CNTK/Tests/TestDriver.py

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28 KiB
Python
Executable File

#!/usr/bin/env python
# ----------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# This is a test driver for running end-to-end CNTK tests
#
# ----- Running a test and/or updating baselines ------
# For instructions see:
# ./TestDriver.py --help
#
# ---- Adding the tests: -------
# File system organization:
# Each test suite (e.g. Speech) has its own directory inside Tests
# Each test (e.g. QuickE2E) has its own directory within test suite
#
# Each test directory has a following components:
# - testcases.yml - main test confuguration file, whcih defines all test cases
# - run-test - (run-test) script
# - baseline*.txt - baseline files whith a captured expected output of run-test script
#
# ----- testcases.yml format -------
# dataDir: <path> #<relative-path-to the data directory
# tags: # optional tags - see tagging system
# - <tag1> <optional-predicate>
# - <tag2> <optional-predicate>
# - ....
#
# testCases:
# <name of the testcase 1>:
# patterns:
# - <pattern 1> # see pattern language
# - <pattern 2>
# - .....
#
# <name of the testcase 2>:
# patterns:
# - <pattern 1>
# - <pattern 2>
# - .....
# .....
#
# ----- pattern language --------
# Multpile patterns of the same testcase are matching a *single* line of text
# Pattern is essentiually a substring which has to be found in a line
# if pattern starts with ^ then matching is constrained to look only at the beginning of the line
#
# pattern can have one or multiple placelohders wrapped with double-curly braces: {{...}}
# this placeholders can match any text conforming to the type constraint. Available placeholders
# {{integer}} - matches any (positive or negative integer) value
# {{float}} - matches any float value
# {{float,tolerance=0.00001}} - matches float value with given absolute tolerance: 0.00001 in this example
# {{float,tolerance=2%}} - matches float value with relative tolerance, 2% in this example
#
# At runtime patterns are compiled by TestDriver.py to regular expressions
#
# ---- Baseline files ----
# Order of searching baseline files, depends on the current mode for a given test:
#
# 1. baseline.<os>.<flavor>.<device>.txt
# 2. baseline.<os>.<flavor>.txt
# 3. baseline.<os>.<device>.txt
# 4. baseline.<os>.txt
# 5. baseline.<flavor>.<device>.txt
# 6. baseline.<flavor>.txt
# 7. baseline.<device>.txt
# 8. baseline.txt
# where <flavor> = { debug | release }
# <device> = { cpu | gpu }
#
# Baseline files are optional. They only evaluate if test defines one or more pattern-drivern test cases.
# If no test cases are defined, then TestDriver uses exit code of the run-test script as the only criteria
# of successful copmpletion of the test.
# ----- Tagging system ------
# Unit tests can be optionally tagged with 1 or many tags
# CNTK build/test lab uses those tags to understand which tests to run during different flavors of build jobs (nightly, BVT, checkin)
#
# Tag can be optionally predicated with a python boolean expression over 'flavor' (debug/release), 'device' (cpu/gpu), 'os' (windows/linux) variables.
# this allows to restrict tagging of the test to specific combinations of those variables
#
# ----- Algorithm ------
# Baseline verification:
# For each testcase
# - filter all lines which matches
# - if no lines found then abord with an error - since either baseline and/or pattern are invalid
# Running test:
# Run test script (run-test) and capture output:
#
# For each testcase
# - filter all matching lines from baseline
# - filter all matching lines from test output
# - compare filtered lines one by one, ensuring that substrings defined by patterns are matching
#
# In practice, TestDriver performs 1 pass through the output of run-test performing a real-time
# matching against all test-cases/pattern simulteneously
#
import sys, os, argparse, traceback, yaml, subprocess, random, re, time, sets
