Ira Cohen

41 papers A* 7A 2B 1Misc 1Journal 5Unranked 20
YearRankTypeTitle / Venue / Authors
2017 conf
ADF@KDD
Meir Toledano, Ira Cohen, Yonatan Ben-Simhon, Inbal Tadeski
2012 conf
MAD
Ira Cohen, Ohad Assulin, Eli Mordechai, Yaniv Sayers, Ruth Bernstein
2010 conf
SLAML
Gilad Barash, Ira Cohen, Eli Mordechai, Carl Staelin, Rafael Dakar
2010 conf
ICDM Workshops
Michal Aharon, Ira Cohen, Arik Itskovitch, Inbal Marhaim, Ron Banner
2009 conf
ECML/PKDD (1)
Michal Aharon, Gilad Barash, Ira Cohen, Eli Mordechai
2008 ch.
Machine Learning Techniques for Multimedia
Roberto Valenti, Nicu Sebe, Theo Gevers, Ira Cohen
2007 J jnl
Image Vis. Comput.
Nicu Sebe, Michael S. Lew, Yafei Sun, Ira Cohen, Theo Gevers, Thomas S. Huang
2007 A* conf
ACM Multimedia
Yijuan Lu, Ira Cohen, Xiang Sean Zhou, Qi Tian
2007 J jnl
Perform. Evaluation
Jeffrey Erman, Anirban Mahanti, Martin F. Arlitt, Ira Cohen, Carey L. Williamson
2007 A* conf
ICML
Blaine Nelson, Ira Cohen
2007 A* conf
SIGMETRICS
Jeffrey Erman, Anirban Mahanti, Martin F. Arlitt, Ira Cohen, Carey L. Williamson
2006 conf
ICPR (1)
Nicu Sebe, Ira Cohen, Theo Gevers, Thomas S. Huang
2006 ch.
Semi-Supervised Learning
Fábio Gagliardi Cozman, Ira Cohen
2005 conf
ECML
George Forman, Ira Cohen
2005 A* conf
SOSP
Ira Cohen, Steve Zhang, Moisés Goldszmidt, Julie Symons, Terence Kelly, Armando Fox
2005 A conf
DSN
Steve Zhang, Ira Cohen, Moisés Goldszmidt, Julie Symons, Armando Fox
2005 J jnl
Multim. Syst.
Nicu Sebe, Ira Cohen, Fábio Gagliardi Cozman, Theo Gevers, Thomas S. Huang
2005 book
Nicu Sebe, Ira Cohen, Ashutosh Garg, Thomas S. Huang
2005 ch.
Multimedia Content and the Semantic Web
Nemanja Petrovic, Ira Cohen, Thomas S. Huang
2005 conf
CVPR Workshops
Nicu Sebe, Ira Cohen, Thomas S. Huang, Theo Gevers
2005 A* conf
KDD
Rob Powers, Moisés Goldszmidt, Ira Cohen
2005 A conf
HotOS
Moisés Goldszmidt, Ira Cohen, Armando Fox, Steve Zhang
2004 conf
FGR
Nicu Sebe, Michael S. Lew, Ira Cohen, Yafei Sun, Theo Gevers, Thomas S. Huang
2004 A* conf
OSDI
Ira Cohen, Jeffrey S. Chase, Moisés Goldszmidt, Terence Kelly, Julie Symons
2004 conf
PKDD
George Forman, Ira Cohen
2004 conf
PKDD
Ira Cohen, Moisés Goldszmidt
2004 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Ira Cohen, Fábio Gagliardi Cozman, Nicu Sebe, Marcelo Cesar Cirelo, Thomas S. Huang
2004 conf
ICPR (2)
Nicu Sebe, Ira Cohen, Thomas S. Huang, Theo Gevers
2004 conf
SMC (1)
Ira Cohen, Nicu Sebe, Yafei Sun, Michael S. Lew, Thomas S. Huang
2003 conf
CIVR
Ira Cohen, Nicu Sebe, Yafei Sun, Michael S. Lew, Thomas S. Huang
2003 J jnl
Comput. Vis. Image Underst.
Ira Cohen, Nicu Sebe, Ashutosh Garg, Lawrence S. Chen, Thomas S. Huang
2003 conf
CVPR (1)
Ira Cohen, Nicu Sebe, Fábio Gagliardi Cozman, Marcelo Cesar Cirelo, Thomas S. Huang
2003 A* conf
ICML
Fábio Gagliardi Cozman, Ira Cohen, Marcelo Cesar Cirelo
2003 conf
Multimedia Information Retrieval
Ira Cohen, Nicu Sebe, Fábio Gagliardi Cozman, Thomas S. Huang
2003
Ira Cohen
2002 conf
ICPR (1)
Nicu Sebe, Michael S. Lew, Ira Cohen, Ashutosh Garg, Thomas S. Huang
2002 conf
ICME (2)
Ira Cohen, Nicu Sebe, Ashutosh Garg, Michael S. Lew, Thomas S. Huang
2002 Misc conf
FLAIRS
Fábio Gagliardi Cozman, Ira Cohen
2001 conf
CVPR (1)
Nemanja Petrovic, Ira Cohen, Brendan J. Frey, Ralf Koetter, Thomas S. Huang
2001 conf
Integrated Network Management
Alexandre Bronstein, Joydip Das, Marsha Duro, Rich Friedrich, Gary Kleyner, Martin Mueller, Sharad Singhal, Ira Cohen
2000 B conf
ICPR
Ira Cohen, Ashutosh Garg, Thomas S. Huang
tests/unit/conftest.py
← Index tests/unit/conftest.py python
"""
Unit test configuration.

