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I've been learning how to use Numba and I was trying to make an approximation to pi using Monte Carlo method, as it follows:
#Compute an aproximation to pi using Monte Carlo:importnumpyasnpfromnumbaimportnjit,jit,float64@njit#Area of a circle: A = pi*radius**2 => pi= A/(radius**2)#Let's consider a quadrant [0,1]x[0,1]#And our circle has radius=1#Thus the Area of the circle that is present in the quadrant will be A/4deffind_pi(n:float64,radius=1.0):
x,y=np.random.uniform(high=radius,size=n),np.random.uniform(high=radius,size=n) #here we are generating uniformly random points in the quadrant with x and y coordinatesh=np.sqrt(x**2+y**2) #we need to find the distance between to origin of the quadrant and the point, i.e., the hypotenuse#now, every point that has hypotenuse smaller or equal than the radius 1 is part of the 1/4 of area of the circle#we are going to divide the number of points inside the radius over the total of points generated in the quadrantpoints_inside=np.where(h<=radius,1,0)
fourth_area=points_inside.sum()/n#now I compute the aproximation of 1/4 of the circle's areapi= (fourth_area*4)/(radius**2)
returnpi
And I get this error message:
---------------------------------------------------------------------------TypingErrorTraceback (mostrecentcalllast)
[<ipython-input-15-33f07fb29275>](https://localhost:8080/#) in <cell line: 1>()---->1find_pi(10_000_000.0)
1frames
[/usr/local/lib/python3.10/dist-packages/numba/core/dispatcher.py](https://localhost:8080/#) in _compile_for_args(self, *args, **kws)466e.patch_message(msg)
467-->468error_rewrite(e, 'typing')
469excepterrors.UnsupportedErrorase:
470# Something unsupported is present in the user code, add help info
[/usr/local/lib/python3.10/dist-packages/numba/core/dispatcher.py](https://localhost:8080/#) in error_rewrite(e, issue_type)407raisee408else:
-->409raisee.with_traceback(None)
410411argtypes= []
TypingError: Failedinnopythonmodepipeline (step: nopythonfrontend)
NoimplementationoffunctionFunction(<built-inmethoduniformofnumpy.random.mtrand.RandomStateobjectat0x7e9d9658b840>) foundforsignature:
>>>uniform(high=float64, size=float64)
Thereare4candidateimplementations:
-Ofwhich4didnotmatchdueto:
Overloadinfunction'_OverloadWrapper._build.<locals>.ol_generated': File: numba/core/overload_glue.py: Line129.Withargument(s): '(high=float64, size=float64)':
Rejectedastheimplementationraisedaspecificerror:
TypingError: missingarequiredargument: 'a'raisedfrom/usr/local/lib/python3.10/dist-packages/numba/core/typing/templates.py:412During: resolvingcalleetype: Function(<built-inmethoduniformofnumpy.random.mtrand.RandomStateobjectat0x7e9d9658b840>)
During: typingofcallat<ipython-input-13-ec36feddfd93> (14)
File"<ipython-input-13-ec36feddfd93>", line14:
deffind_pi(n:float64,radius=1.0):
x,y=np.random.uniform(high=radius,size=n),np.random.uniform(high=radius,size=n) #here we are generating uniformly random points in the quadrant with x and y coordinates^
Could someone help me? I've tried to set all the variables to float64 type, but haven't been successfull.
sklam
changed the title
Numba Error - Failed in nopython mode pipeline (step: nopython frontend)numpy.random.uniform has incorrect default arguments
Aug 23, 2023
I've been learning how to use Numba and I was trying to make an approximation to pi using Monte Carlo method, as it follows:
And I get this error message:
Could someone help me? I've tried to set all the variables to float64 type, but haven't been successfull.
-->
visible in the change log (https://github.com/numba/numba/blob/main/CHANGE_LOG).
i.e. it's possible to run as 'python bug.py'.
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