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cufft.py
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#!/usr/bin/env python
"""
Python interface to CUFFT functions.
Note: this module does not explicitly depend on PyCUDA.
"""
import ctypes
import operator
import re
import sys
# Load library:
_linux_version_list = [11.0, 10.1, 10.0, 9.2, 9.1, 9.0, 8.0, 7.5, 7.0, 6.5, 6.0, 5.5, 5.0, 4.0]
_win32_version_list = [110, 10, 10, 100, 92, 91, 90, 80, 75, 70, 65, 60, 55, 50, 40]
if 'linux' in sys.platform:
_libcufft_libname_list = ['libcufft.so'] + \
['libcufft.so.%s' % v for v in _linux_version_list]
elif sys.platform == 'darwin':
_libcufft_libname_list = ['libcufft.dylib']
elif sys.platform == 'win32':
if sys.maxsize > 2**32:
_libcufft_libname_list = ['cufft.dll'] + \
['cufft64_%s.dll' % v for v in _win32_version_list]
else:
_libcufft_libname_list = ['cufft.dll'] + \
['cufft32_%s.dll' % v for v in _win32_version_list]
else:
raise RuntimeError('unsupported platform')
# Print understandable error message when library cannot be found:
_libcufft = None
for _libcufft_libname in _libcufft_libname_list:
try:
if sys.platform == 'win32':
_libcufft = ctypes.windll.LoadLibrary(_libcufft_libname)
else:
_libcufft = ctypes.cdll.LoadLibrary(_libcufft_libname)
except OSError:
pass
else:
break
if _libcufft == None:
raise OSError('cufft library not found')
# General CUFFT error:
class cufftError(Exception):
"""CUFFT error"""
pass
# Exceptions corresponding to different CUFFT errors:
class cufftInvalidPlan(cufftError):
"""CUFFT was passed an invalid plan handle."""
pass
class cufftAllocFailed(cufftError):
"""CUFFT failed to allocate GPU memory."""
pass
class cufftInvalidType(cufftError):
"""The user requested an unsupported type."""
pass
class cufftInvalidValue(cufftError):
"""The user specified a bad memory pointer."""
pass
class cufftInternalError(cufftError):
"""Internal driver error."""
pass
class cufftExecFailed(cufftError):
"""CUFFT failed to execute an FFT on the GPU."""
pass
class cufftSetupFailed(cufftError):
"""The CUFFT library failed to initialize."""
pass
class cufftInvalidSize(cufftError):
"""The user specified an unsupported FFT size."""
pass
class cufftUnalignedData(cufftError):
"""Input or output does not satisfy texture alignment requirements."""
pass
cufftExceptions = {
0x1: cufftInvalidPlan,
0x2: cufftAllocFailed,
0x3: cufftInvalidType,
0x4: cufftInvalidValue,
0x5: cufftInternalError,
0x6: cufftExecFailed,
0x7: cufftSetupFailed,
0x8: cufftInvalidSize,
0x9: cufftUnalignedData
}
class _types:
"""Some alias types."""
plan = ctypes.c_int
stream = ctypes.c_void_p
worksize = ctypes.c_size_t
def cufftCheckStatus(status):
"""Raise an exception if the specified CUBLAS status is an error."""
if status != 0:
try:
e = cufftExceptions[status]
except KeyError:
raise cufftError
else:
raise e
_libcufft.cufftGetVersion.restype = int
_libcufft.cufftGetVersion.argtypes = [ctypes.c_void_p]
def cufftGetVersion():
"""
Get CUFFT version.
"""
version = ctypes.c_int()
result = _libcufft.cufftGetVersion(ctypes.byref(version))
cufftCheckStatus(result)
return version.value
_cufft_version = int(cufftGetVersion())
class _cufft_version_req(object):
"""
Decorator to replace function with a placeholder that raises an exception
if a specified condition on the installed CUFFT version `v` is not satisfied.
