Ralf Peeters

53 papers B 3C 2Misc 1Journal 16Unranked 31
YearRankTypeTitle / Venue / Authors
2026 J jnl
Biomed. Signal Process. Control.
Alfonso Aranda Hernandez, Pietro Bonizzi, Ralf Peeters, Joël M. H. Karel
2024 conf
EUSIPCO
Spriha Joshi, Philippe Dreesen, Pietro Bonizzi, Joël M. H. Karel, Ralf Peeters, Martijn Boussé
2024 J jnl
Comput. Biol. Medicine
Tiantian Wang, Joël M. H. Karel, Eric Invers-Rubio, Ismael Hernández-Romero, Ralf Peeters, Pietro Bonizzi, María S. Guillem
2023 J jnl
Biomed. Signal Process. Control.
Alfonso Aranda Hernandez, Pietro Bonizzi, Ralf Peeters, Joël M. H. Karel
2022 conf
CinC
Rubén Molero, Olivier Meste, Joël M. H. Karel, Ralf Peeters, Pietro Bonizzi, María S. Guillem
2021 conf
CinC
Olivier Meste, Stef Zeemering, Joël M. H. Karel, Theo Lankveld, Ulrich Schotten, Harry J. Crijns, Ralf Peeters, Pietro Bonizzi
2021 conf
CinC
Pietro Bonizzi, Stef Zeemering, Joël M. H. Karel, Theo Lankveld, Ulrich Schotten, Harry J. Crijns, Ralf Peeters, Olivier Meste
2021 conf
CinC
Job Stoks, Bianca D. van Rees, Uyen Chau Nguyen, Ralf Peeters, Paul G. A. Volders, Matthijs J. M. Cluitmans
2021 conf
CinC
Tiantian Wang, Pietro Bonizzi, Joël M. H. Karel, Ralf Peeters
2020 J jnl
Medical Biol. Eng. Comput.
Pietro Bonizzi, Olivier Meste, Stef Zeemering, Joël M. H. Karel, Theo Lankveld, Harry J. Crijns, Ulrich Schotten, Ralf Peeters
2020 conf
CinC
Job Stoks, Uyen Chau Nguyen, Ralf Peeters, Paul G. A. Volders, Matthijs J. M. Cluitmans
2020 conf
CinC
Kamil Bujnarowski, Pietro Bonizzi, Matthijs J. M. Cluitmans, Ralf Peeters, Joël M. H. Karel
2020 J jnl
Neurocomputing
Shuang Zhou, Evgueni N. Smirnov, Gijs Schoenmakers, Ralf Peeters, Xi Wu
2020 J jnl
IEEE ACM Trans. Comput. Biol. Bioinform.
Firat Ismailoglu, Rachel Cavill, Evgueni N. Smirnov, Shuang Zhou, Pieter Collins, Ralf Peeters
2020 J jnl
Neurocomputing
Alex Gammerman, Vladimir Vovk, Zhiyuan Luo, Evgueni N. Smirnov, Ralf Peeters
2020 conf
CinC
Olivier Meste, Stef Zeemering, Joël M. H. Karel, Theo Lankveld, Ulrich Schotten, Harry J. Crijns, Ralf Peeters, Pietro Bonizzi
2020 conf
CinC
Job Stoks, Bianca D. van Rees, Sanne A. Groeneveld, Diantha J. M. Schipaanboord, Lennart Blom, Rutger J. Hassink, Matthijs J. M. Cluitmans, Ralf Peeters, Paul G. A. Volders
2019 conf
CinC
Alfonso Aranda, Joël M. H. Karel, Pietro Bonizzi, Ralf Peeters
2019 J jnl
Frontiers Appl. Math. Stat.
Pietro Bonizzi, Ralf Peeters, Stef Zeemering, Arne van Hunnik, Olivier Meste, Joël M. H. Karel
2019 conf
CinC
Job Stoks, Matthijs J. M. Cluitmans, Ralf Peeters, Paul G. A. Volders
2018 C conf
ICMLA
Florian Van Daalen, Evgueni N. Smirnov, Nasser Davarzani, Ralf Peeters, Joël M. H. Karel, Hans-Peter Brunner-La Rocca
2018 conf
COPA
Shuang Zhou, Evgueni N. Smirnov, Gijs Schoenmakers, Ralf Peeters, Tao Jiang
2018 conf
PAKDD (1)
Firat Ismailoglu, Evgueni N. Smirnov, Ralf Peeters, Shuang Zhou, Pieter Collins
2018 conf
EMBC
Alfonso Aranda Hernandez, Pietro Bonizzi, Joël M. H. Karel, Ralf Peeters
2018 J jnl
Circuits Syst. Signal Process.
Joël M. H. Karel, Ralf Peeters
2018 conf
CinC