Replaces the redb.extractors package with a minimal stub so that
``from redb.extractors.database_exporters import ...`` works without
pulling in the heavy __init__.py import chain (pefile, elftools,
signify, magic, etc.).

Also stubs out redb.settings so that Elasticsearch / ClickHouse
clients are never actually created during unit tests.

Additionally installs binaryninja stubs for decompiler unit tests.

Stubs heavy third-party packages (pefile, magic, psutil, etc.) so that
redb.workers, redb.queries, redb.ingestor, and redb.s3_utils can all
be imported and patched in unit tests without requiring the real packages.
"""
import sys
import types
from pathlib import Path
from unittest.mock import MagicMock

# ---------------------------------------------------------------------------
# 0. Install binaryninja stubs FIRST — must happen before any decompiler
#    module is imported (triggered by __init__.py chain).
# ---------------------------------------------------------------------------
from tests.unit.conftest_binja_stubs import install_binja_stubs as _install_binja_stubs
_install_binja_stubs()

# ---------------------------------------------------------------------------
# 1. Stub external packages required by database_exporters.py itself,
#    the decompiler chain, and the workers/ingestor modules.
# ---------------------------------------------------------------------------
_heavy_deps = [
    # Database / networking
    "elasticsearch", "clickhouse_connect", "dotenv",
    # Binary analysis — top-level packages
    "pefile", "magic", "machofile",
    # Archive handling
    "py7zr", "pyzipper",
    # File type detection
    "magika",
    # System monitoring
    "psutil",
    # S3 / MinIO (submodule paths needed for `from minio.error import S3Error`)
    "minio", "minio.error",
    # YARA
    "yara_x",
    # Binary parsing — elftools tree
    "elftools", "elftools.elf", "elftools.elf.elffile",
    "elftools.common", "elftools.common.exceptions",
    # Code signing — signify tree
    "signify", "signify.fingerprinter", "signify.authenticode",
    # LIEF
    "lief",
    # Fuzzy hashing
    "ppdeep",
    # .NET analysis
    "dotnetfile",
    # Crypto / ASN.1
    "asn1crypto", "asn1crypto.cms", "asn1crypto.pem", "asn1crypto.x509", "asn1crypto.core",
    # Hashing
    "xxhash", "blake3", "mmh3", "numpy",
    # APK analysis
    "androguard", "androguard.core", "androguard.core.apk",
    "androguard.core.dex", "androguard.core.api_specific_resources",
    "androguard.misc",
    "permhash",
]
for _mod in _heavy_deps:
    if _mod not in sys.modules:
        try:
            __import__(_mod)
        except (ImportError, ModuleNotFoundError):
            sys.modules[_mod] = MagicMock()

# Stub urllib3 with a real Warning subclass (warnings.filterwarnings needs a class)
if "urllib3" not in sys.modules or isinstance(sys.modules.get("urllib3"), MagicMock):
    try:
        import urllib3  # noqa: F401
    except (ImportError, ModuleNotFoundError):
        _urllib3_mod = types.ModuleType("urllib3")
        _urllib3_exc = types.ModuleType("urllib3.exceptions")

        class _InsecureRequestWarning(UserWarning):
            pass

        _urllib3_exc.InsecureRequestWarning = _InsecureRequestWarning
        _urllib3_mod.exceptions = _urllib3_exc
        sys.modules["urllib3"] = _urllib3_mod
        sys.modules["urllib3.exceptions"] = _urllib3_exc

