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#!/usr/bin/env python
#
# MAGMA (version 2.9.0) --
# Univ. of Tennessee, Knoxville
# Univ. of California, Berkeley
# Univ. of Colorado, Denver
# @date January 2025
## @file run_summarize.py
# @author Mark Gates
#
# Usage:
# First run tests, saving output in tests.txt:
# ./run_tests.py [options] > tests.txt
# or
# ./testing_xyz [options] > tests.txt
#
# Then parse their output:
# ./run_summarize.py test.txt
#
# Parses the output of MAGMA testers and sorts tests into categories:
# ok: test passed
# suspect: test failed, but error < tol2*eps, so it's probably ok
# failed: test failed, with error > tol2*eps
# error: segfault, etc.
# known failures: commands that we already know have issues
# ignore: ignore issues like using --ngpu 2 with only 1 gpu.
#
# tol is tolerance given when the tester was run, by default tol = 30.
# tol2 is specified here, using --tol2, by default tol2 = 100.
#
# For each suspect or failed command, prints the command and suspect or failed
# tests. Also adds the ratio {error/eps} in braces after each error.
# Tests that passed are not output by default.
#
# This is helpful to re-parse and summarize output from \ref run_tests.py, and
# to apply a second tolerence to separate true failures from borderline cases.
#
# The --rerun [123] option is helpful to generate a shell script to re-run
# failed cases.
#
# Example usage. First run tests, directing output to a file:
#
# magma/testing> python ./run_tests.py --tol 30 --medium testing_sgeqr2x_gpu > sgeqr2x.txt
# testing_sgeqr2x_gpu --version 1 -c ok
# testing_sgeqr2x_gpu --version 2 -c ** 1 tests failed
# testing_sgeqr2x_gpu --version 3 -c ok
# testing_sgeqr2x_gpu --version 4 -c ** 1 tests failed
# ----------------------------------------------------------------------------------------------------
# summary
# ----------------------------------------------------------------------------------------------------
# 34 tests in 4 commands passed
# 2 tests failed accuracy test
# 0 errors detected (crashes, CUDA errors, etc.)
# routines with failures:
# testing_sgeqr2x_gpu --version 2 -c
# testing_sgeqr2x_gpu --version 4 -c
#
# Then post-process the output:
#
# magma/testing> ./run_summarize.py sgeqr2x.txt
# single epsilon 5.96e-08, tol2 100, tol2*eps 5.96e-06,
# double epsilon 1.11e-16, tol2 100, tol2*eps 1.11e-14,
# ------------------------------------------------------------------------------------------------------------------------
# okay tests: 2 commands, 68 tests
#
#
# ------------------------------------------------------------------------------------------------------------------------
# errors (segfault, etc.): 0 commands, 0 tests
#
#
# ------------------------------------------------------------------------------------------------------------------------
# failed tests (error > tol2*eps): 0 commands, 0 tests
#
#
# ------------------------------------------------------------------------------------------------------------------------
# suspicious tests (tol2*eps > error > tol*eps): 0 commands, 0 tests
#
#
# ------------------------------------------------------------------------------------------------------------------------
# known failures: 2 commands, 2 tests
# ./testing_sgeqr2x_gpu --version 2 --tol 30
# failed tests (error > tol2*eps):
# 100 100 4.01 ( 0.34) 0.07 ( 20.73) 5.23e-06 { 87.8} 2.08e-03 {34899.3} 2.29e-07 { 3.8} 9.05e-05 { 1518.5} failed
#
# ./testing_sgeqr2x_gpu --version 4 --tol 30
# failed tests (error > tol2*eps):
# 100 100 3.99 ( 0.34) 0.09 ( 15.68) 5.58e-06 { 93.6} 2.21e-03 {37080.5} 2.19e-07 { 3.7} 9.65e-05 { 1619.1} failed
#
# ------------------------------------------------------------------------------------------------------------------------
# ignored errors (e.g., malloc failed): 0 commands, 0 tests
#
#
# ------------------------------------------------------------------------------------------------------------------------
# other (lines that did not get matched): 0 commands, 0 tests
#
import re
import sys
import os
import math
from math import isnan, isinf
from optparse import OptionParser
parser = OptionParser()
parser.add_option( '--tol2', action='store', help='set tolerance (tol2)', default='100' )
parser.add_option( '--okay', action='store_true', help='print okay tests', default=False )
parser.add_option( '--rerun', action='store', type=int, default=0,
help='generate script to re-run failed tests. Values:\n'
+' 1 - re-run exact command;\n'
+' 2 - re-run using run_tests.py;\n'
+' 3 - re-run testers with known bugs.' )
(opts, args) = parser.parse_args()
# --------------------
tol2 = int(opts.tol2)
