First draft of SHTs in Python wrapper
This commit is contained in:
parent
c680bbb2e5
commit
48e213151a
7 changed files with 397 additions and 17 deletions
11
Makefile
11
Makefile
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@ -62,9 +62,10 @@ perftest: compile_all
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genclean:
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rm libsharp/sharp_legendre.c || exit 0
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pytest:
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rm python/libsharp/libsharp.so || exit 0
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cd python && LIBSHARP_INCLUDE=$(INCDIR) LIBSHARP_LIB=$(LIBDIR) python setup.py build_ext --inplace
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cd python && nosetests libsharp
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python/libsharp/libsharp.so: python/libsharp/libsharp.pyx $(LIB_libsharp)
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cython $<
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$(CC) -fPIC `python-config --cflags` -I$(INCDIR) -o python/libsharp/libsharp.o -c python/libsharp/libsharp.c
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$(CL) -shared python/libsharp/libsharp.o -L$(LIBDIR) -lsharp -lfftpack -lc_utils `python-config --libs` -o $@
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pytest: python/libsharp/libsharp.so
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cd python && nosetests --nocapture libsharp/tests/test_sht.py
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@ -992,4 +992,29 @@ int sharp_nv_oracle (sharp_jobtype type, int spin, int ntrans)
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#ifdef USE_MPI
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#include "sharp_mpi.c"
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int sharp_execute_mpi_maybe (void *pcomm, sharp_jobtype type, int spin,
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void *alm, void *map, const sharp_geom_info *geom_info,
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const sharp_alm_info *alm_info, int ntrans, int flags, double *time,
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unsigned long long *opcnt)
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{
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MPI_Comm comm = *(MPI_Comm*)pcomm;
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sharp_execute_mpi((MPI_Comm)comm, type, spin, alm, map, geom_info, alm_info, ntrans,
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flags, time, opcnt);
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return 0;
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}
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#else
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int sharp_execute_mpi_maybe (void *pcomm, sharp_jobtype type, int spin,
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void *alm, void *map, const sharp_geom_info *geom_info,
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const sharp_alm_info *alm_info, int ntrans, int flags, double *time,
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unsigned long long *opcnt)
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{
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/* Suppress unused warning: */
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(void)pcomm; (void)type; (void)spin; (void)alm; (void)map; (void)geom_info;
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(void)alm_info; (void)ntrans; (void)flags; (void)time; (void)opcnt;
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return SHARP_ERROR_NO_MPI;
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}
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#endif
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@ -239,6 +239,30 @@ void sharp_execute (sharp_jobtype type, int spin, void *alm, void *map,
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void sharp_set_chunksize_min(int new_chunksize_min);
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void sharp_set_nchunks_max(int new_nchunks_max);
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typedef enum { SHARP_ERROR_NO_MPI = 1,
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/*!< libsharp not compiled with MPI support */
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} sharp_errors;
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/*! Works like sharp_execute_mpi, but is always present whether or not libsharp
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is compiled with USE_MPI. This is primarily useful for wrapper code etc.
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Note that \a pcomm has the type MPI_Comm*, except we declare void* to avoid
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pulling in MPI headers. I.e., the comm argument of sharp_execute_mpi
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is *(MPI_Comm*)pcomm.
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Other parameters are the same as sharp_execute_mpi.
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Returns 0 if successful, or SHARP_ERROR_NO_MPI if MPI is not available
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(in which case nothing is done).
