TLSH (C++ Python extension)
TLSH - C++ extension for Python
TLSH (Trend Micro Locality Sensitive Hash) is a fuzzy matching library. Given a byte stream with a minimum length of 50 bytes TLSH generates a hash value which can be used for similarity comparisons. Similar objects will have similar hash values which allows for the detection of similar objects by comparing their hash values. Note that the byte stream should have a sufficient amount of complexity. For example, a byte stream of identical bytes will not generate a hash value.
What's new in py-tlsh 4.5.0
This package was created as an unofficial fork, but is currently superceded by the official py-tlsh package as of December 2020. The improvements are:
- fixed this package so that it works on Windows
- compatibility with VirusTotal adoption of TLSH: updated to the T1 hash format with backwards compatibility for old hashes
- fixed the q3=0 divide by zero bug issue 79
import tlsh tlsh.hash(data)
Note data needs to be bytes - not a string. This is because TLSH is for binary data and binary data can contain a NULL (zero) byte.
In default mode the data must contain at least 50 bytes to generate a hash value and that it must have a certain amount of randomness. To get the hash value of a file, try
Note: the open statement has opened the file in binary mode.
import tlsh h1 = tlsh.hash(data) h2 = tlsh.hash(similar_data) score = tlsh.diff(h1, h2) h3 = tlsh.Tlsh() with open('file', 'rb') as f: for buf in iter(lambda: f.read(512), b''): h3.update(buf) h3.final() # this assertion is stating that the distance between a TLSH and itself must be zero assert h3.diff(h3) == 0 score = h3.diff(h1)
diffxlen function removes the file length component of the tlsh header from the comparison.
If a file with a repeating pattern is compared to a file with only a single instance of the pattern,
then the difference will be increased if the file lenght is included.
But by using the
diffxlen function, the file length will be removed from consideration.
Backwards Compatibility Options
If you use the "conservative" option, then the data must contain at least 256 characters. For example,
import os tlsh.conservativehash(os.urandom(256))
should generate a hash, but
will generate TNULL as it is less than 256 bytes.
If you need to generate old style hashes (without the "T1" prefix) then use
The old and conservative options may be combined:
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.