"""
def __init__(self, v, op):
self.op_str = op
if op == '>':
self.op = operator.gt
elif op == '>=':
self.op = operator.ge
elif op == '==':
self.op = operator.eq
elif op == '<':
self.op = operator.lt
elif op == '<=':
self.op = operator.le
else:
raise ValueError('unrecognized comparison operator')
self.vs = str(v)
if isinstance(v, int):
self.vi = str(v)
if len(self.vi) != 4:
raise ValueError('integer version number must be 4 digits')
else:
major, minor = re.search(r'(\d+)\.(\d+)', self.vs).groups()
self.vi = major.ljust(len(major)+1, '0')+minor.ljust(2, '0')
def __call__(self,f):
def f_new(*args,**kwargs):
raise NotImplementedError('CUFFT '+self.op_str+' '+self.vs+' required')
f_new.__doc__ = f.__doc__
if self.op(_cufft_version, int(self.vi)):
return f
else:
return f_new
# Data transformation types:
CUFFT_R2C = 0x2a
CUFFT_C2R = 0x2c
CUFFT_C2C = 0x29
CUFFT_D2Z = 0x6a
CUFFT_Z2D = 0x6c
CUFFT_Z2Z = 0x69
# Transformation directions:
CUFFT_FORWARD = -1
CUFFT_INVERSE = 1
# FFTW compatibility modes:
CUFFT_COMPATIBILITY_NATIVE = 0x00
CUFFT_COMPATIBILITY_FFTW_PADDING = 0x01
CUFFT_COMPATIBILITY_FFTW_ASYMMETRIC = 0x02
CUFFT_COMPATIBILITY_FFTW_ALL = 0x03
# FFT functions implemented by CUFFT:
_libcufft.cufftPlan1d.restype = int
_libcufft.cufftPlan1d.argtypes = [ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int]
def cufftPlan1d(nx, fft_type, batch):
"""
Create 1D FFT plan configuration.
References
----------
`cufftPlan1d <http://docs.nvidia.com/cuda/cufft/#function-cufftplan1d>`_
"""
plan = _types.plan()
status = _libcufft.cufftPlan1d(ctypes.byref(plan), nx, fft_type, batch)
cufftCheckStatus(status)
return plan
_libcufft.cufftPlan2d.restype = int
_libcufft.cufftPlan2d.argtypes = [ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int]
def cufftPlan2d(nx, ny, fft_type):
"""
Create 2D FFT plan configuration.
References
----------
`cufftPlan2d <http://docs.nvidia.com/cuda/cufft/#function-cufftplan2d>`_
"""
plan = _types.plan()
status = _libcufft.cufftPlan2d(ctypes.byref(plan), nx, ny,
fft_type)
cufftCheckStatus(status)
return plan
_libcufft.cufftPlan3d.restype = int
_libcufft.cufftPlan3d.argtypes = [ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int]
def cufftPlan3d(nx, ny, nz, fft_type):
"""
Create 3D FFT plan configuration.
References
----------
`cufftPlan3d <http://docs.nvidia.com/cuda/cufft/#function-cufftplan3d>`_
"""
plan = _types.plan()
status = _libcufft.cufftPlan3d(ctypes.byref(plan), nx, ny, nz,
fft_type)
cufftCheckStatus(status)
return plan
_libcufft.cufftPlanMany.restype = int
_libcufft.cufftPlanMany.argtypes = [ctypes.c_void_p,
ctypes.c_int,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int]
def cufftPlanMany(rank, n,
inembed, istride, idist,
onembed, ostride, odist, fft_type, batch):
"""
Create batched FFT plan configuration.
References
----------
`cufftPlanMany <http://docs.nvidia.com/cuda/cufft/#function-cufftplanmany>`_
"""
plan = _types.plan()
status = _libcufft.cufftPlanMany(ctypes.byref(plan), rank, n,
inembed, istride, idist,
onembed, ostride, odist,
fft_type, batch)
cufftCheckStatus(status)
return plan
_libcufft.cufftDestroy.restype = int
_libcufft.cufftDestroy.argtypes = [_types.plan]
def cufftDestroy(plan):
"""
Destroy FFT plan.
