446 lines
13 KiB
Python
446 lines
13 KiB
Python
|
#!/usr/bin/env python
|
|||
|
|
|
|||
|
|
# Capstone Python bindings, by Nguyen Anh Quynnh <aquynh@gmail.com>
|
|||
|
|
from __future__ import print_function
|
|||
|
|
from capstone import *
|
|||
|
|
from capstone.x86 import *
|
|||
|
|
from .xprint import to_hex, to_x, to_x_32
|
|||
|
|
import lief
|
|||
|
|
import base64
|
|||
|
|
import os
|
|||
|
|
import random
|
|||
|
|
import numpy as np
|
|||
|
|
|
|||
|
|
import json
|
|||
|
|
|
|||
|
|
|
|||
|
|
def softmax(x):
|
|||
|
|
x_exp = np.exp(x)
|
|||
|
|
# 如果是列向量，则axis=0
|
|||
|
|
x_sum = np.sum(x_exp, axis=0, keepdims=True)
|
|||
|
|
s = x_exp / x_sum
|
|||
|
|
return s
|
|||
|
|
|
|||
|
|
|
|||
|
|
legacy_prefix_all_msg={"lock":[0x0,0xF0],"segment":[0x2E,0x36,0x3E,0x26,0x64,0x65],"oprandsize":[0x0,0x66],"address":[0x0,0x67]}
|
|||
|
|
|
|||
|
|
# X86_CODE64 = b"\x55\x48\x8b\x05\xb8\x13\x00\x00\xe9\xea\xbe\xad\xde\xff\x25\x23\x01\x00\x00\xe8\xdf\xbe\xad\xde\x74\xff"
|
|||
|
|
# X86_CODE16 = b"\x8d\x4c\x32\x08\x01\xd8\x81\xc6\x34\x12\x00\x00\x05\x23\x01\x00\x00\x36\x8b\x84\x91\x23\x01\x00\x00\x41\x8d\x84\x39\x89\x67\x00\x00\x8d\x87\x89\x67\x00\x00\xb4\xc6\x66\xe9\xb8\x00\x00\x00\x67\xff\xa0\x23\x01\x00\x00\x66\xe8\xcb\x00\x00\x00\x74\xfc"
|
|||
|
|
# X86_CODE32 = b"\x8d\x4c\x32\x08\x01\xd8\x81\xc6\x34\x12\x00\x00\x05\x23\x01\x00\x00\x36\x8b\x84\x91\x23\x01\x00\x00\x41\x8d\x84\x39\x89\x67\x00\x00\x8d\x87\x89\x67\x00\x00\xb4\xc6\xe9\xea\xbe\xad\xde\xff\xa0\x23\x01\x00\x00\xe8\xdf\xbe\xad\xde\x74\xff"
|
|||
|
|
|
|||
|
|
#记录有效性错误的程序总数
|
|||
|
|
error_validity_sum=0
|
|||
|
|
#验证程序的有效性，暂时先只用32位未加密程序做测试
|
|||
|
|
def check_validity(binary):
|
|||
|
|
global error_validity_sum
|
|||
|
|
#是否加壳标志
|
|||
|
|
shell_flag=1
|
|||
|
|
|
|||
|
|
try:
|
|||
|
|
text = binary.get_section(".text")
|
|||
|
|
except Exception as e:
|
|||
|
|
if "No such section with this name" in str(e):
|
|||
|
|
text = binary.get_section("CODE")
|
|||
|
|
else:
|
|||
|
|
shell_flag=0
|
|||
|
|
|
|||
|
|
if shell_flag==0:
|
|||
|
|
print("程序可能加壳")
|
|||
|
|
error_validity_sum+=1
|
|||
|
|
return False
|
|||
|
|
|
|||
|
|
if "CHARA_32BIT_MACHINE" not in str(binary.header):
|
|||
|
|
print("不是一个32位程序")
|
|||
|
|
error_validity_sum+=1
|
|||
|
|
return False
|
|||
|
|
return True
|
|||
|
|
|
|||
|
|
def str_hex_to_bytes(str_hex):
|
|||
|
|
# print(str_hex)
|
|||
|
|
# exit()
|
|||
|
|
y = bytearray.fromhex(str_hex)
|
|||
|
|
z = list(y)
|
|||
|
|
# print(z)
|
|||
|
|
|
|||
|
|
asm_hex_str = b''
|
|||
|
|
|
|||
|
|
