def display_min_max_avg_warnings_per_bug_total():
print("\nMin, Max, Avg (warnings per bug) and Total number of warnings")
print("\nBuggy versions:\n")
rel_path = './b/'
ep_all = load_parsed_ep(rel_path + 'ep_parsed.json')
inf_all = load_parsed_inf(rel_path + 'inf_parsed.json')
sb_all = load_parsed_sb(rel_path + 'sb_parsed.json')
print("Tool Min. Max. Avg. Total")
print("Errorprone", get_min_max_avg_warnings_per_bug_total(ep_all))
print("Infer", get_min_max_avg_warnings_per_bug_total(inf_all))
print("Spotbugs", get_min_max_avg_warnings_per_bug_total(sb_all))
print(
"\nTotal number of warnings by all tools:",
get_min_max_avg_warnings_per_bug_total(ep_all)[3] +
get_min_max_avg_warnings_per_bug_total(inf_all)[3] +
get_min_max_avg_warnings_per_bug_total(sb_all)[3])
''''''
print("\nFixed versions:\n")
rel_path = './f/'
ep_all = load_parsed_ep(rel_path + 'ep_parsed.json')
inf_all = load_parsed_inf(rel_path + 'inf_parsed.json')
sb_all = load_parsed_sb(rel_path + 'sb_parsed.json')
print("Tool Total Min. Max. Avg.")
print("Errorprone", get_min_max_avg_warnings_per_bug_total(ep_all))
print("Infer", get_min_max_avg_warnings_per_bug_total(inf_all))
print("Spotbugs", get_min_max_avg_warnings_per_bug_total(sb_all))
print(
"\nTotal number of warnings by all tools:",
get_min_max_avg_warnings_per_bug_total(ep_all)[3] +
get_min_max_avg_warnings_per_bug_total(inf_all)[3] +
get_min_max_avg_warnings_per_bug_total(sb_all)[3])
def get_true_detected_bugs_by_each_tool():
rel_path = './diffs_warnings/'
ep_res1 = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ1 = load_parsed_ep(rel_path + "ep_succ.json")
ep_part1 = load_parsed_ep(rel_path + "ep_part.json")
inf_res1 = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ1 = load_parsed_inf(rel_path + "inf_succ.json")
inf_part1 = load_parsed_inf(rel_path + "inf_part.json")
sb_res1 = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ1 = load_parsed_sb(rel_path + "sb_succ.json")
sb_part1 = load_parsed_sb(rel_path + "sb_part.json")
rel_path = './removed_warnings/'
ep_res2 = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ2 = load_parsed_ep(rel_path + "ep_succ.json")
ep_part2 = load_parsed_ep(rel_path + "ep_part.json")
inf_res2 = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ2 = load_parsed_inf(rel_path + "inf_succ.json")
inf_part2 = load_parsed_inf(rel_path + "inf_part.json")
sb_res2 = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ2 = load_parsed_sb(rel_path + "sb_succ.json")
sb_part2 = load_parsed_sb(rel_path + "sb_part.json")
print("\nTrue bugs found by each tool\n")
ep_succ = get_bugs_from_warnings(ep_succ1) | get_bugs_from_warnings(
ep_succ2) | get_bugs_from_warnings(ep_part1) | get_bugs_from_warnings(
ep_part2)
print("Ep:", len(ep_succ))
with open(os.path.join(os.getcwd(), "ep_detected"), 'w') as f:
f.write("\n".join(i for i in ep_succ))
inf_succ = get_bugs_from_warnings(inf_succ1) | get_bugs_from_warnings(
inf_succ2) | get_bugs_from_warnings(
inf_part1) | get_bugs_from_warnings(inf_part2)
print("Inf:", len(inf_succ))
with open(os.path.join(os.getcwd(), "inf_detected"), 'w') as f:
f.write("\n".join(i for i in inf_succ))
sb_succ = get_bugs_from_warnings(sb_succ1) | get_bugs_from_warnings(
