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#!/usr/bin/env python
"""Script to perform comparisons between pmpz and other data types.
Copyright (C) 2011-2020 - Daniele Varrazzo
"""
import sys
import psycopg2
import logging
logger = logging.getLogger()
logging.basicConfig(
level=logging.INFO,
stream=sys.stderr,
format="%(asctime)s %(levelname)s %(message)s",
datefmt="%Y-%m-%d %H:%M:%S")
class SkipTest(Exception):
"""The test can't be performed for some reason."""
class Benchmark(object):
"""Base class for a test.
Tests should subclass and create methods called test_whatever. There can
also be methods setup_whatever that will be invoked just once (the test
can be repeated if -r is not 1).
"""
# Subclass may change these details that will appear in the plots.
title = "Benchmark"
xlabel = "x axis"
ylabel = "y axis"
def __init__(self, opt):
self.opt = opt
def run(self):
opt = self.opt
self.conn = psycopg2.connect(opt.dsn)
self.conn.set_isolation_level(0)
tests = []
for k in dir(self):
if k.startswith('test_'):
tests.append((k[5:], getattr(self, k)))
tests.sort()
print "title:", self.title
print "xlabel:", self.xlabel
print "ylabel:", self.ylabel
for n in opt.nsamples:
for s in opt.size:
for name, f in tests:
# test initialization
setup = getattr(self, 'setup_' + name, None)
if setup:
logger.info("setup %s: n=%d s=%d", name, n, s)
try:
setup(n, s)
except SkipTest, e:
logger.info("skipping %s (n=%d s=%d): %s",
name, n, s, e)
continue
# test run
results = []
for i in xrange(opt.repeats):
logger.info("test %s (n=%d s=%s) run %d of %d",
name, n, s, i+1, opt.repeats)
results.append(f(n, s))
logger.info("result: %s", results[-1])
result = self.best_value(results)
print self.__class__.__name__, name, n, s, result
def best_value(self, results):
"""Take the best values from a list of results."""
return min(results)
class SumRational(Benchmark):
"""Test the time used to perform sum(x) for mpq and decimal data types.
The type represent the same values.
"""
_title = "Time for sum() for values with scale %s"
xlabel = "Numbers size (in decimal digits)"
ylabel = "Time (in millis)"
@property
def title(self): return self._title % self.opt.scale
def setup_numeric(self, n, s):
self._setup(n, s, "test_sum_rat_numeric",
"create table test_sum_rat_numeric (n numeric(%s,%s));"
% (s, self.opt.scale))
def test_numeric(self, n, s):
return self._test("test_sum_rat_numeric")
def setup_mpq(self, n, s):
self._setup(n, s, "test_sum_rat_mpq",
"create table test_sum_rat_mpq (n mpq);")
def test_mpq(self, n, s):
return self._test("test_sum_rat_mpq")
def _setup(self, n, s, table, query):
cur = self.conn.cursor()
cur.execute("drop table if exists %s;" % table)
cur.execute(query)
cur.execute("""
select randinit();
select randseed(31415926);
insert into %s
select urandomm(%%(max)s::mpz)::mpq / %%(scale)s
from generate_series(1, %%(n)s);
""" % table, {
'max': 10 ** s,
'scale': 10 ** self.opt.scale,
'n': n})
cur.execute("vacuum analyze %s;" % table)
def _test(self, table):
cur = self.conn.cursor()
cur.execute("explain analyze select sum(n) from %s;" % table)
recs = cur.fetchall()
return float(recs[-1][0].split()[-2])
class SumInteger(Benchmark):
"""Test the time used to perform sum(n) for different data types.
n is read from a table.
