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-rw-r--r--numpy/lib/function_base.py22
1 files changed, 15 insertions, 7 deletions
diff --git a/numpy/lib/function_base.py b/numpy/lib/function_base.py
index 38acfd2d5..dea01d12d 100644
--- a/numpy/lib/function_base.py
+++ b/numpy/lib/function_base.py
@@ -2050,7 +2050,7 @@ class vectorize:
self.pyfunc = pyfunc
self.cache = cache
self.signature = signature
- self._ufunc = None # Caching to improve default performance
+ self._ufunc = {} # Caching to improve default performance
if doc is None:
self.__doc__ = pyfunc.__doc__
@@ -2115,14 +2115,22 @@ class vectorize:
if self.otypes is not None:
otypes = self.otypes
- nout = len(otypes)
- # Note logic here: We only *use* self._ufunc if func is self.pyfunc
- # even though we set self._ufunc regardless.
- if func is self.pyfunc and self._ufunc is not None:
- ufunc = self._ufunc
+ # self._ufunc is a dictionary whose keys are the number of
+ # arguments (i.e. len(args)) and whose values are ufuncs created
+ # by frompyfunc. len(args) can be different for different calls if
+ # self.pyfunc has parameters with default values. We only use the
+ # cache when func is self.pyfunc, which occurs when the call uses
+ # only positional arguments and no arguments are excluded.
+
+ nin = len(args)
+ nout = len(self.otypes)
+ if func is not self.pyfunc or nin not in self._ufunc:
+ ufunc = frompyfunc(func, nin, nout)
else:
- ufunc = self._ufunc = frompyfunc(func, len(args), nout)
+ ufunc = None # We'll get it from self._ufunc
+ if func is self.pyfunc:
+ ufunc = self._ufunc.setdefault(nin, ufunc)
else:
# Get number of outputs and output types by calling the function on
# the first entries of args. We also cache the result to prevent