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bug_stats.py
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bug_stats.py
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#!/usr/bin/env python3
import argparse
import json
import math
import os
import subprocess
import sys
from time import sleep
# ========================== UTILITY FUNCTIONS ===============================
def call_command(command):
""" Call an external command and return with (output, return_code)."""
try:
out = subprocess.check_output(command,
bufsize=-1,
stderr=subprocess.STDOUT)
return out, 0
except subprocess.CalledProcessError as ex:
return ex.output, ex.returncode
def cc_command_builder(cmds, extra_args=None):
"""
Create a CodeChecker command from the given commands and extra arguments.
"""
if not extra_args:
extra_args = []
return ["CodeChecker"] + cmds + extra_args + _CodeCheckerSharedArgs +\
["-o", "json"]
def print_table(lines, separate_head=True):
"""Prints a formatted table given a 2 dimensional array."""
# Count the column width.
widths = []
for line in lines:
for i, size in enumerate([len(x) for x in line]):
while i >= len(widths):
widths.append(0)
if size > widths[i]:
widths[i] = size
# Generate the format string to pad the columns.
print_string = ""
for i, width in enumerate(widths):
print_string += "{" + str(i) + ":" + str(width) + "} | "
if len(print_string) == 0:
return
print_string = print_string[:-3]
# Print the actual data.
print("-" * (sum(widths) + 3 * (len(widths) - 1)))
for i, line in enumerate(lines):
print(print_string.format(*line))
if i == 0 and separate_head:
print("-" * (sum(widths) + 3 * (len(widths) - 1)))
print("-" * (sum(widths) + 3 * (len(widths) - 1)))
print('')
# ============================== ENTRY POINT =================================
# Check if CodeChecker exists.
try:
with open(os.devnull, 'w') as nullfile:
r = subprocess.call(["CodeChecker"], stderr=nullfile, stdout=nullfile)
if r != 2:
print("CodeChecker couldn't import some modules properly!")
print("Check path please...")
sys.exit(1)
except OSError:
print("`CodeChecker` cannot be called!")
print("Check path please...")
sys.exit(1)
##############################################################################
parser = argparse.ArgumentParser(
prog='BugStats',
description='''BugStats can print BugPath statistics from CodeChecker
results. A CodeChecker must exist in the PATH environment variable to use this
tool.'''
)
parser.add_argument('--url', type=str, dest="url",
default='http://localhost:8001/Default',
help="Product URL where the results should be queried "
"from.")
mode_group = parser.add_argument_group('mode arguments')
mode_group = mode_group.add_mutually_exclusive_group(required=True)
mode_group.add_argument('-n', '--name', nargs='+', type=str, dest="names",
help='Runs to include in the output '
'(single full run names)')
mode_group.add_argument('-a', '--all', action='store_true',
dest="all",
help='Calculate statistics for ALL project found '
'on the server.')
mode_group.add_argument('-c', '--compare', '--diff',
action='store_true',
dest="diff",
help='Calculate statistics for a project diff.')
diff_group = parser.add_argument_group(
'difference calculation arguments',
"These arguments are used to set what kind of difference CodeChecker must "
"generate. The meaning of these values are in line with `CodeChecker cmd "
"diff`, see the help or user guide for that to understand. These options "
"are only effective if '-c/--compare/--diff' is given!")
diff_group.add_argument('--basename', type=str, dest="DPbase",
required=False,
help='Base name.')
diff_group.add_argument('--newname', type=str, dest="DPnew",
required=False,
help='New name.')
diff_mgroup = diff_group.add_mutually_exclusive_group(required=False)
diff_mgroup.add_argument('--new', action="store_true", dest="DBnew",
help="Show new results.")
diff_mgroup.add_argument('--resolved', action="store_true", dest="DBresolved",
help="Show resolved results.")
diff_mgroup.add_argument('--unresolved', action="store_true",
dest="DBunresolved",
help="Show unresolved results.")
presentation = parser.add_argument_group('presentation arguments')
presentation.add_argument('--no-histogram',
action='store_false',
dest="histogram",
help='Disable histogram generation. '
'Histogram generation requires the '
'`data_hacks` pip module.')
presentation.add_argument('-d', '--deduplicate',
action='store_true',
dest="deduplicate",
help='Deduplicate bugs when counting. '
'Deduplication doesn\'t count the same bug '
'(based on the unique bug_id) multiple times '
'in ANY of the results shown.')
presentation.add_argument('-m', '--messages', '--verbose-duplicates',
action='store_true',
dest="verbose_duplicates",
help='When --deduplicate is enabled, the duplicate '
'bugs list will show more details: (file, '
'line, message).')
args = parser.parse_args()
if not args.deduplicate and args.verbose_duplicates:
print("WARNING! -m/--verbose-duplicates/--messages has no effect if "
"-d/--deduplicate is not enabled.")
if not args.diff and (args.DPbase or args.DPnew or args.DBnew or
args.DBresolved or args.DBunresolved):
print("ERROR! Diff arguments such as --basename/--newname/--new/"
"--resolved/--unresolved are only effective if -c/--compare/--diff "
"is given.")
