spectral-norm Python 3 #6 program

# The Computer Language Benchmarks Game
# https://salsa.debian.org/benchmarksgame-team/benchmarksgame/
#
# Contributed by Sebastien Loisel
# Fixed by Isaac Gouy
# Sped up by Josh Goldfoot
# Dirtily sped up by Simon Descarpentries
# Used list comprehension by Vadim Zelenin
# 2to3

from math      import sqrt
from sys       import argv


def eval_A(i, j):
    ij = i+j
    return 1.0 / (ij * (ij + 1) / 2 + i + 1)


def eval_A_times_u(u):
    local_eval_A = eval_A

    return [ sum([ local_eval_A(i, j) * u_j
                   for j, u_j in enumerate(u)
                 ]
                )
             for i in range(len(u))
           ]


def eval_At_times_u(u):
    local_eval_A = eval_A

    return [ sum([ local_eval_A(j, i) * u_j
                   for j, u_j in enumerate(u)
                 ]
                )
             for i in range(len(u))
           ]


def eval_AtA_times_u(u):
    return eval_At_times_u(eval_A_times_u(u))


def main():
    n = int(argv[1])
    u = [1] * n
    local_eval_AtA_times_u = eval_AtA_times_u

    for dummy in range(10):
        v = local_eval_AtA_times_u(u)
        u = local_eval_AtA_times_u(v)

    vBv = vv = 0

    for ue, ve in zip(u, v):
        vBv += ue * ve
        vv  += ve * ve

    print("%0.9f" % (sqrt(vBv/vv)))

main()
    

NOTES:
64-bit Ubuntu quad core
Python 3.13.0


 Sat, 12 Oct 2024 18:35:39 GMT

MAKE:
mv spectralnorm.python3-6.python3 spectralnorm.py
pyright .
/home/dunham/all-benchmarksgame/benchmarksgame_i53330/spectralnorm/tmp/spectralnorm.py
  /home/dunham/all-benchmarksgame/benchmarksgame_i53330/spectralnorm/tmp/spectralnorm.py:57:26 - error: "v" is possibly unbound (reportPossiblyUnboundVariable)
1 error, 0 warnings, 0 informations 
make: [/home/dunham/all-benchmarksgame/2000-benchmarksgame/nanobench/makefiles/u64q.programs.Makefile:421: spectralnorm.python3-6.python3_run] Error 1 (ignored)

4.69s to complete and log all make actions

COMMAND LINE:
 /opt/src/Python-3.13.0/bin/python3 -OO spectralnorm.py 5500

PROGRAM OUTPUT:
1.274224153