sb_succ2) | get_bugs_from_warnings(sb_part1) | get_bugs_from_warnings(
sb_part2)
print("Sb:", len(sb_succ))
with open(os.path.join(os.getcwd(), "sb_detected"), 'w') as f:
f.write("\n".join(i for i in sb_succ))
print()
def get_warnings_bugs_from_each_approach():
print("\nWarnings and bugs from each automatic matching approach")
print(
"** warnings for combined approach are not unique (duplicates exist) **\n"
)
rel_path = './diffs_warnings/'
ep_res1 = load_parsed_ep(rel_path + "ep_warnings.json")
inf_res1 = load_parsed_inf(rel_path + "inf_warnings.json")
sb_res1 = load_parsed_sb(rel_path + "sb_warnings.json")
rel_path = './removed_warnings/'
ep_res2 = load_parsed_ep(rel_path + "ep_warnings.json")
inf_res2 = load_parsed_inf(rel_path + "inf_warnings.json")
sb_res2 = load_parsed_sb(rel_path + "sb_warnings.json")
_all_b = []
print("Tool Diff-based Fixed-based Combined")
print(" W B W B W B")
all_b = []
b_diff = get_bugs_from_warnings(ep_res1)
b_fixed = get_bugs_from_warnings(ep_res2)
all_b.extend(b_diff)
all_b.extend(b_fixed)
_all_b.extend(all_b)
print("Error Prone ", len(ep_res1), len(b_diff), len(ep_res2),
len(b_fixed),
len(ep_res1) + len(ep_res2), len(b_diff | b_fixed))
all_b = []
b_diff = get_bugs_from_warnings(inf_res1)
b_fixed = get_bugs_from_warnings(inf_res2)
all_b.extend(b_diff)
all_b.extend(b_fixed)
_all_b.extend(all_b)
print("Infer ", len(inf_res1), len(b_diff), len(inf_res2),
len(b_fixed),
len(inf_res1) + len(inf_res2), len(b_diff | b_fixed))
all_b = []
b_diff = get_bugs_from_warnings(sb_res1)
b_fixed = get_bugs_from_warnings(sb_res2)
all_b.extend(b_diff)
all_b.extend(b_fixed)
_all_b.extend(all_b)
print("SpotBugs ", len(sb_res1), len(b_diff), len(sb_res2),
len(b_fixed),
len(sb_res1) + len(sb_res2), len(b_diff | b_fixed))
print("\nUnique warnings from each approachcombined approach:\n")
rel_path = './diffs_warnings/'
ep_res1 = load_json_list(rel_path + "ep_warnings.json")
inf_res1 = load_json_list(rel_path + "inf_warnings.json")
sb_res1 = load_json_list(rel_path + "sb_warnings.json")
rel_path = './removed_warnings/'
ep_res2 = load_json_list(rel_path + "ep_warnings.json")
inf_res2 = load_json_list(rel_path + "inf_warnings.json")
sb_res2 = load_json_list(rel_path + "sb_warnings.json")
print("Ep ", len(ep_res1), len(ep_res2),
len(get_list_of_uniq_jsons(ep_res1 + ep_res2)))
print("Inf", len(inf_res1), len(inf_res2),
len(get_list_of_uniq_jsons(inf_res1 + inf_res2)))
print("Sb ", len(sb_res1), len(sb_res2),
len(get_list_of_uniq_jsons(sb_res1 + sb_res2)))
print("\nUnique bugs from combined approach: ", len(set(_all_b)))
def get_cand_detected_bugs_tools_table():
print("\nAll candidate and detected bugs by each tool and each approach\n")
rel_path = './diffs_warnings/'
ep_res1 = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ1 = load_parsed_ep(rel_path + "ep_succ.json")
ep_part1 = load_parsed_ep(rel_path + "ep_part.json")
ep_fail1 = load_parsed_ep(rel_path + "ep_fail.json")
inf_res1 = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ1 = load_parsed_inf(rel_path + "inf_succ.json")
inf_part1 = load_parsed_inf(rel_path + "inf_part.json")
inf_fail1 = load_parsed_inf(rel_path + "inf_fail.json")
sb_res1 = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ1 = load_parsed_sb(rel_path + "sb_succ.json")