# Provide a functional ppdeep stub (tests call ppdeep.hash() and expect a string).
# Must overwrite the MagicMock that the loop above may have installed.
_ppdeep_existing = sys.modules.get("ppdeep")
if _ppdeep_existing is None or isinstance(_ppdeep_existing, MagicMock):
    _ppdeep_mod = types.ModuleType("ppdeep")
    _ppdeep_mod.__name__ = "ppdeep"

    def _ppdeep_hash(data):
        """Fake ssdeep hash — returns a deterministic placeholder."""
        if isinstance(data, str):
            data = data.encode("utf-8")
        if len(data) < 50:
            return None
        import hashlib
        h = hashlib.md5(data).hexdigest()
        return f"3:{h[:16]}:{h[16:]}"

    _ppdeep_mod.hash = _ppdeep_hash
    sys.modules["ppdeep"] = _ppdeep_mod

# Stub mmh3 if the C extension is not available
_mmh3_existing = sys.modules.get("mmh3")
if _mmh3_existing is None or isinstance(_mmh3_existing, MagicMock):
    _mmh3_mod = types.ModuleType("mmh3")
    _mmh3_mod.__name__ = "mmh3"

    def _mmh3_hash(data, seed=0):
        """Fake MurmurHash3 — deterministic hash using built-in hashlib."""
        import hashlib
        if isinstance(data, str):
            data = data.encode("utf-8")
        seed_bytes = (seed & 0xFFFFFFFF).to_bytes(8, "little")
        h = hashlib.md5(data + seed_bytes).digest()
        return int.from_bytes(h[:4], "little", signed=True)

    _mmh3_mod.hash = _mmh3_hash
    sys.modules["mmh3"] = _mmh3_mod

# Stub tlsh if the C extension is not available
if "tlsh" not in sys.modules:
    try:
        import tlsh as _real_tlsh  # noqa: F401
    except (ImportError, ModuleNotFoundError):
        _tlsh_mock = types.ModuleType("tlsh")
        _tlsh_mock.__name__ = "tlsh"

        def _tlsh_hash(data):
            """Fake TLSH hash — returns a deterministic placeholder.

            Returns empty string for data < 50 bytes or data with very
            low entropy (e.g. repeating patterns), mimicking the real
            TLSH library's "TNULL" behaviour.
            """
            if isinstance(data, str):
                data = data.encode("utf-8")
            if len(data) < 50:
                return ""
            # Real TLSH returns "" for low-entropy input
            if len(set(data)) < 8:
                return ""
            import hashlib
            return "T1" + hashlib.sha256(data).hexdigest()[:70].upper()

        _tlsh_mock.hash = _tlsh_hash
        sys.modules["tlsh"] = _tlsh_mock

# ---------------------------------------------------------------------------
# 2. Stub redb.settings (package) so module-level code never runs
# ---------------------------------------------------------------------------
_settings_mock = MagicMock()
_settings_mock.__name__ = "redb.settings"
sys.modules["redb.settings"] = _settings_mock
sys.modules["redb.settings.elasticsearch"] = MagicMock()
sys.modules["redb.settings.clickhouse"] = MagicMock()

# ---------------------------------------------------------------------------
# 3. Replace redb.extractors with a minimal package that does NOT eagerly
#    import every extractor (and their heavy deps).  Sub-module imports
#    like ``from redb.extractors.database_exporters import ...`` still work
#    because __path__ points to the real package directory.
# ---------------------------------------------------------------------------
_repo_root = Path(__file__).resolve().parents[2]
_extractors_pkg = types.ModuleType("redb.extractors")
_extractors_pkg.__path__ = [str(_repo_root / "redb" / "extractors")]
_extractors_pkg.__package__ = "redb.extractors"
sys.modules["redb.extractors"] = _extractors_pkg

# ---------------------------------------------------------------------------
# 4. Force-import redb submodules so that @patch('redb.workers.xxx'),
#    @patch('redb.queries.xxx'), etc. can resolve at decoration time.
#    This works because all heavy deps are already stubbed above.
# ---------------------------------------------------------------------------
import redb.logging_utils   # noqa: F401, E402
import redb.s3_utils         # noqa: F401, E402
import redb.queries          # noqa: F401, E402
import redb.workers          # noqa: F401, E402
import redb.ingestor         # noqa: F401, E402