Alfonso Aranda, Pietro Bonizzi, Joël M. H. Karel, Ralf Peeters
2018 J jnl
Medical Biol. Eng. Comput.
Matthijs J. M. Cluitmans, Joël M. H. Karel, Pietro Bonizzi, Paul G. A. Volders, Ronald L. Westra, Ralf Peeters
2017 conf
CAIP (2)
Wei Zhao, Nico Roos, Ralf Peeters
2017 J jnl
Ann. Math. Artif. Intell.
Shuang Zhou, Evgueni N. Smirnov, Gijs Schoenmakers, Ralf Peeters
2017 J jnl
Neurocomputing
Shuang Zhou, Evgueni N. Smirnov, Gijs Schoenmakers, Ralf Peeters
2017 conf
CinC
Pietro Bonizzi, Stef Zeemering, Joël M. H. Karel, Muhammad Haziq Kamarul Azman, Theo Lankveld, Ulrich Schotten, Harry J. Crijns, Ralf Peeters, Olivier Meste
2017 J jnl
Pattern Recognit. Lett.
Shuang Zhou, Evgueni N. Smirnov, Gijs Schoenmakers, Kurt Driessens, Ralf Peeters
2016 conf
COPA
Shuang Zhou, Evgueni N. Smirnov, Gijs Schoenmakers, Ralf Peeters
2016 conf
CinC
Olivier Meste, Stef Zeemering, Joël M. H. Karel, Theo Lankveld, Ulrich Schotten, Harry J. Crijns, Ralf Peeters, Pietro Bonizzi
2016 B conf
IDA
Nasser Davarzani, Ralf Peeters, Evgueni N. Smirnov, Joël M. H. Karel, Hans-Peter Brunner-La Rocca
2016 conf
CinC
Matthijs J. M. Cluitmans, Jaume Coll-Font, Burak Erem, Dana H. Brooks, Pietro Bonizzi, Joël M. H. Karel, Paul G. A. Volders, Ralf Peeters, Ronald L. Westra
2015 B conf
ICTAI
Shuang Zhou, Evgueni N. Smirnov, Gijs Schoenmakers, Ralf Peeters, Kurt Driessens
2015 B conf
ICTAI
Firat Ismailoglu, Evgueni N. Smirnov, Ralf Peeters
2015 J jnl
Int. J. Artif. Intell. Tools
Shuang Zhou, Evgueni Nikolaevich Smirnov, Ralf Peeters
2015 conf
MCS
Firat Ismailoglu, Ida G. Sprinkhuizen-Kuyper, Evgueni N. Smirnov, Sergio Escalera, Ralf Peeters
2015 conf
CinC
Matthijs J. M. Cluitmans, Joël M. H. Karel, Pietro Bonizzi, Monique M. J. de Jong, Paul G. A. Volders, Ralf Peeters, Ronald L. Westra
2015 conf
MCS
Firat Ismailoglu, Evgueni N. Smirnov, Nikolay Y. Nikolaev, Ralf Peeters
2015 C conf
ACML
Shuang Zhou, Gijs Schoenmakers, Evgueni N. Smirnov, Ralf Peeters, Kurt Driessens, Siqi Chen
2015 J jnl
J. Optim. Theory Appl.
André Berger, Alexander Grigoriev, Ralf Peeters, Natalya Usotskaya
2015 conf
EMBC
Stef Zeemering, Pietro Bonizzi, Bart Maesen, Ralf Peeters, Ulrich Schotten
2015 conf
CinC
Pietro Bonizzi, Joël M. H. Karel, Stef Zeemering, Ralf Peeters
2013 conf
HCOMP (Works in Progress / Demos)
Evgueni N. Smirnov, Hua Zhang, Ralf Peeters, Nikolay I. Nikolaev, Maike Imkamp
2013 Misc conf
AIAI
Shuang Zhou, Evgueni N. Smirnov, Haitham Bou-Ammar, Ralf Peeters
2013 conf
EMBC
Stef Zeemering, Ralf Peeters, Arne van Hunnik, Sander Verheule, Ulrich Schotten
2012 J jnl
Dyn. Games Appl.
Philippe Uyttendaele, Frank Thuijsman, Pieter Collins, Ralf Peeters, Gijs Schoenmakers, Ronald L. Westra
2012 conf
EMBC
Pietro Bonizzi, Joël M. H. Karel, Peter De Weerd, Eric Lowet, Mark J. Roberts, Ronald L. Westra, Olivier Meste, Ralf Peeters
2005 conf
CDC/ECC
Ivo W. M. Bleylevens, Ralf Peeters, Bernard Hanzon
2000 conf
CDC
Ralf Peeters, Paolo Rapisarda
tests/unit/test_apk_cfg_features.py
← Index tests/unit/test_apk_cfg_features.py python
"""
Unit tests for APK CFG feature parity with the Binary Ninja pipeline.