# test_content = [0x26, 0x66, 0x67, 0xF0, 0x81, 0x84, 0xC8, 0x44, 0x33, 0x22, 0x11, 0x78, 0x56, 0x34, 0x12]
|
|||
|
|
#normal
|
|||
|
|
for i in z:
|
|||
|
|
# for i in test_content:
|
|||
|
|
right = str(hex(i))[2:]
|
|||
|
|
|
|||
|
|
if right == "0":
|
|||
|
|
right = "00"
|
|||
|
|
if len(right) == 1:
|
|||
|
|
right = "0" + right
|
|||
|
|
item = base64.b16decode(right.upper())
|
|||
|
|
asm_hex_str += item
|
|||
|
|
|
|||
|
|
# print(asm_hex_str)
|
|||
|
|
return asm_hex_str
|
|||
|
|
|
|||
|
|
def get_asm_text_code(file_name):
|
|||
|
|
binary = lief.parse(file_name)
|
|||
|
|
|
|||
|
|
|
|||
|
|
if check_validity(binary)==True:
|
|||
|
|
try:
|
|||
|
|
text = binary.get_section(".text")
|
|||
|
|
except Exception as e:
|
|||
|
|
text = binary.get_section("CODE")
|
|||
|
|
|
|||
|
|
|
|||
|
|
# print(text.content)
|
|||
|
|
# exit()
|
|||
|
|
|
|||
|
|
asm_hex_str=b''
|
|||
|
|
|
|||
|
|
# test_content = [0x26, 0x66, 0x67, 0xF0, 0x81, 0x84, 0xC8, 0x44, 0x33, 0x22, 0x11, 0x78, 0x56, 0x34, 0x12]
|
|||
|
|
for i in text.content:
|
|||
|
|
# for i in test_content:
|
|||
|
|
right=str(hex(i))[2:]
|
|||
|
|
|
|||
|
|
if right=="0":
|
|||
|
|
right="00"
|
|||
|
|
if len(right)==1:
|
|||
|
|
right="0"+right
|
|||
|
|
item =base64.b16decode(right.upper())
|
|||
|
|
asm_hex_str+=item
|
|||
|
|
|
|||
|
|
return True,asm_hex_str
|
|||
|
|
else:
|
|||
|
|
return False,""
|
|||
|
|
|
|||
|
|
# X86_CODE32 = get_asm_text_code("./TEST")
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
# all_tests = (
|
|||
|
|
# # (CS_ARCH_X86, CS_MODE_16, X86_CODE16, "X86 16bit (Intel syntax)", None),
|
|||
|
|
# # (CS_ARCH_X86, CS_MODE_32, X86_CODE32, "X86 32 (AT&T syntax)", CS_OPT_SYNTAX_ATT),
|
|||
|
|
# (CS_ARCH_X86, CS_MODE_32, X86_CODE32, "X86 32 (Intel syntax)", None),
|
|||
|
|
# # (CS_ARCH_X86, CS_MODE_64, X86_CODE64, "X86 64 (Intel syntax)", None),
|
|||
|
|
# )
|
|||
|
|
|
|||
|
|
|
|||
|
|
def get_eflag_name(eflag):
|
|||
|
|
if eflag == X86_EFLAGS_UNDEFINED_OF:
|
|||
|
|
return "UNDEF_OF"
|
|||
|
|
elif eflag == X86_EFLAGS_UNDEFINED_SF:
|
|||
|
|
return "UNDEF_SF"
|
|||
|
|
elif eflag == X86_EFLAGS_UNDEFINED_ZF:
|
|||
|
|
return "UNDEF_ZF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_AF:
|
|||
|
|
return "MOD_AF"
|
|||
|
|
elif eflag == X86_EFLAGS_UNDEFINED_PF:
|
|||
|
|
return "UNDEF_PF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_CF:
|
|||
|
|
return "MOD_CF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_SF:
|
|||
|
|
return "MOD_SF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_ZF:
|
|||
|
|
return "MOD_ZF"
|
|||
|
|
elif eflag == X86_EFLAGS_UNDEFINED_AF:
|
|||
|
|
