The Computer Language
Benchmarks Game

spectral-norm Python 3 #6 program

source code

# The Computer Language Benchmarks Game
# http://benchmarksgame.alioth.debian.org/
#
# 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, command-line, and program output

NOTES:
64-bit Ubuntu quad core
Python 3.6.0 (default, Feb  5 2017, 10:29:14)
[GCC 5.4.0 20160609] on linux
--enable-optimizations
make profile-opt


Sun, 05 Feb 2017 22:17:55 GMT

MAKE:
mv spectralnorm.python3-6.python3 spectralnorm.python3-6.py
0.01s to complete and log all make actions

COMMAND LINE:
/usr/local/src/Python-3.6.0/bin/python3.6 -OO spectralnorm.python3-6.py 5500

PROGRAM OUTPUT:
1.274224153