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*/
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int sharp_execute_mpi_maybe (void *pcomm, sharp_jobtype type, int spin,
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void *alm, void *map, const sharp_geom_info *geom_info,
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const sharp_alm_info *alm_info, int ntrans, int flags, double *time,
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unsigned long long *opcnt);
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/*! \} */
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#ifdef __cplusplus
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79
python/libsharp/libsharp.pxd
Normal file
79
python/libsharp/libsharp.pxd
Normal file
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@ -0,0 +1,79 @@
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cdef extern from "sharp.h":
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ctypedef long ptrdiff_t
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void sharp_legendre_transform_s(float *bl, float *recfac, ptrdiff_t lmax, float *x,
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float *out, ptrdiff_t nx)
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void sharp_legendre_transform(double *bl, double *recfac, ptrdiff_t lmax, double *x,
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double *out, ptrdiff_t nx)
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void sharp_legendre_transform_recfac(double *r, ptrdiff_t lmax)
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void sharp_legendre_transform_recfac_s(float *r, ptrdiff_t lmax)
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void sharp_legendre_roots(int n, double *x, double *w)
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# sharp_lowlevel.h
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ctypedef struct sharp_alm_info:
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pass
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ctypedef struct sharp_geom_info:
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pass
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void sharp_make_alm_info (int lmax, int mmax, int stride,
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ptrdiff_t *mvstart, sharp_alm_info **alm_info)
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void sharp_make_geom_info (int nrings, int *nph, ptrdiff_t *ofs,
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int *stride, double *phi0, double *theta,
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double *wgt, sharp_geom_info **geom_info)
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void sharp_destroy_alm_info(sharp_alm_info *info)
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void sharp_destroy_geom_info(sharp_geom_info *info)
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ptrdiff_t sharp_map_size(sharp_geom_info *info)
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ptrdiff_t sharp_alm_count(sharp_alm_info *self);
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ctypedef enum sharp_jobtype:
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SHARP_YtW
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SHARP_Yt
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SHARP_WY
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SHARP_Y
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ctypedef enum:
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SHARP_DP
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SHARP_ADD
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void sharp_execute(sharp_jobtype type_,
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int spin,
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void *alm,
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void *map,
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sharp_geom_info *geom_info,
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sharp_alm_info *alm_info,
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int ntrans,
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int flags,
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double *time,
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unsigned long long *opcnt) nogil
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ctypedef enum:
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SHARP_ERROR_NO_MPI
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int sharp_execute_mpi_maybe (void *pcomm, sharp_jobtype type, int spin,
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void *alm, void *map, sharp_geom_info *geom_info,
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sharp_alm_info *alm_info, int ntrans, int flags, double *time,
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unsigned long long *opcnt) nogil
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cdef extern from "sharp_geomhelpers.h":
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void sharp_make_subset_healpix_geom_info(
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int nside, int stride, int nrings,
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int *rings, double *weight, sharp_geom_info **geom_info)
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void sharp_make_gauss_geom_info(
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int nrings, int nphi, double phi0,
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int stride_lon, int stride_lat, sharp_geom_info **geom_info)
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cdef extern from "sharp_almhelpers.h":
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void sharp_make_triangular_alm_info (int lmax, int mmax, int stride,
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sharp_alm_info **alm_info)
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void sharp_make_rectangular_alm_info (int lmax, int mmax, int stride,
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sharp_alm_info **alm_info)
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void sharp_make_mmajor_real_packed_alm_info (int lmax, int stride,
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int nm, const int *ms, sharp_alm_info **alm_info)
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@ -1,17 +1,8 @@
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import numpy as np
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__all__ = ['legendre_transform', 'legendre_roots']
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cdef extern from "sharp.h":
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ctypedef long ptrdiff_t
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void sharp_legendre_transform_s(float *bl, float *recfac, ptrdiff_t lmax, float *x,
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float *out, ptrdiff_t nx)
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void sharp_legendre_transform(double *bl, double *recfac, ptrdiff_t lmax, double *x,
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double *out, ptrdiff_t nx)
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void sharp_legendre_transform_recfac(double *r, ptrdiff_t lmax)
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void sharp_legendre_transform_recfac_s(float *r, ptrdiff_t lmax)
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void sharp_legendre_roots(int n, double *x, double *w)
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__all__ = ['legendre_transform', 'legendre_roots', 'sht', 'synthesis', 'adjoint_synthesis',
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'analysis', 'adjoint_analysis', 'healpix_grid', 'triangular_order', 'rectangular_order',
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'packed_real_order']
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def legendre_transform(x, bl, out=None):
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@ -54,3 +45,198 @@ def legendre_roots(n):
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if n > 0:
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sharp_legendre_roots(n, &x_buf[0], &w_buf[0])
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return x, w
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JOBTYPE_TO_CONST = {