"""
title = "Time to calculate sum() on a table"
xlabel = "Numbers size (in decimal digits)"
ylabel = "Time (in millis)"
def setup_mpq(self, n, s):
self._setup(n, s, "test_sum_mpq",
"create table test_sum_mpq (n mpq);")
def setup_mpz(self, n, s):
self._setup(n, s, "test_sum_mpz",
"create table test_sum_mpz (n mpz);")
def setup_numeric(self, n, s):
self._setup(n, s, "test_sum_numeric",
"create table test_sum_numeric (n numeric);")
def setup_int8(self, n, s):
if s > 18:
raise SkipTest("skipping test with %d digits" % s)
self._setup(n, s, "test_sum_int8",
"create table test_sum_int8 (n int8);")
def setup_int4(self, n, s):
if s > 9:
raise SkipTest("skipping test with %d digits" % s)
self._setup(n, s, "test_sum_int4",
"create table test_sum_int4 (n int4);")
def _setup(self, n, s, table, query):
cur = self.conn.cursor()
cur.execute("drop table if exists %s;" % table)
cur.execute(query)
cur.execute("""
select randinit();
select randseed(31415926);
insert into %s
select urandomm(%%(max)s::mpz)s
from generate_series(1, %%(n)s);
""" % table,
{ 'max': 10 ** s, 'n': n})
cur.execute("vacuum analyze %s;" % table)
def test_mpq(self, n, s):
return self._test('test_sum_mpq')
def test_mpz(self, n, s):
return self._test('test_sum_mpz')
def test_numeric(self, n, s):
return self._test('test_sum_numeric')
def test_int8(self, n, s):
return self._test('test_sum_int8')
def test_int4(self, n, s):
return self._test('test_sum_int4')
def _test(self, table):
cur = self.conn.cursor()
cur.execute("explain analyze select sum(n) from %s;" % table)
recs = cur.fetchall()
return float(recs[-1][0].split()[-2])
class Arith(Benchmark):
"""Perform an operation sum(a + b * c / d) on a table.
"""
title = "Performance on arithmetic operations"
xlabel = "Numbers size (in decimal digits)"
ylabel = "Time (in millis)"
def setup_mpq(self, n, s):
self._setup(n, s, "test_arith_mpq", """
create table test_arith_mpq
(a mpq, b mpq, c mpq, d mpq);""")
def setup_mpz(self, n, s):
self._setup(n, s, "test_arith_mpz", """
create table test_arith_mpz
(a mpz, b mpz, c mpz, d mpz);""")
def setup_numeric(self, n, s):
self._setup(n, s, "test_arith_numeric", """
create table test_arith_numeric (
a numeric(%s), b numeric(%s), c numeric(%s), d numeric(%s));
""" % ((s,s,s,s+1)))
def setup_int8(self, n, s):
if s > 9:
raise SkipTest("skipping test with %d digits" % s)
self._setup(n, s, "test_arith_int8", """
create table test_arith_int8
(a int8, b int8, c int8, d int8);""")
def setup_int4(self, n, s):
if s > 4:
raise SkipTest("skipping test with %d digits" % s)
self._setup(n, s, "test_arith_int4", """
create table test_arith_int4
(a int4, b int4, c int4, d int4);""")
def test_mpq(self, n, s):
return self._test("test_arith_mpq")
def test_mpz(self, n, s):
return self._test("test_arith_mpz")
def test_numeric(self, n, s):
return self._test("test_arith_numeric")
def test_int8(self, n, s):
return self._test("test_arith_int8")
def test_int4(self, n, s):
return self._test("test_arith_int4")
def _setup(self, n, s, table, query):
cur = self.conn.cursor()
cur.execute("drop table if exists %s;" % table)
cur.execute(query)
cur.execute("""
select randinit();
select randseed(31415926);
insert into %s
select
urandomm(%%(max)s::mpz), urandomm(%%(max)s::mpz),
urandomm(%%(max)s::mpz), urandomm(%%(max)s::mpz) + 1
from generate_series(1, %%(n)s);
""" % table, {
'max': 10 ** s,
'n': n})
cur.execute("vacuum analyze %s;" % table)
def _test(self, table):
cur = self.conn.cursor()
cur.execute("""explain analyze
select sum(a + b * c / d)
from %s;""" % table)
recs = cur.fetchall()
return float(recs[-1][0].split()[-2])
class Factorial(Benchmark):
"""Measure the speed to calculate the factorial of n"""
title = "Time to calculate n!"
