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June 13, 2023 22:28
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generate power sum formulas sequentially in exact rational arithmetic
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from fractions import Fraction as Frac | |
import math | |
# each is a single variable polynomial | |
# list of fractions for x^0,x^1,x^2,... terms | |
# length must be >= 1, zero polynomial is a list containing only 0 | |
# index p represents power sum with exponent p | |
formulas: list[list[Frac]] = [] | |
formulas.append([Frac(0),Frac(1)]) # p = 0 | |
#formulas.append([Frac(0),Frac(1,2),Frac(1,2)]) # p = 1 | |
#formulas.append([Frac(0),Frac(1,6),Frac(1,2),Frac(1,3)]) # p = 2 | |
#formulas.append([Frac(0),Frac(0),Frac(1,4),Frac(1,2),Frac(1,4)]) # p = 3 | |
def polyeval(poly: list[Frac], x: Frac) -> Frac: | |
# evaluate polynomial function, not using horner's method | |
xp = Frac(1) | |
ret = Frac(0) | |
for c in poly: | |
ret += c*xp | |
xp *= x | |
return ret | |
def polyadd(poly1: list[Frac], poly2: list[Frac]) -> list[Frac]: | |
# add 2 polynomials | |
ret = [Frac(0)]*max(len(poly1),len(poly2)) | |
for i,c in enumerate(poly1): | |
ret[i] += c | |
for i,c in enumerate(poly2): | |
ret[i] += c | |
while ret and ret[-1] == 0: | |
ret.pop() | |
return ret if ret else [Frac(0)] | |
def polymul(poly1: list[Frac], poly2: list[Frac]) -> list[Frac]: | |
# multiply 2 polynomials, slow n^2 method | |
ret = [Frac(0)]*(len(poly1)+len(poly2)-1) | |
for i,c in enumerate(poly1): | |
for j,d in enumerate(poly2): | |
ret[i+j] += c*d | |
while ret and ret[-1] == 0: | |
ret.pop() | |
return ret if ret else [Frac(0)] | |
def testformula(formula: list[Frac], p: int, lim: int) -> bool: | |
# check power sum formula for correctness | |
powersum = 0 | |
for n in range(lim): | |
powersum += n**p | |
polyval = polyeval(formula,Frac(n)) | |
if polyval != powersum: | |
print(f'p={p},n={n},powersum={powersum},polyeval={polyval}') | |
return False | |
return True | |
def choose(n: int, k: int) -> int: | |
# for binomial coefficients | |
return math.factorial(n) // math.factorial(k) // math.factorial(n-k) | |
def printpoly(poly: list[Frac]) -> str: | |
# make a string representation | |
terms = [] | |
for i in range(len(poly)-1,-1,-1): | |
if poly[i] < 0: | |
terms.append(f'- {abs(poly[i])}*n^{i}') | |
elif poly[i] > 0: | |
terms.append(f'+ {poly[i]}*n^{i}') | |
return ' '.join(terms) if terms else '0*n^0' | |
def findnext(): | |
# generate the next power sum formula and append to global array | |
global formulas | |
p = len(formulas) | |
#print(f'findnext(): p = {p}') | |
# evaluate sum(i=1,n)[ sum(j=1,n)[j^(p-1)] - sum(j=1,i-1)[j^(p-1)] ] | |
# function of n from the first inner summation (multiply by n) | |
n_part = polymul([Frac(0),Frac(1)],formulas[p-1]) | |
#print(f'n_part = {printpoly(n_part)}') | |
# function of i inside sum(i=1,n) summation, top is i-1 | |
i_part = [Frac(0)]*(p+1) | |
for m,c in enumerate(formulas[p-1]): | |
# add c*(i-1)^m to i_part | |
for k in range(m+1): | |
i_part[k] += c * choose(m,k) * (-1)**(m-k) | |
i_part = [-c for c in i_part] # negate since it is subtracted | |
#print(f'i_part = {printpoly(i_part)}') | |
# for one side, const_factor * sum(i=1,n) i^p | |
const_factor = Frac(1) - i_part[p] # should be 1+1/p | |
#print(f'const_factor = {const_factor}') | |
# other side is n_part + sum(i=1,n) i_part (after pop off last one) | |
i_part.pop() | |
# add summation of i_part to n_part by using lower power sums | |
for m,c in enumerate(i_part): | |
n_part = polyadd(n_part,polymul([c],formulas[m])) | |
# divide constant factor | |
n_part = [c/const_factor for c in n_part] | |
formulas.append(n_part) | |
#print(f'p={p}: {printpoly(formulas[-1])}') | |
while len(formulas) <= 20: | |
findnext() | |
for p,f in enumerate(formulas): | |
assert testformula(f,p,2*p) | |
#print(printpoly(f)) | |
# remove denominators for nicer formatting | |
mult = 1 | |
all_ints = False | |
while not all_ints: | |
all_ints = all(c.denominator == 1 for c in f) | |
if all_ints: break | |
for c in f: | |
if c.denominator == 1: continue | |
mult *= c.denominator | |
f = polymul([Frac(c.denominator)],f) | |
break | |
assert testformula(polymul([Frac(1,mult)],f),p,2*p) | |
print(f'p={p}: 1/{mult} * [ {printpoly(f)} ]') |
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