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Created 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.
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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