thisDir = os.path.dirname(os.path.realpath(__file__))
windows = os.getenv("OS")=="Windows_NT"
# This class encapsulates an instance of the test
class Test:
# "Suite/TestName" => instance of Test
allTestsIndexedByFullName = {}
# suite - name of the test suite
# name - name of the test
# path to the testcases.yml file
def __init__(self, suite, name, pathToYmlFile):
self.suite = suite
self.name = name
self.fullName = suite + "/" + name
# computing location of test directory (yml file directory)
self.testDir = os.path.dirname(pathToYmlFile)
# parsing yml file with testcases
with open(pathToYmlFile, "r") as f:
self.rawYamlData = yaml.safe_load(f.read())
# finding location of data directory
if self.rawYamlData["dataDir"]:
self.dataDir = os.path.realpath(os.path.join(self.testDir, self.rawYamlData["dataDir"]))
else:
self.dataDir = self.testDir
# parsing test cases
self.testCases = []
if "testCases" in self.rawYamlData.keys():
testCasesYaml = self.rawYamlData["testCases"]
for name in testCasesYaml.keys():
try:
self.testCases.append(TestCase(name, testCasesYaml[name]))
except Exception as e:
print >>sys.stderr, "ERROR registering test case: " + name
raise
# parsing all tags, example input:
# tags:
# - bvt-l (flavor=='debug') ^ (device=='cpu') # tag with a python predicate expression
# - nightly-l #tag without a predicate
#
# Predicate expressions must produce boolean value and may refer to following variables: flavor, device, os
self.tags = {}
if self.rawYamlData["tags"]:
for tagLine in self.rawYamlData["tags"]:
tagLineSplit = tagLine.split(' ', 1) # splitting tag name from predicate expression
tagName = tagLineSplit[0].lower().strip()
# using specified python expression (or 'True' if former isn't provided)
pythonExpr = tagLineSplit[1] if len(tagLineSplit)==2 else "True"
# converting python expression into lambda and doing a smoke test by calling it with dummy parameters
predicate = lambda pythonExpr=pythonExpr, **kwargs: eval(pythonExpr, kwargs)
try:
assert(type(predicate(flavor='foo', device='var', os='foobar')) == bool)
except Exception as e:
print "Can't parse tag predicate expression in {0} ({1}):\n{2}".format(pathToYmlFile, pythonExpr, e)
raise e
# saving generated lambda into tags dictionary
self.tags[tagName] = predicate
# Populates Tests.allTestsIndexedByFullName by scanning directory tree
# and finding all testcases.yml files
@staticmethod
def discoverAllTests():
for dirName, subdirList, fileList in os.walk(thisDir):
if 'testcases.yml' in fileList:
testDir = dirName
testName = os.path.basename(dirName)
suiteDir = os.path.dirname(dirName)
# sute name will be derived from the path components
suiteName = os.path.relpath(suiteDir, thisDir).replace('\\', '/')
try:
test = Test(suiteName, testName, dirName + "/testcases.yml")
Test.allTestsIndexedByFullName[test.fullName.lower()] = test
except Exception as e:
print >>sys.stderr, "ERROR registering test: " + dirName
traceback.print_exc()
sys.exit(1)
# Runs this test
# flavor - "debug" or "release"
# device - "cpu" or "gpu"
# args - command line arguments from argparse
# returns an instance of TestRunResult
def run(self, flavor, device, args):
# measuring the time of running of the test
startTime = time.time()
result = self.runImpl(flavor, device, args)
result.duration = time.time() - startTime
return result
def runImpl(self, flavor, device, args):
result = TestRunResult()
result.succeeded = True
# Preparation for pattern-based test cases
if len(self.testCases) > 0:
# Locating and reading baseline file
baselineFile = self.findBaselineFile(flavor, device)
if baselineFile == None:
return TestRunResult.fatalError("Baseline file sanity check", "Can't find baseline file")
with open(baselineFile, "r") as f:
baseline = f.read().split("\n")
if args.verbose:
