find duplicates script

This commit is contained in:
Alejandro Javier Asenjo Nitti 2023-10-06 10:57:24 -03:00
parent 854a7b27fc
commit 83d216d6fd

388
tools/find_duplicates.py Executable file
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#!/usr/bin/env python3
import argparse
from collections import Counter, OrderedDict
from datetime import datetime
from Levenshtein import ratio
import os
import re
import sys
script_dir = os.path.dirname(os.path.realpath(__file__))
root_dir = script_dir + "/../"
asm_dir = root_dir + "asm/us/nonmatchings/"
build_dir = root_dir + "build/"
def read_rom():
with open(root_dir + "baserom.us.z64", "rb") as f:
return f.read()
def find_dir(query):
for root, dirs, files in os.walk(asm_dir):
for d in dirs:
if d == query:
return os.path.join(root, d)
return None
def get_all_s_files():
ret = set()
for root, dirs, files in os.walk(asm_dir):
for f in files:
if f.endswith(".s"):
ret.add(f[:-2])
return ret
def get_symbol_length(sym_name):
if "end" in map_offsets[sym_name] and "start" in map_offsets[sym_name]:
return map_offsets[sym_name]["end"] - map_offsets[sym_name]["start"]
return 0
def get_symbol_bytes(offsets, func):
if func not in offsets or "start" not in offsets[func] or "end" not in offsets[func]:
return None
start = offsets[func]["start"]
end = offsets[func]["end"]
bs = list(rom_bytes[start:end])
while len(bs) > 0 and bs[-1] == 0:
bs.pop()
insns = bs[0::4]
ret = []
for ins in insns:
ret.append(ins >> 2)
return bytes(ret).decode("utf-8"), bs
def parse_map(fname):
ram_offset = None
cur_file = "<no file>"
syms = {}
prev_sym = None
prev_line = ""
with open(fname) as f:
for line in f:
if "load address" in line:
if "noload" in line or "noload" in prev_line:
ram_offset = None
continue
ram = int(line[16 : 16 + 18], 0)
rom = int(line[59 : 59 + 18], 0)
ram_offset = ram - rom
continue
prev_line = line
if ram_offset is None or "=" in line or "*fill*" in line or " 0x" not in line:
continue
ram = int(line[16 : 16 + 18], 0)
rom = ram - ram_offset
fn = line.split()[-1]
if "0x" in fn:
ram_offset = None
elif "/" in fn:
cur_file = fn
else:
syms[fn] = (rom, cur_file, prev_sym, ram)
prev_sym = fn
return syms
def get_map_offsets(syms):
offsets = {}
for sym in syms:
prev_sym = syms[sym][2]
if sym not in offsets:
offsets[sym] = {}
if prev_sym not in offsets:
offsets[prev_sym] = {}
offsets[sym]["start"] = syms[sym][0]
offsets[prev_sym]["end"] = syms[sym][0]
return offsets
def is_zeros(vals):
for val in vals:
if val != 0:
return False
return True
def diff_syms(qb, tb):
if len(tb[1]) < 8:
return 0
# The minimum edit distance for two strings of different lengths is `abs(l1 - l2)`
# Quickly check if it's impossible to beat the threshold. If it is, then return 0
l1, l2 = len(qb[0]), len(tb[0])
if abs(l1 - l2) / (l1 + l2) > 1.0 - args.threshold:
return 0
r = ratio(qb[0], tb[0])
if r == 1.0 and qb[1] != tb[1]:
r = 0.99
return r
def get_pair_score(query_bytes, b):
b_bytes = get_symbol_bytes(map_offsets, b)
if query_bytes and b_bytes:
return diff_syms(query_bytes, b_bytes)
return 0
def get_matches(query):
query_bytes = get_symbol_bytes(map_offsets, query)
if query_bytes is None:
sys.exit("Symbol '" + query + "' not found")
ret = {}
for symbol in map_offsets:
if symbol is not None and query != symbol:
score = get_pair_score(query_bytes, symbol)
if score >= args.threshold:
ret[symbol] = score
return OrderedDict(sorted(ret.items(), key=lambda kv: kv[1], reverse=True))
def do_query(query):
matches = get_matches(query)
num_matches = len(matches)
if num_matches == 0:
print(query + " - found no matches")
return
i = 0
more_str = ":"
if args.num_out < num_matches:
more_str = " (showing only " + str(args.num_out) + "):"
print(query + " - found " + str(num_matches) + " matches total" + more_str)
for match in matches:
if i == args.num_out:
break
match_str = "{:.3f} - {}".format(matches[match], match)
if match not in s_files:
match_str += " (decompiled)"
print(match_str)
i += 1
print()
def all_matches(all_funcs_flag):
match_dict = dict()
to_match_files = list(s_files.copy())
# assumption that after half the functions have been matched, nothing of significance is left
# since duplicates that already have been discovered are removed from tp_match_files
if all_funcs_flag:
iter_limit = 0
else:
iter_limit = len(s_files) / 2
num_decomped_dupes = 0
num_undecomped_dupes = 0
num_perfect_dupes = 0
i = 0
while len(to_match_files) > iter_limit:
file = to_match_files[0]
i += 1
print(
"File matching progress: {:%}".format(i / (len(s_files) - iter_limit)),