References
----------
`cufftDestroy <http://docs.nvidia.com/cuda/cufft/#function-cufftdestroy>`_
"""
status = _libcufft.cufftDestroy(plan)
cufftCheckStatus(status)
if _cufft_version <= 9010:
_libcufft.cufftSetCompatibilityMode.restype = int
_libcufft.cufftSetCompatibilityMode.argtypes = [_types.plan,
ctypes.c_int]
@_cufft_version_req(9.1, '<=')
def cufftSetCompatibilityMode(plan, mode):
"""
Set FFTW compatibility mode.
References
----------
`cufftSetCompatibilityMode <http://docs.nvidia.com/cuda/cufft/#function-cufftsetcompatibilitymode>`_
"""
status = _libcufft.cufftSetCompatibilityMode(plan, mode)
cufftCheckStatus(status)
_libcufft.cufftExecC2C.restype = int
_libcufft.cufftExecC2C.argtypes = [_types.plan,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_int]
def cufftExecC2C(plan, idata, odata, direction):
"""Execute single precision complex-to-complex transform plan as
specified by `direction`.
References
----------
`cufftExecC2C <http://docs.nvidia.com/cuda/cufft/#function-cufftexecc2c-cufftexecz2z>`_
"""
status = _libcufft.cufftExecC2C(plan, idata, odata,
direction)
cufftCheckStatus(status)
_libcufft.cufftExecR2C.restype = int
_libcufft.cufftExecR2C.argtypes = [_types.plan,
ctypes.c_void_p,
ctypes.c_void_p]
def cufftExecR2C(plan, idata, odata):
"""
Execute single precision real-to-complex forward transform plan.
References
----------
`cufftExecR2C <http://docs.nvidia.com/cuda/cufft/#function-cufftexecr2c-cufftexecd2z>`_
"""
status = _libcufft.cufftExecR2C(plan, idata, odata)
cufftCheckStatus(status)
_libcufft.cufftExecC2R.restype = int
_libcufft.cufftExecC2R.argtypes = [_types.plan,
ctypes.c_void_p,
ctypes.c_void_p]
def cufftExecC2R(plan, idata, odata):
"""
Execute single precision complex-to-real reverse transform plan.
References
----------
`cufftExecC2R <http://docs.nvidia.com/cuda/cufft/#function-cufftexecc2r-cufftexecz2d>`_
"""
status = _libcufft.cufftExecC2R(plan, idata, odata)
cufftCheckStatus(status)
_libcufft.cufftExecZ2Z.restype = int
_libcufft.cufftExecZ2Z.argtypes = [_types.plan,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_int]
def cufftExecZ2Z(plan, idata, odata, direction):
"""
Execute double precision complex-to-complex transform plan as
specified by `direction`.
References
----------
`cufftExecZ2Z <http://docs.nvidia.com/cuda/cufft/#function-cufftexecc2c-cufftexecz2z>`_
"""
status = _libcufft.cufftExecZ2Z(plan, idata, odata,
direction)
cufftCheckStatus(status)
_libcufft.cufftExecD2Z.restype = int
_libcufft.cufftExecD2Z.argtypes = [_types.plan,
ctypes.c_void_p,
ctypes.c_void_p]
def cufftExecD2Z(plan, idata, odata):
"""
Execute double precision real-to-complex forward transform plan.
References
----------
`cufftExecD2Z <http://docs.nvidia.com/cuda/cufft/#function-cufftexecr2c-cufftexecd2z>`_
"""
status = _libcufft.cufftExecD2Z(plan, idata, odata)
cufftCheckStatus(status)
_libcufft.cufftExecZ2D.restype = int
_libcufft.cufftExecZ2D.argtypes = [_types.plan,
ctypes.c_void_p,
ctypes.c_void_p]
def cufftExecZ2D(plan, idata, odata):
"""
Execute double precision complex-to-real transform plan.