seps = 5.96e-08
deps = 1.11e-16
stol_30 = 30.0 * seps
dtol_30 = 30.0 * deps
stol_100 = 100.0 * seps
dtol_100 = 100.0 * deps
stol_1k = 1000.0 * seps
dtol_1k = 1000.0 * deps
epsilons = {
's': seps,
'c': seps,
'd': deps,
'z': deps,
}
# --------------------
# hash of cmd: row, where each row is an array of fields.
# Most fields are an array of text lines.
# The known field is a boolean flag.
data = {}
# --------------------
# fields in each row
Field_CmdLine = 0
Field_Okay = 1
Field_Suspect = 2
Field_Failed = 3
Field_Error = 4
Field_Ignore = 5
Field_Other = 6
Field_Known = 7
# labels for each field
labels = [
'',
'okay tests',
'suspicious tests (tol2*eps > error > tol*eps)',
'failed tests (error > tol2*eps)',
'errors (segfault, etc.)',
'ignored errors (e.g., malloc failed)',
'other (lines that did not get matched)',
'known failures',
]
# --------------------
# errors to ignore
ignore_regexp = r'malloc failed|returned error -11[23]'
# errors (segfaults, etc.)
error_regexp = r'exit|memory leak|memory mapping error|CUDA runtime error|illegal value|returned error|ERROR SUMMARY: [1-9]'
# testers with known bugs or issues
known_regexp = '|'.join((
r'geqr2x_gpu.*--version +[24]',
r'gegqr_gpu.*--version +[34]', # N=95, specifically
r'gesv_rbt', # RBT known to fail on some matrices
r'trsm', # needs more rigorous error bound or better conditioned matrices
))
# problem size, possibly with couple words before it, e.g.:
# "1234 ..."
# "upper 1234 ..."
# "vector upper 1234 ..."
size_regexp = r'^ *([a-zA-Z]\w* +){0,2}\d+ '
# --------------------
# input: re match object of floating point error
# output: string "error {error/eps}"
# effects: sets g_failed
def add_ratio( match ):
global g_failed, eps
s = match.group(1)
error = float( s )
ratio = error / eps
g_failed |= (isnan(error) or isinf(error) or ratio >= tol2)
return s + ' {%7.1f}' % (ratio)
# end
# --------------------
# input: line
# output: line with errors replaced by "error {error/eps}"
# effects: sets g_failed, g_suspect, g_okay
def find_ok_failed( line ):
global g_failed, g_suspect, g_okay
if ( re.search( r'failed', line )):
line = re.sub( r' (\d\.\d+e[+-]\d+|-?nan|-?inf)', add_ratio, line )
if ( not g_failed ):
line = re.sub( r'failed', 'suspect', line )
g_suspect = True
# end
elif ( re.search( r'\b(ok|skipping|error check only for)\b', line )):
g_okay = True
return line
# end
# --------------------
# saves g_context into data[ g_cmd ], depending on flags g_ignore, g_error, g_failed, g_suspect, g_okay.
# resets g_context and above flags.
def save():
global g_cmd, g_context, g_ignore, g_error, g_failed, g_suspect, g_okay
if ( g_cmd ):
if ( not data.has_key( g_cmd )):
known = (re.search( known_regexp, g_cmd ) != None)
# fields: [ cmdline, okay, susp, fail, err, ignr, othr, known ]
data[ g_cmd ] = [ g_cmdline, [], [], [], [], [], [], known ]
# end
if ( g_context ):
if ( g_ignore ): data[ g_cmd ][ Field_Ignore ].append( g_context )
elif ( g_error ): data[ g_cmd ][ Field_Error ].append( g_context )
elif ( g_failed ): data[ g_cmd ][ Field_Failed ].append( g_context )
elif ( g_suspect ): data[ g_cmd ][ Field_Suspect ].append( g_context )
elif ( g_okay ): data[ g_cmd ][ Field_Okay ].append( g_context )
else: data[ g_cmd ][ Field_Other ].append( g_context )
# end
# end
# reset globals to accumulate results for next problem size
g_context = ''
g_ignore = False
g_error = False
g_failed = False
g_suspect = False
g_okay = False
# end
# --------------------
# set globals
g_cmd = None
g_cmdline = None
g_size = ''
save()