return "UNDEF_AF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_PF:
|
|||
|
|
return "MOD_PF"
|
|||
|
|
elif eflag == X86_EFLAGS_UNDEFINED_CF:
|
|||
|
|
return "UNDEF_CF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_OF:
|
|||
|
|
return "MOD_OF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_OF:
|
|||
|
|
return "RESET_OF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_CF:
|
|||
|
|
return "RESET_CF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_DF:
|
|||
|
|
return "RESET_DF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_IF:
|
|||
|
|
return "RESET_IF"
|
|||
|
|
elif eflag == X86_EFLAGS_TEST_OF:
|
|||
|
|
return "TEST_OF"
|
|||
|
|
elif eflag == X86_EFLAGS_TEST_SF:
|
|||
|
|
return "TEST_SF"
|
|||
|
|
elif eflag == X86_EFLAGS_TEST_ZF:
|
|||
|
|
return "TEST_ZF"
|
|||
|
|
elif eflag == X86_EFLAGS_TEST_PF:
|
|||
|
|
return "TEST_PF"
|
|||
|
|
elif eflag == X86_EFLAGS_TEST_CF:
|
|||
|
|
return "TEST_CF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_SF:
|
|||
|
|
return "RESET_SF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_AF:
|
|||
|
|
return "RESET_AF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_TF:
|
|||
|
|
return "RESET_TF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_NT:
|
|||
|
|
return "RESET_NT"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_OF:
|
|||
|
|
return "PRIOR_OF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_SF:
|
|||
|
|
return "PRIOR_SF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_ZF:
|
|||
|
|
return "PRIOR_ZF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_AF:
|
|||
|
|
return "PRIOR_AF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_PF:
|
|||
|
|
return "PRIOR_PF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_CF:
|
|||
|
|
return "PRIOR_CF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_TF:
|
|||
|
|
return "PRIOR_TF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_IF:
|
|||
|
|
return "PRIOR_IF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_DF:
|
|||
|
|
return "PRIOR_DF"
|
|||
|
|
elif eflag == X86_EFLAGS_TEST_NT:
|
|||
|
|
return "TEST_NT"
|
|||
|
|
elif eflag == X86_EFLAGS_TEST_DF:
|
|||
|
|
return "TEST_DF"
|
|||
|
|
elif eflag == X86_EFLAGS_RESET_PF:
|
|||
|
|
return "RESET_PF"
|
|||
|
|
elif eflag == X86_EFLAGS_PRIOR_NT:
|
|||
|
|
return "PRIOR_NT"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_TF:
|
|||
|
|
return "MOD_TF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_IF:
|
|||
|
|
return "MOD_IF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_DF:
|
|||
|
|
