Oscar Rodriguez Rocha

20 papers B 1C 2Journal 5Unranked 11
YearRankTypeTitle / Venue / Authors
2017 J jnl
Int. J. Semantic Web Inf. Syst.
Cristhian Figueroa, Iacopo Vagliano, Oscar Rodriguez Rocha, Marco Torchiano, Catherine Faron-Zucker, Juan Carlos Corrales, Maurizio Morisio
2016 conf
EKM@EKAW
Oscar Rodriguez Rocha, Catherine Faron-Zucker
2016 conf
EKAW (Satellite Events)
Oscar Rodriguez Rocha, Catherine Faron-Zucker, Géraud Fokou Pelap
2016 conf
CBRecSys@RecSys
Iacopo Vagliano, Cristhian Figueroa, Oscar Rodriguez Rocha, Marco Torchiano, Catherine Faron-Zucker, Maurizio Morisio
2015 J jnl
Concurr. Comput. Pract. Exp.
Cristhian Figueroa, Iacopo Vagliano, Oscar Rodriguez Rocha, Maurizio Morisio
2015 conf
NEW2AN
Boris Moltchanov, Oscar Rodriguez Rocha
2015 J jnl
IT Prof.
Oscar Rodriguez Rocha, Iacopo Vagliano, Cristhian Figueroa, Federico Cairo, Giuseppe Futia, Carlo Alberto Licciardi, Marco Marengo, Federico Morando
2014 conf
ICUMT
Boris Moltchanov, Oscar Rodriguez Rocha
2014 conf
UIC/ATC/ScalCom
Boris Moltchanov, Oscar Rodriguez Rocha
2014
Oscar Rodriguez Rocha
2014 conf
NEW2AN
Oscar Rodriguez Rocha, Cristhian Figueroa, Iacopo Vagliano, Boris Moltchanov
2013 conf
NEW2AN
Oscar Rodriguez Rocha, Cristhian Figueroa, Boris Moltchanov
2013 B conf
ESWC
Luca Costabello, Serena Villata, Oscar Rodriguez Rocha, Fabien Gandon
2013 J jnl
Int. J. Ad Hoc Ubiquitous Comput.
Jose Felipe Mejia Bernal, Paolo Falcarin, Luca Ardito, Oscar Rodriguez Rocha, Maurizio Morisio, Francesco Pistillo, Flavio Giovanelli
2013 conf
Kaleidoscope
Oscar Rodriguez Rocha, Boris Moltchanov
2012 conf
EDBT/ICDT Workshops
Oscar Rodriguez Rocha, Carmen Criminisi, Fabio Luciano Mondin, Laurent-Walter Goix
2012 conf
NEW2AN
Oscar Rodriguez Rocha, Luis Javier Suarez Meza, Boris Moltchanov
2012 C conf
WEBIST
Luis Javier Suarez Meza, Luis Antonio Rojas Potosí, Juan Carlos Corrales, Oscar Rodriguez Rocha
2008 J jnl
IEEE Pervasive Comput.
Carlos Baladrón Zorita, Javier M. Aguiar, Belén Carro, Antonio Sánchez-Esguevillas, Matthias Baldauf, Peter Fröhlich, Przemyslaw Musialski, Paolo Falcarin, Oscar Rodriguez Rocha, Luca Costabello, Laurent-Walter Goix, Alejandro Cadenas, Federica Paganelli, David Parlanti, Dino Giuli, Maria da Graça Campos Pimentel, Renan G. Cattelan, Erick Lazaro Melo, César A. C. Teixeira, Claudia Raibulet
2008 C conf
MobiQuitous
Luca Costabello, Oscar Rodriguez Rocha, Laurent-Walter Goix
redb/extractors/decompiler/bninja/similarity/minhasher.py
← Index redb/extractors/decompiler/bninja/similarity/minhasher.py python
import logging
import random
from enum import Enum

from ..analysis.medium_level_normalization import MediumLevelNormalization

try:
    from .minhashcustom import MinHashCustom
    from ..analysis.low_level_normalization import LowLevelNormalization
except ImportError:
    # Fallback to absolute imports (for multiprocessing spawned processes)
    from redb.extractors.decompiler.bninja.similarity.minhashcustom import MinHashCustom
    from redb.extractors.decompiler.bninja.analysis.low_level_normalization import LowLevelNormalization