# --------------------
# This uses a finite state machine to track what the current line is.
# Diagrams are provided in comments below. Some transitions save and reset the
# current problem size, as noted by # save(). States are:
# Start: before seeing command
# Cmd: testing_xyz command line: ./testing_zgetrf
# Pre: errors before a problem size
# Size: problem size
# Post: checks after a problem size
State_Start = 0
State_Cmd = 1
State_Pre = 2
State_Size = 3
State_Post = 4
State_End = 5
for filename in args:
(d, f) = os.path.split( filename )
match = re.search( '^(xs|s|m|l|xl)-', f )
if (match):
g_size = match.group(1)
fopen = open( filename )
state = State_Start
for line in fopen:
# ignore anything starting with % comment, ***** separators, and blank lines
if ( re.search( r'^%|^\*{5,}$|^\s*$', line )):
continue
# end:
# start cmd pre size post
# /\ | | | |
# '----<---'---<---'----<---'----<---' # save()
if ( re.search( '^(summary| \*\* \d+ tests failed)$', line )):
save()
state = State_Start
g_cmd = None
g_cmdline = None
continue
# command:
# start --> cmd pre size post
# /\ | | |
# '---<---'---<---'----<---' # save()
# cmd is everything except -c, -n, --range, -N problem sizes,
# to show options like -L, -U.
m = re.search( r'^(?:cuda-memcheck +)?(./testing_(\w).*)', line )
if ( m ):
save()
state = State_Cmd
g_cmd = re.sub( ' -c\d*|(-n|-N|--range) +\S+', '', m.group(1) )
g_cmdline = line
# select appropriate epsilon for precision
p = m.group(2)
if ( p in 'sdcz' ):
eps = epsilons[ p ]
continue
# pre-errors (segfaults, illegal arguments, etc.) that appear before size:
# ,-.
# | v
# start cmd --> pre size post
# /\ | |
# '---<---'----<---' # save()
m1 = re.search( error_regexp, line )
m2 = re.search( ignore_regexp, line )
if ( m1 or m2 ):
if ( state != State_Pre ):
save()
state = State_Pre
g_context += line
g_error = True
g_ignore = (m2 != None)
continue
# problem size
# ,--->---.--->---.
# | | v
# start cmd pre size post
# /\ | |
# '-'---<---' # save()
if ( re.search( size_regexp, line )):
if ( state == State_Size or state == State_Post ):
save()
state = State_Size
line = find_ok_failed( line )
g_context += line
continue
# otherwise, default action depends on state:
# ,-. ,-. ,-.
# | v | v | v
# start cmd --> pre size --> post
if ( state == State_Start ):
pass
elif ( state == State_Cmd or state == State_Pre ):
state = State_Pre
line = find_ok_failed( line ) # shouldn't have ok or failed
g_context += line
elif ( state == State_Size or state == State_Post ):
state = State_Post
line = find_ok_failed( line )
g_context += line
else:
print 'unhandled', state, line
# end
save()