sys.exit(2)
##############################################################################
# Check if histogram module exists.
Histogram = False
if args.histogram:
try:
with open(os.devnull, 'w') as nullfile:
r = subprocess.call(["histogram.py"],
stderr=nullfile,
stdout=nullfile)
if r == 1:
Histogram = True
except OSError:
# Histogram generation remains disabled.
pass
if not Histogram:
print("WARNING! `histogram.py` not found --- "
"not generating histograms.")
print("To enable, please `pip install data_hacks`.")
print("To squelch this error, please specify '--no-histogram'.")
print("\n\n")
sleep(1)
##############################################################################
_CodeCheckerSharedArgs = ["--url", args.url]
# Check if the projects exist.
valid_projects_on_server, _ = call_command(
cc_command_builder(["cmd", "runs"]))
if 'Connection refused' in valid_projects_on_server or \
'Name or service not known' in valid_projects_on_server:
print("ERROR! Couldn't connect to server.")
sys.exit(1)
try:
valid_projects_on_server = json.loads(valid_projects_on_server)
except ValueError:
print("ERROR! CodeChecker didn't return proper JSON?! (valid projects)")
sys.exit(1)
existing_runs = [p.keys()[0] for p in valid_projects_on_server]
##############################################################################
if not args.diff:
# If we are not doing a diff, project results must be queried verbatim.
def get_results(projects):
"""Gets the results for the given list of projects naively from
CodeChecker."""
project_results = []
for project in projects:
print("Getting results for '" + project + "' from CodeChecker...")
try:
results, _ = call_command(cc_command_builder(
["cmd", "results"], [project]
))
results = json.loads(results)
project_results.append((project, results))
except ValueError:
print("ERROR! CodeChecker didn't return proper JSON?! "
"(normal results)")
print(results)
continue
return project_results
elif args.diff:
def get_results(projects):
if not projects or len(projects) != 3:
print("ERROR! In diff mode, exactly THREE args must be "
"specified in [base, new, mode] order.")
sys.exit(1)
base = projects[0]
new = projects[1]
mode = projects[2]
print("Getting {0} diff between '{1}' and '{2}'...".
format(mode.upper(), base, new))
try:
results, _ = call_command(cc_command_builder(
["cmd", "diff"], ["--basename", base,
"--newname", new,
"--" + mode]
))
results = '\n'.join([line for line in results.split('\n')
if 'INFO' not in line
and 'DEBUG' not in line])
results = json.loads(results)
return [(
"diff({1}, {2}, {0})".format(mode.upper(), base, new),
results
)]
except ValueError:
print(results)
print("ERROR! CodeChecker didn't return proper JSON?! "
"(diff results)")
sys.exit(1)
##############################################################################
if args.names:
print("Getting result metrics for " + ', '.join(args.names))
project_names = [p for p in args.names if p in existing_runs]
nonexistent = [p for p in args.names if p not in existing_runs]
if len(nonexistent) > 0:
print("WARNING! Ignoring specified but NON-EXISTENT runs: " +
', '.join(nonexistent))
elif args.all:
print("Calculating for every project...")
project_names = existing_runs
elif args.diff:
if not args.DPbase or not args.DPnew:
print("ERROR! With -c/--compare/--diff, you MUST also specify "
"--basename and --newname, the projects to compare.")
sys.exit(1)
if args.DBnew:
mode = "new"
elif args.DBresolved:
mode = "resolved"
elif args.DBunresolved:
mode = "unresolved"
else:
print("ERROR! With -c/--compare/--diff, you MUST also specify "
"exactly ONE of the following:\n"
" --new Show NEW bugs in the diff.\n"
" --resolved Show the RESOLVED bugs.\n"
" --unresolved Show the UNRESOLVED bugs.")
sys.exit(1)
project_names = [args.DPbase, args.DPnew, mode]
else:
project_names = []
##############################################################################
def calculate_metrics(bug_path_lengths):
bug_path_lengths.sort()
num_lengths = float(len(bug_path_lengths))
sum_lengths = float(sum(bug_path_lengths))
mean = sum_lengths / num_lengths
percentiles_needed = [25, 50, 75, 90]
percentile_values = []
for perc in percentiles_needed:
perc = float(perc) / 100
idx = (perc * num_lengths) - 1
middle_avg = not idx.is_integer()
if middle_avg:
# idx is NOT a whole number
# we need to round it up
idx = math.ceil(idx)
# the percentile is the indexth element (if idx was rounded...)
idx = int(idx) # it is an index!