## Values for this configuration were extracted from https://github.com/danielplohmann/mcrit/blob/main/mcrit/config/MinHashConfig.py#L10
# Length in number of Shingles of which a minhash consists
# this value represents the length of sha256sum hash truncated
MINHASH_SIGNATURE_LENGTH: int = 64
# Number of bits per signature element (1-32 bits)
MINHASH_SIGNATURE_BITS: int = 8


class TokenKind(Enum):
    LLIL = "llil"
    TYPED_LLIL = "typed_llil"
    MLIL = "mlil"
    TYPED_MLIL = "typed_mlil"


class MinHasher:
    # stick to the default method
    MINHASH_STRATEGY_HASH_ALL = 1

    def __init__(self, seed, il_function, kind: TokenKind = TokenKind.LLIL):
        self._minhash_seeds = []
        self.il_func = il_function
        self.kind = kind
        self._minhash_permutation = []
        self._signature_segments = []
        self._initMinhashing(seed)

    def _initMinhashing(self, MINHASH_SEED=None):
        random.seed(MINHASH_SEED)
        # init sequence of seeds
        self._minhash_seeds = [
            random.randint(0, MinHashCustom.getHashMax()) for _ in range(MINHASH_SIGNATURE_LENGTH)
        ]

    def make_ngrams(self, tokens, n=3):
        """Take the ngrams of the IL we try to pass into the functions"""
        return [tuple(tokens[i:i+n]) for i in range(len(tokens) - n + 1)]

    def _extract_tokens(self):
        """Extract the IL tokens from the IL function, picking the right
        normalizer (LLIL/MLIL) and the right normalization mode
        (skeleton/typed) based on self.kind."""
        if self.kind in (TokenKind.LLIL, TokenKind.TYPED_LLIL):
            normalizer = LowLevelNormalization()
        elif self.kind in (TokenKind.MLIL, TokenKind.TYPED_MLIL):
            normalizer = MediumLevelNormalization()
        else:
            raise ValueError(f"Unsupported token kind: {self.kind}")

        # typed variants include operand type info, skeleton variants don't
        if self.kind in (TokenKind.TYPED_LLIL, TokenKind.TYPED_MLIL):
            normalize = normalizer.normalize_instr_with_operands
        else:
            normalize = normalizer.normalize_instruction_all_levels

        instructions = []
        for basic_block in self.il_func.basic_blocks:
            for il in basic_block:
                instructions.append(normalize(il))

        return instructions

    def calculateMinHash(self):
        """Calculate hash function every time, then take minimum shingle per shingler"""
        minhash_result = MinHashCustom(minhash_bits=MINHASH_SIGNATURE_BITS)
        minhash_signature = []

        tokens = self._extract_tokens()
        shingles = self.make_ngrams(tokens, n=3)

        # Functions with fewer than 3 IL instructions can't produce n-grams
        # Return empty minhash for such small functions (thunks, stubs, etc.)
        # Triggered by 39d8ad95b0323c37bd3134ab93ac4af44c66a1a8443a41c1ac02cec19bb2816a
        if not shingles:
            return []

        # Generate the MinHash
        for seed in self._minhash_seeds:
            hashed_shingles = [
                self.shingle_hash(shingle, seed) for shingle in shingles
            ]
            min_value = min(hashed_shingles)

            if MINHASH_SIGNATURE_BITS < 32:
                min_value %= (2 ** MINHASH_SIGNATURE_BITS)

            minhash_signature.append(min_value)

        minhash_result.setMinHash(minhash_signature)
        return minhash_result.getMinHashInt()

    def shingle_hash(self, shingle, hash_seed=0):
        """Produce a single 32bit UINT hash for a given shingle"""
        return MinHashCustom.hashData(shingle, hash_seed)