Tests advanced CFG features computed from smali (topology hash, MD-index,
WL-MinHash, prime product, packed adjacency, block features export) and
the slimmed similarity table.

All tests use mocked smali input — no JADX/apktool/Java required.
"""
import pytest

from redb.extractors.decompiler.apk.smali_cfg import (
    SmaliCFGMetrics,
    compute_cfg_metrics,
)
from redb.extractors.decompiler.apk.method_extractor import (
    SMALI_OP_PRIMES,
    compute_prime_product_smali,
    count_call_instructions,
)

pytestmark = [pytest.mark.unit, pytest.mark.apk, pytest.mark.decompile]


# ===================================================================
# Sample smali bodies for testing
# ===================================================================

# Simple linear method: 3 instructions, 1 block
SMALI_LINEAR = """\
    const/4 v0, 0x0
    invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
    return-void
"""

# Diamond CFG: if-else with two paths merging
SMALI_DIAMOND = """\
    const/4 v0, 0x1
    if-eqz v0, :cond_0
    invoke-virtual {p0}, Lcom/Foo;->pathA()V
    goto :goto_0
    :cond_0
    invoke-virtual {p0}, Lcom/Foo;->pathB()V
    :goto_0
    return-void
"""

# Loop: a back edge from goto to a label before it
SMALI_LOOP = """\
    const/4 v0, 0x0
    :loop_start
    add-int/lit8 v0, v0, 0x1
    if-lt v0, v1, :loop_start
    return-void
"""

# Multi-block with several invoke calls
SMALI_MULTI_CALL = """\
    invoke-virtual {p0}, Lcom/Foo;->a()V
    invoke-static {v0}, Lcom/Bar;->b(I)V
    invoke-direct {p0, v1}, Lcom/Baz;-><init>(I)V
    const/4 v0, 0x0
    return-void
"""


# ===================================================================
# TestSmaliCFGMetricsAdvanced — new fields in SmaliCFGMetrics
# ===================================================================

class TestSmaliCFGMetricsAdvanced:
    """Test that advanced CFG fields are populated by compute_cfg_metrics."""

    def test_topology_hash_is_bytes(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert isinstance(m.cfg_topology_hash, bytes)
        assert len(m.cfg_topology_hash) == 16

    def test_topology_hash_nonzero_for_multiblock(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert m.cfg_topology_hash != b'\x00' * 16

    def test_topology_hash_zero_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.cfg_topology_hash == b'\x00' * 16

    def test_identical_cfg_same_topology_hash(self):
        """Two smali methods with the same CFG structure produce the same hash."""
        smali_a = """\
    const/4 v0, 0x1
    if-eqz v0, :cond_0
    const/4 v1, 0x2
    goto :goto_0
    :cond_0
    const/4 v1, 0x3
    :goto_0
    return-void
"""
        smali_b = """\
    const/4 v5, 0x9
    if-nez v5, :cond_0
    add-int v6, v5, v5
    goto :goto_0
    :cond_0
    sub-int v6, v5, v5
    :goto_0
    return-void
"""
        m_a = compute_cfg_metrics(smali_a)
        m_b = compute_cfg_metrics(smali_b)
        assert m_a.cfg_topology_hash == m_b.cfg_topology_hash