sb_part1 = load_parsed_sb(rel_path + "sb_part.json")
sb_fail1 = load_parsed_sb(rel_path + "sb_fail.json")
rel_path = './removed_warnings/'
ep_res2 = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ2 = load_parsed_ep(rel_path + "ep_succ.json")
ep_part2 = load_parsed_ep(rel_path + "ep_part.json")
ep_fail2 = load_parsed_ep(rel_path + "ep_fail.json")
inf_res2 = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ2 = load_parsed_inf(rel_path + "inf_succ.json")
inf_part2 = load_parsed_inf(rel_path + "inf_part.json")
inf_fail2 = load_parsed_inf(rel_path + "inf_fail.json")
sb_res2 = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ2 = load_parsed_sb(rel_path + "sb_succ.json")
sb_part2 = load_parsed_sb(rel_path + "sb_part.json")
sb_fail2 = load_parsed_sb(rel_path + "sb_fail.json")
bugs = []
bugs.extend(w.proj for w in ep_res1)
bugs.extend(w.proj for w in inf_res1)
bugs.extend(w.proj for w in sb_res1)
bugs.extend(w.proj for w in ep_res2)
bugs.extend(w.proj for w in inf_res2)
bugs.extend(w.proj for w in sb_res2)
bugs = sorted(list(set(bugs)))
print(" Removed Warnings Diffs-based Combined")
print("Tool Ep Inf SB Ep Inf SB Ep Inf SB")
for b in bugs:
entry = b + " "
#####################################
if b in get_bugs_from_warnings(ep_succ1):
entry += "& F "
elif b in get_bugs_from_warnings(ep_part1):
entry += "& P "
elif b in get_bugs_from_warnings(ep_fail1):
entry += "& M "
else:
entry += "& - "
if b in get_bugs_from_warnings(inf_succ1):
entry += "& F "
elif b in get_bugs_from_warnings(inf_part1):
entry += "& P "
elif b in get_bugs_from_warnings(inf_fail1):
entry += "& M "
else:
entry += "& - "
if b in get_bugs_from_warnings(sb_succ1):
entry += "& F "
elif b in get_bugs_from_warnings(sb_part1):
entry += "& P "
elif b in get_bugs_from_warnings(sb_fail1):
entry += "& M "
else:
entry += "& - "
#####################################
if b in get_bugs_from_warnings(ep_succ2):
entry += "& F "
elif b in get_bugs_from_warnings(ep_part2):
entry += "& P "
elif b in get_bugs_from_warnings(ep_fail2):
entry += "& M "
else:
entry += "& - "
if b in get_bugs_from_warnings(inf_succ2):
entry += "& F "
elif b in get_bugs_from_warnings(inf_part2):
entry += "& P "
elif b in get_bugs_from_warnings(inf_fail2):
entry += "& M "
else:
entry += "& - "
if b in get_bugs_from_warnings(sb_succ2):
entry += "& F "
elif b in get_bugs_from_warnings(sb_part2):
entry += "& P "
elif b in get_bugs_from_warnings(sb_fail2):
entry += "& M "
else:
entry += "& - "
#####################################
if b in get_bugs_from_warnings(
ep_succ1) or b in get_bugs_from_warnings(ep_succ2):
entry += "& F "
elif b in get_bugs_from_warnings(
ep_part1) or b in get_bugs_from_warnings(ep_part2):
entry += "& P "
elif b in get_bugs_from_warnings(
ep_fail1) or b in get_bugs_from_warnings(ep_fail2):
entry += "& M "
else:
entry += "& - "
if b in get_bugs_from_warnings(
inf_succ1) or b in get_bugs_from_warnings(inf_succ2):
entry += "& F "
elif b in get_bugs_from_warnings(
inf_part1) or b in get_bugs_from_warnings(inf_part2):
entry += "& P "
elif b in get_bugs_from_warnings(
inf_fail1) or b in get_bugs_from_warnings(inf_fail2):
entry += "& M "
else:
entry += "& - "
