#MPI for Torch
MPICH: www.mpich.org, mvapich.cse.ohio-state.edu,
OPENMPI: www.open-mpi.org
You should install the MPI to MPI_PREFIX
(redefine it), and make sure ${MPI_PREFIX}/bin/mpicc
and ${MPI_PREFIX}/bin/mpicxx
work.
git clone https://github.com/sixin-zh/mpiT
cd mpiT
For MPICH and MVAPICH
luarocks make mpit-mvapich-1.rockspec
For OPENMPI (differ in the .so to link)
luarocks make mpit-openmpi-1.rockspec
mpirun -np 2 th test.lua
cd asyncsgd
test Torch on CPU
th claunch.lua
test Torch on GPU
th glaunch.lua
test the bandwidth
mpirun -np 4 th ptest.lua
the parallel mnist training using downpour or easgd on 6 CPUs and 6 GPUs
mpirun -np 12 th mlaunch.lua
- Set usec default to be 0 in
mpiT.co_wait
to improve IO throughput. - Correct off-by-one error in pClient_init, thanks to Zheng Xu (xuzhustc@gmail.com). See #16.
- BiCNN is supported by Minwei Feng (mfeng@us.ibm.com).
- The implementation of msgd, downpour, easgd and eamsgd is added.
- The starting offset in pclient.lua is set to 1 rather than 0, for current Torch7's support.
- Use
mpiT.Cancel
to release the buffer ownership on io stop inmpiT.aio_read
andmpiT.aio_recv
. - To run mpiT with cuda support, configure and install MPI with cuda support and add MPI library path to environment variable
LD_LIBRARY_PATH=${MPI_PREFIX}/lib:$LD_LIBRARY_PATH
Sixin Zhang, Anna Choromanska, Yann LeCun. Deep learning with Elastic Averaging SGD. In Neural Information Processing Systems, 2015
Releasing under an Apache-2.0 license.