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Current File : /opt/alt/python35/share/doc/alt-python35-Cython/Demos/benchmarks/spectralnorm.py
# -*- coding: utf-8 -*-
# The Computer Language Benchmarks Game
# http://shootout.alioth.debian.org/
# Contributed by Sebastien Loisel
# Fixed by Isaac Gouy
# Sped up by Josh Goldfoot
# Dirtily sped up by Simon Descarpentries
# Concurrency by Jason Stitt

from time import time
import util
import optparse

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

def eval_A_times_u (u):
    return [ part_A_times_u(i,u) for i in range(len(u)) ]

def eval_At_times_u (u):
    return [ part_At_times_u(i,u) for i in range(len(u)) ]

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

def part_A_times_u(i, u):
    partial_sum = 0
    for j, u_j in enumerate(u):
        partial_sum += eval_A (i, j) * u_j
    return partial_sum

def part_At_times_u(i, u):
    partial_sum = 0
    for j, u_j in enumerate(u):
        partial_sum += eval_A (j, i) * u_j
    return partial_sum

DEFAULT_N = 130

def main(n):
    times = []
    for i in range(n):
        t0 = time()
        u = [1] * DEFAULT_N

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

        vBv = vv = 0

        for ue, ve in zip (u, v):
            vBv += ue * ve
            vv  += ve * ve
        tk = time()
        times.append(tk - t0)
    return times

if __name__ == "__main__":
    parser = optparse.OptionParser(
        usage="%prog [options]",
        description="Test the performance of the spectralnorm benchmark")
    util.add_standard_options_to(parser)
    options, args = parser.parse_args()

    util.run_benchmark(options, options.num_runs, main)

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