if b in get_bugs_from_warnings(
sb_succ1) or b in get_bugs_from_warnings(sb_succ2):
entry += "& F "
elif b in get_bugs_from_warnings(
sb_part1) or b in get_bugs_from_warnings(sb_part2):
entry += "& P "
elif b in get_bugs_from_warnings(
sb_fail1) or b in get_bugs_from_warnings(sb_fail2):
entry += "& M "
else:
entry += "& - "
entry += "\\\\"
print(entry)
print()
def get_cand_detected_bugs_tools_sets():
print("\nCandidate and detected bugs by each tool and each approach")
rel_path = './diffs_warnings/'
ep_res1 = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ1 = load_parsed_ep(rel_path + "ep_succ.json")
ep_part1 = load_parsed_ep(rel_path + "ep_part.json")
inf_res1 = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ1 = load_parsed_inf(rel_path + "inf_succ.json")
inf_part1 = load_parsed_inf(rel_path + "inf_part.json")
sb_res1 = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ1 = load_parsed_sb(rel_path + "sb_succ.json")
sb_part1 = load_parsed_sb(rel_path + "sb_part.json")
rel_path = './removed_warnings/'
ep_res2 = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ2 = load_parsed_ep(rel_path + "ep_succ.json")
ep_part2 = load_parsed_ep(rel_path + "ep_part.json")
inf_res2 = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ2 = load_parsed_inf(rel_path + "inf_succ.json")
inf_part2 = load_parsed_inf(rel_path + "inf_part.json")
sb_res2 = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ2 = load_parsed_sb(rel_path + "sb_succ.json")
sb_part2 = load_parsed_sb(rel_path + "sb_part.json")
print("\nCandidate bugs:\n")
print("Tool Diff-based Fixed-based Both")
ep_cand_diff = get_bugs_from_warnings(ep_res1)
ep_cand_fixed = get_bugs_from_warnings(ep_res2)
print('"Error Prone"', len(ep_cand_diff), len(ep_cand_fixed),
len(ep_cand_diff & ep_cand_fixed))
inf_cand_diff = get_bugs_from_warnings(inf_res1)
inf_cand_fixed = get_bugs_from_warnings(inf_res2)
print("Infer", len(inf_cand_diff), len(inf_cand_fixed),
len(inf_cand_diff & inf_cand_fixed))
sb_cand_diff = get_bugs_from_warnings(sb_res1)
sb_cand_fixed = get_bugs_from_warnings(sb_res2)
print("Spotbugs", len(sb_cand_diff), len(sb_cand_fixed),
len(sb_cand_diff & sb_cand_fixed))
print("\nTrue bugs (fully or partially flagged)\n")
print("Tool Diff-based Fixed-based Both")
ep_succ_diff = get_bugs_from_warnings(ep_succ1) | get_bugs_from_warnings(
ep_part1)
ep_succ_fixed = get_bugs_from_warnings(ep_succ2) | get_bugs_from_warnings(
ep_part2)
print('"Error Prone"', len(ep_succ_diff), len(ep_succ_fixed),
len(ep_succ_diff & ep_succ_fixed))
inf_succ_diff = get_bugs_from_warnings(inf_succ1) | get_bugs_from_warnings(
inf_part1)
inf_succ_fixed = get_bugs_from_warnings(
inf_succ2) | get_bugs_from_warnings(inf_part2)
print("Infer", len(inf_succ_diff), len(inf_succ_fixed),
len(inf_succ_diff & inf_succ_fixed))
sb_succ_diff = get_bugs_from_warnings(sb_succ1) | get_bugs_from_warnings(
sb_part1)
sb_succ_fixed = get_bugs_from_warnings(sb_succ2) | get_bugs_from_warnings(
sb_part2)
print("Spotbugs", len(sb_succ_diff), len(sb_succ_fixed),
len(sb_succ_diff & sb_succ_fixed))
print("\nTrue bugs found by all tools\n")
ep_succ = get_bugs_from_warnings(ep_succ1) | get_bugs_from_warnings(
ep_succ2) | get_bugs_from_warnings(ep_part1) | get_bugs_from_warnings(
