As part of some simulations I'm running I need to output the cumulative distribution of the output of some algorithms:
tests = []
numtests = 100
for i in range(0, numtests):
#random
zeros = [0] * 1024
ones = [1] * 10
#ones = [randint(0,1023) for _ in range(0,10)]
input = zeros + ones
shuffle(input)
tests.append(HGBSA(input,10))
count = [x[0] for x in tests]
found = [x[1] for x in tests]
found.sort()
num = Counter(found)
freqs = [x for x in num.values()]
cumsum = [sum(item for item in freqs[0:rank+1]) for rank in range(len(freqs))]
normcumsum = [float(x)/numtests for x in cumsum]
print(freqs)
print(cumsum)
print(normcumsum)
print(sorted(num.keys()))
figure(0)
plt.plot(sorted(num.keys()), normcumsum)
plt.xlim(0,100)
plt.show()
As the above code shows, I'm running my algorithm 100 times with randomly generated input and then creating a cumulative distribution from the results.
I want to do a similar thing with other algorithms, and in c++ I could write a template class/template function which took a (pointer to a) method as am argument.
I'd like to ask if there is a way in python to create a function/class which produces the output I want, but takes a function as an input, so I avoid duplicating code all over the place.
This is simple to do in Python. You can pass functions (or classes) around like anything else.
def run_test(test_function):
tests = []
numtests = 100
for i in range(0, numtests):
#random
zeros = [0] * 1024
ones = [1] * 10
#ones = [randint(0,1023) for _ in range(0,10)]
input = zeros + ones
shuffle(input)
tests.append(test_function(input,10))
count = [x[0] for x in tests]
found = [x[1] for x in tests]
found.sort()
num = Counter(found)
freqs = [x for x in num.values()]
cumsum = [sum(item for item in freqs[0:rank+1]) for rank in range(len(freqs))]
normcumsum = [float(x)/numtests for x in cumsum]
print(freqs)
print(cumsum)
print(normcumsum)
print(sorted(num.keys()))
figure(0)
plt.plot(sorted(num.keys()), normcumsum)
plt.xlim(0,100)
plt.show()
run_test(HGBSA)
run_test(SOME_OTHER_FUNCTION)
I am not sure that i understand the question, but sounds like you want to pass a function as function argument? You can do that right of the bat in python as everything is passed by reference and nothing stops you from passing a reference to a function as an argument.
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