print "Baseline:", baselineFile
# Before running the test, pre-creating TestCaseRunResult object for each test case
# and compute filtered lines from baseline file.
# Note: some test cases might fail at this time if baseline and/or patterns are inconsistant
if not args.update_baseline:
for testCase in self.testCases:
testCaseRunResult = testCase.processBaseline(baseline)
if not testCaseRunResult.succeeded:
result.succeeded = False
result.testCaseRunResults.append(testCaseRunResult)
# preparing run directory
runDir = os.path.join(args.run_dir, "{0}_{1}@{2}_{3}".format(self.suite, self.name, flavor, device))
if not os.path.isdir(runDir):
os.makedirs(runDir)
# preparing environment for the test script
os.environ["TEST_FLAVOR"] = flavor
os.environ["TEST_DEVICE"] = device
os.environ["TEST_BUILD_LOCATION"] = args.build_location
if windows:
os.environ["TEST_CNTK_BINARY"] = os.path.join(args.build_location, flavor, "cntk.exe")
os.environ["MPI_BINARY"] = os.path.join(os.environ["MSMPI_BIN"], "mpiexec.exe")
else:
os.environ["TEST_CNTK_BINARY"] = os.path.join(args.build_location, flavor, "bin", "cntk")
os.environ["MPI_BINARY"] = "mpiexec"
os.environ["TEST_DIR"] = self.testDir
os.environ["TEST_DATA_DIR"] = self.dataDir
os.environ["TEST_RUN_DIR"] = runDir
# WORKAROUND: changing current dir to the dataDir so relative paths in SCP files work as expected
os.chdir(self.dataDir)
# Running test script
#TODO:port this properly to windows
# Writing standard output to the file and to the console (if --verbose)
logFile = os.path.join(runDir, "output.txt")
allLines = []
if args.verbose:
print self.fullName + ":>" + logFile
with open(logFile, "w") as output:
cmdLine = ["bash", "-c", self.testDir + "/run-test 2>&1"]
process = subprocess.Popen(cmdLine, stdout=subprocess.PIPE)
while True:
line = process.stdout.readline()
if not line:
break
if len(line)>0 and line[-1]=='\n':
line=line[:len(line)-1]
if args.verbose:
print self.fullName + ": " + line
if args.dry_run:
print line
continue
print >>output, line
allLines.append(line)
output.flush()
for testCaseRunResult in result.testCaseRunResults:
testCaseRunResult.testCase.processLine(line, testCaseRunResult, args.verbose)
exitCode = process.wait()
success = True
# saving log file path, so it can be reported later
result.logFile = logFile
# checking exit code
if exitCode != 0:
if args.dry_run:
print "[SKIPPED]"
return result
else:
return TestRunResult.fatalError("Exit code must be 0", "==> got exit code {0} when running: {1}".format(exitCode, " ".join(cmdLine)), logFile = logFile)
# finalizing verification - need to check whether we have any unmatched lines
for testCaseRunResult in result.testCaseRunResults:
testCaseRunResult.testCase.finalize(testCaseRunResult)
if not testCaseRunResult.succeeded:
result.succeeded = False
if (self.testCases)>0 and args.update_baseline and result.succeeded:
# When running in --update-baseline mode
# verifying that new output is succesfully matching every pattern in the testcases.yml
# If this is not the case then baseline update will be rejected
for testCase in self.testCases:
testCaseRunResult = testCase.processBaseline(allLines)
if not testCaseRunResult.succeeded:
result.succeeded = False
result.testCaseRunResults.append(testCaseRunResult)
if result.succeeded:
if args.verbose:
print "Updating baseline file", baselineFile
with open(baselineFile, "w") as f:
f.write("\n".join(allLines))
return result
# Finds a location of a baseline file by probing different names in the following order:
# baseline.$os.$flavor.$device.txt
# baseline.$os.$flavor.txt
# baseline.$os.$device.txt
# baseline.$os.txt
# baseline.$flavor.$device.txt
# baseline.$flavor.txt
# baseline.$device.txt
# baseline.txt
def findBaselineFile(self, flavor, device):
for o in ["." + ("windows" if windows else "linux"), ""]:
for f in ["." + flavor.lower(), ""]:
for d in ["." + device.lower(), ""]:
candidateName = "baseline" + o + f + d + ".txt"
fullPath = os.path.join(self.testDir, candidateName)
if os.path.isfile(fullPath):
return fullPath
return None
# Checks whether the test matches the specified tag,
# returns matched tag name on succes, or None if there is no match(boolean, string) tuple
def matchesTag(self, tag, flavor, device, os):
tagL = tag.lower() # normalizing the tag for comparison
# enumerating all the tags
for tag in self.tags.keys():
# match by direct string comparison or by prefix matching rule:
# e.g: 'bvt' matches 'bvt' 'bvt-a', 'bvt-b' but not 'bvtx'
if tag==tagL or tag.startswith(tagL + "-"):