ep_part2)
print("Ep:", len(ep_succ))
inf_succ = get_bugs_from_warnings(inf_succ1) | get_bugs_from_warnings(
inf_succ2) | get_bugs_from_warnings(
inf_part1) | get_bugs_from_warnings(inf_part2)
print("Inf:", len(inf_succ))
sb_succ = get_bugs_from_warnings(sb_succ1) | get_bugs_from_warnings(
sb_succ2) | get_bugs_from_warnings(sb_part1) | get_bugs_from_warnings(
sb_part2)
print("Sb:", len(sb_succ))
print("Ep & Inf:", len(ep_succ & inf_succ))
print("Ep & Sb:", len(ep_succ & sb_succ))
print("Inf & Sb:", len(inf_succ & sb_succ))
print("Ep & Inf & Sb:", len(ep_succ & inf_succ & sb_succ))
def get_manually_inspected_warnings_bugs():
print(
"\nManual inspection of warnings aggregated on warnings and bugs levels"
)
print("\nDiffs-based approach:\n")
rel_path = './diffs_warnings/'
ep_res = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ = load_parsed_ep(rel_path + "ep_succ.json")
ep_part = load_parsed_ep(rel_path + "ep_part.json")
ep_fail = load_parsed_ep(rel_path + "ep_fail.json")
inf_res = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ = load_parsed_inf(rel_path + "inf_succ.json")
inf_part = load_parsed_inf(rel_path + "inf_part.json")
inf_fail = load_parsed_inf(rel_path + "inf_fail.json")
sb_res = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ = load_parsed_sb(rel_path + "sb_succ.json")
sb_part = load_parsed_sb(rel_path + "sb_part.json")
sb_fail = load_parsed_sb(rel_path + "sb_fail.json")
print("Warnings:\n")
print('Tool "Full match" "Partial match" Mismatch Total')
print('"Error Prone"', len(ep_succ), len(ep_part), len(ep_fail),
len(ep_res))
print("Infer", len(inf_succ), len(inf_part), len(inf_fail), len(inf_res))
print("Spotbugs", len(sb_succ), len(sb_part), len(sb_fail), len(sb_res))
print("\nBugs:\n")
print('Tool "Full match" "Partial match" Mismatch Total')
print('"Error Prone"', count_bugs_from_warnings(ep_succ),
count_bugs_from_warnings(ep_part), count_bugs_from_warnings(ep_fail),
count_bugs_from_warnings(ep_res))
print("Infer", count_bugs_from_warnings(inf_succ),
count_bugs_from_warnings(inf_part),
count_bugs_from_warnings(inf_fail),
count_bugs_from_warnings(inf_res))
print("Spotbugs", count_bugs_from_warnings(sb_succ),
count_bugs_from_warnings(sb_part), count_bugs_from_warnings(sb_fail),
count_bugs_from_warnings(sb_res))
print("\nFixed warnings approach\n")
rel_path = './removed_warnings/'
ep_res = load_parsed_ep(rel_path + "ep_warnings.json")
ep_succ = load_parsed_ep(rel_path + "ep_succ.json")
ep_part = load_parsed_ep(rel_path + "ep_part.json")
ep_fail = load_parsed_ep(rel_path + "ep_fail.json")
inf_res = load_parsed_inf(rel_path + "inf_warnings.json")
inf_succ = load_parsed_inf(rel_path + "inf_succ.json")
inf_part = load_parsed_inf(rel_path + "inf_part.json")
inf_fail = load_parsed_inf(rel_path + "inf_fail.json")
sb_res = load_parsed_sb(rel_path + "sb_warnings.json")
sb_succ = load_parsed_sb(rel_path + "sb_succ.json")
sb_part = load_parsed_sb(rel_path + "sb_part.json")
sb_fail = load_parsed_sb(rel_path + "sb_fail.json")
print("Warnings:\n")
print('Tool "Full match" "Partial match" Mismatch Total')
print('"Error Prone"', len(ep_succ), len(ep_part), len(ep_fail),
len(ep_res))
print("Infer", len(inf_succ), len(inf_part), len(inf_fail), len(inf_res))
