def __init__(self):
self.vcs = GitProvider(config.getRepoDir())
self.ccdb = CCDatabase(config.getCcDbFile())
self.codeChecker = CodeChecker(config.getRepoDir())
self.checkers = Checkers()
self.loadCommitList()
class Predictor():
def __init__(self):
self.vcs = GitProvider(config.getRepoDir())
self.ccdb = CCDatabase(config.getCcDbFile())
self.codeChecker = CodeChecker(config.getRepoDir())
self.checkers = Checkers()
self.loadCommitList()
def loadCommitList(self):
self.commits = self.vcs.getAllVersions(config.getBranch())
self.currentCommitIndex = 0
def convertFilePathToRepoRelativePath(self, path):
return os.path.relpath(path, config.getRepoDir())
def getDiffResolvedIds(self):
resolved = self.codeChecker.diffResolved(config.getCcRunName(),
config.getTmpDir(), self.ccdb)
ids = []
for bug in resolved:
ids.append(bug['reportId'])
return ids
def predict(self, id, checker):
# Load all bugs
print("Loading bug data...")
ids = []
if id == -1:
bugs = self.ccdb.getAllBugsForChecker(checker)
ids = [x[0] for x in bugs]
else:
ids.append(id)
# Loading model
print("Loading model...")
model = load_model(config.cfModelFilenameFormat.format(checker))
model.summary()
vLabels = ['NOT OK', 'OK', 'Skipped']
# Initialize coder
print("Initializing coder...")
self.dictionary = Dictionary(checker)
self.coder = Coder(self.dictionary)
self.totalDictionaryLength = self.dictionary.length()
# Predicting
print("Starting predictions...")
for i in ids:
allData = self.ccdb.getBugData(i)
if allData.getChecker(
) not in globals.availableCheckers or allData.getChecker(
) != checker:
print("Bug #{0} - checker not supported".format(i))
else:
# Load extra tokens from checker message
checkerInfo = self.checkers.extractTokensForChecker(
allData.getChecker(), allData.getMessage())
# Retrieve code fragment with bug
fileRelativePath = self.convertFilePathToRepoRelativePath(
allData.getFile())
fullCodeWithBug = self.vcs.getFileContents(
fileRelativePath, self.commits[self.currentCommitIndex])
extractor = CodeExtractor(allData)
extractor.loadCodeFromText(fullCodeWithBug)
extractor.extractBugCode()
bugCodeFragment = extractor.getBugCodeFragment()
fixCodeFragment = ''
# Encode it
encodedBugData, initialUnkList = self.coder.encode(
bugCodeFragment, checkerData=checkerInfo)
# Convert to one-hot
MODEL_X_MAX_LEN = model.get_layer(index=0).input_shape[1]
if len(encodedBugData) > MODEL_X_MAX_LEN:
print(
"Bug #{0} - Code too big for model, ignored".format(i))
continue
elif id == -1:
print("Bug #{0} - Good to go".format(i))
continue
noZerosToPad = MODEL_X_MAX_LEN - len(encodedBugData)
if noZerosToPad > 0:
encodedBugData = self.coder.applyPadding(
encodedBugData, noZerosToPad)
X = np.zeros((1, MODEL_X_MAX_LEN, self.totalDictionaryLength))
X[0] = self.coder.convertToOneHot(
encodedBugData,
np.zeros((MODEL_X_MAX_LEN, self.totalDictionaryLength)))
# Predict and convert from one-hot
Y = self.coder.convertFromOneHot(model.predict(X)[0])
print(Y)
# Decode
Y = self.coder.removePadding(Y)
fixCodeFragment = self.coder.decode(Y, initialUnkList)
#Verify?
vStatus = 2
if config.cfVerifyPrediction:
# Apply fix in source code file
extractor.applyFix(fixCodeFragment)
extractor.saveToFile(allData.getFile())
# Run CodeChecker and analyze code
self.codeChecker.check(True)
resolvedIds = self.getDiffResolvedIds()
# Check if ID is resolved in tmp folder
isFixed = i in resolvedIds
# Set vStatus accordingly
if isFixed:
vStatus = 1
else:
vStatus = 0
#Print
print("Bug #{0} - summary".format(i))
print("== Code fragment with bug ==")
print(bugCodeFragment)
print("== Suggested fix ==")
print(fixCodeFragment)
print("Verification: {0}".format(vLabels[vStatus]))
a = ' '
while a != 'y' and a != 'n':
a = input("Apply fix? (y/n): ")
if a == 'y':
if not config.cfVerifyPrediction:
# Apply fix in source code file
extractor.applyFix(fixCodeFragment)
extractor.saveToFile(allData.getFile())
elif config.cfVerifyPrediction:
# Revert file contents
self.vcs.checkout(self.commits[self.currentCommitIndex])
print('Done')
print("All done, exiting...")