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'Y': SHARP_Y,
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'Yt': SHARP_Yt,
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'WY': SHARP_WY,
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'YtW': SHARP_YtW
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}
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def sht(jobtype, geom_info ginfo, alm_info ainfo, double[::1] input,
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int spin=0, comm=None, add=False):
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cdef void *comm_ptr
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cdef int flags = SHARP_DP | (SHARP_ADD if add else 0)
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cdef double *palm
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cdef double *pmap
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cdef int r
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cdef sharp_jobtype jobtype_i
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cdef double[::1] output_buf
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try:
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jobtype_i = JOBTYPE_TO_CONST[jobtype]
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except KeyError:
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raise ValueError('jobtype must be one of: %s' % ', '.join(sorted(JOBTYPE_TO_CONST.keys())))
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if jobtype_i == SHARP_Y or jobtype_i == SHARP_WY:
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output = np.empty(ginfo.local_size(), dtype=np.float64)
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output_buf = output
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pmap = &output_buf[0]
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palm = &input[0]
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else:
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output = np.empty(ainfo.local_size(), dtype=np.float64)
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output_buf = output
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pmap = &input[0]
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palm = &output_buf[0]
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if comm is None:
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with nogil:
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sharp_execute (
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jobtype_i,
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geom_info=ginfo.ginfo, alm_info=ainfo.ainfo,
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spin=spin, alm=&palm, map=&pmap,
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ntrans=1, flags=flags, time=NULL, opcnt=NULL)
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else:
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from mpi4py import MPI
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if not isinstance(comm, MPI.Comm):
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raise TypeError('comm must be an mpi4py communicator')
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comm_ptr = <void*><size_t>MPI._addressof(comm)
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with nogil:
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r = sharp_execute_mpi_maybe (
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comm_ptr, jobtype_i,
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geom_info=ginfo.ginfo, alm_info=ainfo.ainfo,
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spin=spin, alm=&palm, map=&pmap,
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ntrans=1, flags=flags, time=NULL, opcnt=NULL)
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if r == SHARP_ERROR_NO_MPI:
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raise Exception('MPI requested, but not available')
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return output
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def synthesis(*args, **kw):
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return sht('Y', *args, **kw)
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def adjoint_synthesis(*args, **kw):
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return sht('Yt', *args, **kw)
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def analysis(*args, **kw):
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return sht('YtW', *args, **kw)
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def adjoint_analysis(*args, **kw):
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return sht('WY', *args, **kw)
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#
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# geom_info
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#
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class NotInitializedError(Exception):
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pass
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cdef class geom_info:
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cdef sharp_geom_info *ginfo
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def __cinit__(self, *args, **kw):
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self.ginfo = NULL
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def local_size(self):
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if self.ginfo == NULL:
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raise NotInitializedError()
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return sharp_map_size(self.ginfo)
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def __dealloc__(self):
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if self.ginfo != NULL:
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sharp_destroy_geom_info(self.ginfo)
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self.ginfo = NULL
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cdef class healpix_grid(geom_info):
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_weight_cache = {} # { (nside, 'T'/'Q'/'U') -> numpy array of ring weights cached from file }
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def __init__(self, int nside, stride=1, int[::1] rings=None, double[::1] weights=None):
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if weights is not None and weights.shape[0] != 2 * nside:
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raise ValueError('weights must have length 2 * nside')
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sharp_make_subset_healpix_geom_info(nside, stride,
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nrings=4 * nside - 1 if rings is None else rings.shape[0],
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rings=NULL if rings is None else &rings[0],
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weight=NULL if weights is None else &weights[0],
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geom_info=&self.ginfo)
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@classmethod
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def load_ring_weights(cls, nside, fields):
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"""
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Loads HEALPix ring weights from file. The environment variable
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HEALPIX should be set, and this routine will look in the `data`
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subdirectory.
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Parameters
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----------
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nside: int
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HEALPix nside parameter
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fields: tuple of str
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Which weights to extract; pass ('T',) to only get scalar
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weights back, or ('T', 'Q', 'U') to get all the weights
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Returns
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-------
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List of NumPy arrays, according to fields parameter.
