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January 27, 2022 19:57
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Find AES-256 keys in memory dump based on key schedule calculation across a sliding window.
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from timeit import default_timer as timer | |
from binascii import b2a_hex,hexlify | |
#- First half of the code covers AES schedule calculation. Memory dump processing, line 150 onwards. | |
#- AES key schedule calculation taken from: https://www.alexrhodes.io/blog/post/30/ | |
class AesKeySchedule: | |
#AES S-box | |
s_box = [ | |
[0x63, 0x7c, 0x77, 0x7b, 0xf2, 0x6b, 0x6f, 0xc5, 0x30, 0x01, 0x67, 0x2b, 0xfe, 0xd7, 0xab, 0x76], | |
[0xca, 0x82, 0xc9, 0x7d, 0xfa, 0x59, 0x47, 0xf0, 0xad, 0xd4, 0xa2, 0xaf, 0x9c, 0xa4, 0x72, 0xc0], | |
[0xb7, 0xfd, 0x93, 0x26, 0x36, 0x3f, 0xf7, 0xcc, 0x34, 0xa5, 0xe5, 0xf1, 0x71, 0xd8, 0x31, 0x15], | |
[0x04, 0xc7, 0x23, 0xc3, 0x18, 0x96, 0x05, 0x9a, 0x07, 0x12, 0x80, 0xe2, 0xeb, 0x27, 0xb2, 0x75], | |
[0x09, 0x83, 0x2c, 0x1a, 0x1b, 0x6e, 0x5a, 0xa0, 0x52, 0x3b, 0xd6, 0xb3, 0x29, 0xe3, 0x2f, 0x84], | |
[0x53, 0xd1, 0x00, 0xed, 0x20, 0xfc, 0xb1, 0x5b, 0x6a, 0xcb, 0xbe, 0x39, 0x4a, 0x4c, 0x58, 0xcf], | |
[0xd0, 0xef, 0xaa, 0xfb, 0x43, 0x4d, 0x33, 0x85, 0x45, 0xf9, 0x02, 0x7f, 0x50, 0x3c, 0x9f, 0xa8], | |
[0x51, 0xa3, 0x40, 0x8f, 0x92, 0x9d, 0x38, 0xf5, 0xbc, 0xb6, 0xda, 0x21, 0x10, 0xff, 0xf3, 0xd2], | |
[0xcd, 0x0c, 0x13, 0xec, 0x5f, 0x97, 0x44, 0x17, 0xc4, 0xa7, 0x7e, 0x3d, 0x64, 0x5d, 0x19, 0x73], | |
[0x60, 0x81, 0x4f, 0xdc, 0x22, 0x2a, 0x90, 0x88, 0x46, 0xee, 0xb8, 0x14, 0xde, 0x5e, 0x0b, 0xdb], | |
[0xe0, 0x32, 0x3a, 0x0a, 0x49, 0x06, 0x24, 0x5c, 0xc2, 0xd3, 0xac, 0x62, 0x91, 0x95, 0xe4, 0x79], | |
[0xe7, 0xc8, 0x37, 0x6d, 0x8d, 0xd5, 0x4e, 0xa9, 0x6c, 0x56, 0xf4, 0xea, 0x65, 0x7a, 0xae, 0x08], | |
[0xba, 0x78, 0x25, 0x2e, 0x1c, 0xa6, 0xb4, 0xc6, 0xe8, 0xdd, 0x74, 0x1f, 0x4b, 0xbd, 0x8b, 0x8a], | |
[0x70, 0x3e, 0xb5, 0x66, 0x48, 0x03, 0xf6, 0x0e, 0x61, 0x35, 0x57, 0xb9, 0x86, 0xc1, 0x1d, 0x9e], | |
[0xe1, 0xf8, 0x98, 0x11, 0x69, 0xd9, 0x8e, 0x94, 0x9b, 0x1e, 0x87, 0xe9, 0xce, 0x55, 0x28, 0xdf], | |
[0x8c, 0xa1, 0x89, 0x0d, 0xbf, 0xe6, 0x42, 0x68, 0x41, 0x99, 0x2d, 0x0f, 0xb0, 0x54, 0xbb, 0x16] | |
] | |
#AES Inverse S-box | |
inv_s_box = [ | |
[0x52, 0x09, 0x6a, 0xd5, 0x30, 0x36, 0xa5, 0x38, 0xbf, 0x40, 0xa3, 0x9e, 0x81, 0xf3, 0xd7, 0xfb], | |
[0x7c, 0xe3, 0x39, 0x82, 0x9b, 0x2f, 0xff, 0x87, 0x34, 0x8e, 0x43, 0x44, 0xc4, 0xde, 0xe9, 0xcb], | |
[0x54, 0x7b, 0x94, 0x32, 0xa6, 0xc2, 0x23, 0x3d, 0xee, 0x4c, 0x95, 0x0b, 0x42, 0xfa, 0xc3, 0x4e], | |
[0x08, 0x2e, 0xa1, 0x66, 0x28, 0xd9, 0x24, 0xb2, 0x76, 0x5b, 0xa2, 0x49, 0x6d, 0x8b, 0xd1, 0x25], | |
[0x72, 0xf8, 0xf6, 0x64, 0x86, 0x68, 0x98, 0x16, 0xd4, 0xa4, 0x5c, 0xcc, 0x5d, 0x65, 0xb6, 0x92], | |
[0x6c, 0x70, 0x48, 0x50, 0xfd, 0xed, 0xb9, 0xda, 0x5e, 0x15, 0x46, 0x57, 0xa7, 0x8d, 0x9d, 0x84], | |
[0x90, 0xd8, 0xab, 0x00, 0x8c, 0xbc, 0xd3, 0x0a, 0xf7, 0xe4, 0x58, 0x05, 0xb8, 0xb3, 0x45, 0x06], | |