def __init__(self):
self.vcs = GitProvider(config.getRepoDir())
self.ccdb = CCDatabase(config.getCcDbFile())
self.codeChecker = CodeChecker(config.getRepoDir())
class TestDbBuilder():
def __init__(self):
self.vcs = GitProvider(config.getRepoDir())
self.ccdb = CCDatabase(config.getCcDbFile())
self.codeChecker = CodeChecker(config.getRepoDir())
def loadCommitList(self, clean=False):
self.commits = self.vcs.getAllVersions(config.getBranch())
if not clean:
lastCommit = self.db.getLastCommit()
lastIndex = self.commits.index(lastCommit) + 1
if lastIndex < len(self.commits) - 1:
self.commits = self.commits[0:lastIndex]
self.currentCommitIndex = lastIndex - 1
else:
self.currentCommitIndex = len(self.commits)
def prepareDb(self, clean=False):
self.db = CFDatabase(config.getCfDbFile())
if clean:
self.db.clean()
def checkoutToNextVersion(self):
self.currentCommitIndex = self.currentCommitIndex - 1
if (self.currentCommitIndex < 0):
return False
self.vcs.checkout(self.commits[self.currentCommitIndex])
return True
def getDiffResolvedIds(self):
resolved = self.codeChecker.diffResolved(config.getCcRunName(),
config.getTmpDir(), self.ccdb)
ids = []
for bug in resolved:
ids.append(bug['reportId'])
return ids
def convertFilePathToRepoRelativePath(self, path):
return os.path.relpath(path, config.getRepoDir())
def extractCode(self, id):
bugData = self.ccdb.getNotResolvedBugData(id)
#TODO: Possible improvement for bugData
if bugData is None:
#TODO: Implement custom errors
return None
fileRelativePath = self.convertFilePathToRepoRelativePath(
bugData.getFile())
try:
fullCodeWithBug = self.vcs.getFileContents(
fileRelativePath, self.commits[self.currentCommitIndex + 1])
fullCodeWithoutBug = self.vcs.getFileContents(
fileRelativePath, self.commits[self.currentCommitIndex])
except KeyError as extractError:
return None
diff = POSIXDiffer().diff(fullCodeWithBug, fullCodeWithoutBug)
extractor = CodeExtractor(bugData)
try:
extractor.extractAll(fullCodeWithBug, diff)
except ValueError as extractError:
return None
bugCodeFragment = extractor.getBugCodeFragment()
fixCodeFragment = extractor.getFixCodeFragment()
usedDiffs = extractor.getUsedDiffs()
#Easy version - ignore bug if none or more than one diff used to fix
#TODO: Possible improvement here
if len(usedDiffs) != 1:
return None
return entities.FixData(bugCodeFragment, fixCodeFragment,
bugData.getChecker(), bugData.getMessage(),
bugData.getLine() - bugData.getStartLine())
def prepareEnv(self, clean=False):
print('Preparing train db... ', end='')
self.prepareDb(clean)
print('done')
print('Loading commit list... ', end='')
self.loadCommitList(clean)
print('done')
if clean:
print('Checking out to root... ', end='')
self.checkoutToNextVersion()
print('done')
print('Initial analysis... ', end='')
self.codeChecker.check(True)
print('done')
print('Storing initial results... ', end='')
self.codeChecker.store(self.commits[self.currentCommitIndex])
print('done')
print('Storing version information... ', end='')
self.db.storeLastCommit(self.commits[self.currentCommitIndex])
print('done')
print('Cleaning up tmp directory... ', end='')
shutil.rmtree(config.getTmpDir())
print('done')
print('Cleaning up working directory... ', end='')
self.codeChecker.clean()
print('done')
def findAndStoreFixDataForVersion(self):
print('Analyzing version',
self.commits[self.currentCommitIndex],
'... ',
end='')
self.codeChecker.check(True)
print('done')
print('Getting list of resolved bugs for version',
self.commits[self.currentCommitIndex],
'... ',
end='')
ids = self.getDiffResolvedIds()
print('done')
bugNo = 1
allBugs = len(ids)
anyStored = False
for id in ids:
print('Parsing data for bug ({0}/{1}, #{2})...'.format(
