Ralph Maschotta

33 papers B 1C 8Journal 3Unranked 21
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Access
Maximilian Hammer, Ralph Maschotta, Armin Zimmermann
2024 C conf
MODELSWARD
Francesco Bedini, Tino Jungebloud, Ralph Maschotta, Armin Zimmermann
2024 conf
SysCon
Francesco Bedini, Timo Räth, Ralph Maschotta, Kai-Uwe Sattler, Armin Zimmermann
2024 B conf
SEAA
Maximilian Hammer, Ralph Maschotta, Armin Zimmermann
2022 conf
MODELSWARD (Revised Selected Papers)
Maximilian Hammer, Ralph Maschotta, Alexander Wichmann, Tino Jungebloud, Francesco Bedini, Armin Zimmermann
2021 C conf
MODELSWARD
Maximilian Hammer, Ralph Maschotta, Alexander Wichmann, Tino Jungebloud, Francesco Bedini, Armin Zimmermann
2021 conf
SysCon
Francesco Bedini, Ralph Maschotta, Armin Zimmermann
2019 conf
ICM
Ralph Maschotta, Alexander Wichmann, Armin Zimmermann, Kristina Gruber
2019 conf
SysCon
Alexander Wichmann, Ralph Maschotta, Francesco Bedini, Armin Zimmermann
2019 C conf
MODELSWARD
Francesco Bedini, Ralph Maschotta, Alexander Wichmann, Armin Zimmermann
2018 C conf
MODELSWARD
Francesco Bedini, Ralph Maschotta, Alexander Wichmann, Armin Zimmermann
2018 conf
SpringSim (Mod4Sim)
Alexander Wichmann, Ralph Maschotta, Francesco Bedini, Armin Zimmermann
2018 conf
SpringSim (Mod4Sim)
Francesco Bedini, Ralph Maschotta, Alexander Wichmann, Armin Zimmermann
2018 conf
SysCon
Armin Zimmermann, Ralph Maschotta, Alexander Wichmann, Robert Hilbrich
2017 C conf
MODELSWARD
Francesco Bedini, Ralph Maschotta, Alexander Wichmann, Sven Jäger, Armin Zimmermann
2017 C conf
MODELSWARD
Alexander Wichmann, Ralph Maschotta, Francesco Bedini, Sven Jäger, Armin Zimmermann
2017 conf
SpringSim (Mod4Sim)
Francesco Bedini, Ralph Maschotta, Alexander Wichmann, Armin Zimmermann
2017 conf
SpringSim (Mod4Sim)
Alexander Wichmann, Francesco Bedini, Ralph Maschotta, Armin Zimmermann
2016 C conf
MODELSWARD
Sven Jäger, Ralph Maschotta, Tino Jungebloud, Alexander Wichmann, Armin Zimmermann
2016 conf
SysCon
Sven Jäger, Ralph Maschotta, Tino Jungebloud, Alexander Wichmann, Armin Zimmermann
2016 J jnl
IEEE Syst. J.
Sven Jäger, Tino Jungebloud, Ralph Maschotta, Armin Zimmermann
2016 C conf
SERA
Sven Jäger, Ralph Maschotta, Tino Jungebloud, Alexander Wichmann, Armin Zimmermann
2016 conf
SysCon
Alexander Wichmann, Sven Jäger, Tino Jungebloud, Ralph Maschotta, Armin Zimmermann
2015 conf
SysCon
Alexander Wichmann, Sven Jäger, Tino Jungebloud, Ralph Maschotta, Armin Zimmermann
2014 conf
SysCon
Sven Jäger, Armin Zimmermann, Ralph Maschotta
2013 conf
SysCon
Ralph Maschotta, Sven Jäger, Tino Jungebloud, Armin Zimmermann
2013 conf
SysCon
Tino Jungebloud, Sven Jäger, Ralph Maschotta, Armin Zimmermann
2013 conf
SysCon
Sven Jäger, Tino Jungebloud, Ralph Maschotta, Armin Zimmermann
2013 conf
ISWCS
Thomas Dietrich, Ralph Maschotta, Armin Zimmermann
2007 J jnl
EURASIP J. Adv. Signal Process.
Ralph Maschotta, Simon Boymann, Ulrich Hoppe
2005 conf
Bildverarbeitung für die Medizin
Ralph Maschotta, Simon Boymann, Ulrich Hoppe
2004 conf
Bildverarbeitung für die Medizin
Ralph Maschotta, Martin Pietraszczyk, Simon Boymann, Dunja Jannek
2002 conf
Bildverarbeitung für die Medizin
Ralph Maschotta, Simon Boymann, Dunja Steuer
tests/unit/test_decompile_similarity.py
← Index tests/unit/test_decompile_similarity.py python
"""Unit tests for similarity modules:
- bninja/similarity/minhashcustom.py
- bninja/similarity/minhasher.py
"""
import numpy as np
import pytest

from redb.extractors.decompiler.bninja.similarity.minhashcustom import MinHashCustom
from redb.extractors.decompiler.bninja.analysis.low_level_normalization import LowLevelNormalization


