [0x7f0d36ae8e78]<br>
                >> [tesla-cmc:15549] [12]<br>
                >>
/opt/openmpi_gcc-1.4.3/lib/libpetsc.so(_ZN6thrust6detail18contiguous_storageIiNS_23device_malloc_allocatorIiEEED1Ev+0x19)<br>
                >> [0x7f0d36ae75f7]<br>
                >> [tesla-cmc:15549] [13]<br>
                >>
/opt/openmpi_gcc-1.4.3/lib/libpetsc.so(_ZN6thrust6detail11vector_baseIiNS_23device_malloc_allocatorIiEEED1Ev+0x52)<br>
                >> [0x7f0d36ae65f4]<br>
                >> [tesla-cmc:15549] [14]<br>
                >>
/opt/openmpi_gcc-1.4.3/lib/libpetsc.so(_ZN4cusp7array1dIiN6thrust6detail21cuda_device_space_tagEED1Ev+0x18)<br>
                >> [0x7f0d36ae5c2e]<br>
                >> [tesla-cmc:15549] [15]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(_ZN19_p_PetscCUSPIndicesD1Ev+0x1d)
                [0x7f0d3751e45f]<br>
                >> [tesla-cmc:15549] [16]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(PetscCUSPIndicesDestroy+0x20f)<br>
                >> [0x7f0d3750c840]<br>
                >> [tesla-cmc:15549] [17]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(VecScatterDestroy_PtoP+0x1bc8)<br>
                >> [0x7f0d375af8af]<br>
                >> [tesla-cmc:15549] [18]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(VecScatterDestroy+0x586)<br>
                >> [0x7f0d375e9ddf]<br>
                >> [tesla-cmc:15549] [19]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(MatDestroy_MPIAIJ+0x49f)<br>
                >> [0x7f0d37191d24]<br>
                >> [tesla-cmc:15549] [20]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(MatDestroy+0x546)
                [0x7f0d370d54fe]<br>
                >> [tesla-cmc:15549] [21]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(SNESReset+0x5d1)
                [0x7f0d3746fac3]<br>
                >> [tesla-cmc:15549] [22]<br>
                >>
                /opt/openmpi_gcc-1.4.3/lib/libpetsc.so(SNESDestroy+0x4b8)
                [0x7f0d37470210]<br>
                >> [tesla-cmc:15549] [23] ./lapexp(main+0x5ed)
                [0x420745]<br>
                >><br>
                >> I've sent all detailed output files for
                different execution<br>
                >> configuration listed above as well as
                configure.log and make.log to<br>
                >> <a moz-do-not-send="true"
                  href="mailto:petsc-maint@mcs.anl.gov">petsc-maint@mcs.anl.gov</a>
                hoping that someone could recognize the problem.<br>
                >> Now we have one node with multi-GPU, but I'm
                also wondering if someone<br>
                >> really tested usage of GPU functionality over
                several nodes with one GPU<br>
                >> each?<br>
                >><br>
                >> Regards,<br>
                >> Alexander<br>
                >><br>
                >>
                <petsc_mgpu.c><makefile.txt><configure.log><br>
                ><br>
                ><br>
              </div>
            </div>
          </blockquote>
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