    def test_different_cfg_different_topology_hash(self):
        m_linear = compute_cfg_metrics(SMALI_LINEAR)
        m_diamond = compute_cfg_metrics(SMALI_DIAMOND)
        assert m_linear.cfg_topology_hash != m_diamond.cfg_topology_hash

    def test_md_index_topdown_nonzero(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert m.md_index_topdown != 0

    def test_md_index_bottomup_nonzero(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert m.md_index_bottomup != 0

    def test_md_index_zero_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.md_index_topdown == 0
        assert m.md_index_bottomup == 0

    def test_wl_minhash_length(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert len(m.wl_minhash) == 128

    def test_wl_minhash_sentinel_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.wl_minhash == [255] * 128

    def test_wl_minhash_values_are_uint8(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        for val in m.wl_minhash:
            assert 0 <= val <= 255

    def test_cfg_adjacency_nonempty_for_multiblock(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert len(m.cfg_adjacency) > 0

    def test_cfg_adjacency_empty_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.cfg_adjacency == []

    def test_cfg_adjacency_packed_format(self):
        """Each entry should be (src << 16) | tgt."""
        m = compute_cfg_metrics(SMALI_DIAMOND)
        for edge in m.cfg_adjacency:
            assert isinstance(edge, int)
            src = edge >> 16
            tgt = edge & 0xFFFF
            assert src < m.block_count
            assert tgt < m.block_count

    def test_block_features_exported(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert len(m.block_features) == m.block_count
        for bf in m.block_features:
            assert len(bf) == 8  # 7 categories + successor_count

    def test_cfg_feature_tlsh_none_for_small(self):
        """Small methods produce None (< 50 bytes of feature data)."""
        m = compute_cfg_metrics(SMALI_LINEAR)
        # Single-block linear method — too small for TLSH
        assert m.cfg_feature_tlsh is None

    def test_loop_count_with_back_edge(self):
        m = compute_cfg_metrics(SMALI_LOOP)
        assert m.loop_count >= 1


# ===================================================================
# TestPrimeProductSmali
# ===================================================================

class TestPrimeProductSmali:

    def test_empty_returns_zero(self):
        assert compute_prime_product_smali("") == 0

    def test_none_returns_zero(self):
        assert compute_prime_product_smali(None) == 0

    def test_known_computation(self):
        """Single invoke instruction → CALL category → prime 17."""
        smali = "    invoke-virtual {p0}, Lcom/Foo;->bar()V"
        assert compute_prime_product_smali(smali) == 17

    def test_two_instructions(self):
        """const (CONST→2) * invoke (CALL→17) = 34."""
        smali = """\
    const/4 v0, 0x0
    invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
"""
        assert compute_prime_product_smali(smali) == 2 * 17

    def test_skips_directives_and_labels(self):
        """Directives, labels, and comments should be skipped."""
        smali = """\
.registers 2
.line 10
    :label
    # comment
    const/4 v0, 0x0
"""
        # Only const/4 → CONST → prime 2
        assert compute_prime_product_smali(smali) == 2

    def test_position_independent(self):
        """Reordering instructions produces the same product (multiplication is commutative)."""
        smali_a = """\
    add-int v0, v1, v2
    invoke-virtual {p0}, Lcom/Foo;->bar()V
"""
        smali_b = """\
    invoke-virtual {p0}, Lcom/Foo;->bar()V
    add-int v0, v1, v2
"""
        assert compute_prime_product_smali(smali_a) == compute_prime_product_smali(smali_b)

    def test_all_categories_have_primes(self):
        """Every category in SMALI_OP_PRIMES is a positive integer."""
        for cat, prime in SMALI_OP_PRIMES.items():
            assert isinstance(prime, int)
            assert prime >= 1

    def test_mod_2_64(self):
        """Result should be mod 2^64 (doesn't overflow)."""
        # A very long method — product stays within uint64
        smali = "\n".join(["    mul-int v0, v1, v2"] * 1000)
        result = compute_prime_product_smali(smali)
        assert 0 <= result < 2**64