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"""
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import os
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from astropy.io import fits
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data_path = os.path.join(os.environ['HEALPIX'], 'data')
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fits_field_names = {
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'T': 'TEMPERATURE WEIGHTS',
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'Q': 'Q-POLARISATION WEIGHTS',
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'U': 'U-POLARISATION WEIGHTS'}
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must_load = [field for field in fields if (nside, field) not in cls._weight_cache]
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if must_load:
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hdulist = fits.open(os.path.join(data_path, 'weight_ring_n%05d.fits' % nside))
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try:
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for field in must_load:
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w = hdulist[1].data.field(fits_field_names[field]).ravel().astype(np.double)
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w += 1
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cls._weight_cache[nside, field] = w
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finally:
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hdulist.close()
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return [cls._weight_cache[(nside, field)].copy() for field in fields]
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#
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# alm_info
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#
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cdef class alm_info:
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cdef sharp_alm_info *ainfo
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def __cinit__(self, *args, **kw):
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self.ainfo = NULL
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def local_size(self):
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if self.ainfo == NULL:
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raise NotInitializedError()
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return sharp_alm_count(self.ainfo)
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def __dealloc__(self):
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if self.ainfo != NULL:
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sharp_destroy_alm_info(self.ainfo)
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self.ainfo = NULL
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cdef class triangular_order(alm_info):
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def __init__(self, int lmax, mmax=None, stride=1):
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mmax = mmax if mmax is not None else lmax
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sharp_make_triangular_alm_info(lmax, mmax, stride, &self.ainfo)
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cdef class rectangular_order(alm_info):
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def __init__(self, int lmax, mmax=None, stride=1):
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mmax = mmax if mmax is not None else lmax
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sharp_make_rectangular_alm_info(lmax, mmax, stride, &self.ainfo)
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cdef class packed_real_order(alm_info):
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def __init__(self, int lmax, stride=1, int[::1] ms=None):
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sharp_make_mmajor_real_packed_alm_info(lmax=lmax, stride=stride,
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nm=lmax + 1 if ms is None else ms.shape[0],
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ms=NULL if ms is None else &ms[0],
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alm_info=&self.ainfo)
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32
python/libsharp/libsharp_mpi.pyx
Normal file
32
python/libsharp/libsharp_mpi.pyx
Normal file
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"""
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We keep MPI support in a seperate module because we need to import mpi4py,
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and that will fire up the linked MPI library, which is something we only
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want to do if a comm was passed.
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"""
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from mpi4py.MPI cimport Comm
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from mpi4py.mpi_c cimport MPI_Comm
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cimport libsharp
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cdef extern from "sharp_mpi.h":
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void sharp_execute_mpi (MPI_Comm comm, sharp_jobtype type, int spin,
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void *alm, void *map, sharp_geom_info *geom_info,
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sharp_alm_info *alm_info, int ntrans, int flags, double *time,
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unsigned long long *opcnt) nogil
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def _sht_mpi(MPI_comm comm, int jobtype, int spin, int flags, int ntrans, grid_info ginfo, double[::1] map,
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alm_info ainfo, double[::1] alm):
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with nogil:
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with nogil:
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sharp_execute_mpi(comm=comm.ob_mpi, jobtype=jobtype, spin=spin,
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alm=&alm[0], map=&map[0], geom_info=ginfo.ginfo,
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alm_info=ainfo.ainfo, ntrans=ntrans, flags=flags,
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time=NULL, opcnt=NULL)
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def sht_mpi(object comm, int jobtype, grid g, double[::1] map, alm_order, double[::1] alm, spin=0, comm=None, add=False):
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def mpi4py_Comm_to_handle(Comm mpi4py_comm, capsule_to_c_comm):
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cdef MPI_Comm *out = <MPI_Comm*>PyCapsule_GetPointer(capsule_to_c_comm,
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"_mpi4py_bridge_MPI_Comm")
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out[0] = mpi4py_comm.ob_mpi
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33
python/libsharp/tests/test_sht.py
Normal file
33
python/libsharp/tests/test_sht.py
Normal file
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import numpy as np
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import healpy
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from scipy.special import legendre
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from scipy.special import p_roots
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from numpy.testing import assert_allclose
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import libsharp
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from mpi4py import MPI
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def test_basic():
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lmax = 10
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nside = 8
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rank = MPI.COMM_WORLD.Get_rank()
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ms = np.arange(rank, lmax + 1, MPI.COMM_WORLD.Get_size(), dtype=np.int32)
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order = libsharp.packed_real_order(lmax, ms=ms)
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grid = libsharp.healpix_grid(nside)
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alm = np.zeros(order.local_size())
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if rank == 0:
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alm[0] = 1
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elif rank == 1:
|
||||
alm[0] = 1
|
||||
|
||||
|
||||
|
||||
map = libsharp.synthesis(grid, order, alm, comm=MPI.COMM_WORLD)
|
||||
if rank == 0:
|
||||
healpy.mollzoom(map)
|
||||
from matplotlib.pyplot import show
|
||||
show()
|
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Reference in a new issue