bugNo, allBugs, id),
sep='',
end='')
fixData = self.extractCode(id)
bugNo = bugNo + 1
print('done')
if fixData is not None:
print('Storing fixData... ', end='')
self.db.store(fixData.getBugCode(), fixData.getFixCode(),
fixData.getChecker(), fixData.getMessage(),
fixData.getLine())
anyStored = True
print('done')
if bugNo % 100 == 0 and anyStored:
self.db.commit()
anyStored = False
if anyStored:
self.db.commit()
print('Storing CodeChecker results for this version... ', end='')
self.codeChecker.store(self.commits[self.currentCommitIndex])
print('done')
print('Storing version information... ', end='')
self.db.storeLastCommit(self.commits[self.currentCommitIndex])
print('done')
print('Cleaning up tmp directory... ', end='')
shutil.rmtree(config.getTmpDir())
print('done')
print('Cleaning up working directory... ', end='')
self.codeChecker.clean()
print('done')
def iterateThroughVcsHistory(self):
while self.checkoutToNextVersion():
self.findAndStoreFixDataForVersion()
def checkoutToTop(self):
self.vcs.checkout(config.getBranch())
def build(self, clean=False):
self.prepareEnv(clean)
self.iterateThroughVcsHistory()
self.checkoutToTop()
class Verifier():
def __init__(self):
self.vcs = GitProvider(config.getRepoDir())
self.ccdb = CCDatabase(config.getCcDbFile())
self.codeChecker = CodeChecker(config.getRepoDir())
self.checkers = Checkers()
def convertFilePathToRepoRelativePath(self, path):
return os.path.relpath(path, config.getRepoDir())
def getDiffResolvedIds(self):
resolved = self.codeChecker.diffResolved(config.getCcRunName(), config.getTmpDir(), self.ccdb)
ids = []
for bug in resolved:
ids.append(bug['reportId'])
return ids
def getBugDataFromDiff(self, obj):
return BugData(int(obj['location']['line']), int(obj['location']['line']), obj['location']['file_name'], obj['check_name'], 'New', obj['description'], int(obj['location']['line']), None)
def getDiffNew(self):
new = self.codeChecker.diffNew(config.getCcRunName(), config.getTmpDir(), self.ccdb)
ids = []
for bug in new:
ids.append(self.getBugDataFromDiff(bug))
return ids
def isBugDataEqual(self, b1, b2):
if b1.getLine() != b2.getLine():
return False
if b1.getChecker() != b2.getChecker():
return False
if b1.getMessage() != b2.getMessage():
return False
if b1.getFile() != b2.getFile():
return False
if b1.getStatus() != b2.getStatus():
return False
if b1.getReviewStatus() != b2.getReviewStatus():
return False
return True
def displaySuggestions(self, suggestions):
statuses = ['Negative', 'Positive', 'Skipped']
for s in suggestions:
print("File: {2}, L{0}, Type: {1}".format(s.bug.getLine(), s.bug.getChecker(), s.file))
print("Verification status: {0}".format(statuses[s.verificationStatus]))
if s.verificationStatus in [1, 2]:
print("Code fragment with bug: \n{0}".format(s.bugCode))
print("Suggested code fragment for replacement: \n{0}".format(s.fixCode))
def applyValidFixes(self, suggestions, files):
for f in files:
bugs = []
for s in suggestions:
if s.file == f and s.verificationStatus in [1, 2]:
bugs.append(s)
bugs.sort(key=lambda x: x.bug.getLine(), reverse=True)
for b in bugs:
print("File: {2}, L{0}, Type: {1}... ".format(b.bug.getLine(), b.bug.getChecker(), s.file), end='')
self.applyFix(b)
print("Applied")
self.vcs.applyChangeForFile(f)
def applyFix(self, s):
extractor = CodeExtractor(s.bug)
extractor.loadCodeFromFile()
extractor.extractBugCode()
extractor.applyFix(s.fixCode)
extractor.saveToFile(s.bug.getFile())
def main(self):
# Do analysis
shutil.rmtree(config.getTmpDir())
self.codeChecker.check(True)
# Diff new
newBugs = self.getDiffNew()
if len(newBugs) < 1:
print('No new bugs introduced, commit is accepted!')