[0xd0, 0x2c, 0x1e, 0x8f, 0xca, 0x3f, 0x0f, 0x02, 0xc1, 0xaf, 0xbd, 0x03, 0x01, 0x13, 0x8a, 0x6b], | |
[0x3a, 0x91, 0x11, 0x41, 0x4f, 0x67, 0xdc, 0xea, 0x97, 0xf2, 0xcf, 0xce, 0xf0, 0xb4, 0xe6, 0x73], | |
[0x96, 0xac, 0x74, 0x22, 0xe7, 0xad, 0x35, 0x85, 0xe2, 0xf9, 0x37, 0xe8, 0x1c, 0x75, 0xdf, 0x6e], | |
[0x47, 0xf1, 0x1a, 0x71, 0x1d, 0x29, 0xc5, 0x89, 0x6f, 0xb7, 0x62, 0x0e, 0xaa, 0x18, 0xbe, 0x1b], | |
[0xfc, 0x56, 0x3e, 0x4b, 0xc6, 0xd2, 0x79, 0x20, 0x9a, 0xdb, 0xc0, 0xfe, 0x78, 0xcd, 0x5a, 0xf4], | |
[0x1f, 0xdd, 0xa8, 0x33, 0x88, 0x07, 0xc7, 0x31, 0xb1, 0x12, 0x10, 0x59, 0x27, 0x80, 0xec, 0x5f], | |
[0x60, 0x51, 0x7f, 0xa9, 0x19, 0xb5, 0x4a, 0x0d, 0x2d, 0xe5, 0x7a, 0x9f, 0x93, 0xc9, 0x9c, 0xef], | |
[0xa0, 0xe0, 0x3b, 0x4d, 0xae, 0x2a, 0xf5, 0xb0, 0xc8, 0xeb, 0xbb, 0x3c, 0x83, 0x53, 0x99, 0x61], | |
[0x17, 0x2b, 0x04, 0x7e, 0xba, 0x77, 0xd6, 0x26, 0xe1, 0x69, 0x14, 0x63, 0x55, 0x21, 0x0c, 0x7d] | |
] | |
# Calculate the Round Constants | |
#0x1, 0x2, 0x4, 0x8, 0x10, 0x20, 0x40, 0x80, 0x1b, 0x36 | |
r_con = [None] * 10 | |
r_con[0] = 1 | |
for x in range(1,10): | |
if(r_con[x-1] >= 0x80): | |
#If the result > 0x80, reduce by the AES irreducible polynomial | |
r_con[x] = (2 * r_con[x-1] ) ^ 0x11B | |
else: | |
#otherwise just double it as normal | |
r_con[x] = 2 * r_con[x-1] | |
#S-box substitution | |
def sbox(self,bIn): | |
col = bIn & 0xF | |
row = (bIn >> 4) & 0xF | |
return self.s_box[row][col] | |
#Inverse S-box substitution | |
def invsbox(self,bIn): | |
col = bIn & 0xF | |
row = (bIn >> 4) & 0xF | |
return inv_s_box[row][col] | |
#Split the 256-bit key into 32-bit words | |
def splitkey(self,inkey, words): | |
shift = 224 | |
for x in range(8): | |
words[x] = (inkey >> shift) & 0xFFFFFFFF | |
shift -= 32 | |
return words | |
#Helper function to byte-wise left rotate a 32-bit word | |
def l_rotate_word(self,word): | |
word = ((word << 8) & 0xFFFFFF00) | ((word >> 24) & 0xFF) | |
return word | |
#The AES G function | |
def g(self,wIn, rc): | |
wIn = self.l_rotate_word(wIn) | |
w0 = wIn >> 24 & 0xFF | |
w1 = wIn >> 16 & 0xFF | |
w2 = wIn >> 8 & 0xFF | |
w3 = wIn & 0xFF | |
w0 = self.sbox(w0) ^ rc | |
w1 = self.sbox(w1) | |
w2 = self.sbox(w2) | |
w3 = self.sbox(w3) | |
ret = w0 << 24 | w1 << 16 | w2 << 8 | w3 | |
return ret | |
#The AES 256 H-function | |
def h(self,wIn): | |
w0 = self.sbox(wIn >> 24 & 0xFF) | |
w1 = self.sbox(wIn >> 16 & 0xFF) | |
w2 = self.sbox(wIn >> 8 & 0xFF) | |
w3 = self.sbox(wIn & 0xFF) | |
ret = w0 << 24 | w1 << 16 | w2 << 8 | w3 | |
return ret | |
#Split the 256-bit key into 32-bit words | |
def splitkey(self,inkey, words): | |
shift = 224 | |
for x in range(8): | |
words[x] = (inkey >> shift) & 0xFFFFFFFF | |
shift -= 32 | |
return words | |
#Expand the 256-bit key into the 15 round keys | |
def key_expansion(self,inkey): | |
#Split the initial key into words 0-7 | |
words = [None] * 60 | |
words = self.splitkey(inkey, words) | |
#Start calculating the remaining words | |
rconIdx = 0 | |
for x in range(8,60): | |
if x % 8 == 0: | |
