Python wrapper for dynamically loaded ScaLAPACK and BLACS libraries
Project description
Dynamic ScaLAPACK wrapper for Python
Python wrapper for dynamically loaded ScaLAPACK and BLACS libraries
from scalapack4py import ScaLAPACK4py, parprint, ordprint
from ctypes import cast, py_object, CDLL, RTLD_GLOBAL
scalapack_lib = CDLL('libscalapack-openmpi.so.2.0', mode=RTLD_GLOBAL)
sl = ScaLAPACK4py(scalapack_lib)
descr = sl.wrap_blacs_desc(descr)
locshape = (descr.locrow, descr.loccol)
data = np.ctypeslib.as_array(data, shape=locshape)
sl.scatter(data_src, descr, data)
Or
# run as: mpiexec -n 2 python3 -u test_scatter_complex.py
import numpy as np, os
from mpi4py import MPI
from scalapack4py import ScaLAPACK4py
from ctypes import CDLL, RTLD_GLOBAL, POINTER, c_int, c_double
sl = ScaLAPACK4py(CDLL('libscalapack-openmpi.so.2.0', mode=RTLD_GLOBAL))
n = 5
dtype=np.complex128
a = np.arange(n*n, dtype=dtype).reshape((n,n), order='F') * (MPI.COMM_WORLD.rank+1) if MPI.COMM_WORLD.rank==0 else None
print (a)
MP, NP = 2,1
ctx = sl.make_blacs_context(sl.get_default_system_context(), MP, NP)
descr = sl.make_blacs_desc(ctx, n, n)
print("descr", descr, descr.locrow, descr.loccol)
b = np.zeros((descr.locrow, descr.loccol), dtype=dtype)
sl.scatter_numpy(a, POINTER(c_int)(descr), b.ctypes.data_as(POINTER(c_double)), b.dtype)
print (b)
c = sl.gather_numpy(POINTER(c_int)(descr), b, (n, n))
print (c)
A streamlined interface to scalapack4py is provided by NPScal, which replicates many of the arithmatic operators implemented for ndarrays
from numpy.random import RandomState
from scalapack4py.scalapack4py import ScaLAPACK4py
from scalapack4py.npscal import NPScal
from scalapack4py.npscal import CTXT_Register, DESCR_Register, BLACSDESCRManager, BLACSContextManager
from scalapack4py.npscal.index_utils.npscal_select import diag
from scalapack4py.npscal.utils import find_squarest_grid
from mpi4py import MPI
from ctypes import RTLD_GLOBAL, POINTER, c_int, c_double, CDLL
import numpy as np
import os
sl = ScaLAPACK4py(CDLL(scalapack_libpath, mode=RTLD_GLOBAL))
n = 16
dtype=np.float64
b = np.arange(n*n, dtype=dtype).reshape((n,n))
dist_b = NPScal(gl_array=b, ctxt_tag="main", descr_tag="default", lib=sl)
b_matmul = b @ b
dist_b_matmul = dist_b @ dist_b
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