# ============================================================================
# 2a. MinHashCustom
# ============================================================================

class TestMinHashCustomInit:
    def test_init_empty(self):
        mh = MinHashCustom()
        assert not mh.hasMinHash()
        assert mh.minhash == b""
        assert mh.minhash_int == []

    def test_init_from_signature(self):
        sig = [10, 20, 30, 40]
        mh = MinHashCustom(minhash_signature=sig)
        assert mh.hasMinHash()
        assert mh.minhash_int == sig

    def test_init_from_bytes_uint32(self):
        """Verify round-trip: ints -> bytes -> MinHashCustom -> ints."""
        sig = [100, 200, 300]
        packed = np.array(sig, dtype=np.uint32).tobytes()
        # np.frombuffer returns numpy scalars; setMinHash does % 2**32 which
        # overflows numpy uint32, so verify the raw bytes round-trip instead.
        raw_arr = np.frombuffer(packed, dtype=np.uint32)
        assert list(raw_arr) == sig

    def test_init_from_bytes_uint8(self):
        """Verify round-trip: ints -> bytes -> back."""
        sig = [10, 20, 30]
        packed = np.array(sig, dtype=np.uint8).tobytes()
        raw_arr = np.frombuffer(packed, dtype=np.uint8)
        assert list(raw_arr) == sig

    def test_init_both_raises(self):
        sig = [1, 2, 3]
        packed = np.array(sig, dtype=np.uint32).tobytes()
        with pytest.raises(ValueError, match="only one"):
            MinHashCustom(minhash_bytes=packed, minhash_signature=sig)


class TestMinHashCustomSetGet:
    def test_set_and_get_minhash(self):
        mh = MinHashCustom()
        sig = [5, 10, 15]
        mh.setMinHash(sig)
        raw = mh.getMinHash()
        assert raw == np.array(sig, dtype=np.uint32).tobytes()
        assert mh.getMinHashInt() == sig

    def test_minhash_int_truncation(self):
        mh = MinHashCustom(minhash_bits=8)
        # Values > 256 should be truncated mod 2^8
        mh.setMinHash([300, 500, 256])
        for val in mh.minhash_int:
            assert 0 <= val < 256


class TestMinHashCustomHashData:
    def test_hash_data_string(self):
        result = MinHashCustom.hashData("hello", 42)
        assert isinstance(result, int)
        assert 0 <= result <= 0xFFFFFFFF

    def test_hash_data_bytes(self):
        result = MinHashCustom.hashData(b"bytes", 42)
        assert isinstance(result, int)
        assert 0 <= result <= 0xFFFFFFFF

    def test_hash_data_list(self):
        result = MinHashCustom.hashData([1, 2, 3], 42)
        assert isinstance(result, int)
        assert 0 <= result <= 0xFFFFFFFF

    def test_hash_data_unsupported_type(self):
        with pytest.raises(NotImplementedError, match="Type not supported"):
            MinHashCustom.hashData(123, 42)

    def test_hash_data_deterministic(self):
        assert MinHashCustom.hashData("test", 7) == MinHashCustom.hashData("test", 7)


class TestMinHashCustomScore:
    def test_score_identical(self):
        sig = [1, 2, 3, 4, 5]
        mh1 = MinHashCustom(minhash_signature=sig)
        mh2 = MinHashCustom(minhash_signature=sig)
        score = MinHashCustom.calculateMinHashScore(
            mh1.getMinHash(), mh2.getMinHash()
        )
        assert score == 100.0

    def test_score_different(self):
        mh1 = MinHashCustom(minhash_signature=[1, 2, 3, 4, 5])
        mh2 = MinHashCustom(minhash_signature=[6, 7, 8, 9, 10])
        score = MinHashCustom.calculateMinHashScore(
            mh1.getMinHash(), mh2.getMinHash()
        )
        assert score < 100.0

    def test_score_against(self):
        sig1 = [1, 2, 3, 4, 5]
        sig2 = [1, 2, 99, 4, 5]
        mh1 = MinHashCustom(minhash_signature=sig1)
        mh2 = MinHashCustom(minhash_signature=sig2)
        instance_score = mh1.scoreAgainst(mh2)
        static_score = MinHashCustom.calculateMinHashScore(
            mh1.getMinHash(), mh2.getMinHash()
        )
        assert instance_score == static_score