return "MOD_DF"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_NT:
|
|||
|
|
return "MOD_NT"
|
|||
|
|
elif eflag == X86_EFLAGS_MODIFY_RF:
|
|||
|
|
return "MOD_RF"
|
|||
|
|
elif eflag == X86_EFLAGS_SET_CF:
|
|||
|
|
return "SET_CF"
|
|||
|
|
elif eflag == X86_EFLAGS_SET_DF:
|
|||
|
|
return "SET_DF"
|
|||
|
|
elif eflag == X86_EFLAGS_SET_IF:
|
|||
|
|
return "SET_IF"
|
|||
|
|
else:
|
|||
|
|
return None
|
|||
|
|
|
|||
|
|
def msg_to_vector(normal,mnemonic,op_str):
|
|||
|
|
with open("./" + 'vocab.json', 'r', encoding='utf-8') as fp:
|
|||
|
|
asm2vec_vocab = json.load(fp)
|
|||
|
|
|
|||
|
|
vec_len=372
|
|||
|
|
|
|||
|
|
mnemonic_vec=[0]*int(vec_len/2)
|
|||
|
|
op_str_vec1=[0]*int(vec_len/2)
|
|||
|
|
op_str_vec2= [0] * int(vec_len / 2)
|
|||
|
|
mean_list = [0] * int(vec_len / 2)
|
|||
|
|
|
|||
|
|
op_str_list=op_str.split(",")
|
|||
|
|
|
|||
|
|
flag_2=0
|
|||
|
|
if len(op_str_list)!=2:
|
|||
|
|
op_str_1=op_str_list[0]
|
|||
|
|
op_str_2=""
|
|||
|
|
else:
|
|||
|
|
flag_2=1
|
|||
|
|
op_str_1 = op_str_list[0]
|
|||
|
|
op_str_2 = op_str_list[1].lstrip()
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
# print(mnemonic)
|
|||
|
|
# print(op_str_list)
|
|||
|
|
# print(op_str_1)
|
|||
|
|
# print(op_str_2)
|
|||
|
|
#操作符在vocab里的位置
|
|||
|
|
# print("---")
|
|||
|
|
if mnemonic in asm2vec_vocab:
|
|||
|
|
mn_index=asm2vec_vocab[mnemonic]
|
|||
|
|
if mn_index< int(vec_len / 2):
|
|||
|
|
mnemonic_vec[mn_index]=1
|
|||
|
|
|
|||
|
|
if op_str_1 in asm2vec_vocab:
|
|||
|
|
op_str_1_index=asm2vec_vocab[op_str_1]
|
|||
|
|
if op_str_1_index < int(vec_len / 2):
|
|||
|
|
op_str_vec1[op_str_1_index] = 1
|
|||
|
|
|
|||
|
|
if op_str_2 in asm2vec_vocab:
|
|||
|
|
op_str_2_index=asm2vec_vocab[op_str_2]
|
|||
|
|
if op_str_2_index < int(vec_len / 2):
|
|||
|
|
op_str_vec2[op_str_2_index] = 1
|
|||
|
|
|
|||
|
|
for i in range(len(op_str_vec1)):
|
|||
|
|
|
|||
|
|
mean_list[i]=(op_str_vec1[i]+op_str_vec2[i])/2
|
|||
|
|
|
|||
|
|
# print(mnemonic_vec)
|
|||
|
|
# print(op_str_vec1)
|
|||
|
|
# print(mean_list)
|
|||
|
|
#如果只有一个操作数
|
|||
|
|
|
|||
|
|
if flag_2==0:
|
|||
|
|
mnemonic_vec.extend(op_str_vec1)
|
|||
|
|
else:
|
|||
|
|
|
|||
|
|
mnemonic_vec.extend(mean_list)
|
|||
|
|
|
|||
|
|
result_vec=mnemonic_vec
|
|||
|
|
# print(result_vec)
|
|||
|
|
# exit()
|
|||
|
|
#对数组做归一化处理
|
|||
|
|
if normal==True:
|
|||
|
|
not_zero_sum=0
|
|||
|
|
for i in result_vec:
|
|||
|
|
if i != 0:
|
|||
|
|
not_zero_sum+=i
|
|||
|
|
for i in range(len(result_vec)):
|
|||
|
|
if result_vec[i] != 0:
|
|||
|
|
result_vec[i]=result_vec[i]/not_zero_sum