percentile = float(bug_path_lengths[idx])
if not middle_avg:
# if idx WAS a whole number, the percentile is the average
# of the indexth element and the element after it
percentile = float(bug_path_lengths[idx] +
bug_path_lengths[idx + 1]) / 2
percentile_values.append((int(perc * 100), percentile))
print("\n------------------- Metrics ------------------")
print('Total # of bugs: ' + str(int(num_lengths)))
print('MIN BugPath length: ' + str(bug_path_lengths[0]))
print('MAX BugPath length: ' +
str(bug_path_lengths[len(bug_path_lengths) - 1]))
print('Mean length: ' + str(mean))
print("")
for percentile, value in percentile_values:
print(" %: {0}% percentile: {1}".format(percentile, value))
if Histogram:
def make_histogram(bug_path_lengths):
print("\n------------------- Histogram -------------------")
p = subprocess.Popen(["histogram.py"],
stdin=subprocess.PIPE,
stdout=subprocess.PIPE,
bufsize=1)
for length in bug_path_lengths:
p.stdin.write(str(length) + "\n")
p.stdin.flush()
print(p.communicate("")[0])
else:
def make_histogram(bug_path_lenghts):
pass
for project, results in get_results(project_names):
print("###############################################################")
print("Generating BugPath metrics for '" + project + "'")
# Get the entire BugPaths from the result.
bug_paths = []
# ---- Calculate grouped by checkers
# (I know `CodeChecker cmd sum` can already do this, but we have the
# data now here too.)
checker_counts = {}
# Handle deduplication
duplicate_checker_counts = {}
duplicate_bughashes = {}
for res in results:
# Calculate grouped by checkers
if res['checkerId'] not in checker_counts:
checker_counts[res['checkerId']] = 0
# Set this here as dummy, even if deduplication is not enabled.
duplicate_checker_counts[res['checkerId']] = 0
checker_counts[res['checkerId']] += 1
# Handle deduplication
if args.deduplicate:
# First, increase the count in the BugHash dict
if res['bugHash'] not in duplicate_bughashes:
duplicate_bughashes[res['bugHash']] = {
'count': 0,
'bug': res,
'shortest_path': None,
'shortest_length': None
}
# Indicate that the bugHash has been detected one more time
duplicate_bughashes[res['bugHash']]['count'] += 1
# If it is not the first detection of the given bugHash,
# this is a duplicate. Thus, increase the count in the checker
# group table.
if duplicate_bughashes[res['bugHash']]['count'] != 1:
duplicate_checker_counts[res['checkerId']] += 1
# Get the entire BugPaths from the result.
if not args.deduplicate:
bug_paths.append(int(res['bugPathLength']))
else:
# Duplicated bugs must only be calculated ONCE if
# deduplication is enabled.
#
# In this case, only the SHORTEST (as per discussed with @dkrupp)
# BugPath length is calculated.
bpl = int(res['bugPathLength'])
if duplicate_bughashes[
res['bugHash']]['shortest_length'] is None \
or duplicate_bughashes[
res['bugHash']]['shortest_length'] > bpl:
duplicate_bughashes[res['bugHash']]['shortest_length'] = bpl
# If deduplication is enabled, we need to add the shortest paths to the
# list... otherwise bug_paths already contains all data.
if args.deduplicate:
for _, data in duplicate_bughashes.items():
bug_paths.append(data['shortest_path'])
checker_ids = list(set(checker_counts.keys()))
checker_ids.sort()
if not args.deduplicate:
rows = [("Checker ID", "Count")]
else:
rows = [("Checker ID",
"Total #",
"Duplicate # (without 'first' find)",
"Unique #")]
for checker_id in checker_ids:
if not args.deduplicate:
rows.append((checker_id,
str(checker_counts[checker_id])))
else:
rows.append((checker_id,
str(checker_counts[checker_id]),
str(duplicate_checker_counts[checker_id])
if duplicate_checker_counts[checker_id] != 0
else "",
str(checker_counts[checker_id] -
duplicate_checker_counts[checker_id])))
print("\n------------------- Bugs grouped by checker ------------------")
print_table(rows)
if args.deduplicate:
total_duplicate_count = 0
if not args.verbose_duplicates:
rows = [("Bug hash", "Count (incl. 'first' find)", "Checker ID")]
else:
rows = [("Bug hash", "Count (incl. 'first' find)", "Checker ID",
"Bug location", "Message")]
for _, data in duplicate_bughashes.items():
# Disregard non-duplicate bugs (which only appeared once)
if data['count'] == 1:
continue
total_duplicate_count += data['count'] - 1
bug_obj = data['bug']
if not args.verbose_duplicates:
rows.append((
bug_obj['bugHash'],
str(data['count']),
bug_obj['checkerId']
))
else:
rows.append((
bug_obj['bugHash'],
str(data['count']),
bug_obj['checkerId'],
bug_obj['checkedFile'],
bug_obj['checkerMsg']
))
print("\n------------------- Duplicate bugs ------------------")
print("Total # of duplications (above 'first' find): " +
str(total_duplicate_count))
print_table(rows)
# Calculate metrics based on the BugPath lengths
if args.deduplicate:
print("NOTICE: Metrics{0}will ONLY "
"count DEDUPLICATED! bugs.".
format((" and histogram " if Histogram else " "))
)
calculate_metrics(bug_paths)
make_histogram(bug_paths)