# end
# ------------------------------------------------------------------------------
# Processes commands that have tests in the given field.
# If output is true, prints commands and tests in given field,
# otherwise just prints count of the commands and tests.
# If field is KNOWN, prints tests that are suspect, failed, or error.
def output( field, output ):
cmds = 0
tests = 0
result = ''
for cmd in sorted( data.keys() ):
row = data[cmd]
if ( field == Field_Known ):
if ( row[Field_Known] ):
#result += row[Field_CmdLine]
#result += cmd + '\n'
num = len(row[Field_Suspect]) + len(row[Field_Failed]) + len(row[Field_Error])
#if ( num == 0 ):
# result += 'no failures (has ' + cmd + ' been fixed?)\n\n'
if (num > 0 and output):
result += cmd + '\n'
if ( len(row[Field_Okay]) > 0 and opts.okay ):
result += labels[Field_Okay] + ':\n' + ''.join( row[Field_Okay] )
if ( len(row[Field_Error]) > 0 ):
result += labels[Field_Error] + ':\n' + ''.join( row[Field_Error] )
if ( len(row[Field_Failed]) > 0 ):
result += labels[Field_Failed] + ':\n' + ''.join( row[Field_Failed] )
if ( len(row[Field_Suspect]) > 0 ):
result += labels[Field_Suspect] + ':\n' + ''.join( row[Field_Suspect] )
if ( len(row[Field_Ignore]) > 0 and opts.okay ):
result += labels[Field_Ignore] + ':\n' + ''.join( row[Field_Ignore] )
result += '\n'
# end
cmds += 1
tests += num
else:
num = len( row[field] )
if ( num > 0 and not row[Field_Known] ):
if ( output ):
#result += row[Field_CmdLine]
result += cmd + '\n'
result += ''.join( row[field] ) + '\n'
# end
cmds += 1
tests += num
# end
# end
# end
print '#' * 120
print '%-50s %3d commands, %6d tests' % (labels[field]+':', cmds, tests )
print result
print
# end
# ------------------------------------------------------------------------------
# Prints shell script to re-run failed commands exactly as in the output.
# For example, if ./testing_dpotrf -L -c -n 1000 failed,
# it would re-run ./testing_dpotrf -L -c -n 1000
def rerun1():
output = 'errors.txt'
if (g_size):
output = g_size + '-' + output
print '#!/bin/sh'
print
print 'touch', output
print
for cmd in sorted( data.keys() ):
row = data[cmd]
if ((row[Field_Error] or row[Field_Failed] or row[Field_Suspect]) and not row[Field_Known]):
test = row[Field_CmdLine].rstrip()
print 'echo ', test, '>>', output
print '(set -x;', test, '>>', output, ')'
print
# end
# end
# ------------------------------------------------------------------------------
# Prints shell script to re-run failed commands, using run_tests.py.
# For example, if ./testing_dpotrf -L -c -n 1000 failed,
# it would re-run ./run_tests.py testing_dpotrf
# which would re-run both -L and -U options (unlike rerun1).
def rerun2():
output = 'errors.txt'
size = ''
if (g_size):
output = g_size + '-' + output
size = '--' + g_size
seen = {}
print '#!/bin/sh'
print
print 'FUNCS="',
for cmd in sorted( data.keys() ):
row = data[cmd]
if ((row[Field_Error] or row[Field_Failed] or row[Field_Suspect]) and not row[Field_Known]):
match = re.search( '^\./(testing\w+)', cmd )
test = match.group(1)
if (not seen.has_key( test )):
seen[test] = True
print test,
# end
# end
# end
print '"'
print
print './run_tests.py', size, '$FUNCS >', output
# end
# ------------------------------------------------------------------------------
# Same as rerun2 but with known failures.
def rerun_known():
output = 'errors.txt'
size = ''
if (g_size):
output = g_size + '-' + output
size = '--' + g_size
seen = {}
print '#!/bin/sh'
print
print 'FUNCS="',
for cmd in sorted( data.keys() ):
row = data[cmd]
if (row[Field_Known]):
match = re.search( '^\./(testing\w+)', cmd )
test = match.group(1)
if (not seen.has_key( test )):
seen[test] = True
print test,
# end
# end
# end
print '"'
print
print './run_tests.py', size, '$FUNCS >', output
# end
# ------------------------------------------------------------------------------
if (opts.rerun == 1):
rerun1()
elif (opts.rerun == 2):
rerun2()
elif (opts.rerun == 3):
rerun_known()
else:
print 'single epsilon %.2e, tol2 %.0f, tol2*eps %.2e,' % (seps, tol2, tol2*seps)
print 'double epsilon %.2e, tol2 %.0f, tol2*eps %.2e,' % (deps, tol2, tol2*deps)
output( Field_Okay, opts.okay )
output( Field_Error, True )
output( Field_Failed, True )
output( Field_Suspect, True )
output( Field_Known, True )
output( Field_Ignore, True )
output( Field_Other, True ) # tests that didn't have "ok" or "failed"
# end
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