class TestMinHashCustomBitModes:
    def test_8bit_mode(self):
        mh = MinHashCustom(minhash_bits=8)
        mh.setMinHash([10, 20, 30])
        raw = mh.getMinHash()
        arr = np.frombuffer(raw, dtype=np.uint8)
        assert list(arr) == [10, 20, 30]

    def test_32bit_mode(self):
        mh = MinHashCustom(minhash_bits=32)
        mh.setMinHash([10, 20, 30])
        raw = mh.getMinHash()
        arr = np.frombuffer(raw, dtype=np.uint32)
        assert list(arr) == [10, 20, 30]


# ============================================================================
# 2b. MinHasher
# ============================================================================


class MockILNode:
    """Mock IL node with operation and operands for normalization."""
    def __init__(self, operation, operands=None):
        self.operation = operation
        self.operands = operands or []


class MockLLILBasicBlock:
    """Mock LLIL basic block that yields IL instructions."""
    def __init__(self, instructions):
        self._instructions = instructions

    def __iter__(self):
        return iter(self._instructions)


class MockLLILFunction:
    """Mock LLIL function with basic blocks."""
    def __init__(self, basic_blocks):
        self.basic_blocks = basic_blocks


# Import MinHasher after we know the module can handle the import
from redb.extractors.decompiler.bninja.similarity.minhasher import (
    MinHasher,
    MINHASH_SIGNATURE_LENGTH,
    MINHASH_SIGNATURE_BITS,
)


class TestMinHasherMakeNgrams:
    def setup_method(self):
        # Create a minimal minhasher with a mock LLIL function
        empty_func = MockLLILFunction([])
        self.hasher = MinHasher(seed=42, il_function=empty_func)

    def test_make_ngrams_basic(self):
        result = self.hasher.make_ngrams(["a", "b", "c", "d"], n=3)
        assert result == [("a", "b", "c"), ("b", "c", "d")]

    def test_make_ngrams_short_input(self):
        result = self.hasher.make_ngrams(["a", "b"], n=3)
        assert result == []

    def test_make_ngrams_exact_n(self):
        result = self.hasher.make_ngrams(["a", "b", "c"], n=3)
        assert result == [("a", "b", "c")]


class TestMinHasherCalculate:
    def _make_llil_function(self, num_instructions=10):
        """Create a mock LLIL function with enough instructions."""
        instructions = [
            MockILNode(operation=i % 20) for i in range(num_instructions)
        ]
        bb = MockLLILBasicBlock(instructions)
        return MockLLILFunction([bb])

    def test_calculate_minhash_empty_function(self):
        # Function with < 3 LLIL instructions -> empty list
        func = self._make_llil_function(num_instructions=2)
        hasher = MinHasher(seed=42, il_function=func)
        result = hasher.calculateMinHash()
        assert result == []

    def test_calculate_minhash_deterministic(self):
        func = self._make_llil_function(num_instructions=20)
        h1 = MinHasher(seed=42, il_function=func)
        h2 = MinHasher(seed=42, il_function=func)
        assert h1.calculateMinHash() == h2.calculateMinHash()

    def test_calculate_minhash_length(self):
        func = self._make_llil_function(num_instructions=20)
        hasher = MinHasher(seed=42, il_function=func)
        result = hasher.calculateMinHash()
        assert len(result) == MINHASH_SIGNATURE_LENGTH

    def test_calculate_minhash_value_range(self):
        func = self._make_llil_function(num_instructions=20)
        hasher = MinHasher(seed=42, il_function=func)
        result = hasher.calculateMinHash()
        for val in result:
            assert 0 <= val < 2 ** MINHASH_SIGNATURE_BITS

    def test_shingle_hash_deterministic(self):
        func = self._make_llil_function(num_instructions=5)
        hasher = MinHasher(seed=42, il_function=func)
        shingle = ([1, 2], [3, 4], [5, 6])
        assert hasher.shingle_hash(shingle, 99) == hasher.shingle_hash(shingle, 99)

    def test_seed_reproducibility(self):
        func = self._make_llil_function(num_instructions=20)
        h1 = MinHasher(seed=1, il_function=func)
        h2 = MinHasher(seed=2, il_function=func)
        r1 = h1.calculateMinHash()
        r2 = h2.calculateMinHash()
        # Different seeds should (very likely) produce different results
        assert r1 != r2