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@tcibinan
Last active September 3, 2021 18:51
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Find extremum of a function using sympy
from sympy.solvers import solve
from sympy.abc import x
def getDeepDotQuality(func, arg, val, n = 3):
dy = func.diff(arg)
dyn = dy.subs(arg, val)
if (dyn == 0):
return getDeepDotQuality(dy, arg, val, n+1)
elif (n % 2 == 1):
return 'has an inflection point'
elif (dyn > 0):
return 'is min'
else:
return 'is max'
return 'aaaaaa'
def getDotQuality(func, arg, val):
dy = func.subs(arg, val)
if (dy > 0):
return 'is min'
elif (dy < 0):
return 'is max'
else:
return getDeepDotQuality(func, arg, val)
def findExtremums(func, arg):
dy = func.diff(arg)
ddy = dy.diff(arg)
extremums = solve(dy, arg)
for val in extremums:
print('%s %s for x=%s' % (func, getDotQuality(ddy, arg, val), val))
return
findExtremums(x**2, x)
findExtremums(x**3 - 2*x**2 + x + 1, x)
findExtremums(2*x**4, x)
findExtremums(2*x**3, x)
@JensKue
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JensKue commented Jul 15, 2020

Thank you so much this code really helped me. :D
Just one think I had to use sympy.solveset() instead of sympy.solve() in line 29

@tcibinan
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Author

@JensKue I'm so glad that it helped you! sympy is such a powerful tool yet pretty difficult to use.

@Bortxoloko
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Bortxoloko commented Sep 3, 2021

Very useful, thanks. However, this may not work with some functions such as rationals

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