def run_func(f,x,b = None,i = None,**ekwgs):
dim = len(inspect.getargspec(f)[0])-1
bounds = tuple(sa.bound(f,x,10**d,j,dim) for j in range(dim))
actual = sa.random_position(bounds)
y = f(x,*actual)
result,derror = sa.run(f,x,y,b,i,**ekwgs)
summary = summarize(f,x,i,actual,result,derror)
return result,summary
def runf(self,f,x,y,a,g,b,**kws):
t = time.time()
res,err = sa.run(f,x,y,b,g,**kws)
perror = tuple(abs((r-a)/a)*100.0 for r,a in zip(res,a))
return res,perror,err,time.time()-t