#every 8th word uses the G function | |
words[x] = self.g(words[x-1], self.r_con[rconIdx]) ^ words[x-8] | |
rconIdx = rconIdx + 1 | |
elif x % 4 == 0: | |
#Every other fourth word uses the H function | |
words[x] = self.h(words[x-1]) ^ words[x-8] | |
else: | |
#Otherwise use a simple XOR | |
words[x] = words[x-1] ^ words[x-8] | |
#every 4 words forms a subkey | |
keyIdx = 0 | |
keys = [None] * 15 | |
for x in range(61): | |
if x != 0 and (x % 4) == 0: | |
#- NOTE: This is changed from original source. | |
keys[keyIdx] = hex((words[x-4] << 96) | (words[x-3] << 64) | (words[x-2] << 32) | words[x-1])[2:].zfill(32) | |
keyIdx = keyIdx + 1 | |
return keys | |
#========================= | |
#- Memory dump processing | |
#========================= | |
#- Config variables | |
filename="memory.dmp" | |
aes_key_size=32 | |
aes_key_schedule_size=240 | |
#- Variables related to file processing | |
file_offset=0; | |
total_keys_found = 0; | |
min_distinct_bytes=10 | |
start_time = timer() | |
a=AesKeySchedule() | |
try: | |
#- Open the file | |
with open(filename, 'rb') as f: | |
#- Read till you find data | |
while True: | |
#- Seek to the new file offset | |
f.seek(file_offset) | |
#- Read the key schedule number of bytes | |
key_sched_buffer=f.read(aes_key_schedule_size) | |
#- Exit condition 1: If the read buffer is less than 32 bytes: | |
if len(key_sched_buffer) < aes_key_schedule_size: | |
break | |
#- Exit condition 2: When there are no more bytes to be read from the file: | |
if not key_sched_buffer: | |
break | |
#- Get the distinct bytes in the key schedule | |
n=2 | |
key_sched_list=[key_sched_buffer[i:i+n] for i in range(0, len(key_sched_buffer), n)] | |
distinct_bytes=len(set(key_sched_list)) | |
#- If we have the desired bytes, consider extracting the key and calculating key-schedule | |
if distinct_bytes>=min_distinct_bytes: | |
#- Get a possible key | |
key_sched_hex=hexlify(key_sched_buffer) | |
#print(key_sched_hex) | |
#- Multiplying by 2 because the two hex digits make a byte. | |
temp_key_hex=key_sched_hex[:aes_key_size*2] | |
temp_key_int=int(temp_key_hex,base=16) | |
#print(temp_key_int) | |
#- Compute Key Schedule | |
key_sched_calc=''.join(a.key_expansion(temp_key_int)) | |
#print(key_sched_calc) | |
#- Compare the computed key schedule with what you found. | |
hamming_distance= sum(c1 != c2 for c1, c2 in zip(key_sched_hex, key_sched_calc)) | |
print(hamming_distance) | |
#- Another approximation, if we see there is a difference of more than 3 nibbles, then probably not a key. | |
if(hamming_distance<4): | |
#- Increment total number of keys found | |
total_keys_found = total_keys_found +1; | |
print("AES key found: ", temp_key_hex) | |
#- Increment file offset one byte at a time | |
file_offset=file_offset+1 | |
except KeyboardInterrupt: | |
print("User cancelled before end of file") | |
end_time = timer() | |
print("Total keys found: ", total_keys_found) | |
print("Time elapsed = ", end_time-start_time) |
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