# evaluating tag's predicate
if self.tags[tag](flavor=flavor, device=device, os=os):
return tag
return None
# This class encapsulates one testcase (in testcases.yml file)
class TestCase:
def __init__(self, name, yamlNode):
self.name = name
self.patterns = []
if "patterns" in yamlNode:
for pattern in yamlNode["patterns"]:
try:
self.patterns.append(TestPattern(pattern))
except Exception as e:
print >>sys.stderr, "ERROR registering pattern: " + pattern
raise
# Processes the baseline file and return an instance of TestCaseRunResult
# which is ready to be passed into processLine
def processBaseline(self, baseline):
result = TestCaseRunResult(self.name, True)
result.diagnostics = ""
result.testCase = self
# filter all lines of baseline file leaving only those which match ALL the patterns
filteredLines = []
for line in baseline:
if all([p.match(line) for p in self.patterns]):
filteredLines.append(line)
if len(filteredLines) == 0:
result.succeeded = False
result.diagnostics+="Baseline file doesn't have any lines matching all patterns defined in the test case.\n"\
"Possible cause: patterns are wrong and/or baseline file doesn't have required line"
result.expectedLines = filteredLines
return result
# Runs this test case and report result into TestCaseRunResult
def processLine(self, line, result, verbose):
if all([p.match(line) for p in self.patterns]):
if len(result.expectedLines) > 0:
# we have mathed line in the output and at leat one remaining unmatched in a baseline
expected = result.expectedLines[0]
# running comparison logic for each pattern
failedPatterns = []
for p in self.patterns:
if not p.compare(expected, line):
result.succeeded = False
failedPatterns.append(p)
# in the case of failure - reporting mismatched lines
if len(failedPatterns)>0:
result.diagnostics+=("Baseline: {0}\n"+
"Output: {1}\n"
).format(expected, line)
if verbose:
print "[FAILED]: Testcase", self.name
print "Baseline:", expected
# also show all failed patterns
for p in failedPatterns:
msg = "Failed pattern: " + p.patternText
if verbose:
print msg
result.diagnostics+=msg+"\n"
# removing this line, since we already matched it (whether succesfully or not - doesn't matter)
del result.expectedLines[0]
else:
# we have matched line in the output - but don't have any remaining unmatched in a baseline
result.succeeded = False
result.diagnostics+=("Unexpected (extra) line in the output which matches the pattern, but doesn't appear in baseline file.\n"+
"Extra line: {0}"
).format(line)
# called once for each TestCaseRunResult at the end to check for unmatched patterns
def finalize(self, result):
if len(result.expectedLines) > 0:
result.succeeded = False
result.diagnostics+=("{0} expected lines weren't observed in the output.\n"+
"First unmatched: {1}"
).format(len(result.expectedLines), result.expectedLines[0])
# This encapsulates parsing and evaluation of a test patterns occurring in testcases.yml file
class TestPattern:
# maps a type (specified in {{...}} expressions) to a regular expression
typeTable = {
"integer" : r"\s*-?[0-9]+",
"float" : r"\s*-?([0-9]*\.[0-9]+|[0-9]+)(e[+-]?[0-9]+)?"
}
def __init__(self, patternText):
self.patternText = str(patternText)
if len(patternText) == 0:
raise Exception("Empty pattern")
if patternText[0]=='^':
patternText = patternText[1:]
prefix = "^"
else:
prefix = ".*?"
# After parsing this will be a list of tuples (dataType, tolerance) for each {{...}} section from left to right
self.groupInfo = []
# Transforming our pattern into a sigle regular expression
# processing {{...}} fragments and escaping all regex special characters
self.regexText = prefix + re.sub(r"(\{\{[^}]+\}\}|[\[\]\.\*\+\{\}\(\)\$\^\\\|\?])", self.patternParse, patternText)
# Compiling it to perform a check (fail-fast) and for faster matching later
self.regex = re.compile(self.regexText)
# this is a callback method passed to re.sub call above - it performs the core parsing logic
def patternParse(self, match):
fragment = match.group(1)
if len(fragment) == 1:
# this is a spexcial character of regex
return "\\" + fragment;
else:
# parsing {{...}} expressions
m = re.match(r"{{(integer|float)(,tolerance=([-0-9\.e]*)(%?))?}}", fragment)
dataType = m.group(1)
if m.group(3):
tolerance = float(m.group(3))
if m.group(4) == "%":
# using minus sign to indicate that it is a relative value
tolerance = - tolerance/100.0;
else:
tolerance = 0.0
# saving information about data type and tolerance
self.groupInfo.append((dataType, tolerance))
