The Time it Takes to Crack a HashI often get asked: "How long does it take to crack an MD5 hash?" - implying that the cryptographic hash algorithm is the most important factor, which rarely is the case. It actually depends on a couple of factors, which I've ordered in descending importance below:
- The length of the password
- The charsets used in the password
- The amount of hardware you have
- The methodology you use for cracking
Secure PasswordsPassword lengths alone are not enough, you also have to use a good charset to control the search space hackers have to go though. Let's make an example to show how much the search space changes:
Charset = a-z, A-Z, 0-9
Length 6: (26+26+10)^6 = 56.800.235.584
Length 7: (26+26+10)^7 = 3.521.614.606.208
Length 8: (26+26+10)^8 = 218.340.105.584.896
As you can see, the number gets a lot bigger for each character we add. Now lets look at charsets:
Length = 8
Charset: a-z = (26)^8 = 208.827.064.576
Charset: a-z, A-Z = (26+26)^8 = 53.459.728.531.456
Charset: a-z, A-Z, 0-9 = (26+26+10)^8 = 218.340.105.584.896
Charsets are at least as important as the length is. In reality, we need to increase both in other to get good passwords. For reference, MD5 hashes on a Nvidia Titan X graphics card can be cracked with around 15.000.000.000 hashes per second. A password of a-z, A-Z, 0-9 of length 8 would take (26+26+10)^8 / 15.000.000.000 = 14556 seconds (about 4 hours). That is not long enough to deter hackers - we need to do something about the hashing algorithm as well.
The Cryptographic Hash AlgorithmsThrough time, developers have used many different cryptographic hash algorithms to store passwords. Actually, most systems still use rather weak hash algorithms, which is why this blog post even exist. If we take a look at the hashing algorithms from strong to weak:
1. scrypt, bcrypt, PBKDF2
2. SHA512, SHA256
3. SHA1, MD5
4. NTLM, MD4
5. LM, DES (unix crypt)
I could write 100 blog posts about each algorithm, but suffice to say that LM and DES used to be VERY widespread in the days of Windows XP and Linux 2.x. They have since moved on to stronger algorithms, but Windows is stuck on NTLM, and Linux still use MD5, SHA256 and SHA512 for the most part, but is transitioning nicely to scrypt and PBKDF2.
You might be wondering what the speeds are of each algorithm, so I'll include each of them here. A larger number of hashes is worse. The speeds are from a Nvidia Geforce 1080 graphics card with Hashcat:
- scrypt - 434.000 H/s
- bcrypt - 13.226 H/s
- PBKDF2 (SHA1) - 3218.000 H/s
- SHA512 - 1.021.000.000 H/s
- SHA256 - 2.829.000.000 H/s
- SHA1 - 8.491.000.000 H/s
- MD5 - 24.809.000.000 H/s
- NTLM - 41.354.000.000 H/s
- MD4 - 43.145.000.000 H/s
- LM - 18.429.000.000 H/s
- DES - 909.000.000 H/s
Nope! That's because the way the Linux guys implemented DES limited it a maximum of 8 characters, and they are also using the 2 first characters as salt, which means we only need to crack 6 character long passwords. LM hashes are also limited to 14 characters, but the way Microsoft made the algorithm is flawed, and as such, we only need to crack 2x7 character passwords.
The Salted HashPassword salts are needed in order to protect against rainbow table attacks. Hackers have access to large precomputed tables of character sets in many different cryptographic hash algorithms today, and when they target just a single hash, it can be quite effective.
The salt is just a binary blob that gets appended to the password in the hashing process. A password of '123456' becomes '123456[SaltHere]', thereby making it impossible to precompute a table that contains '123456[SaltHere]'. Salts should be unique for each user in the database, thereby making the protection even more effective.
The right way to salt the password is to use a cryptographically secure pseudo-random number generator (CSPRNG) to create a salt which is unique for each user. It needs to be at least 64 bits (8 bytes) to be effective. The salt is stored together with the hash inside the user database in plain text.
The Slow HashCryptographic hash functions like MD5 and SHA1 are designed with high performance in mind. This means that they can quickly produce a hash of an arbitrary input, but it also means that they are good for brute force and wordlist attacks. To slow down the hashing procedure, we use something called a key derivation function (KDF). scrypt, bcrypt and PBKDF2 are such a function. They take in a password, a salt and a number of iterations. Most implementations actually just require a password and a "workload factor", which simplifies the use of the algorithms.
They work by cryptographic primitives like SHA1, SHA256 or Blowfish, which is then run the number of iterations together with a salt. They also apply the salt in an HMAC fashion to be completely secure against many different cryptographic hash attacks.
As you can see from the hash speed list above, scrypt, bcrypt and PBKDF2 are much, much slower than their relatives. This is very configurable and perfect for password hashing. Developers that implement these algorithms should aim for the number of iterations it takes to make a password hashing operation last 50 ms or more on their server.
If we take the example of a 8 character password with the charset a-z, A-Z, 0-9 from above, which took 4 hours to crack with MD5, and try to crack it using PBKDF2, it would take around 2 years to crack!