print("Spotbugs", len(sb_succ), len(sb_part), len(sb_fail), len(sb_res))
print("\nBugs:\n")
print('Tool "Full match" "Partial match" Mismatch Total')
print('"Error Prone"', count_bugs_from_warnings(ep_succ),
count_bugs_from_warnings(ep_part), count_bugs_from_warnings(ep_fail),
count_bugs_from_warnings(ep_res))
print("Infer", count_bugs_from_warnings(inf_succ),
count_bugs_from_warnings(inf_part),
count_bugs_from_warnings(inf_fail),
count_bugs_from_warnings(inf_res))
print("Spotbugs", count_bugs_from_warnings(sb_succ),
count_bugs_from_warnings(sb_part), count_bugs_from_warnings(sb_fail),
count_bugs_from_warnings(sb_res))
get_manually_inspected_warnings_bugs_combined_approach()
cls = d.cls
ep_list = find_msg_by_proj_and_cls(proj, cls, ep_res_set)
diff_ep, lines = match_diff_ep(d, ep_list)
if diff_ep:
ep_count += len(diff_ep)
ep_all_matches.append(LineMatchesToMessages(lines, diff_ep))
diffs_match_ep.extend(diff_ep)
# print(ep_count)
# return ep_all_matches
return diffs_match_ep
if __name__ == '__main__':
"""Get lines matches between each tool and bug fixes diffs"""
diffs_file = os.path.join(os.getcwd(), sys.argv[1])
diffs = load_parsed_diffs(diffs_file)
ep_file = os.path.join(os.getcwd(), sys.argv[2])
ep_res_set = load_parsed_ep(ep_file)
diffs_ep = get_hits_diffs_ep(diffs, ep_res_set)
output_file_name = "ep_diffs_warnings.json"
with open(output_file_name, "w") as file:
json.dump(diffs_ep, file, cls=CustomEncoder, indent=4)
print("\nMin and Max of LoC per bug", min(locs), max(locs))
print("\nSum of all LoC of all bugs", sum(locs))
print("\nBins of Diffs\n")
hist, edges = numpy.histogram(diffs, [1, 5, 10, 15, 20, 25, 50, 75, 100, 200, 2000])
for i in range(len(hist)):
print(edges[i], edges[i+1]-1, hist[i])
print("\nMin and Max of diff per bug", min(diffs), max(diffs))
''' D4J stats per bug per tool '''
print("\nStats per bug\n")
ep_all_b = load_parsed_ep('./b/ep_parsed.json')
ep_b = how_many_warnings_per_bug(ep_all_b)
ep_all_f = load_parsed_ep('./f/ep_parsed.json')
ep_f = how_many_warnings_per_bug(ep_all_f)
inf_all_b = load_parsed_inf('./b/inf_parsed.json')
inf_b = how_many_warnings_per_bug(inf_all_b)
inf_all_f = load_parsed_inf('./f/inf_parsed.json')
inf_f = how_many_warnings_per_bug(inf_all_f)
sb_all_b = load_parsed_sb('./b/sb_parsed.json')
sb_b = how_many_warnings_per_bug(sb_all_b)
sb_all_f = load_parsed_sb('./f/sb_parsed.json')
sb_f = how_many_warnings_per_bug(sb_all_f)
print("Bug Files LoC Diff Ep Inf Sb (from buggy versions)")
and msg.msg == msg2.msg and msg.code == msg2.code):
return True
return False
def get_removed_warnings_ep(ep_b, ep_f):
removed_warnings = []
for b_msg in ep_b:
if not match_ep_msg_no_lines(b_msg, ep_f):
removed_warnings.append(b_msg)
return removed_warnings
if __name__ == '__main__':
"""Get errors/warnings that disappeared in fixed versions"""
ep_file = os.path.join(os.getcwd(), sys.argv[1])
ep_res_b = load_parsed_ep(ep_file)
ep_file = os.path.join(os.getcwd(), sys.argv[2])
ep_res_f = load_parsed_ep(ep_file)
warnings = get_removed_warnings_ep(ep_res_b, ep_res_f)
output_file_name = "ep_removed_warnings.json"
with open(output_file_name, "w") as file:
json.dump(warnings, file, cls=CustomEncoder, indent=4)