end="\r",
)
if get_symbol_length(file) < 16:
to_match_files.remove(file)
continue
matches = get_matches(file)
num_matches = len(matches)
if num_matches == 0:
to_match_files.remove(file)
continue
num_undecomped_dupes += 1
match_list = []
for match in matches:
if match in to_match_files:
i += 1
to_match_files.remove(match)
match_str = "{:.2f} - {}".format(matches[match], match)
if matches[match] >= 0.995:
num_perfect_dupes += 1
if match not in s_files:
num_decomped_dupes += 1
match_str += " (decompiled)"
else:
num_undecomped_dupes += 1
match_list.append(match_str)
match_dict.update({file: (num_matches, match_list)})
to_match_files.remove(file)
output_match_dict(match_dict, num_decomped_dupes, num_undecomped_dupes, num_perfect_dupes, i)
def output_match_dict(
match_dict,
num_decomped_dupes,
num_undecomped_dupes,
num_perfect_dupes,
num_checked_files,
):
out_file = open(datetime.today().strftime("%Y-%m-%d-%H-%M-%S") + "_all_matches.txt", "w+")
out_file.write(
"Number of s-files: " + str(len(s_files)) + "\n"
"Number of checked s-files: " + str(round(num_checked_files)) + "\n"
"Number of decompiled duplicates found: " + str(num_decomped_dupes) + "\n"
"Number of undecompiled duplicates found: " + str(num_undecomped_dupes) + "\n"
"Number of overall exact duplicates found: " + str(num_perfect_dupes) + "\n\n"
)
sorted_dict = OrderedDict(sorted(match_dict.items(), key=lambda item: item[1][0], reverse=True))
print("Creating output file: " + out_file.name, end="\n")
for file_name, matches in sorted_dict.items():
out_file.write(file_name + " - found " + str(matches[0]) + " matches total:\n")
for match in matches[1]:
out_file.write(match + "\n")
out_file.write("\n")
out_file.close()
def is_decompiled(sym):
return sym not in s_files
def do_cross_query():
ccount = Counter()
clusters = []
sym_bytes = {}
for sym_name in map_syms:
if (
not sym_name.startswith("D_")
and not sym_name.startswith("_binary")
and not sym_name.startswith("jtbl_")
and not re.match(r"L[0-9A-F]{8}_[0-9A-F]{5,6}", sym_name)
):
if get_symbol_length(sym_name) > 16:
sym_bytes[sym_name] = get_symbol_bytes(map_offsets, sym_name)
for sym_name, query_bytes in sym_bytes.items():
cluster_match = False
for cluster in clusters:
cluster_first = cluster[0]
cluster_score = diff_syms(query_bytes, sym_bytes[cluster_first])
if cluster_score >= args.threshold:
cluster_match = True
if is_decompiled(sym_name) and not is_decompiled(cluster_first):
ccount[sym_name] = ccount[cluster_first]
del ccount[cluster_first]
cluster_first = sym_name
cluster.insert(0, cluster_first)
else:
cluster.append(sym_name)
if not is_decompiled(cluster_first):
ccount[cluster_first] += len(sym_bytes[cluster_first][0])
if len(cluster) % 10 == 0 and len(cluster) >= 10:
print(f"Cluster {cluster_first} grew to size {len(cluster)} - {sym_name}: {str(cluster_score)}")
break
if not cluster_match:
clusters.append([sym_name])
print(ccount.most_common(100))
parser = argparse.ArgumentParser(
description="Tool to find duplicates for a specific function or to find all duplicates across the codebase."
)
group = parser.add_mutually_exclusive_group()
group.add_argument(
"-a",
"--all",
help="find ALL duplicates and output them into a file",
action="store_true",
required=False,
)
group.add_argument(
"-c",
"--cross",
help="do a cross query over the codebase",
action="store_true",
required=False,
)
group.add_argument(
"-s",
"--short",
help="find MOST duplicates besides some very small duplicates. Cuts the runtime in half with minimal loss",
action="store_true",
required=False,
)
parser.add_argument("query", help="function or file", nargs="?", default=None)
parser.add_argument(
"-t",
"--threshold",
help="score threshold between 0 and 1 (higher is more restrictive)",
type=float,
default=0.9,
required=False,
)
parser.add_argument(
"-n",
"--num-out",
help="number of functions to display",
type=int,
default=100,
required=False,
)
args = parser.parse_args()
if __name__ == "__main__":
rom_bytes = read_rom()
map_syms = parse_map(os.path.join(root_dir, "build", "starfox64.us.map"))
map_offsets = get_map_offsets(map_syms)
s_files = get_all_s_files()
query_dir = find_dir(args.query)
if query_dir is not None:
files = os.listdir(query_dir)
for f_name in files:
do_query(f_name[:-2])
else:
if args.cross:
args.threshold = 0.985
do_cross_query()
elif args.all:
args.threshold = 0.985
all_matches(True)
elif args.short:
args.threshold = 0.985
all_matches(False)
else:
if args.query is None:
parser.print_help()
else:
do_query(args.query)