xlabel = "Input number"
ylabel = "Time (in millis)"
def setup_mpz(self, n, s):
self._setup('mpz', 'mpz_mul')
def setup_numeric(self, n, s):
self._setup('numeric', 'numeric_mul')
def _setup(self, type, f):
cur = self.conn.cursor()
cur.execute("drop aggregate if exists m(%s);" % type)
cur.execute("create aggregate m(%s) (sfunc=%s, stype=%s);"
% (type, f, type))
def test_mpz(self, n, s):
return self._test('mpz', s)
def test_numeric(self, n, s):
return self._test('numeric', s)
def _test(self, type, s):
cur = self.conn.cursor()
cur.execute("""
explain analyze
select m(n::%s)
from generate_series(1,%s) n;
""" % (type, s))
recs = cur.fetchall()
return float(recs[-1][0].split()[-2])
class TableSize(Benchmark):
"""Measure the size of a table on disk with mpz and decimal columns.
"""
title = "Size of a table on disk"
xlabel = "Numbers size (in decimal digits)"
ylabel = "Size (in pages)"
def setup_int8(self, n, s):
if s > 18:
raise SkipTest("skipping test with %d digits" % s)
def setup_int4(self, n, s):
if s > 9:
raise SkipTest("skipping test with %d digits" % s)
def test_mpq(self, n, s):
return self._test(n, s, "test_size_mpq",
"""
create table test_size_mpq (n mpq);
insert into test_size_mpq
select urandomm(%(max)s::mpz)s
from generate_series(1, %(n)s);
""")
def test_mpz(self, n, s):
return self._test(n, s, "test_size_mpz",
"""
create table test_size_mpz (n mpz);
insert into test_size_mpz
select urandomm(%(max)s::mpz)s
from generate_series(1, %(n)s);
""")
def test_numeric(self, n, s):
return self._test(n, s, "test_size_numeric",
"""
create table test_size_numeric (n numeric);
insert into test_size_numeric
select urandomm(%(max)s::mpz)s
from generate_series(1, %(n)s);
""")
def test_int8(self, n, s):
return self._test(n, s, "test_size_int8",
"""
create table test_size_int8 (n int8);
insert into test_size_int8
select urandomm(%(max)s::mpz)s
from generate_series(1, %(n)s);
""")
def test_int4(self, n, s):
return self._test(n, s, "test_size_int4",
"""
create table test_size_int4 (n int4);
insert into test_size_int4
select urandomm(%(max)s::mpz)s
from generate_series(1, %(n)s);
""")
def _test(self, n, s, table, query):
cur = self.conn.cursor()
cur.execute("""
drop table if exists %s;
select randinit();
select randseed(31415926);
""" % table)
cur.execute(query, {'n': n, 'max': 10 ** s})
cur.execute("vacuum analyze %s;" % table)
cur.execute(
"select relpages from pg_class where relname = %s;" ,
(table, ))
return cur.fetchone()[0]
def main():
opt = parse_args()
cls = globals()[opt.test_name]
test = cls(opt)
test.run()
def parse_args():
# Find the tests available
test_names = sorted(o.__name__ for o in globals().values()
if isinstance(o, type)
and issubclass(o, Benchmark) and o is not Benchmark)
from optparse import OptionParser
parser = OptionParser(usage="%prog [OPTIONS] TEST-NAME",
description="choose a test from: %s" % ', '.join(test_names))
parser.add_option('-n', '--nsamples', type=int, action='append',
help="number of numbers to sum. specify once or more")
parser.add_option('-s', '--size', type=int, action='append',
help="size of numbers to sum. specify once or more")
parser.add_option('-p', '--scale', type=int,
help="scale of the tested numbers, if applicable")
parser.add_option('-r', '--repeats', type=int, default=3,
help="test repetitions (take the best value) [default: %default]")
parser.add_option('--dsn', help="database to connect", default="")
opt, args = parser.parse_args()
if len(args) != 1:
parser.error("please specify one test")
opt.test_name = args[0]
if opt.test_name not in test_names:
parser.error("bad test name: '%s'" % opt.test_name)
if not opt.nsamples or not opt.size:
parser.error("please specify -n and -s at least once")
return opt
if __name__ == '__main__':
sys.exit(main())
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