# ===================================================================
# TestCallCount
# ===================================================================

class TestCallCount:

    def test_empty(self):
        assert count_call_instructions("") == 0

    def test_none(self):
        assert count_call_instructions(None) == 0

    def test_single_invoke(self):
        smali = "    invoke-virtual {p0}, Lcom/Foo;->bar()V"
        assert count_call_instructions(smali) == 1

    def test_multiple_invoke_types(self):
        assert count_call_instructions(SMALI_MULTI_CALL) == 3

    def test_non_invoke_not_counted(self):
        smali = """\
    const/4 v0, 0x0
    add-int v1, v0, v0
    return-void
"""
        assert count_call_instructions(smali) == 0


# ===================================================================
# TestSimilarityTableSlimmed
# ===================================================================

class TestSimilarityTableSlimmed:
    """Verify the similarity table no longer contains moved fields."""

    def test_export_similarity_no_block_count(self):
        """block_count should not be in similarity export columns."""
        from redb.extractors.decompiler.DecompileAPK import DecompileAPK
        from unittest.mock import MagicMock

        extractor = DecompileAPK.__new__(DecompileAPK)
        extractor.log = MagicMock()
        extractor.sha256 = "a" * 64
        extractor.sha1 = "b" * 40
        extractor.md5 = "c" * 32
        extractor.analysis_results = {
            "sha256": "a" * 64,
            "sha1": "b" * 40,
            "md5": "c" * 32,
            "similarity_metrics": [{
                "smali_method_hash": "d" * 64,
                "cyclomatic_complexity": 3,
                "ssdeep_smali": None,
                "tlsh_smali": None,
                "minhash": [1, 2, 3],
            }],
        }

        export = extractor.prepare_export_data("ClickHouseExporter")
        sim_cols = export["method_similarity_metrics"]["column_names"]
        assert "block_count" not in sim_cols
        assert "edge_count" not in sim_cols
        assert "loop_count" not in sim_cols
        assert "max_depth" not in sim_cols
        assert "max_fan_out" not in sim_cols
        # These should still be there
        assert "smali_method_hash" in sim_cols
        assert "ssdeep_smali" in sim_cols
        assert "minhash" in sim_cols
        # cyclomatic_complexity moved to cfg table
        assert "cyclomatic_complexity" not in sim_cols


# ===================================================================
# TestCFGTableExport
# ===================================================================

class TestCFGTableExport:
    """Verify the new CFG table is exported correctly."""

    def test_export_cfg_table_present(self):
        from redb.extractors.decompiler.DecompileAPK import DecompileAPK
        from unittest.mock import MagicMock

        extractor = DecompileAPK.__new__(DecompileAPK)
        extractor.log = MagicMock()
        extractor.analysis_results = {
            "sha256": "a" * 64,
            "sha1": "b" * 40,
            "md5": "c" * 32,
            "cfg": [{
                "smali_method_hash": "d" * 64,
                "cfg_topology_hash": b'\x01' * 16,
                "block_count": 4,
                "edge_count": 5,
                "instructions_count": 20,
                "call_count": 3,
                "cyclomatic_complexity": 3,
                "loop_count": 1,
                "max_depth": 2,
                "max_fan_out": 2,
                "md_index_topdown": 12345,
                "md_index_bottomup": 67890,
                "prime_product_smali": 999,
                "cfg_feature_tlsh": None,
                "wl_minhash": [0] * 128,
                "bb_features": [[10, 1, 0, 2, 1, 0, 0, 2]] * 4,
                "cfg_adjacency": [0x00010000, 0x00010002],
            }],
        }

        export = extractor.prepare_export_data("ClickHouseExporter")
        assert "cfg_methods" in export
        cfg_export = export["cfg_methods"]
        assert cfg_export["table"] == "code_apk_cfg_methods"
        assert len(cfg_export["data"]) == 1
        assert "cfg_topology_hash" in cfg_export["column_names"]
        assert "prime_product_smali" in cfg_export["column_names"]
        assert "wl_minhash" in cfg_export["column_names"]
        assert "bb_features" in cfg_export["column_names"]
        assert "cfg_adjacency" in cfg_export["column_names"]
        # Verify column count matches data width
        assert len(cfg_export["column_names"]) == len(cfg_export["data"][0])
        assert len(cfg_export["column_type_names"]) == len(cfg_export["data"][0])