|
|||
|
|
return result_vec
|
|||
|
|
|
|||
|
|
|
|||
|
|
import re#导入包
|
|||
|
|
def get_asm_msg(insn):
|
|||
|
|
# print(dir(insn))
|
|||
|
|
# exit()
|
|||
|
|
text1=""
|
|||
|
|
for i in range(insn.size):
|
|||
|
|
text1 += '%02X ' % insn.bytes[i]
|
|||
|
|
|
|||
|
|
imme_cont=insn.op_count(X86_OP_IMM)
|
|||
|
|
|
|||
|
|
if imme_cont!=0:
|
|||
|
|
op = insn.op_find(X86_OP_IMM, 1)
|
|||
|
|
imme="0x"+to_x(op.imm)
|
|||
|
|
imme=int(imme,16)
|
|||
|
|
else:
|
|||
|
|
imme=0
|
|||
|
|
# print(insn.op_str)
|
|||
|
|
|
|||
|
|
|
|||
|
|
op_str=insn.op_str
|
|||
|
|
#查找为0x开头的16进制数
|
|||
|
|
hex_list1=re.findall(pattern=r'\b0x[0-9a-fA-F]+\b', string=op_str)
|
|||
|
|
for i in hex_list1:
|
|||
|
|
op_str=op_str.replace(i,"CONST")
|
|||
|
|
#查找十六进制数字。
|
|||
|
|
hex_list2=re.findall(pattern=r'\b[0-9a-fA-F]+\b', string=op_str)
|
|||
|
|
for i in hex_list2:
|
|||
|
|
op_str=op_str.replace(i,"CONST")
|
|||
|
|
# print(op_str)
|
|||
|
|
#
|
|||
|
|
# if insn.disp<10:
|
|||
|
|
# disp=str(insn.disp)
|
|||
|
|
# else:
|
|||
|
|
# disp=hex(insn.disp).replace("0x","ox")
|
|||
|
|
#
|
|||
|
|
# if imme<10:
|
|||
|
|
# imme2=str(imme)
|
|||
|
|
# else:
|
|||
|
|
# imme2=hex(imme).replace("0x","ox")
|
|||
|
|
#
|
|||
|
|
# r_list=["r1","r2","r3","r4","r5","r6""r7","r8","r9","r10","r11","r12""r13","r14","r15"]
|
|||
|
|
# # print("\t%s\t%s" % (insn.mnemonic, insn.op_str))
|
|||
|
|
#
|
|||
|
|
# #替换为CONST
|
|||
|
|
# if disp in op_str:
|
|||
|
|
# flag=0
|
|||
|
|
# for i in r_list:
|
|||
|
|
# if i in op_str:
|
|||
|
|
# flag=1
|
|||
|
|
# break
|
|||
|
|
# if flag==1:
|
|||
|
|
# op_str=op_str.replace(" "+disp," CONST")
|
|||
|
|
# else:
|
|||
|
|
# op_str = op_str.replace(disp, "CONST")
|
|||
|
|
#
|
|||
|
|
# if imme2 in op_str:
|
|||
|
|
# flag = 0
|
|||
|
|
# for i in r_list:
|
|||
|
|
# if i in op_str:
|
|||
|
|
# flag = 1
|
|||
|
|
# break
|
|||
|
|
# if flag == 1:
|
|||
|
|
# op_str = op_str.replace(" " + imme2, " CONST")
|
|||
|
|
# else:
|
|||
|
|
# op_str = op_str.replace(imme2, "CONST")
|
|||
|
|
|
|||
|
|
# print("\t%s\t%s" % (insn.mnemonic, op_str))
|
|||
|
|
|
|||
|
|
# exit()
|
|||
|
|
# exit()
|
|||
|
|
|
|||
|
|
# 打印操作数的REX前缀（非零值与x86_64指令相关）
|
|||
|
|
# print("\trex: 0x%x" % (insn.rex))
|
|||
|
|
return insn.mnemonic,op_str
|
|||
|
|
|
|||
|
|
def get_asm_input_vector(X86_CODE32,normal):
|
|||
|
|
|
|||
|
|
arch, mode, code, comment, syntax=CS_ARCH_X86, CS_MODE_32, X86_CODE32, "X86 32 (Intel syntax)", None
|
|||
|
|
one_sample_vec_seq=[]
|
|||
|
|
opcode_oprand_seq=[]
|
|||
|
|
try:
|
|||
|
|
|
|||
|
|
md = Cs(arch, mode)
|
|||
|