# converting this to regex which mathes specific type
# All {{...}} sections are converted to regex groups named as G0, G1, G2...
return "(?P<G{0}>{1})".format(len(self.groupInfo)-1, TestPattern.typeTable[dataType])
# Checks wether given line matches this pattern
# returns True or False
def match(self, line):
return self.regex.match(line) != None
# Compares a line from baseline log and a line from real output against this pattern
# return true or false
def compare(self, expected, actual):
em = self.regex.match(expected)
am = self.regex.match(actual)
if em == None and am == None:
return True
if em == None or am == None:
return False
for i in range(0, len(self.groupInfo)):
dataType, tolerance = self.groupInfo[i]
groupId = "G"+str(i)
expectedText = em.group(groupId).strip()
actualText = am.group(groupId).strip()
if dataType=="integer":
return int(expectedText) == int(actualText)
elif dataType=="float":
epsilon = tolerance if tolerance > 0 else abs(float(expectedText)*tolerance)
return abs(float(expectedText)-float(actualText)) <= epsilon
else:
return False;
return True
class TestRunResult:
def __init__(self):
self.succeeded = False;
self.testCaseRunResults = [] # list of TestCaseRunResult
self.duration = -1
@staticmethod
def fatalError(name, diagnostics, logFile = None):
r = TestRunResult()
r.testCaseRunResults.append(TestCaseRunResult(name, False, diagnostics))
r.logFile = logFile
return r
class TestCaseRunResult:
def __init__(self, testCaseName, succeeded, diagnostics = None):
self.testCaseName = testCaseName
self.succeeded = succeeded
self.diagnostics = diagnostics
self.expectedLines = [] # list of remaining unmatched expected lines from the baseline file for this test case run
# Lists all available tests
def listCommand(args):
testsByTag = {}
for test in Test.allTestsIndexedByFullName.values():
for flavor in args.flavors:
for device in args.devices:
for os in args.oses:
tag = test.matchesTag(args.tag, flavor, device, os) if args.tag else '*'
if tag:
if tag in testsByTag.keys():
testsByTag[tag].add(test.fullName)
else:
testsByTag[tag] = sets.Set([test.fullName])
for tag in sorted(testsByTag.keys()):
if tag=="*":
print ' '.join(sorted(testsByTag[tag]))
else:
print tag+":", ' '.join(sorted(testsByTag[tag]))
# Runs given test(s) or all tests
def runCommand(args):
if len(args.test) > 0:
testsToRun = []
for name in args.test:
if name.lower() in Test.allTestsIndexedByFullName:
testsToRun.append(Test.allTestsIndexedByFullName[name.lower()])
else:
print >>sys.stderr, "ERROR: test not found", name
return 1
else:
testsToRun = Test.allTestsIndexedByFullName.values()
devices = args.devices
flavors = args.flavors
os.environ["TEST_ROOT_DIR"] = os.path.dirname(os.path.realpath(sys.argv[0]))
print "CNTK Test Driver is started"
print "Running tests: ", " ".join([y.fullName for y in testsToRun])
print "Build location: ", args.build_location
print "Run location: ", args.run_dir
print "Flavors: ", " ".join(flavors)
print "Devices: ", " ".join(devices)
if (args.update_baseline):
print "*** Running in automatic baseline update mode ***"
print ""
if args.dry_run:
os.environ["DRY_RUN"] = "1"
succeededCount, totalCount = 0, 0
for test in testsToRun:
for flavor in flavors:
for device in devices:
if args.tag and args.tag != '' and not test.matchesTag(args.tag, flavor, device, 'windows' if windows else 'linux'):
continue
totalCount = totalCount + 1
if len(test.testCases)==0:
# forcing verbose mode (showing all output) for all test which are based on exit code (no pattern-based test cases)
args.verbose = True
# Printing the test which is about to run (without terminating the line)
sys.stdout.write("Running test {0} ({1} {2}) - ".format(test.fullName, flavor, device));
if args.dry_run:
print "[SKIPPED] (dry-run)"
# in verbose mode, terminate the line, since there will be a lot of output
if args.verbose:
sys.stdout.write("\n");
sys.stdout.flush()
# Running the test and collecting a run results
result = test.run(flavor, device, args)
if args.verbose:
# writing the test name one more time (after possibly long verbose output)
sys.stdout.write("Test finished {0} ({1} {2}) - ".format(test.fullName, flavor, device));
if result.succeeded:
succeededCount = succeededCount + 1
# in no-verbose mode this will be printed in the same line as 'Running test...'
print "[OK] {0:.2f} sec".format(result.duration)
else:
print "[FAILED] {0:.2f} sec".format(result.duration)
# Showing per-test-case results:
for testCaseRunResult in result.testCaseRunResults:
if testCaseRunResult.succeeded:
# Printing 'OK' test cases only in verbose mode
if (args.verbose):
print(" [OK] " + testCaseRunResult.testCaseName);
else:
# 'FAILED' + detailed diagnostics with proper indendtation
print(" [FAILED] " + testCaseRunResult.testCaseName);
if testCaseRunResult.diagnostics:
for line in testCaseRunResult.diagnostics.split('\n'):
print " " + line;
# In non-verbose mode log wasn't piped to the stdout, showing log file path for conveniencce
if not result.succeeded and not args.verbose and result.logFile:
print " See log file for details:", result.logFile
if args.update_baseline:
print "{0}/{1} baselines updated, {2} failed".format(succeededCount, totalCount, totalCount - succeededCount)
else:
print "{0}/{1} tests passed, {2} failed".format(succeededCount, totalCount, totalCount - succeededCount)
if succeededCount != totalCount:
sys.exit(10)
# ======================= Entry point =======================
parser = argparse.ArgumentParser(description="TestDriver - CNTK Test Driver")
subparsers = parser.add_subparsers(help="command to execute. Run TestDriver.py <command> --help for command-specific help")
runSubparser = subparsers.add_parser("run", help="run test(s)")
runSubparser.add_argument("test", nargs="*",
help="optional test name(s) to run, specified as Suite/TestName. "
"Use list command to list available tests. "
"If not specified then all tests will be run.")
defaultBuildLocation=os.path.realpath(os.path.join(thisDir, "..", "x64" if windows else "build"))
runSubparser.add_argument("-b", "--build-location", default=defaultBuildLocation, help="location of the CNTK build to run")
runSubparser.add_argument("-t", "--tag", help="runs tests which match the spacified tag")
runSubparser.add_argument("-d", "--device", help="cpu|gpu - run on a specified device")
runSubparser.add_argument("-f", "--flavor", help="release|debug - run only a specified flavor")
tmpDir = os.getenv("TEMP") if windows else "/tmp"
defaultRunDir=os.path.join(tmpDir, "cntk-test-{0}.{1}".format(time.strftime("%Y%m%d%H%M%S"), random.randint(0,1000000)))
runSubparser.add_argument("-r", "--run-dir", default=defaultRunDir, help="directory where to store test output, default: a random dir within /tmp")
runSubparser.add_argument("--update-baseline", action='store_true', help="update baseline file(s) instead of matching them")
runSubparser.add_argument("-v", "--verbose", action='store_true', help="verbose output - dump all output of test script")
runSubparser.add_argument("-n", "--dry-run", action='store_true', help="do not run the tests, only print test names and configurations to be run along with full command lines")
runSubparser.set_defaults(func=runCommand)
listSubparser = subparsers.add_parser("list", help="list available tests")
listSubparser.add_argument("-t", "--tag", help="limits a resulting list to tests matching the spacified tag")
listSubparser.add_argument("-d", "--device", help="cpu|gpu - tests for a specified device")
listSubparser.add_argument("-f", "--flavor", help="release|debug - tests for specified flavor")
listSubparser.add_argument("--os", help="windows|linux - tests for a specified operating system")
listSubparser.set_defaults(func=listCommand)
if len(sys.argv)==1:
parser.print_help()
sys.exit(1)
args = parser.parse_args(sys.argv[1:])
# parsing a --device, --flavor and --os options:
args.devices = ["cpu", "gpu"]
if (args.device):
args.device = args.device.lower()
if not args.device in args.devices:
print >>sys.stderr, "--device must be one of", args.devices
sys.exit(1)
args.devices = [args.device]
args.flavors = ["debug", "release"]
if (args.flavor):
args.flavor = args.flavor.lower()
if not args.flavor in args.flavors:
print >>sys.stderr, "--flavor must be one of", args.flavors
sys.exit(1)
args.flavors = [args.flavor]
if args.func == listCommand:
args.oses = ["windows", "linux"]
if (args.os):
args.os = args.os.lower()
if not args.os in args.oses:
print >>sys.stderr, "--os must be one of", args.oses
sys.exit(1)
args.oses = [args.os]
# discover all the tests
Test.discoverAllTests()
# execute the command
args.func(args)