References
----------
`cufftExecZ2D <http://docs.nvidia.com/cuda/cufft/#function-cufftexecc2r-cufftexecz2d>`_
"""
status = _libcufft.cufftExecZ2D(plan, idata, odata)
cufftCheckStatus(status)
_libcufft.cufftSetStream.restype = int
_libcufft.cufftSetStream.argtypes = [_types.plan,
_types.stream]
def cufftSetStream(plan, stream):
"""
Associate a CUDA stream with a CUFFT plan.
References
----------
`cufftSetStream <http://docs.nvidia.com/cuda/cufft/#function-cufftsetstream>`_
"""
status = _libcufft.cufftSetStream(plan, stream)
cufftCheckStatus(status)
_libcufft.cufftEstimate1d.restype = int
_libcufft.cufftEstimate1d.argtypes = [ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftEstimate1d(nx, fft_type, batch=1):
"""
Return estimated work area for 1D FFT.
References
----------
`cufftEstimate1d <http://docs.nvidia.com/cuda/cufft/#function-cufftestimate1d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftEstimate1d(nx, fft_type, batch,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftEstimate2d.restype = int
_libcufft.cufftEstimate2d.argtypes = [ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftEstimate2d(nx, ny, fft_type):
"""
Return estimated work area for 2D FFT.
References
----------
`cufftEstimate2d <http://docs.nvidia.com/cuda/cufft/#function-cufftestimate2d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftEstimate2d(nx, ny, fft_type,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftEstimate3d.restype = int
_libcufft.cufftEstimate3d.argtypes = [ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftEstimate3d(nx, ny, nz, fft_type):
"""
Return estimated work area for 3D FFT.
References
----------
`cufftEstimate3d <http://docs.nvidia.com/cuda/cufft/#function-cufftestimate3d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftEstimate3d(nx, ny, nz, fft_type,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftEstimateMany.restype = int
_libcufft.cufftEstimateMany.argtypes = [ctypes.c_int,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftEstimateMany(rank, n,
inembed, istride, idist,
onembed, ostride, odist, fft_type, batch):
"""
Return estimated work area for batched FFT.
References
----------
`cufftEstimateMany <http://docs.nvidia.com/cuda/cufft/#function-cufftestimatemany>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftEstimateMany(rank, n,
inembed, istride, idist,
onembed, ostride, odist,
fft_type, batch,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftGetSize1d.restype = int
_libcufft.cufftGetSize1d.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftGetSize1d(plan, nx, fft_type, batch=1):
"""
Return more accurate estimate of work area size required for 1D FFT,
taking into account any plan settings that may have been made.
References
----------
`cufftGetSize1d <http://docs.nvidia.com/cuda/cufft/#function-cufftgetsize1d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftGetSize1d(plan, nx, fft_type, batch,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftGetSize2d.restype = int
_libcufft.cufftGetSize2d.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftGetSize2d(plan, nx, ny, fft_type):
"""
Return more accurate estimate of work area size required for 2D FFT,
taking into account any plan settings that may have been made.
References
----------
`cufftGetSize2d <http://docs.nvidia.com/cuda/cufft/#function-cufftgetsize2d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftGetSize2d(plan, nx, ny, fft_type,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftGetSize3d.restype = int
_libcufft.cufftGetSize3d.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftGetSize3d(plan, nx, ny, nz, fft_type):
"""
Return more accurate estimate of work area size required for 3D FFT,
taking into account any plan settings that may have been made.
References
----------
`cufftGetSize3d <http://docs.nvidia.com/cuda/cufft/#function-cufftgetsize3d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftGetSize3d(plan, nx, ny, nz, fft_type,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftGetSizeMany.restype = int
_libcufft.cufftGetSizeMany.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftGetSizeMany(plan, rank, n,
inembed, istride, idist,
onembed, ostride, odist, fft_type, batch):
"""
Return more accurate estimate of work area size required for batched FFT,
taking into account any plan settings that may have been made.
References
----------
`cufftGetSizeMany <http://docs.nvidia.com/cuda/cufft/#function-cufftgetsizemany>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftGetSizeMany(plan, rank, n,
inembed, istride, idist,
onembed, ostride, odist,
fft_type, batch,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftGetSize.restype = int
_libcufft.cufftGetSize.argtypes = [_types.plan,
ctypes.c_void_p]
def cufftGetSize(plan):
"""
Return actual size of work area for FFT described in plan.
References
----------
`cufftGetSize <http://docs.nvidia.com/cuda/cufft/#function-cufftgetsize>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftGetSize(plan, ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftCreate.restype = int
_libcufft.cufftCreate.argtypes = [ctypes.c_void_p]
def cufftCreate():
"""
Create FFT plan handle.
References
----------
`cufftCreate <http://docs.nvidia.com/cuda/cufft/#function-cufftcreate>`_
"""
plan = _types.plan()
status = _libcufft.cufftCreate(ctypes.byref(plan))
cufftCheckStatus(status)
return plan
_libcufft.cufftMakePlan1d.restype = int
_libcufft.cufftMakePlan1d.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftMakePlan1d(plan, nx, fft_type, batch):
"""
Create 1D FFT plan configuration.
References
----------
`cufftMakePlan1d <http://docs.nvidia.com/cuda/cufft/#function-cufftmakeplan1d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftMakePlan1d(plan, nx, fft_type, batch,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftMakePlan2d.restype = int
_libcufft.cufftMakePlan2d.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftMakePlan2d(plan, nx, ny, fft_type):
"""
Create 2D FFT plan configuration.
References
----------
`cufftMakePlan2d <http://docs.nvidia.com/cuda/cufft/#function-cufftmakeplan2d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftMakePlan2d(plan, nx, ny, fft_type,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftMakePlan3d.restype = int
_libcufft.cufftMakePlan3d.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftMakePlan3d(plan, nx, ny, nz, fft_type):
"""
Create 3D FFT plan configuration.
References
----------
`cufftMakePlan3d <http://docs.nvidia.com/cuda/cufft/#function-cufftmakeplan3d>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftMakePlan3d(plan, nx, ny, nz, fft_type,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftMakePlanMany.restype = int
_libcufft.cufftMakePlanMany.argtypes = [_types.plan,
ctypes.c_int,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_int,
ctypes.c_void_p]
def cufftMakePlanMany(plan, rank, n,
inembed, istride, idist,
onembed, ostride, odist, fft_type, batch):
"""
Create batched FFT plan configuration.
References
----------
`cufftMakePlanMany <http://docs.nvidia.com/cuda/cufft/#function-cufftmakeplanmany>`_
"""
worksize = _types.worksize()
status = _libcufft.cufftMakePlanMany(plan, rank, n,
inembed, istride, idist,
onembed, ostride, odist,
fft_type, batch,
ctypes.byref(worksize))
cufftCheckStatus(status)
return worksize.value
_libcufft.cufftSetAutoAllocation.restype = int
_libcufft.cufftSetAutoAllocation.argtypes = [_types.plan,
ctypes.c_int]
def cufftSetAutoAllocation(plan, auto_allocate):
"""
Indicate whether the caller intends to allocate and manage work areas for
plans that have been generated.
References
----------
`cufftSetAutoAllocation <http://docs.nvidia.com/cuda/cufft/#function-cufftsetautoallocation>`_
"""
status = _libcufft.cufftSetAutoAllocation(plan, auto_allocate)
cufftCheckStatus(status)
_libcufft.cufftSetWorkArea.restype = int
_libcufft.cufftSetWorkArea.argtypes = [_types.plan,
ctypes.c_void_p]
def cufftSetWorkArea(plan, work_area):
"""
Override the work area pointer associated with a plan.
References
----------
`cufftSetworkArea <http://docs.nvidia.com/cuda/cufft/#function-cufftsetworkarea>`_
"""
status = _libcufft.cufftSetWorkArea(plan, work_area)
cufftCheckStatus(status)