|
md.detail = True
|
|||
|
|
if syntax is not None:
|
|||
|
|
md.syntax = syntax
|
|||
|
|
|
|||
|
|
for insn in md.disasm(code, 0x0):
|
|||
|
|
|
|||
|
|
mnemonic,op_str=get_asm_msg( insn)
|
|||
|
|
result_vec=msg_to_vector(normal,mnemonic,op_str)
|
|||
|
|
one_sample_vec_seq.append(result_vec)
|
|||
|
|
opcode_oprand_seq.append("0x%x:%s %s" % (insn.address, insn.mnemonic, insn.op_str))
|
|||
|
|
# print("one_sample_vec_seq:" + str(one_sample_vec_seq))
|
|||
|
|
# print(len(one_sample_vec_seq))
|
|||
|
|
#返回vector列表，
|
|||
|
|
|
|||
|
|
return one_sample_vec_seq,opcode_oprand_seq
|
|||
|
|
except CsError as e:
|
|||
|
|
print("ERROR: %s" % e)
|
|||
|
|
exit()
|
|||
|
|
|
|||
|
|
#随机获取50条指令，以及对应的vector
|
|||
|
|
def get_random_asm_seq(seq_num,one_sample_vec_seq,opcode_oprand_seq):
|
|||
|
|
|
|||
|
|
one_sample_vec_seq=random.sample(one_sample_vec_seq,seq_num)
|
|||
|
|
opcode_oprand_seq=random.sample(opcode_oprand_seq,seq_num)
|
|||
|
|
# print(one_sample_vec_seq)
|
|||
|
|
# print(opcode_oprand_seq)
|
|||
|
|
return one_sample_vec_seq,opcode_oprand_seq
|
|||
|
|
# pass
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
def get_vec_seq():
|
|||
|
|
file_dir = "E:\Data\Data_\malware"
|
|||
|
|
file_list = sorted(os.listdir(file_dir))
|
|||
|
|
# print(file_list)
|
|||
|
|
sample_vec_seq=[]
|
|||
|
|
# 对文件夹中每一个文件进行遍历
|
|||
|
|
for item_file in file_list:
|
|||
|
|
# item_file="msvcrt20.dll"
|
|||
|
|
item_file="e3d5f6b7189fc7fb5904943f24fb749ccd70c6d2b5b9b3892525a1188310f80a"
|
|||
|
|
# item_file="efa4f015dc1b81d9dedd130439dea9f9cc2e5d2451e9bd1186990973cf14b693"
|
|||
|
|
# print(item_file)
|
|||
|
|
bool_flag, X86_CODE32 = get_asm_text_code(os.path.join(file_dir, item_file))
|
|||
|
|
# print(X86_CODE32)
|
|||
|
|
# exit()
|
|||
|
|
#如果当前程序不是32位程序或者有加壳，则跳过
|
|||
|
|
if bool_flag == False:
|
|||
|
|
continue
|
|||
|
|
|
|||
|
|
one_sample_vec_seq,opcode_oprand_seq = get_asm_input_vector(X86_CODE32)
|
|||
|
|
# sample_vec_seq.append(one_sample_vec_seq)
|
|||
|
|
break
|
|||
|
|
|
|||
|
|
return one_sample_vec_seq,opcode_oprand_seq
|
|||
|
|
|
|||
|
|
if __name__ == '__main__':
|
|||
|
|
get_asm_input_vector("6a09e8c5fdffff83c404ff742404e89efeffff83c4046a09e80bf3ffff83c404c3",normal=True)
|
|||
|
|
# one_sample_vec_seq, opcode_oprand_seq=get_random_asm_seq()
|
|||
|
|
# print(len(one_sample_vec_seq))
|
|||
|
|
# print(len(opcode_oprand_seq))
|
|||
|
|
# exit()
|
|||
|
|
# sample_vec_seq=get_vec_seq()
|
|||
|
|
# print("有效性错误程序总数："+str(error_validity_sum))
|
|||
|
|
# print(sample_vec_seq)
|
|||
|
|
# print(len(sample_vec_seq[0]))
|