def convert_kernel(value, dshapes=None):
template = None
from llvm.core import FunctionType
if isinstance(value, tuple): # Ex: ('cpp', source) or ('f8(f8,f8)', _add)
if len(value) == 2 and isinstance(value[1], types.FunctionType) and \
isinstance(value[0], _strtypes):
if '*' in value[0]:
return None, (to_dshapes(value[0]), value[1])
krnl = frompyfunc(value[1], value[0]) # use Numba
elif len(value) == 2 and isinstance(value[1], _strtypes) and \
isinstance(value[0], _strtypes):
krnl = _convert_string(value[0], value[1]) # Use blaze_kernels.from<val0>
else:
raise TypeError("Cannot parse kernel specification %s" % value)
elif isinstance(value, types.FunctionType):
# Called when a function is used for value directly
# dshapes must be present as the mapping and as datashapes
istemplate = any(isinstance(ds, TypeSet) for ds in dshapes[:-1])
if istemplate:
krnl = None
template = (dshapes[:-1], value)
else:
args = ','.join(str(to_numba(ds)) for ds in dshapes[:-1])
signature = '{0}({1})'.format(str(to_numba(dshapes[-1])), args)
krnl = frompyfunc(value, signature, dshapes=dshapes)
elif isinstance(value, FunctionType):
# Called the LLVM Function is used in directly
krnl = BlazeElementKernel(value, dshapes=dshapes)
else:
raise TypeError("Cannot convert value = %s and dshapes = %s" % (value, dshapes))
return krnl, template
def find_best_kernel(self, types):
mtypes = [ds.sigform() for ds in types]
ranks = [len(ds)-1 for ds in types]
test_rank = min(ranks)
mtypes = tuple(ds.subarray(rank-test_rank)
for ds, rank in zip(mtypes, ranks))
krnl = None
while test_rank >= 0:
krnl = self.dispatch.get(mtypes, None)
if krnl is not None or test_rank==0:
break
test_rank -= 1
mtypes = tuple(ds.subarray(1) for ds in mtypes)
# Templates Only works for "measures"
if krnl is None:
measures = tuple(ds.measure for ds in types)
for sig, template in self.templates:
if sig == measures or matches_typeset(measures, sig):
krnl = frompyfunc(template, [to_numba(x) for x in measures])
self.dispatch[measures] = krnl
break
if krnl is None:
raise ValueError("Did not find matching kernel for " + str(mtypes))
return krnl