return
print("New bugs found! Count: {0}. Attempting repairs...".format(len(newBugs)))
# Load models
models = {}
for checker in globals.availableCheckers:
models[checker] = load_model(config.cfModelFilenameFormat.format(checker))
# Load all content from files having new
files = set([self.convertFilePathToRepoRelativePath(x.getFile()) for x in newBugs])
fileContents = {}
for f in files:
fn = config.getRepoDir() + f
with open(fn, 'r') as fh:
fileContents[f] = ''.join(fh.readlines())
# For each file sort by bug line desc
suggestions = []
validSuggestions = 0
for f in files:
bugs = [x for x in newBugs if self.convertFilePathToRepoRelativePath(x.getFile()) == f]
bugs.sort(key=lambda x: x.getLine(), reverse=True)
print("=== File: {0} ===".format(f))
# For each bug get a suggestion and test it
for b in bugs:
print("L{0}, Type: {1}".format(b.getLine(), b.getChecker()))
# Prepare useful data
dictionary = Dictionary(b.getChecker())
coder = Coder(dictionary)
totalDictionaryLength = dictionary.length()
# Prepare and extract bug fragment
checkerInfo = self.checkers.extractTokensForChecker(b.getChecker(), b.getMessage())
extractor = CodeExtractor(b)
extractor.loadCodeFromText(fileContents[f])
extractor.extractBugCode()
bugCodeFragment = extractor.getBugCodeFragment()
fixCodeFragment = ''
# Encode it
encodedBugData, initialUnkList = coder.encode(bugCodeFragment, checkerData = checkerInfo)
# Convert to one-hot
MODEL_X_MAX_LEN = models[b.getChecker()].get_layer(index = 0).input_shape[1]
if len(encodedBugData) > MODEL_X_MAX_LEN:
print("Ignored: Code too big for model")
continue
noZerosToPad = MODEL_X_MAX_LEN - len(encodedBugData)
if noZerosToPad > 0:
encodedBugData = coder.applyPadding(encodedBugData, noZerosToPad)
X = np.zeros((1, MODEL_X_MAX_LEN, totalDictionaryLength))
X[0] = coder.convertToOneHot(encodedBugData, np.zeros((MODEL_X_MAX_LEN, totalDictionaryLength)))
# Predict and convert from one-hot
Y = coder.convertFromOneHot(models[b.getChecker()].predict(X)[0])
Y = coder.removePadding(Y)
# Decode
fixCodeFragment = coder.decode(Y, initialUnkList)[:-1]
#Verify?
vStatus = 2
if config.cfVerifyPrediction:
# Apply fix in source code file
extractor.applyFix(fixCodeFragment)
extractor.saveToFile(b.getFile())
# Run CodeChecker and analyze code
shutil.rmtree(config.getTmpDir())
compilationLog = self.codeChecker.check(True)
newBugsAfterFix = self.getDiffNew()
# Check if ID is resolved in tmp folder
isFixed = 'Build failed' not in compilationLog
for nb in newBugsAfterFix:
if self.isBugDataEqual(b, nb):
isFixed = False
# Set vStatus accordingly
if isFixed:
vStatus = 1
else:
vStatus = 0
# Revert file
extractor.loadCodeFromText(fileContents[f])
extractor.saveToFile(b.getFile())
if vStatus == 0:
print("Verification: Negative, cannot be applied")
elif vStatus == 1:
print("Verification: Positive, can be applied")
validSuggestions += 1
elif vStatus == 2:
print("Verification: Skipped")
validSuggestions += 1
sugg = SuggestionData(f, b, bugCodeFragment, fixCodeFragment, vStatus)
suggestions.append(sugg)
print("Valid suggestions prepared for {0} / {1} bugs.".format(validSuggestions, len(newBugs)))
if validSuggestions > 0:
print("Apply valid suggestions (a), display them (d), ignore them (i) or abort commit (q)?")
apply = False
choice = True
while choice:
c = sys.stdin.read(1)
if c == 'a':
apply = True
choice = False
print("Applying fixes...")
elif c == 'i':
choice = False
print("Fixes ignored...")
elif c == 'd':
self.displaySuggestions(suggestions)
print("Apply valid suggestions (a), ignore them (i) or abort commit (q)?")
elif c == 'q':
print("Aborting commit...")
sys.exit(1)
if apply:
self.applyValidFixes(suggestions, files)
print("Fixes applied!")
if validSuggestions != len(newBugs):
print("Unable to fix all bugs, continue with commit (c) or abort (q)?")
choice = True
while choice:
c = sys.stdin.read(1)
if c == 'c':
choice = False
print("Continuing...")
elif c == 'q':
print("Aborting commit...")
sys.exit(1)
else:
print("Bugs corrected, commit is good to go!")
if bugData.getChecker() == 'clang-diagnostic-unused-parameter':
return fixUnusedParam(code, bugData)
if bugData.getChecker() == 'clang-diagnostic-constant-conversion':
return fixConstConv(code, bugData)
return None
ccdb = CCDatabase(config.getCcDbFile())
db = sqlite3.connect('../Results/db.sqlite')
cursor = db.cursor()
cursor.execute('SELECT * FROM bugs')
dataFromDb = cursor.fetchall()
bugs = []
bugsPerFile = {}
BUG_NOT_PROCESSED = 0
vcs = GitProvider(config.getRepoDir())
checkers = Checkers()
currentCommit = vcs.getAllVersions(config.getBranch())[0]
bugDataList = {}
fileContents = {}
codechecker = CodeChecker(config.getRepoDir())
if len(dataFromDb) > 0:
print("Skipping steps 1-2, DB already filled with data")
for bug in dataFromDb:
if bug[2] not in bugsPerFile:
bugsPerFile[bug[2]] = []
if bug[3] == BUG_NOT_PROCESSED:
bugDataList[bug[0]] = ccdb.getNotResolvedBugData(bug[0])
bugsPerFile[bug[2]].append(bug[0])
else: